diff --git "a/ntu120_xset/k_2/20231225_153958.log" "b/ntu120_xset/k_2/20231225_153958.log" new file mode 100644--- /dev/null +++ "b/ntu120_xset/k_2/20231225_153958.log" @@ -0,0 +1,6334 @@ +2023-12-25 15:39:58,591 - 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+ +------------------------------------------------------------ + +2023-12-25 15:39:59,458 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu120_xset/k_2' +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) + +2023-12-25 15:39:59,458 - pyskl - INFO - Set random seed to 776144357, deterministic: False +2023-12-25 15:40:13,805 - pyskl - INFO - 54468 videos remain after valid thresholding +2023-12-25 15:40:31,278 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-25 15:40:31,306 - 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_2 +2023-12-25 15:40:31,306 - 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 + -------------------- +2023-12-25 15:40:31,306 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-25 15:40:31,307 - pyskl - INFO - Checkpoints will be saved to /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2 by HardDiskBackend. +2023-12-25 15:41:27,819 - pyskl - INFO - Epoch [1][100/3405] lr: 2.500e-02, eta: 3 days, 8:09:08, time: 0.565, data_time: 0.300, memory: 5236, top1_acc: 0.0081, top5_acc: 0.0606, loss_cls: 5.8752, loss: 5.8752 +2023-12-25 15:41:52,978 - pyskl - INFO - Epoch [1][200/3405] lr: 2.500e-02, eta: 2 days, 9:54:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0256, top5_acc: 0.0856, loss_cls: 5.5175, loss: 5.5175 +2023-12-25 15:42:18,032 - pyskl - INFO - Epoch [1][300/3405] lr: 2.500e-02, eta: 2 days, 2:26:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.0256, top5_acc: 0.1250, loss_cls: 5.3370, loss: 5.3370 +2023-12-25 15:42:43,260 - pyskl - INFO - Epoch [1][400/3405] lr: 2.500e-02, eta: 1 day, 22:45:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.0525, top5_acc: 0.1719, loss_cls: 5.2063, loss: 5.2063 +2023-12-25 15:43:08,615 - pyskl - INFO - Epoch [1][500/3405] lr: 2.500e-02, eta: 1 day, 20:35:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.0494, top5_acc: 0.2000, loss_cls: 5.1002, loss: 5.1002 +2023-12-25 15:43:34,109 - pyskl - INFO - Epoch [1][600/3405] lr: 2.500e-02, eta: 1 day, 19:10:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.0544, top5_acc: 0.2331, loss_cls: 4.9839, loss: 4.9839 +2023-12-25 15:43:59,368 - pyskl - INFO - Epoch [1][700/3405] lr: 2.500e-02, eta: 1 day, 18:06:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0700, top5_acc: 0.2550, loss_cls: 4.9798, loss: 4.9798 +2023-12-25 15:44:24,942 - pyskl - INFO - Epoch [1][800/3405] lr: 2.500e-02, eta: 1 day, 17:22:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.0744, top5_acc: 0.2894, loss_cls: 5.0358, loss: 5.0358 +2023-12-25 15:44:50,206 - pyskl - INFO - Epoch [1][900/3405] lr: 2.500e-02, eta: 1 day, 16:44:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.0938, top5_acc: 0.3175, loss_cls: 4.9233, loss: 4.9233 +2023-12-25 15:45:15,410 - pyskl - INFO - Epoch [1][1000/3405] lr: 2.500e-02, eta: 1 day, 16:13:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.1100, top5_acc: 0.3569, loss_cls: 5.0683, loss: 5.0683 +2023-12-25 15:45:40,860 - pyskl - INFO - Epoch [1][1100/3405] lr: 2.500e-02, eta: 1 day, 15:50:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1006, top5_acc: 0.3719, loss_cls: 4.9770, loss: 4.9770 +2023-12-25 15:46:06,320 - pyskl - INFO - Epoch [1][1200/3405] lr: 2.500e-02, eta: 1 day, 15:30:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.1281, top5_acc: 0.4088, loss_cls: 4.7576, loss: 4.7576 +2023-12-25 15:46:31,786 - pyskl - INFO - Epoch [1][1300/3405] lr: 2.500e-02, eta: 1 day, 15:14:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.1244, top5_acc: 0.4125, loss_cls: 4.7087, loss: 4.7087 +2023-12-25 15:46:57,188 - pyskl - INFO - Epoch [1][1400/3405] lr: 2.500e-02, eta: 1 day, 14:59:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1519, top5_acc: 0.4525, loss_cls: 4.4580, loss: 4.4580 +2023-12-25 15:47:22,604 - pyskl - INFO - Epoch [1][1500/3405] lr: 2.500e-02, eta: 1 day, 14:47:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.1487, top5_acc: 0.4738, loss_cls: 4.3390, loss: 4.3390 +2023-12-25 15:47:47,948 - pyskl - INFO - Epoch [1][1600/3405] lr: 2.500e-02, eta: 1 day, 14:35:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.1694, top5_acc: 0.4806, loss_cls: 4.2956, loss: 4.2956 +2023-12-25 15:48:12,965 - pyskl - INFO - Epoch [1][1700/3405] lr: 2.500e-02, eta: 1 day, 14:23:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.1750, top5_acc: 0.4931, loss_cls: 4.1956, loss: 4.1956 +2023-12-25 15:48:38,091 - pyskl - INFO - Epoch [1][1800/3405] lr: 2.500e-02, eta: 1 day, 14:13:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.2056, top5_acc: 0.5238, loss_cls: 4.0214, loss: 4.0214 +2023-12-25 15:49:03,108 - pyskl - INFO - Epoch [1][1900/3405] lr: 2.500e-02, eta: 1 day, 14:04:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.1950, top5_acc: 0.5587, loss_cls: 3.9430, loss: 3.9430 +2023-12-25 15:49:28,430 - pyskl - INFO - Epoch [1][2000/3405] lr: 2.500e-02, eta: 1 day, 13:57:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2300, top5_acc: 0.5594, loss_cls: 3.8906, loss: 3.8906 +2023-12-25 15:49:53,871 - pyskl - INFO - Epoch [1][2100/3405] lr: 2.500e-02, eta: 1 day, 13:50:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2225, top5_acc: 0.6012, loss_cls: 3.7867, loss: 3.7867 +2023-12-25 15:50:19,480 - pyskl - INFO - Epoch [1][2200/3405] lr: 2.500e-02, eta: 1 day, 13:45:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2325, top5_acc: 0.5756, loss_cls: 3.8155, loss: 3.8155 +2023-12-25 15:50:44,887 - pyskl - INFO - Epoch [1][2300/3405] lr: 2.500e-02, eta: 1 day, 13:40:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2169, top5_acc: 0.5775, loss_cls: 3.7834, loss: 3.7834 +2023-12-25 15:51:10,588 - pyskl - INFO - Epoch [1][2400/3405] lr: 2.500e-02, eta: 1 day, 13:36:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.2412, top5_acc: 0.5962, loss_cls: 3.7121, loss: 3.7121 +2023-12-25 15:51:36,203 - pyskl - INFO - Epoch [1][2500/3405] lr: 2.500e-02, eta: 1 day, 13:32:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2269, top5_acc: 0.5956, loss_cls: 3.7354, loss: 3.7354 +2023-12-25 15:52:01,480 - pyskl - INFO - Epoch [1][2600/3405] lr: 2.500e-02, eta: 1 day, 13:28:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2537, top5_acc: 0.6144, loss_cls: 3.6712, loss: 3.6712 +2023-12-25 15:52:27,087 - pyskl - INFO - Epoch [1][2700/3405] lr: 2.500e-02, eta: 1 day, 13:24:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2775, top5_acc: 0.6544, loss_cls: 3.5413, loss: 3.5413 +2023-12-25 15:52:52,636 - pyskl - INFO - Epoch [1][2800/3405] lr: 2.500e-02, eta: 1 day, 13:21:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.2587, top5_acc: 0.6250, loss_cls: 3.6205, loss: 3.6205 +2023-12-25 15:53:18,293 - pyskl - INFO - Epoch [1][2900/3405] lr: 2.500e-02, eta: 1 day, 13:18:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.2806, top5_acc: 0.6594, loss_cls: 3.4935, loss: 3.4935 +2023-12-25 15:53:43,682 - pyskl - INFO - Epoch [1][3000/3405] lr: 2.500e-02, eta: 1 day, 13:15:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2712, top5_acc: 0.6681, loss_cls: 3.4860, loss: 3.4860 +2023-12-25 15:54:09,022 - pyskl - INFO - Epoch [1][3100/3405] lr: 2.500e-02, eta: 1 day, 13:11:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.2963, top5_acc: 0.6606, loss_cls: 3.4525, loss: 3.4525 +2023-12-25 15:54:34,463 - pyskl - INFO - Epoch [1][3200/3405] lr: 2.500e-02, eta: 1 day, 13:08:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.2888, top5_acc: 0.6750, loss_cls: 3.4767, loss: 3.4767 +2023-12-25 15:55:00,044 - pyskl - INFO - Epoch [1][3300/3405] lr: 2.500e-02, eta: 1 day, 13:06:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.2812, top5_acc: 0.6694, loss_cls: 3.4404, loss: 3.4404 +2023-12-25 15:55:25,752 - pyskl - INFO - Epoch [1][3400/3405] lr: 2.500e-02, eta: 1 day, 13:04:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.3100, top5_acc: 0.6981, loss_cls: 3.3431, loss: 3.3431 +2023-12-25 15:55:27,823 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-25 15:59:55,670 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:59:56,317 - pyskl - INFO - +top1_acc 0.3470 +top5_acc 0.7177 +2023-12-25 15:59:56,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-25 15:59:56,543 - pyskl - INFO - Best top1_acc is 0.3470 at 1 epoch. +2023-12-25 15:59:56,566 - pyskl - INFO - Epoch(val) [1][3718] top1_acc: 0.3470, top5_acc: 0.7177 +2023-12-25 16:00:48,702 - pyskl - INFO - Epoch [2][100/3405] lr: 2.500e-02, eta: 1 day, 14:03:03, time: 0.521, data_time: 0.264, memory: 5236, top1_acc: 0.3394, top5_acc: 0.7125, loss_cls: 3.2814, loss: 3.2814 +2023-12-25 16:01:13,874 - pyskl - INFO - Epoch [2][200/3405] lr: 2.500e-02, eta: 1 day, 13:58:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3250, top5_acc: 0.7131, loss_cls: 3.3340, loss: 3.3340 +2023-12-25 16:01:38,943 - pyskl - INFO - Epoch [2][300/3405] lr: 2.500e-02, eta: 1 day, 13:53:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3094, top5_acc: 0.6894, loss_cls: 3.3759, loss: 3.3759 +2023-12-25 16:02:04,152 - pyskl - INFO - Epoch [2][400/3405] lr: 2.500e-02, eta: 1 day, 13:49:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3519, top5_acc: 0.7312, loss_cls: 3.2502, loss: 3.2502 +2023-12-25 16:02:30,178 - pyskl - INFO - Epoch [2][500/3405] lr: 2.500e-02, eta: 1 day, 13:47:05, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.3531, top5_acc: 0.7312, loss_cls: 3.2188, loss: 3.2188 +2023-12-25 16:02:55,284 - pyskl - INFO - Epoch [2][600/3405] lr: 2.500e-02, eta: 1 day, 13:42:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3475, top5_acc: 0.7275, loss_cls: 3.1945, loss: 3.1945 +2023-12-25 16:03:20,485 - pyskl - INFO - Epoch [2][700/3405] lr: 2.500e-02, eta: 1 day, 13:39:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3425, top5_acc: 0.7194, loss_cls: 3.2472, loss: 3.2472 +2023-12-25 16:03:45,667 - pyskl - INFO - Epoch [2][800/3405] lr: 2.500e-02, eta: 1 day, 13:35:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3800, top5_acc: 0.7600, loss_cls: 3.1144, loss: 3.1144 +2023-12-25 16:04:10,843 - pyskl - INFO - Epoch [2][900/3405] lr: 2.500e-02, eta: 1 day, 13:32:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3675, top5_acc: 0.7444, loss_cls: 3.1288, loss: 3.1288 +2023-12-25 16:04:35,953 - pyskl - INFO - Epoch [2][1000/3405] lr: 2.500e-02, eta: 1 day, 13:28:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3638, top5_acc: 0.7419, loss_cls: 3.1338, loss: 3.1338 +2023-12-25 16:05:01,173 - pyskl - INFO - Epoch [2][1100/3405] lr: 2.500e-02, eta: 1 day, 13:25:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.3844, top5_acc: 0.7444, loss_cls: 3.1038, loss: 3.1038 +2023-12-25 16:05:26,462 - pyskl - INFO - Epoch [2][1200/3405] lr: 2.499e-02, eta: 1 day, 13:22:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.3862, top5_acc: 0.7556, loss_cls: 3.1121, loss: 3.1121 +2023-12-25 16:05:52,397 - pyskl - INFO - Epoch [2][1300/3405] lr: 2.499e-02, eta: 1 day, 13:21:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.3881, top5_acc: 0.7756, loss_cls: 3.0545, loss: 3.0545 +2023-12-25 16:06:17,819 - pyskl - INFO - Epoch [2][1400/3405] lr: 2.499e-02, eta: 1 day, 13:18:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4037, top5_acc: 0.7631, loss_cls: 3.0745, loss: 3.0745 +2023-12-25 16:06:42,853 - pyskl - INFO - Epoch [2][1500/3405] lr: 2.499e-02, eta: 1 day, 13:15:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.3650, top5_acc: 0.7450, loss_cls: 3.1210, loss: 3.1210 +2023-12-25 16:07:07,996 - pyskl - INFO - Epoch [2][1600/3405] lr: 2.499e-02, eta: 1 day, 13:12:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.3937, top5_acc: 0.7825, loss_cls: 3.0303, loss: 3.0303 +2023-12-25 16:07:33,492 - pyskl - INFO - Epoch [2][1700/3405] lr: 2.499e-02, eta: 1 day, 13:10:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.4019, top5_acc: 0.7694, loss_cls: 3.0372, loss: 3.0372 +2023-12-25 16:07:58,630 - pyskl - INFO - Epoch [2][1800/3405] lr: 2.499e-02, eta: 1 day, 13:08:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4356, top5_acc: 0.7906, loss_cls: 2.9463, loss: 2.9463 +2023-12-25 16:08:23,713 - pyskl - INFO - Epoch [2][1900/3405] lr: 2.499e-02, eta: 1 day, 13:05:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4081, top5_acc: 0.7969, loss_cls: 2.9901, loss: 2.9901 +2023-12-25 16:08:48,913 - pyskl - INFO - Epoch [2][2000/3405] lr: 2.499e-02, eta: 1 day, 13:03:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4194, top5_acc: 0.7681, loss_cls: 3.0392, loss: 3.0392 +2023-12-25 16:09:14,072 - pyskl - INFO - Epoch [2][2100/3405] lr: 2.499e-02, eta: 1 day, 13:00:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4425, top5_acc: 0.7844, loss_cls: 2.9578, loss: 2.9578 +2023-12-25 16:09:39,114 - pyskl - INFO - Epoch [2][2200/3405] lr: 2.499e-02, eta: 1 day, 12:58:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4281, top5_acc: 0.7969, loss_cls: 2.9230, loss: 2.9230 +2023-12-25 16:10:04,171 - pyskl - INFO - Epoch [2][2300/3405] lr: 2.499e-02, eta: 1 day, 12:56:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4238, top5_acc: 0.7944, loss_cls: 2.9056, loss: 2.9056 +2023-12-25 16:10:29,366 - pyskl - INFO - Epoch [2][2400/3405] lr: 2.499e-02, eta: 1 day, 12:54:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4425, top5_acc: 0.8056, loss_cls: 2.8843, loss: 2.8843 +2023-12-25 16:10:54,648 - pyskl - INFO - Epoch [2][2500/3405] lr: 2.499e-02, eta: 1 day, 12:52:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4188, top5_acc: 0.7794, loss_cls: 2.9591, loss: 2.9591 +2023-12-25 16:11:19,857 - pyskl - INFO - Epoch [2][2600/3405] lr: 2.499e-02, eta: 1 day, 12:50:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4550, top5_acc: 0.7975, loss_cls: 2.8833, loss: 2.8833 +2023-12-25 16:11:45,368 - pyskl - INFO - Epoch [2][2700/3405] lr: 2.499e-02, eta: 1 day, 12:48:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.4525, top5_acc: 0.8181, loss_cls: 2.8056, loss: 2.8056 +2023-12-25 16:12:10,654 - pyskl - INFO - Epoch [2][2800/3405] lr: 2.499e-02, eta: 1 day, 12:46:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.4519, top5_acc: 0.8063, loss_cls: 2.8190, loss: 2.8190 +2023-12-25 16:12:36,892 - pyskl - INFO - Epoch [2][2900/3405] lr: 2.499e-02, eta: 1 day, 12:46:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.4431, top5_acc: 0.8156, loss_cls: 2.8266, loss: 2.8266 +2023-12-25 16:13:02,604 - pyskl - INFO - Epoch [2][3000/3405] lr: 2.499e-02, eta: 1 day, 12:45:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.4412, top5_acc: 0.8081, loss_cls: 2.8217, loss: 2.8217 +2023-12-25 16:13:27,655 - pyskl - INFO - Epoch [2][3100/3405] lr: 2.499e-02, eta: 1 day, 12:43:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4625, top5_acc: 0.8219, loss_cls: 2.7721, loss: 2.7721 +2023-12-25 16:13:53,604 - pyskl - INFO - Epoch [2][3200/3405] lr: 2.499e-02, eta: 1 day, 12:42:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.4831, top5_acc: 0.8169, loss_cls: 2.7474, loss: 2.7474 +2023-12-25 16:14:19,338 - pyskl - INFO - Epoch [2][3300/3405] lr: 2.499e-02, eta: 1 day, 12:41:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.4738, top5_acc: 0.8263, loss_cls: 2.7582, loss: 2.7582 +2023-12-25 16:14:45,120 - pyskl - INFO - Epoch [2][3400/3405] lr: 2.499e-02, eta: 1 day, 12:40:35, time: 0.258, data_time: 0.001, memory: 5236, top1_acc: 0.4650, top5_acc: 0.8206, loss_cls: 2.7517, loss: 2.7517 +2023-12-25 16:14:47,032 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-25 16:19:13,429 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:19:14,020 - pyskl - INFO - +top1_acc 0.4665 +top5_acc 0.8191 +2023-12-25 16:19:14,025 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_1.pth was removed +2023-12-25 16:19:14,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-25 16:19:14,228 - pyskl - INFO - Best top1_acc is 0.4665 at 2 epoch. +2023-12-25 16:19:14,252 - pyskl - INFO - Epoch(val) [2][3718] top1_acc: 0.4665, top5_acc: 0.8191 +2023-12-25 16:20:07,075 - pyskl - INFO - Epoch [3][100/3405] lr: 2.499e-02, eta: 1 day, 13:10:52, time: 0.528, data_time: 0.270, memory: 5236, top1_acc: 0.4562, top5_acc: 0.8213, loss_cls: 2.7714, loss: 2.7714 +2023-12-25 16:20:32,210 - pyskl - INFO - Epoch [3][200/3405] lr: 2.499e-02, eta: 1 day, 13:08:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.4881, top5_acc: 0.8331, loss_cls: 2.6912, loss: 2.6912 +2023-12-25 16:20:57,203 - pyskl - INFO - Epoch [3][300/3405] lr: 2.499e-02, eta: 1 day, 13:06:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.4831, top5_acc: 0.8363, loss_cls: 2.6728, loss: 2.6728 +2023-12-25 16:21:22,594 - pyskl - INFO - Epoch [3][400/3405] lr: 2.499e-02, eta: 1 day, 13:04:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.4900, top5_acc: 0.8350, loss_cls: 2.7001, loss: 2.7001 +2023-12-25 16:21:47,808 - pyskl - INFO - Epoch [3][500/3405] lr: 2.499e-02, eta: 1 day, 13:02:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4775, top5_acc: 0.8194, loss_cls: 2.7251, loss: 2.7251 +2023-12-25 16:22:12,755 - pyskl - INFO - Epoch [3][600/3405] lr: 2.499e-02, eta: 1 day, 13:00:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.4900, top5_acc: 0.8213, loss_cls: 2.7167, loss: 2.7167 +2023-12-25 16:22:38,329 - pyskl - INFO - Epoch [3][700/3405] lr: 2.499e-02, eta: 1 day, 12:59:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5050, top5_acc: 0.8500, loss_cls: 2.6454, loss: 2.6454 +2023-12-25 16:23:04,767 - pyskl - INFO - Epoch [3][800/3405] lr: 2.499e-02, eta: 1 day, 12:58:39, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.5038, top5_acc: 0.8331, loss_cls: 2.6402, loss: 2.6402 +2023-12-25 16:23:31,145 - pyskl - INFO - Epoch [3][900/3405] lr: 2.499e-02, eta: 1 day, 12:58:07, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.5112, top5_acc: 0.8488, loss_cls: 2.6023, loss: 2.6023 +2023-12-25 16:23:56,513 - pyskl - INFO - Epoch [3][1000/3405] lr: 2.499e-02, eta: 1 day, 12:56:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5188, top5_acc: 0.8363, loss_cls: 2.6432, loss: 2.6432 +2023-12-25 16:24:21,717 - pyskl - INFO - Epoch [3][1100/3405] lr: 2.499e-02, eta: 1 day, 12:54:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.4956, top5_acc: 0.8250, loss_cls: 2.7168, loss: 2.7168 +2023-12-25 16:24:47,765 - pyskl - INFO - Epoch [3][1200/3405] lr: 2.498e-02, eta: 1 day, 12:53:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5069, top5_acc: 0.8450, loss_cls: 2.6193, loss: 2.6193 +2023-12-25 16:25:14,395 - pyskl - INFO - Epoch [3][1300/3405] lr: 2.498e-02, eta: 1 day, 12:53:41, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.5006, top5_acc: 0.8406, loss_cls: 2.6427, loss: 2.6427 +2023-12-25 16:25:40,930 - pyskl - INFO - Epoch [3][1400/3405] lr: 2.498e-02, eta: 1 day, 12:53:22, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.4975, top5_acc: 0.8419, loss_cls: 2.6398, loss: 2.6398 +2023-12-25 16:26:07,449 - pyskl - INFO - Epoch [3][1500/3405] lr: 2.498e-02, eta: 1 day, 12:53:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8450, loss_cls: 2.6087, loss: 2.6087 +2023-12-25 16:26:33,586 - pyskl - INFO - Epoch [3][1600/3405] lr: 2.498e-02, eta: 1 day, 12:52:17, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.5156, top5_acc: 0.8406, loss_cls: 2.6013, loss: 2.6013 +2023-12-25 16:26:59,944 - pyskl - INFO - Epoch [3][1700/3405] lr: 2.498e-02, eta: 1 day, 12:51:47, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.5288, top5_acc: 0.8481, loss_cls: 2.6001, loss: 2.6001 +2023-12-25 16:27:26,470 - pyskl - INFO - Epoch [3][1800/3405] lr: 2.498e-02, eta: 1 day, 12:51:26, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5131, top5_acc: 0.8363, loss_cls: 2.6345, loss: 2.6345 +2023-12-25 16:27:52,994 - pyskl - INFO - Epoch [3][1900/3405] lr: 2.498e-02, eta: 1 day, 12:51:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5238, top5_acc: 0.8481, loss_cls: 2.5930, loss: 2.5930 +2023-12-25 16:28:19,504 - pyskl - INFO - Epoch [3][2000/3405] lr: 2.498e-02, eta: 1 day, 12:50:44, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5275, top5_acc: 0.8544, loss_cls: 2.5528, loss: 2.5528 +2023-12-25 16:28:46,010 - pyskl - INFO - Epoch [3][2100/3405] lr: 2.498e-02, eta: 1 day, 12:50:22, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5369, top5_acc: 0.8444, loss_cls: 2.5627, loss: 2.5627 +2023-12-25 16:29:12,511 - pyskl - INFO - Epoch [3][2200/3405] lr: 2.498e-02, eta: 1 day, 12:49:59, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5375, top5_acc: 0.8556, loss_cls: 2.5501, loss: 2.5501 +2023-12-25 16:29:39,031 - pyskl - INFO - Epoch [3][2300/3405] lr: 2.498e-02, eta: 1 day, 12:49:38, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5194, top5_acc: 0.8506, loss_cls: 2.5693, loss: 2.5693 +2023-12-25 16:30:05,556 - pyskl - INFO - Epoch [3][2400/3405] lr: 2.498e-02, eta: 1 day, 12:49:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5363, top5_acc: 0.8619, loss_cls: 2.5231, loss: 2.5231 +2023-12-25 16:30:32,066 - pyskl - INFO - Epoch [3][2500/3405] lr: 2.498e-02, eta: 1 day, 12:48:55, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5200, top5_acc: 0.8494, loss_cls: 2.5651, loss: 2.5651 +2023-12-25 16:30:58,582 - pyskl - INFO - Epoch [3][2600/3405] lr: 2.498e-02, eta: 1 day, 12:48:33, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5425, top5_acc: 0.8619, loss_cls: 2.4989, loss: 2.4989 +2023-12-25 16:31:25,102 - pyskl - INFO - Epoch [3][2700/3405] lr: 2.498e-02, eta: 1 day, 12:48:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5513, top5_acc: 0.8581, loss_cls: 2.5085, loss: 2.5085 +2023-12-25 16:31:51,644 - pyskl - INFO - Epoch [3][2800/3405] lr: 2.498e-02, eta: 1 day, 12:47:50, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5250, top5_acc: 0.8488, loss_cls: 2.5651, loss: 2.5651 +2023-12-25 16:32:18,164 - pyskl - INFO - Epoch [3][2900/3405] lr: 2.498e-02, eta: 1 day, 12:47:28, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5344, top5_acc: 0.8575, loss_cls: 2.5283, loss: 2.5283 +2023-12-25 16:32:44,684 - pyskl - INFO - Epoch [3][3000/3405] lr: 2.498e-02, eta: 1 day, 12:47:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.5475, top5_acc: 0.8519, loss_cls: 2.5031, loss: 2.5031 +2023-12-25 16:33:10,635 - pyskl - INFO - Epoch [3][3100/3405] lr: 2.498e-02, eta: 1 day, 12:46:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.5544, top5_acc: 0.8762, loss_cls: 2.4882, loss: 2.4882 +2023-12-25 16:33:36,190 - pyskl - INFO - Epoch [3][3200/3405] lr: 2.498e-02, eta: 1 day, 12:45:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5212, top5_acc: 0.8600, loss_cls: 2.5403, loss: 2.5403 +2023-12-25 16:34:01,827 - pyskl - INFO - Epoch [3][3300/3405] lr: 2.498e-02, eta: 1 day, 12:43:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5550, top5_acc: 0.8688, loss_cls: 2.4977, loss: 2.4977 +2023-12-25 16:34:28,142 - pyskl - INFO - Epoch [3][3400/3405] lr: 2.498e-02, eta: 1 day, 12:43:28, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.5631, top5_acc: 0.8712, loss_cls: 2.4571, loss: 2.4571 +2023-12-25 16:34:30,064 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-25 16:38:55,083 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:38:55,688 - pyskl - INFO - +top1_acc 0.5376 +top5_acc 0.8652 +2023-12-25 16:38:55,692 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_2.pth was removed +2023-12-25 16:38:55,897 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-25 16:38:55,898 - pyskl - INFO - Best top1_acc is 0.5376 at 3 epoch. +2023-12-25 16:38:55,922 - pyskl - INFO - Epoch(val) [3][3718] top1_acc: 0.5376, top5_acc: 0.8652 +2023-12-25 16:39:48,807 - pyskl - INFO - Epoch [4][100/3405] lr: 2.497e-02, eta: 1 day, 13:03:20, time: 0.529, data_time: 0.264, memory: 5236, top1_acc: 0.5756, top5_acc: 0.8781, loss_cls: 2.4005, loss: 2.4005 +2023-12-25 16:40:14,061 - pyskl - INFO - Epoch [4][200/3405] lr: 2.497e-02, eta: 1 day, 13:01:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5544, top5_acc: 0.8788, loss_cls: 2.4469, loss: 2.4469 +2023-12-25 16:40:39,420 - pyskl - INFO - Epoch [4][300/3405] lr: 2.497e-02, eta: 1 day, 13:00:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5556, top5_acc: 0.8688, loss_cls: 2.4542, loss: 2.4542 +2023-12-25 16:41:04,732 - pyskl - INFO - Epoch [4][400/3405] lr: 2.497e-02, eta: 1 day, 12:58:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5869, top5_acc: 0.8812, loss_cls: 2.4060, loss: 2.4060 +2023-12-25 16:41:30,346 - pyskl - INFO - Epoch [4][500/3405] lr: 2.497e-02, eta: 1 day, 12:57:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5719, top5_acc: 0.8588, loss_cls: 2.4316, loss: 2.4316 +2023-12-25 16:41:55,429 - pyskl - INFO - Epoch [4][600/3405] lr: 2.497e-02, eta: 1 day, 12:55:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5687, top5_acc: 0.8806, loss_cls: 2.3906, loss: 2.3906 +2023-12-25 16:42:20,583 - pyskl - INFO - Epoch [4][700/3405] lr: 2.497e-02, eta: 1 day, 12:54:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5669, top5_acc: 0.8644, loss_cls: 2.4566, loss: 2.4566 +2023-12-25 16:42:45,736 - pyskl - INFO - Epoch [4][800/3405] lr: 2.497e-02, eta: 1 day, 12:52:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5656, top5_acc: 0.8775, loss_cls: 2.4342, loss: 2.4342 +2023-12-25 16:43:10,966 - pyskl - INFO - Epoch [4][900/3405] lr: 2.497e-02, eta: 1 day, 12:51:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5387, top5_acc: 0.8669, loss_cls: 2.5141, loss: 2.5141 +2023-12-25 16:43:36,829 - pyskl - INFO - Epoch [4][1000/3405] lr: 2.497e-02, eta: 1 day, 12:50:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5644, top5_acc: 0.8738, loss_cls: 2.4051, loss: 2.4051 +2023-12-25 16:44:01,966 - pyskl - INFO - Epoch [4][1100/3405] lr: 2.497e-02, eta: 1 day, 12:49:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5744, top5_acc: 0.8788, loss_cls: 2.4219, loss: 2.4219 +2023-12-25 16:44:28,236 - pyskl - INFO - Epoch [4][1200/3405] lr: 2.497e-02, eta: 1 day, 12:48:23, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.5563, top5_acc: 0.8688, loss_cls: 2.4160, loss: 2.4160 +2023-12-25 16:44:54,834 - pyskl - INFO - Epoch [4][1300/3405] lr: 2.497e-02, eta: 1 day, 12:47:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.5775, top5_acc: 0.8919, loss_cls: 2.3683, loss: 2.3683 +2023-12-25 16:45:21,429 - pyskl - INFO - Epoch [4][1400/3405] lr: 2.497e-02, eta: 1 day, 12:47:35, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.5519, top5_acc: 0.8738, loss_cls: 2.4547, loss: 2.4547 +2023-12-25 16:45:47,989 - pyskl - INFO - Epoch [4][1500/3405] lr: 2.497e-02, eta: 1 day, 12:47:09, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8694, loss_cls: 2.4082, loss: 2.4082 +2023-12-25 16:46:14,575 - pyskl - INFO - Epoch [4][1600/3405] lr: 2.497e-02, eta: 1 day, 12:46:45, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.5419, top5_acc: 0.8744, loss_cls: 2.4704, loss: 2.4704 +2023-12-25 16:46:40,751 - pyskl - INFO - Epoch [4][1700/3405] lr: 2.497e-02, eta: 1 day, 12:46:03, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.5644, top5_acc: 0.8700, loss_cls: 2.4141, loss: 2.4141 +2023-12-25 16:47:06,328 - pyskl - INFO - Epoch [4][1800/3405] lr: 2.497e-02, eta: 1 day, 12:44:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5613, top5_acc: 0.8775, loss_cls: 2.4349, loss: 2.4349 +2023-12-25 16:47:31,950 - pyskl - INFO - Epoch [4][1900/3405] lr: 2.497e-02, eta: 1 day, 12:43:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5456, top5_acc: 0.8594, loss_cls: 2.4930, loss: 2.4930 +2023-12-25 16:47:58,153 - pyskl - INFO - Epoch [4][2000/3405] lr: 2.496e-02, eta: 1 day, 12:43:13, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.5663, top5_acc: 0.8781, loss_cls: 2.4000, loss: 2.4000 +2023-12-25 16:48:24,250 - pyskl - INFO - Epoch [4][2100/3405] lr: 2.496e-02, eta: 1 day, 12:42:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.5700, top5_acc: 0.8762, loss_cls: 2.3909, loss: 2.3909 +2023-12-25 16:48:49,673 - pyskl - INFO - Epoch [4][2200/3405] lr: 2.496e-02, eta: 1 day, 12:41:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5756, top5_acc: 0.8762, loss_cls: 2.4599, loss: 2.4599 +2023-12-25 16:49:14,908 - pyskl - INFO - Epoch [4][2300/3405] lr: 2.496e-02, eta: 1 day, 12:40:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5819, top5_acc: 0.8725, loss_cls: 2.4101, loss: 2.4101 +2023-12-25 16:49:40,460 - pyskl - INFO - Epoch [4][2400/3405] lr: 2.496e-02, eta: 1 day, 12:38:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.5956, top5_acc: 0.8719, loss_cls: 2.4169, loss: 2.4169 +2023-12-25 16:50:05,791 - pyskl - INFO - Epoch [4][2500/3405] lr: 2.496e-02, eta: 1 day, 12:37:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6106, top5_acc: 0.8925, loss_cls: 2.2854, loss: 2.2854 +2023-12-25 16:50:31,085 - pyskl - INFO - Epoch [4][2600/3405] lr: 2.496e-02, eta: 1 day, 12:36:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5913, top5_acc: 0.8769, loss_cls: 2.3439, loss: 2.3439 +2023-12-25 16:50:56,221 - pyskl - INFO - Epoch [4][2700/3405] lr: 2.496e-02, eta: 1 day, 12:35:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5887, top5_acc: 0.8862, loss_cls: 2.3492, loss: 2.3492 +2023-12-25 16:51:21,559 - pyskl - INFO - Epoch [4][2800/3405] lr: 2.496e-02, eta: 1 day, 12:34:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5950, top5_acc: 0.8938, loss_cls: 2.2883, loss: 2.2883 +2023-12-25 16:51:46,692 - pyskl - INFO - Epoch [4][2900/3405] lr: 2.496e-02, eta: 1 day, 12:32:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5706, top5_acc: 0.8725, loss_cls: 2.4061, loss: 2.4061 +2023-12-25 16:52:12,013 - pyskl - INFO - Epoch [4][3000/3405] lr: 2.496e-02, eta: 1 day, 12:31:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5787, top5_acc: 0.8788, loss_cls: 2.4060, loss: 2.4060 +2023-12-25 16:52:37,468 - pyskl - INFO - Epoch [4][3100/3405] lr: 2.496e-02, eta: 1 day, 12:30:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.5769, top5_acc: 0.8806, loss_cls: 2.3542, loss: 2.3542 +2023-12-25 16:53:06,808 - pyskl - INFO - Epoch [4][3200/3405] lr: 2.496e-02, eta: 1 day, 12:32:01, time: 0.293, data_time: 0.001, memory: 5236, top1_acc: 0.5863, top5_acc: 0.8869, loss_cls: 2.3183, loss: 2.3183 +2023-12-25 16:53:33,035 - pyskl - INFO - Epoch [4][3300/3405] lr: 2.496e-02, eta: 1 day, 12:31:27, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.5988, top5_acc: 0.8831, loss_cls: 2.3421, loss: 2.3421 +2023-12-25 16:53:59,305 - pyskl - INFO - Epoch [4][3400/3405] lr: 2.496e-02, eta: 1 day, 12:30:54, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.5681, top5_acc: 0.8781, loss_cls: 2.3800, loss: 2.3800 +2023-12-25 16:54:01,261 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-25 16:58:27,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:58:28,474 - pyskl - INFO - +top1_acc 0.5950 +top5_acc 0.8825 +2023-12-25 16:58:28,478 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_3.pth was removed +2023-12-25 16:58:28,686 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-25 16:58:28,688 - pyskl - INFO - Best top1_acc is 0.5950 at 4 epoch. +2023-12-25 16:58:28,712 - pyskl - INFO - Epoch(val) [4][3718] top1_acc: 0.5950, top5_acc: 0.8825 +2023-12-25 16:59:21,689 - pyskl - INFO - Epoch [5][100/3405] lr: 2.496e-02, eta: 1 day, 12:45:39, time: 0.530, data_time: 0.268, memory: 5236, top1_acc: 0.5906, top5_acc: 0.8956, loss_cls: 2.2888, loss: 2.2888 +2023-12-25 16:59:46,992 - pyskl - INFO - Epoch [5][200/3405] lr: 2.495e-02, eta: 1 day, 12:44:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.5938, top5_acc: 0.8831, loss_cls: 2.3232, loss: 2.3232 +2023-12-25 17:00:12,130 - pyskl - INFO - Epoch [5][300/3405] lr: 2.495e-02, eta: 1 day, 12:43:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5919, top5_acc: 0.8969, loss_cls: 2.2845, loss: 2.2845 +2023-12-25 17:00:37,219 - pyskl - INFO - Epoch [5][400/3405] lr: 2.495e-02, eta: 1 day, 12:41:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6012, top5_acc: 0.8919, loss_cls: 2.2794, loss: 2.2794 +2023-12-25 17:01:02,299 - pyskl - INFO - Epoch [5][500/3405] lr: 2.495e-02, eta: 1 day, 12:40:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6019, top5_acc: 0.8938, loss_cls: 2.2639, loss: 2.2639 +2023-12-25 17:01:27,654 - pyskl - INFO - Epoch [5][600/3405] lr: 2.495e-02, eta: 1 day, 12:39:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5906, top5_acc: 0.8794, loss_cls: 2.3401, loss: 2.3401 +2023-12-25 17:01:52,928 - pyskl - INFO - Epoch [5][700/3405] lr: 2.495e-02, eta: 1 day, 12:38:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8981, loss_cls: 2.2653, loss: 2.2653 +2023-12-25 17:02:18,016 - pyskl - INFO - Epoch [5][800/3405] lr: 2.495e-02, eta: 1 day, 12:36:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.8856, loss_cls: 2.2825, loss: 2.2825 +2023-12-25 17:02:44,248 - pyskl - INFO - Epoch [5][900/3405] lr: 2.495e-02, eta: 1 day, 12:36:09, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.8869, loss_cls: 2.2734, loss: 2.2734 +2023-12-25 17:03:10,740 - pyskl - INFO - Epoch [5][1000/3405] lr: 2.495e-02, eta: 1 day, 12:35:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6100, top5_acc: 0.8975, loss_cls: 2.2557, loss: 2.2557 +2023-12-25 17:03:36,565 - pyskl - INFO - Epoch [5][1100/3405] lr: 2.495e-02, eta: 1 day, 12:34:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.5900, top5_acc: 0.8912, loss_cls: 2.3060, loss: 2.3060 +2023-12-25 17:04:01,672 - pyskl - INFO - Epoch [5][1200/3405] lr: 2.495e-02, eta: 1 day, 12:33:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5837, top5_acc: 0.8812, loss_cls: 2.3776, loss: 2.3776 +2023-12-25 17:04:26,809 - pyskl - INFO - Epoch [5][1300/3405] lr: 2.495e-02, eta: 1 day, 12:32:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.5856, top5_acc: 0.8800, loss_cls: 2.3489, loss: 2.3489 +2023-12-25 17:04:52,198 - pyskl - INFO - Epoch [5][1400/3405] lr: 2.495e-02, eta: 1 day, 12:31:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5950, top5_acc: 0.8906, loss_cls: 2.2780, loss: 2.2780 +2023-12-25 17:05:17,440 - pyskl - INFO - Epoch [5][1500/3405] lr: 2.495e-02, eta: 1 day, 12:30:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.5931, top5_acc: 0.8994, loss_cls: 2.3162, loss: 2.3162 +2023-12-25 17:05:42,878 - pyskl - INFO - Epoch [5][1600/3405] lr: 2.495e-02, eta: 1 day, 12:29:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6000, top5_acc: 0.8950, loss_cls: 2.2901, loss: 2.2901 +2023-12-25 17:06:09,090 - pyskl - INFO - Epoch [5][1700/3405] lr: 2.494e-02, eta: 1 day, 12:28:31, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6162, top5_acc: 0.8850, loss_cls: 2.2917, loss: 2.2917 +2023-12-25 17:06:35,235 - pyskl - INFO - Epoch [5][1800/3405] lr: 2.494e-02, eta: 1 day, 12:27:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6056, top5_acc: 0.8994, loss_cls: 2.2681, loss: 2.2681 +2023-12-25 17:07:01,179 - pyskl - INFO - Epoch [5][1900/3405] lr: 2.494e-02, eta: 1 day, 12:27:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.5919, top5_acc: 0.8888, loss_cls: 2.3135, loss: 2.3135 +2023-12-25 17:07:27,358 - pyskl - INFO - Epoch [5][2000/3405] lr: 2.494e-02, eta: 1 day, 12:26:32, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8888, loss_cls: 2.2665, loss: 2.2665 +2023-12-25 17:07:52,378 - pyskl - INFO - Epoch [5][2100/3405] lr: 2.494e-02, eta: 1 day, 12:25:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6156, top5_acc: 0.8919, loss_cls: 2.2790, loss: 2.2790 +2023-12-25 17:08:17,343 - pyskl - INFO - Epoch [5][2200/3405] lr: 2.494e-02, eta: 1 day, 12:24:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6131, top5_acc: 0.9056, loss_cls: 2.2242, loss: 2.2242 +2023-12-25 17:08:42,317 - pyskl - INFO - Epoch [5][2300/3405] lr: 2.494e-02, eta: 1 day, 12:22:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5975, top5_acc: 0.8919, loss_cls: 2.2960, loss: 2.2960 +2023-12-25 17:09:07,317 - pyskl - INFO - Epoch [5][2400/3405] lr: 2.494e-02, eta: 1 day, 12:21:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8925, loss_cls: 2.2909, loss: 2.2909 +2023-12-25 17:09:32,316 - pyskl - INFO - Epoch [5][2500/3405] lr: 2.494e-02, eta: 1 day, 12:20:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9025, loss_cls: 2.2080, loss: 2.2080 +2023-12-25 17:09:57,305 - pyskl - INFO - Epoch [5][2600/3405] lr: 2.494e-02, eta: 1 day, 12:19:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.9156, loss_cls: 2.2539, loss: 2.2539 +2023-12-25 17:10:22,277 - pyskl - INFO - Epoch [5][2700/3405] lr: 2.494e-02, eta: 1 day, 12:18:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6144, top5_acc: 0.8962, loss_cls: 2.2497, loss: 2.2497 +2023-12-25 17:10:47,296 - pyskl - INFO - Epoch [5][2800/3405] lr: 2.494e-02, eta: 1 day, 12:16:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6025, top5_acc: 0.8894, loss_cls: 2.3126, loss: 2.3126 +2023-12-25 17:11:12,259 - pyskl - INFO - Epoch [5][2900/3405] lr: 2.494e-02, eta: 1 day, 12:15:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6075, top5_acc: 0.8925, loss_cls: 2.2713, loss: 2.2713 +2023-12-25 17:11:37,421 - pyskl - INFO - Epoch [5][3000/3405] lr: 2.493e-02, eta: 1 day, 12:14:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9075, loss_cls: 2.1754, loss: 2.1754 +2023-12-25 17:12:03,064 - pyskl - INFO - Epoch [5][3100/3405] lr: 2.493e-02, eta: 1 day, 12:13:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.9012, loss_cls: 2.2444, loss: 2.2444 +2023-12-25 17:12:28,500 - pyskl - INFO - Epoch [5][3200/3405] lr: 2.493e-02, eta: 1 day, 12:12:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.5881, top5_acc: 0.8844, loss_cls: 2.3285, loss: 2.3285 +2023-12-25 17:12:54,609 - pyskl - INFO - Epoch [5][3300/3405] lr: 2.493e-02, eta: 1 day, 12:12:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.9012, loss_cls: 2.2323, loss: 2.2323 +2023-12-25 17:13:20,698 - pyskl - INFO - Epoch [5][3400/3405] lr: 2.493e-02, eta: 1 day, 12:11:49, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9006, loss_cls: 2.2052, loss: 2.2052 +2023-12-25 17:13:22,693 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-25 17:17:48,287 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:17:48,887 - pyskl - INFO - +top1_acc 0.6127 +top5_acc 0.8909 +2023-12-25 17:17:48,892 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_4.pth was removed +2023-12-25 17:17:49,097 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-25 17:17:49,099 - pyskl - INFO - Best top1_acc is 0.6127 at 5 epoch. +2023-12-25 17:17:49,123 - pyskl - INFO - Epoch(val) [5][3718] top1_acc: 0.6127, top5_acc: 0.8909 +2023-12-25 17:18:41,768 - pyskl - INFO - Epoch [6][100/3405] lr: 2.493e-02, eta: 1 day, 12:23:20, time: 0.526, data_time: 0.263, memory: 5236, top1_acc: 0.6156, top5_acc: 0.9038, loss_cls: 2.2233, loss: 2.2233 +2023-12-25 17:19:08,207 - pyskl - INFO - Epoch [6][200/3405] lr: 2.493e-02, eta: 1 day, 12:22:51, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9031, loss_cls: 2.2051, loss: 2.2051 +2023-12-25 17:19:34,787 - pyskl - INFO - Epoch [6][300/3405] lr: 2.493e-02, eta: 1 day, 12:22:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6150, top5_acc: 0.8900, loss_cls: 2.2455, loss: 2.2455 +2023-12-25 17:20:00,332 - pyskl - INFO - Epoch [6][400/3405] lr: 2.493e-02, eta: 1 day, 12:21:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9113, loss_cls: 2.1446, loss: 2.1446 +2023-12-25 17:20:25,300 - pyskl - INFO - Epoch [6][500/3405] lr: 2.493e-02, eta: 1 day, 12:20:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9044, loss_cls: 2.1796, loss: 2.1796 +2023-12-25 17:20:50,276 - pyskl - INFO - Epoch [6][600/3405] lr: 2.493e-02, eta: 1 day, 12:19:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9044, loss_cls: 2.2347, loss: 2.2347 +2023-12-25 17:21:15,391 - pyskl - INFO - Epoch [6][700/3405] lr: 2.493e-02, eta: 1 day, 12:18:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6069, top5_acc: 0.9000, loss_cls: 2.2624, loss: 2.2624 +2023-12-25 17:21:40,729 - pyskl - INFO - Epoch [6][800/3405] lr: 2.492e-02, eta: 1 day, 12:17:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8981, loss_cls: 2.2457, loss: 2.2457 +2023-12-25 17:22:06,519 - pyskl - INFO - Epoch [6][900/3405] lr: 2.492e-02, eta: 1 day, 12:16:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9175, loss_cls: 2.1344, loss: 2.1344 +2023-12-25 17:22:32,102 - pyskl - INFO - Epoch [6][1000/3405] lr: 2.492e-02, eta: 1 day, 12:15:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6219, top5_acc: 0.9062, loss_cls: 2.2270, loss: 2.2270 +2023-12-25 17:22:57,371 - pyskl - INFO - Epoch [6][1100/3405] lr: 2.492e-02, eta: 1 day, 12:14:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6325, top5_acc: 0.9019, loss_cls: 2.2198, loss: 2.2198 +2023-12-25 17:23:22,596 - pyskl - INFO - Epoch [6][1200/3405] lr: 2.492e-02, eta: 1 day, 12:13:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6381, top5_acc: 0.9019, loss_cls: 2.2026, loss: 2.2026 +2023-12-25 17:23:47,777 - pyskl - INFO - Epoch [6][1300/3405] lr: 2.492e-02, eta: 1 day, 12:12:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6194, top5_acc: 0.8969, loss_cls: 2.2305, loss: 2.2305 +2023-12-25 17:24:12,815 - pyskl - INFO - Epoch [6][1400/3405] lr: 2.492e-02, eta: 1 day, 12:11:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9125, loss_cls: 2.1591, loss: 2.1591 +2023-12-25 17:24:38,322 - pyskl - INFO - Epoch [6][1500/3405] lr: 2.492e-02, eta: 1 day, 12:10:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6250, top5_acc: 0.8900, loss_cls: 2.2370, loss: 2.2370 +2023-12-25 17:25:03,517 - pyskl - INFO - Epoch [6][1600/3405] lr: 2.492e-02, eta: 1 day, 12:09:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.8975, loss_cls: 2.2206, loss: 2.2206 +2023-12-25 17:25:28,792 - pyskl - INFO - Epoch [6][1700/3405] lr: 2.492e-02, eta: 1 day, 12:08:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.8981, loss_cls: 2.1983, loss: 2.1983 +2023-12-25 17:25:54,115 - pyskl - INFO - Epoch [6][1800/3405] lr: 2.492e-02, eta: 1 day, 12:07:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8994, loss_cls: 2.2698, loss: 2.2698 +2023-12-25 17:26:20,052 - pyskl - INFO - Epoch [6][1900/3405] lr: 2.492e-02, eta: 1 day, 12:06:58, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9100, loss_cls: 2.1829, loss: 2.1829 +2023-12-25 17:26:46,614 - pyskl - INFO - Epoch [6][2000/3405] lr: 2.491e-02, eta: 1 day, 12:06:34, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6112, top5_acc: 0.8919, loss_cls: 2.2833, loss: 2.2833 +2023-12-25 17:27:13,171 - pyskl - INFO - Epoch [6][2100/3405] lr: 2.491e-02, eta: 1 day, 12:06:11, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6100, top5_acc: 0.9087, loss_cls: 2.2468, loss: 2.2468 +2023-12-25 17:27:39,113 - pyskl - INFO - Epoch [6][2200/3405] lr: 2.491e-02, eta: 1 day, 12:05:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6319, top5_acc: 0.9019, loss_cls: 2.2104, loss: 2.2104 +2023-12-25 17:28:04,230 - pyskl - INFO - Epoch [6][2300/3405] lr: 2.491e-02, eta: 1 day, 12:04:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6369, top5_acc: 0.9087, loss_cls: 2.1858, loss: 2.1858 +2023-12-25 17:28:29,332 - pyskl - INFO - Epoch [6][2400/3405] lr: 2.491e-02, eta: 1 day, 12:03:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9062, loss_cls: 2.1696, loss: 2.1696 +2023-12-25 17:28:55,827 - pyskl - INFO - Epoch [6][2500/3405] lr: 2.491e-02, eta: 1 day, 12:03:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6225, top5_acc: 0.9012, loss_cls: 2.2279, loss: 2.2279 +2023-12-25 17:29:21,273 - pyskl - INFO - Epoch [6][2600/3405] lr: 2.491e-02, eta: 1 day, 12:02:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6281, top5_acc: 0.8956, loss_cls: 2.2414, loss: 2.2414 +2023-12-25 17:29:46,254 - pyskl - INFO - Epoch [6][2700/3405] lr: 2.491e-02, eta: 1 day, 12:01:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6269, top5_acc: 0.8906, loss_cls: 2.2713, loss: 2.2713 +2023-12-25 17:30:11,245 - pyskl - INFO - Epoch [6][2800/3405] lr: 2.491e-02, eta: 1 day, 12:00:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9056, loss_cls: 2.1544, loss: 2.1544 +2023-12-25 17:30:36,272 - pyskl - INFO - Epoch [6][2900/3405] lr: 2.491e-02, eta: 1 day, 11:59:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.8944, loss_cls: 2.1919, loss: 2.1919 +2023-12-25 17:31:01,668 - pyskl - INFO - Epoch [6][3000/3405] lr: 2.491e-02, eta: 1 day, 11:58:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6275, top5_acc: 0.9050, loss_cls: 2.1775, loss: 2.1775 +2023-12-25 17:31:27,224 - pyskl - INFO - Epoch [6][3100/3405] lr: 2.490e-02, eta: 1 day, 11:57:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9213, loss_cls: 2.1311, loss: 2.1311 +2023-12-25 17:31:52,918 - pyskl - INFO - Epoch [6][3200/3405] lr: 2.490e-02, eta: 1 day, 11:56:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6431, top5_acc: 0.9075, loss_cls: 2.1332, loss: 2.1332 +2023-12-25 17:32:18,997 - pyskl - INFO - Epoch [6][3300/3405] lr: 2.490e-02, eta: 1 day, 11:56:18, time: 0.261, data_time: 0.001, memory: 5236, top1_acc: 0.6331, top5_acc: 0.9075, loss_cls: 2.1960, loss: 2.1960 +2023-12-25 17:32:45,621 - pyskl - INFO - Epoch [6][3400/3405] lr: 2.490e-02, eta: 1 day, 11:55:57, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6256, top5_acc: 0.8988, loss_cls: 2.2146, loss: 2.2146 +2023-12-25 17:32:47,604 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-25 17:37:12,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:37:13,537 - pyskl - INFO - +top1_acc 0.6163 +top5_acc 0.8932 +2023-12-25 17:37:13,541 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_5.pth was removed +2023-12-25 17:37:13,749 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-25 17:37:13,751 - pyskl - INFO - Best top1_acc is 0.6163 at 6 epoch. +2023-12-25 17:37:13,777 - pyskl - INFO - Epoch(val) [6][3718] top1_acc: 0.6163, top5_acc: 0.8932 +2023-12-25 17:38:05,294 - pyskl - INFO - Epoch [7][100/3405] lr: 2.490e-02, eta: 1 day, 12:04:58, time: 0.515, data_time: 0.263, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9187, loss_cls: 2.1385, loss: 2.1385 +2023-12-25 17:38:30,151 - pyskl - INFO - Epoch [7][200/3405] lr: 2.490e-02, eta: 1 day, 12:03:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9156, loss_cls: 2.1336, loss: 2.1336 +2023-12-25 17:38:55,305 - pyskl - INFO - Epoch [7][300/3405] lr: 2.490e-02, eta: 1 day, 12:02:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6663, top5_acc: 0.9225, loss_cls: 2.0964, loss: 2.0964 +2023-12-25 17:39:21,440 - pyskl - INFO - Epoch [7][400/3405] lr: 2.490e-02, eta: 1 day, 12:02:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9169, loss_cls: 2.1206, loss: 2.1206 +2023-12-25 17:39:48,038 - pyskl - INFO - Epoch [7][500/3405] lr: 2.490e-02, eta: 1 day, 12:01:56, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6088, top5_acc: 0.8919, loss_cls: 2.2448, loss: 2.2448 +2023-12-25 17:40:14,627 - pyskl - INFO - Epoch [7][600/3405] lr: 2.490e-02, eta: 1 day, 12:01:32, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6475, top5_acc: 0.9044, loss_cls: 2.1884, loss: 2.1884 +2023-12-25 17:40:41,168 - pyskl - INFO - Epoch [7][700/3405] lr: 2.489e-02, eta: 1 day, 12:01:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6575, top5_acc: 0.9125, loss_cls: 2.1278, loss: 2.1278 +2023-12-25 17:41:07,736 - pyskl - INFO - Epoch [7][800/3405] lr: 2.489e-02, eta: 1 day, 12:00:42, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9113, loss_cls: 2.1607, loss: 2.1607 +2023-12-25 17:41:34,303 - pyskl - INFO - Epoch [7][900/3405] lr: 2.489e-02, eta: 1 day, 12:00:18, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6412, top5_acc: 0.8962, loss_cls: 2.2125, loss: 2.2125 +2023-12-25 17:42:00,841 - pyskl - INFO - Epoch [7][1000/3405] lr: 2.489e-02, eta: 1 day, 11:59:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6388, top5_acc: 0.9000, loss_cls: 2.1753, loss: 2.1753 +2023-12-25 17:42:27,377 - pyskl - INFO - Epoch [7][1100/3405] lr: 2.489e-02, eta: 1 day, 11:59:27, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6488, top5_acc: 0.9200, loss_cls: 2.1142, loss: 2.1142 +2023-12-25 17:42:53,583 - pyskl - INFO - Epoch [7][1200/3405] lr: 2.489e-02, eta: 1 day, 11:58:54, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6288, top5_acc: 0.9044, loss_cls: 2.2009, loss: 2.2009 +2023-12-25 17:43:18,699 - pyskl - INFO - Epoch [7][1300/3405] lr: 2.489e-02, eta: 1 day, 11:57:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9131, loss_cls: 2.1269, loss: 2.1269 +2023-12-25 17:43:43,926 - pyskl - INFO - Epoch [7][1400/3405] lr: 2.489e-02, eta: 1 day, 11:57:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9213, loss_cls: 2.1087, loss: 2.1087 +2023-12-25 17:44:10,329 - pyskl - INFO - Epoch [7][1500/3405] lr: 2.489e-02, eta: 1 day, 11:56:35, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6356, top5_acc: 0.8981, loss_cls: 2.1867, loss: 2.1867 +2023-12-25 17:44:35,821 - pyskl - INFO - Epoch [7][1600/3405] lr: 2.489e-02, eta: 1 day, 11:55:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9144, loss_cls: 2.1317, loss: 2.1317 +2023-12-25 17:45:01,529 - pyskl - INFO - Epoch [7][1700/3405] lr: 2.488e-02, eta: 1 day, 11:55:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6419, top5_acc: 0.9119, loss_cls: 2.1598, loss: 2.1598 +2023-12-25 17:45:27,094 - pyskl - INFO - Epoch [7][1800/3405] lr: 2.488e-02, eta: 1 day, 11:54:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9131, loss_cls: 2.1270, loss: 2.1270 +2023-12-25 17:45:52,300 - pyskl - INFO - Epoch [7][1900/3405] lr: 2.488e-02, eta: 1 day, 11:53:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6306, top5_acc: 0.9050, loss_cls: 2.1610, loss: 2.1610 +2023-12-25 17:46:17,410 - pyskl - INFO - Epoch [7][2000/3405] lr: 2.488e-02, eta: 1 day, 11:52:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6800, top5_acc: 0.9237, loss_cls: 2.0510, loss: 2.0510 +2023-12-25 17:46:42,884 - pyskl - INFO - Epoch [7][2100/3405] lr: 2.488e-02, eta: 1 day, 11:51:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.9025, loss_cls: 2.1583, loss: 2.1583 +2023-12-25 17:47:08,981 - pyskl - INFO - Epoch [7][2200/3405] lr: 2.488e-02, eta: 1 day, 11:51:06, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9137, loss_cls: 2.1333, loss: 2.1333 +2023-12-25 17:47:34,010 - pyskl - INFO - Epoch [7][2300/3405] lr: 2.488e-02, eta: 1 day, 11:50:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9144, loss_cls: 2.0957, loss: 2.0957 +2023-12-25 17:47:59,021 - pyskl - INFO - Epoch [7][2400/3405] lr: 2.488e-02, eta: 1 day, 11:49:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6262, top5_acc: 0.9012, loss_cls: 2.2344, loss: 2.2344 +2023-12-25 17:48:24,107 - pyskl - INFO - Epoch [7][2500/3405] lr: 2.488e-02, eta: 1 day, 11:48:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9106, loss_cls: 2.1362, loss: 2.1362 +2023-12-25 17:48:49,291 - pyskl - INFO - Epoch [7][2600/3405] lr: 2.487e-02, eta: 1 day, 11:47:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6519, top5_acc: 0.9038, loss_cls: 2.1260, loss: 2.1260 +2023-12-25 17:49:14,534 - pyskl - INFO - Epoch [7][2700/3405] lr: 2.487e-02, eta: 1 day, 11:46:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9169, loss_cls: 2.0836, loss: 2.0836 +2023-12-25 17:49:39,955 - pyskl - INFO - Epoch [7][2800/3405] lr: 2.487e-02, eta: 1 day, 11:45:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6400, top5_acc: 0.9131, loss_cls: 2.1441, loss: 2.1441 +2023-12-25 17:50:05,282 - pyskl - INFO - Epoch [7][2900/3405] lr: 2.487e-02, eta: 1 day, 11:44:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9081, loss_cls: 2.1130, loss: 2.1130 +2023-12-25 17:50:31,140 - pyskl - INFO - Epoch [7][3000/3405] lr: 2.487e-02, eta: 1 day, 11:44:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9038, loss_cls: 2.1323, loss: 2.1323 +2023-12-25 17:50:56,757 - pyskl - INFO - Epoch [7][3100/3405] lr: 2.487e-02, eta: 1 day, 11:43:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6338, top5_acc: 0.9206, loss_cls: 2.1306, loss: 2.1306 +2023-12-25 17:51:22,702 - pyskl - INFO - Epoch [7][3200/3405] lr: 2.487e-02, eta: 1 day, 11:43:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6494, top5_acc: 0.9038, loss_cls: 2.1704, loss: 2.1704 +2023-12-25 17:51:48,418 - pyskl - INFO - Epoch [7][3300/3405] lr: 2.487e-02, eta: 1 day, 11:42:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9175, loss_cls: 2.0889, loss: 2.0889 +2023-12-25 17:52:14,261 - pyskl - INFO - Epoch [7][3400/3405] lr: 2.487e-02, eta: 1 day, 11:41:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6450, top5_acc: 0.9125, loss_cls: 2.1318, loss: 2.1318 +2023-12-25 17:52:16,287 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-25 17:56:42,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:56:42,737 - pyskl - INFO - +top1_acc 0.6471 +top5_acc 0.9118 +2023-12-25 17:56:42,741 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_6.pth was removed +2023-12-25 17:56:42,949 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-25 17:56:42,951 - pyskl - INFO - Best top1_acc is 0.6471 at 7 epoch. +2023-12-25 17:56:42,975 - pyskl - INFO - Epoch(val) [7][3718] top1_acc: 0.6471, top5_acc: 0.9118 +2023-12-25 17:57:34,539 - pyskl - INFO - Epoch [8][100/3405] lr: 2.486e-02, eta: 1 day, 11:49:20, time: 0.516, data_time: 0.263, memory: 5236, top1_acc: 0.6500, top5_acc: 0.9250, loss_cls: 2.1175, loss: 2.1175 +2023-12-25 17:57:59,672 - pyskl - INFO - Epoch [8][200/3405] lr: 2.486e-02, eta: 1 day, 11:48:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9225, loss_cls: 2.0127, loss: 2.0127 +2023-12-25 17:58:24,987 - pyskl - INFO - Epoch [8][300/3405] lr: 2.486e-02, eta: 1 day, 11:47:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9175, loss_cls: 2.0844, loss: 2.0844 +2023-12-25 17:58:51,374 - pyskl - INFO - Epoch [8][400/3405] lr: 2.486e-02, eta: 1 day, 11:47:08, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9231, loss_cls: 2.0596, loss: 2.0596 +2023-12-25 17:59:17,441 - pyskl - INFO - Epoch [8][500/3405] lr: 2.486e-02, eta: 1 day, 11:46:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6481, top5_acc: 0.9225, loss_cls: 2.1024, loss: 2.1024 +2023-12-25 17:59:42,647 - pyskl - INFO - Epoch [8][600/3405] lr: 2.486e-02, eta: 1 day, 11:45:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9200, loss_cls: 2.1041, loss: 2.1041 +2023-12-25 18:00:07,794 - pyskl - INFO - Epoch [8][700/3405] lr: 2.486e-02, eta: 1 day, 11:44:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9281, loss_cls: 2.0830, loss: 2.0830 +2023-12-25 18:00:33,092 - pyskl - INFO - Epoch [8][800/3405] lr: 2.486e-02, eta: 1 day, 11:43:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9169, loss_cls: 2.0709, loss: 2.0709 +2023-12-25 18:00:58,234 - pyskl - INFO - Epoch [8][900/3405] lr: 2.486e-02, eta: 1 day, 11:43:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6525, top5_acc: 0.9150, loss_cls: 2.1354, loss: 2.1354 +2023-12-25 18:01:23,306 - pyskl - INFO - Epoch [8][1000/3405] lr: 2.485e-02, eta: 1 day, 11:42:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9087, loss_cls: 2.1264, loss: 2.1264 +2023-12-25 18:01:48,459 - pyskl - INFO - Epoch [8][1100/3405] lr: 2.485e-02, eta: 1 day, 11:41:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9219, loss_cls: 2.1342, loss: 2.1342 +2023-12-25 18:02:13,712 - pyskl - INFO - Epoch [8][1200/3405] lr: 2.485e-02, eta: 1 day, 11:40:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9150, loss_cls: 2.1245, loss: 2.1245 +2023-12-25 18:02:39,320 - pyskl - INFO - Epoch [8][1300/3405] lr: 2.485e-02, eta: 1 day, 11:39:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6425, top5_acc: 0.9200, loss_cls: 2.1357, loss: 2.1357 +2023-12-25 18:03:04,817 - pyskl - INFO - Epoch [8][1400/3405] lr: 2.485e-02, eta: 1 day, 11:39:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6438, top5_acc: 0.9144, loss_cls: 2.1148, loss: 2.1148 +2023-12-25 18:03:30,440 - pyskl - INFO - Epoch [8][1500/3405] lr: 2.485e-02, eta: 1 day, 11:38:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9169, loss_cls: 2.1116, loss: 2.1116 +2023-12-25 18:03:55,704 - pyskl - INFO - Epoch [8][1600/3405] lr: 2.485e-02, eta: 1 day, 11:37:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9163, loss_cls: 2.0854, loss: 2.0854 +2023-12-25 18:04:20,742 - pyskl - INFO - Epoch [8][1700/3405] lr: 2.485e-02, eta: 1 day, 11:36:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6394, top5_acc: 0.9206, loss_cls: 2.1039, loss: 2.1039 +2023-12-25 18:04:45,913 - pyskl - INFO - Epoch [8][1800/3405] lr: 2.484e-02, eta: 1 day, 11:35:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6737, top5_acc: 0.9263, loss_cls: 2.0692, loss: 2.0692 +2023-12-25 18:05:11,087 - pyskl - INFO - Epoch [8][1900/3405] lr: 2.484e-02, eta: 1 day, 11:35:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9300, loss_cls: 2.0301, loss: 2.0301 +2023-12-25 18:05:36,208 - pyskl - INFO - Epoch [8][2000/3405] lr: 2.484e-02, eta: 1 day, 11:34:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9156, loss_cls: 2.1085, loss: 2.1085 +2023-12-25 18:06:01,276 - pyskl - INFO - Epoch [8][2100/3405] lr: 2.484e-02, eta: 1 day, 11:33:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9281, loss_cls: 2.0438, loss: 2.0438 +2023-12-25 18:06:26,487 - pyskl - INFO - Epoch [8][2200/3405] lr: 2.484e-02, eta: 1 day, 11:32:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9125, loss_cls: 2.0827, loss: 2.0827 +2023-12-25 18:06:51,652 - pyskl - INFO - Epoch [8][2300/3405] lr: 2.484e-02, eta: 1 day, 11:31:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9194, loss_cls: 2.1193, loss: 2.1193 +2023-12-25 18:07:16,728 - pyskl - INFO - Epoch [8][2400/3405] lr: 2.484e-02, eta: 1 day, 11:30:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6362, top5_acc: 0.9169, loss_cls: 2.1449, loss: 2.1449 +2023-12-25 18:07:41,892 - pyskl - INFO - Epoch [8][2500/3405] lr: 2.484e-02, eta: 1 day, 11:30:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6631, top5_acc: 0.9187, loss_cls: 2.0975, loss: 2.0975 +2023-12-25 18:08:07,155 - pyskl - INFO - Epoch [8][2600/3405] lr: 2.484e-02, eta: 1 day, 11:29:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6462, top5_acc: 0.9113, loss_cls: 2.1206, loss: 2.1206 +2023-12-25 18:08:32,979 - pyskl - INFO - Epoch [8][2700/3405] lr: 2.483e-02, eta: 1 day, 11:28:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9194, loss_cls: 2.1066, loss: 2.1066 +2023-12-25 18:08:59,487 - pyskl - INFO - Epoch [8][2800/3405] lr: 2.483e-02, eta: 1 day, 11:28:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9081, loss_cls: 2.1203, loss: 2.1203 +2023-12-25 18:09:25,541 - pyskl - INFO - Epoch [8][2900/3405] lr: 2.483e-02, eta: 1 day, 11:27:41, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9169, loss_cls: 2.1034, loss: 2.1034 +2023-12-25 18:09:51,021 - pyskl - INFO - Epoch [8][3000/3405] lr: 2.483e-02, eta: 1 day, 11:26:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9256, loss_cls: 2.0805, loss: 2.0805 +2023-12-25 18:10:16,259 - pyskl - INFO - Epoch [8][3100/3405] lr: 2.483e-02, eta: 1 day, 11:26:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6806, top5_acc: 0.9263, loss_cls: 2.0391, loss: 2.0391 +2023-12-25 18:10:41,747 - pyskl - INFO - Epoch [8][3200/3405] lr: 2.483e-02, eta: 1 day, 11:25:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9219, loss_cls: 2.0395, loss: 2.0395 +2023-12-25 18:11:07,463 - pyskl - INFO - Epoch [8][3300/3405] lr: 2.483e-02, eta: 1 day, 11:24:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9275, loss_cls: 2.0339, loss: 2.0339 +2023-12-25 18:11:33,322 - pyskl - INFO - Epoch [8][3400/3405] lr: 2.483e-02, eta: 1 day, 11:24:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9250, loss_cls: 2.0375, loss: 2.0375 +2023-12-25 18:11:35,336 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-25 18:16:00,536 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:16:01,134 - pyskl - INFO - +top1_acc 0.6601 +top5_acc 0.9150 +2023-12-25 18:16:01,139 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_7.pth was removed +2023-12-25 18:16:01,344 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-25 18:16:01,346 - pyskl - INFO - Best top1_acc is 0.6601 at 8 epoch. +2023-12-25 18:16:01,370 - pyskl - INFO - Epoch(val) [8][3718] top1_acc: 0.6601, top5_acc: 0.9150 +2023-12-25 18:16:53,170 - pyskl - INFO - Epoch [9][100/3405] lr: 2.482e-02, eta: 1 day, 11:30:55, time: 0.518, data_time: 0.266, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9225, loss_cls: 2.0539, loss: 2.0539 +2023-12-25 18:17:18,242 - pyskl - INFO - Epoch [9][200/3405] lr: 2.482e-02, eta: 1 day, 11:30:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9275, loss_cls: 1.9967, loss: 1.9967 +2023-12-25 18:17:43,390 - pyskl - INFO - Epoch [9][300/3405] lr: 2.482e-02, eta: 1 day, 11:29:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6606, top5_acc: 0.9150, loss_cls: 2.0927, loss: 2.0927 +2023-12-25 18:18:08,508 - pyskl - INFO - Epoch [9][400/3405] lr: 2.482e-02, eta: 1 day, 11:28:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9194, loss_cls: 2.0657, loss: 2.0657 +2023-12-25 18:18:33,656 - pyskl - INFO - Epoch [9][500/3405] lr: 2.482e-02, eta: 1 day, 11:27:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9287, loss_cls: 2.0734, loss: 2.0734 +2023-12-25 18:18:58,779 - pyskl - INFO - Epoch [9][600/3405] lr: 2.482e-02, eta: 1 day, 11:26:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9219, loss_cls: 2.0636, loss: 2.0636 +2023-12-25 18:19:24,166 - pyskl - INFO - Epoch [9][700/3405] lr: 2.482e-02, eta: 1 day, 11:26:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6694, top5_acc: 0.9306, loss_cls: 2.0485, loss: 2.0485 +2023-12-25 18:19:49,458 - pyskl - INFO - Epoch [9][800/3405] lr: 2.481e-02, eta: 1 day, 11:25:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6469, top5_acc: 0.9244, loss_cls: 2.0963, loss: 2.0963 +2023-12-25 18:20:14,533 - pyskl - INFO - Epoch [9][900/3405] lr: 2.481e-02, eta: 1 day, 11:24:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6512, top5_acc: 0.9219, loss_cls: 2.1081, loss: 2.1081 +2023-12-25 18:20:39,618 - pyskl - INFO - Epoch [9][1000/3405] lr: 2.481e-02, eta: 1 day, 11:23:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9250, loss_cls: 2.0492, loss: 2.0492 +2023-12-25 18:21:04,660 - pyskl - INFO - Epoch [9][1100/3405] lr: 2.481e-02, eta: 1 day, 11:22:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6650, top5_acc: 0.9237, loss_cls: 2.0559, loss: 2.0559 +2023-12-25 18:21:29,691 - pyskl - INFO - Epoch [9][1200/3405] lr: 2.481e-02, eta: 1 day, 11:22:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9250, loss_cls: 2.0247, loss: 2.0247 +2023-12-25 18:21:54,909 - pyskl - INFO - Epoch [9][1300/3405] lr: 2.481e-02, eta: 1 day, 11:21:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6706, top5_acc: 0.9294, loss_cls: 2.0353, loss: 2.0353 +2023-12-25 18:22:19,990 - pyskl - INFO - Epoch [9][1400/3405] lr: 2.481e-02, eta: 1 day, 11:20:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9250, loss_cls: 2.0332, loss: 2.0332 +2023-12-25 18:22:45,102 - pyskl - INFO - Epoch [9][1500/3405] lr: 2.481e-02, eta: 1 day, 11:19:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9344, loss_cls: 1.9706, loss: 1.9706 +2023-12-25 18:23:10,259 - pyskl - INFO - Epoch [9][1600/3405] lr: 2.480e-02, eta: 1 day, 11:18:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9094, loss_cls: 2.1137, loss: 2.1137 +2023-12-25 18:23:35,444 - pyskl - INFO - Epoch [9][1700/3405] lr: 2.480e-02, eta: 1 day, 11:18:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6569, top5_acc: 0.9169, loss_cls: 2.0990, loss: 2.0990 +2023-12-25 18:24:00,576 - pyskl - INFO - Epoch [9][1800/3405] lr: 2.480e-02, eta: 1 day, 11:17:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 2.0366, loss: 2.0366 +2023-12-25 18:24:25,691 - pyskl - INFO - Epoch [9][1900/3405] lr: 2.480e-02, eta: 1 day, 11:16:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6613, top5_acc: 0.9281, loss_cls: 2.0532, loss: 2.0532 +2023-12-25 18:24:50,917 - pyskl - INFO - Epoch [9][2000/3405] lr: 2.480e-02, eta: 1 day, 11:15:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6587, top5_acc: 0.9175, loss_cls: 2.0956, loss: 2.0956 +2023-12-25 18:25:16,117 - pyskl - INFO - Epoch [9][2100/3405] lr: 2.480e-02, eta: 1 day, 11:14:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6544, top5_acc: 0.9206, loss_cls: 2.0737, loss: 2.0737 +2023-12-25 18:25:41,431 - pyskl - INFO - Epoch [9][2200/3405] lr: 2.480e-02, eta: 1 day, 11:14:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9256, loss_cls: 2.0301, loss: 2.0301 +2023-12-25 18:26:06,673 - pyskl - INFO - Epoch [9][2300/3405] lr: 2.479e-02, eta: 1 day, 11:13:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9237, loss_cls: 2.0660, loss: 2.0660 +2023-12-25 18:26:31,885 - pyskl - INFO - Epoch [9][2400/3405] lr: 2.479e-02, eta: 1 day, 11:12:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9287, loss_cls: 1.9895, loss: 1.9895 +2023-12-25 18:26:57,097 - pyskl - INFO - Epoch [9][2500/3405] lr: 2.479e-02, eta: 1 day, 11:12:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6931, top5_acc: 0.9144, loss_cls: 2.0436, loss: 2.0436 +2023-12-25 18:27:22,190 - pyskl - INFO - Epoch [9][2600/3405] lr: 2.479e-02, eta: 1 day, 11:11:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6600, top5_acc: 0.9075, loss_cls: 2.1079, loss: 2.1079 +2023-12-25 18:27:47,525 - pyskl - INFO - Epoch [9][2700/3405] lr: 2.479e-02, eta: 1 day, 11:10:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6562, top5_acc: 0.9244, loss_cls: 2.0809, loss: 2.0809 +2023-12-25 18:28:12,736 - pyskl - INFO - Epoch [9][2800/3405] lr: 2.479e-02, eta: 1 day, 11:09:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6506, top5_acc: 0.9156, loss_cls: 2.1159, loss: 2.1159 +2023-12-25 18:28:38,051 - pyskl - INFO - Epoch [9][2900/3405] lr: 2.479e-02, eta: 1 day, 11:09:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6444, top5_acc: 0.9156, loss_cls: 2.1038, loss: 2.1038 +2023-12-25 18:29:03,746 - pyskl - INFO - Epoch [9][3000/3405] lr: 2.478e-02, eta: 1 day, 11:08:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9287, loss_cls: 2.0464, loss: 2.0464 +2023-12-25 18:29:29,145 - pyskl - INFO - Epoch [9][3100/3405] lr: 2.478e-02, eta: 1 day, 11:07:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9287, loss_cls: 2.0297, loss: 2.0297 +2023-12-25 18:29:54,780 - pyskl - INFO - Epoch [9][3200/3405] lr: 2.478e-02, eta: 1 day, 11:07:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6787, top5_acc: 0.9256, loss_cls: 2.0358, loss: 2.0358 +2023-12-25 18:30:20,424 - pyskl - INFO - Epoch [9][3300/3405] lr: 2.478e-02, eta: 1 day, 11:06:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9144, loss_cls: 2.0296, loss: 2.0296 +2023-12-25 18:30:46,333 - pyskl - INFO - Epoch [9][3400/3405] lr: 2.478e-02, eta: 1 day, 11:06:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9219, loss_cls: 2.0339, loss: 2.0339 +2023-12-25 18:30:48,344 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-25 18:35:14,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:35:14,639 - pyskl - INFO - +top1_acc 0.6537 +top5_acc 0.9125 +2023-12-25 18:35:14,665 - pyskl - INFO - Epoch(val) [9][3718] top1_acc: 0.6537, top5_acc: 0.9125 +2023-12-25 18:36:06,244 - pyskl - INFO - Epoch [10][100/3405] lr: 2.478e-02, eta: 1 day, 11:11:47, time: 0.516, data_time: 0.263, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9294, loss_cls: 2.0007, loss: 2.0007 +2023-12-25 18:36:31,201 - pyskl - INFO - Epoch [10][200/3405] lr: 2.478e-02, eta: 1 day, 11:10:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9356, loss_cls: 1.9612, loss: 1.9612 +2023-12-25 18:36:56,394 - pyskl - INFO - Epoch [10][300/3405] lr: 2.477e-02, eta: 1 day, 11:10:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9237, loss_cls: 2.0241, loss: 2.0241 +2023-12-25 18:37:21,426 - pyskl - INFO - Epoch [10][400/3405] lr: 2.477e-02, eta: 1 day, 11:09:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9375, loss_cls: 1.9501, loss: 1.9501 +2023-12-25 18:37:46,451 - pyskl - INFO - Epoch [10][500/3405] lr: 2.477e-02, eta: 1 day, 11:08:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9306, loss_cls: 2.0139, loss: 2.0139 +2023-12-25 18:38:11,877 - pyskl - INFO - Epoch [10][600/3405] lr: 2.477e-02, eta: 1 day, 11:07:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6625, top5_acc: 0.9119, loss_cls: 2.0935, loss: 2.0935 +2023-12-25 18:38:37,456 - pyskl - INFO - Epoch [10][700/3405] lr: 2.477e-02, eta: 1 day, 11:07:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9375, loss_cls: 2.0159, loss: 2.0159 +2023-12-25 18:39:02,576 - pyskl - INFO - Epoch [10][800/3405] lr: 2.477e-02, eta: 1 day, 11:06:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9300, loss_cls: 1.9927, loss: 1.9927 +2023-12-25 18:39:27,862 - pyskl - INFO - Epoch [10][900/3405] lr: 2.477e-02, eta: 1 day, 11:05:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9175, loss_cls: 2.1050, loss: 2.1050 +2023-12-25 18:39:53,453 - pyskl - INFO - Epoch [10][1000/3405] lr: 2.476e-02, eta: 1 day, 11:05:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9244, loss_cls: 2.0296, loss: 2.0296 +2023-12-25 18:40:18,660 - pyskl - INFO - Epoch [10][1100/3405] lr: 2.476e-02, eta: 1 day, 11:04:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6550, top5_acc: 0.9113, loss_cls: 2.0875, loss: 2.0875 +2023-12-25 18:40:43,755 - pyskl - INFO - Epoch [10][1200/3405] lr: 2.476e-02, eta: 1 day, 11:03:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9306, loss_cls: 1.9389, loss: 1.9389 +2023-12-25 18:41:08,973 - pyskl - INFO - Epoch [10][1300/3405] lr: 2.476e-02, eta: 1 day, 11:03:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9331, loss_cls: 2.0055, loss: 2.0055 +2023-12-25 18:41:34,422 - pyskl - INFO - Epoch [10][1400/3405] lr: 2.476e-02, eta: 1 day, 11:02:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6581, top5_acc: 0.9256, loss_cls: 2.0613, loss: 2.0613 +2023-12-25 18:41:59,535 - pyskl - INFO - Epoch [10][1500/3405] lr: 2.476e-02, eta: 1 day, 11:01:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6763, top5_acc: 0.9231, loss_cls: 2.0258, loss: 2.0258 +2023-12-25 18:42:24,634 - pyskl - INFO - Epoch [10][1600/3405] lr: 2.475e-02, eta: 1 day, 11:00:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9313, loss_cls: 2.0100, loss: 2.0100 +2023-12-25 18:42:49,905 - pyskl - INFO - Epoch [10][1700/3405] lr: 2.475e-02, eta: 1 day, 11:00:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6538, top5_acc: 0.9231, loss_cls: 2.0504, loss: 2.0504 +2023-12-25 18:43:14,988 - pyskl - INFO - Epoch [10][1800/3405] lr: 2.475e-02, eta: 1 day, 10:59:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6556, top5_acc: 0.9125, loss_cls: 2.0835, loss: 2.0835 +2023-12-25 18:43:40,093 - pyskl - INFO - Epoch [10][1900/3405] lr: 2.475e-02, eta: 1 day, 10:58:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9263, loss_cls: 1.9904, loss: 1.9904 +2023-12-25 18:44:05,932 - pyskl - INFO - Epoch [10][2000/3405] lr: 2.475e-02, eta: 1 day, 10:58:05, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9275, loss_cls: 1.9572, loss: 1.9572 +2023-12-25 18:44:31,215 - pyskl - INFO - Epoch [10][2100/3405] lr: 2.475e-02, eta: 1 day, 10:57:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9181, loss_cls: 2.0155, loss: 2.0155 +2023-12-25 18:44:56,472 - pyskl - INFO - Epoch [10][2200/3405] lr: 2.475e-02, eta: 1 day, 10:56:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9275, loss_cls: 2.0446, loss: 2.0446 +2023-12-25 18:45:21,475 - pyskl - INFO - Epoch [10][2300/3405] lr: 2.474e-02, eta: 1 day, 10:55:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9194, loss_cls: 2.0441, loss: 2.0441 +2023-12-25 18:45:46,712 - pyskl - INFO - Epoch [10][2400/3405] lr: 2.474e-02, eta: 1 day, 10:55:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6719, top5_acc: 0.9200, loss_cls: 2.0541, loss: 2.0541 +2023-12-25 18:46:11,786 - pyskl - INFO - Epoch [10][2500/3405] lr: 2.474e-02, eta: 1 day, 10:54:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9237, loss_cls: 1.9971, loss: 1.9971 +2023-12-25 18:46:36,863 - pyskl - INFO - Epoch [10][2600/3405] lr: 2.474e-02, eta: 1 day, 10:53:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6775, top5_acc: 0.9244, loss_cls: 2.0292, loss: 2.0292 +2023-12-25 18:47:02,148 - pyskl - INFO - Epoch [10][2700/3405] lr: 2.474e-02, eta: 1 day, 10:53:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6744, top5_acc: 0.9375, loss_cls: 1.9883, loss: 1.9883 +2023-12-25 18:47:27,121 - pyskl - INFO - Epoch [10][2800/3405] lr: 2.474e-02, eta: 1 day, 10:52:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9475, loss_cls: 1.9505, loss: 1.9505 +2023-12-25 18:47:52,110 - pyskl - INFO - Epoch [10][2900/3405] lr: 2.473e-02, eta: 1 day, 10:51:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9244, loss_cls: 2.0302, loss: 2.0302 +2023-12-25 18:48:17,320 - pyskl - INFO - Epoch [10][3000/3405] lr: 2.473e-02, eta: 1 day, 10:50:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9256, loss_cls: 2.0350, loss: 2.0350 +2023-12-25 18:48:43,506 - pyskl - INFO - Epoch [10][3100/3405] lr: 2.473e-02, eta: 1 day, 10:50:25, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6637, top5_acc: 0.9206, loss_cls: 2.0917, loss: 2.0917 +2023-12-25 18:49:10,971 - pyskl - INFO - Epoch [10][3200/3405] lr: 2.473e-02, eta: 1 day, 10:50:15, time: 0.275, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9263, loss_cls: 1.9695, loss: 1.9695 +2023-12-25 18:49:36,870 - pyskl - INFO - Epoch [10][3300/3405] lr: 2.473e-02, eta: 1 day, 10:49:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6531, top5_acc: 0.9169, loss_cls: 2.1218, loss: 2.1218 +2023-12-25 18:50:02,789 - pyskl - INFO - Epoch [10][3400/3405] lr: 2.473e-02, eta: 1 day, 10:49:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9206, loss_cls: 2.0705, loss: 2.0705 +2023-12-25 18:50:04,747 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-25 18:54:30,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:54:31,265 - pyskl - INFO - +top1_acc 0.6596 +top5_acc 0.9033 +2023-12-25 18:54:31,290 - pyskl - INFO - Epoch(val) [10][3718] top1_acc: 0.6596, top5_acc: 0.9033 +2023-12-25 18:55:23,196 - pyskl - INFO - Epoch [11][100/3405] lr: 2.473e-02, eta: 1 day, 10:54:23, time: 0.519, data_time: 0.267, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9363, loss_cls: 1.9875, loss: 1.9875 +2023-12-25 18:55:49,276 - pyskl - INFO - Epoch [11][200/3405] lr: 2.472e-02, eta: 1 day, 10:53:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9281, loss_cls: 1.9539, loss: 1.9539 +2023-12-25 18:56:14,847 - pyskl - INFO - Epoch [11][300/3405] lr: 2.472e-02, eta: 1 day, 10:53:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 1.9399, loss: 1.9399 +2023-12-25 18:56:40,151 - pyskl - INFO - Epoch [11][400/3405] lr: 2.472e-02, eta: 1 day, 10:52:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9287, loss_cls: 1.9546, loss: 1.9546 +2023-12-25 18:57:05,270 - pyskl - INFO - Epoch [11][500/3405] lr: 2.472e-02, eta: 1 day, 10:51:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9487, loss_cls: 1.9323, loss: 1.9323 +2023-12-25 18:57:30,798 - pyskl - INFO - Epoch [11][600/3405] lr: 2.472e-02, eta: 1 day, 10:51:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9250, loss_cls: 2.0033, loss: 2.0033 +2023-12-25 18:57:56,793 - pyskl - INFO - Epoch [11][700/3405] lr: 2.472e-02, eta: 1 day, 10:50:42, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9281, loss_cls: 1.9082, loss: 1.9082 +2023-12-25 18:58:21,925 - pyskl - INFO - Epoch [11][800/3405] lr: 2.471e-02, eta: 1 day, 10:49:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9344, loss_cls: 1.9492, loss: 1.9492 +2023-12-25 18:58:47,228 - pyskl - INFO - Epoch [11][900/3405] lr: 2.471e-02, eta: 1 day, 10:49:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9325, loss_cls: 1.9828, loss: 1.9828 +2023-12-25 18:59:12,439 - pyskl - INFO - Epoch [11][1000/3405] lr: 2.471e-02, eta: 1 day, 10:48:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6619, top5_acc: 0.9281, loss_cls: 2.0584, loss: 2.0584 +2023-12-25 18:59:37,652 - pyskl - INFO - Epoch [11][1100/3405] lr: 2.471e-02, eta: 1 day, 10:47:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6756, top5_acc: 0.9156, loss_cls: 2.0348, loss: 2.0348 +2023-12-25 19:00:02,724 - pyskl - INFO - Epoch [11][1200/3405] lr: 2.471e-02, eta: 1 day, 10:47:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9375, loss_cls: 1.9660, loss: 1.9660 +2023-12-25 19:00:27,686 - pyskl - INFO - Epoch [11][1300/3405] lr: 2.471e-02, eta: 1 day, 10:46:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9337, loss_cls: 1.9376, loss: 1.9376 +2023-12-25 19:00:52,644 - pyskl - INFO - Epoch [11][1400/3405] lr: 2.470e-02, eta: 1 day, 10:45:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9363, loss_cls: 1.9671, loss: 1.9671 +2023-12-25 19:01:17,616 - pyskl - INFO - Epoch [11][1500/3405] lr: 2.470e-02, eta: 1 day, 10:44:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9319, loss_cls: 1.9480, loss: 1.9480 +2023-12-25 19:01:42,567 - pyskl - INFO - Epoch [11][1600/3405] lr: 2.470e-02, eta: 1 day, 10:44:12, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9263, loss_cls: 1.9946, loss: 1.9946 +2023-12-25 19:02:07,537 - pyskl - INFO - Epoch [11][1700/3405] lr: 2.470e-02, eta: 1 day, 10:43:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9244, loss_cls: 2.0102, loss: 2.0102 +2023-12-25 19:02:32,525 - pyskl - INFO - Epoch [11][1800/3405] lr: 2.470e-02, eta: 1 day, 10:42:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9263, loss_cls: 2.0120, loss: 2.0120 +2023-12-25 19:02:57,495 - pyskl - INFO - Epoch [11][1900/3405] lr: 2.470e-02, eta: 1 day, 10:42:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9294, loss_cls: 1.9943, loss: 1.9943 +2023-12-25 19:03:22,467 - pyskl - INFO - Epoch [11][2000/3405] lr: 2.469e-02, eta: 1 day, 10:41:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9394, loss_cls: 1.9353, loss: 1.9353 +2023-12-25 19:03:47,440 - pyskl - INFO - Epoch [11][2100/3405] lr: 2.469e-02, eta: 1 day, 10:40:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9281, loss_cls: 1.9766, loss: 1.9766 +2023-12-25 19:04:12,388 - pyskl - INFO - Epoch [11][2200/3405] lr: 2.469e-02, eta: 1 day, 10:39:48, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9144, loss_cls: 2.0234, loss: 2.0234 +2023-12-25 19:04:37,376 - pyskl - INFO - Epoch [11][2300/3405] lr: 2.469e-02, eta: 1 day, 10:39:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6675, top5_acc: 0.9181, loss_cls: 2.0847, loss: 2.0847 +2023-12-25 19:05:02,744 - pyskl - INFO - Epoch [11][2400/3405] lr: 2.469e-02, eta: 1 day, 10:38:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9206, loss_cls: 2.0416, loss: 2.0416 +2023-12-25 19:05:27,797 - pyskl - INFO - Epoch [11][2500/3405] lr: 2.469e-02, eta: 1 day, 10:37:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9263, loss_cls: 2.0024, loss: 2.0024 +2023-12-25 19:05:53,078 - pyskl - INFO - Epoch [11][2600/3405] lr: 2.468e-02, eta: 1 day, 10:37:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9256, loss_cls: 2.0240, loss: 2.0240 +2023-12-25 19:06:18,145 - pyskl - INFO - Epoch [11][2700/3405] lr: 2.468e-02, eta: 1 day, 10:36:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6887, top5_acc: 0.9300, loss_cls: 2.0195, loss: 2.0195 +2023-12-25 19:06:43,163 - pyskl - INFO - Epoch [11][2800/3405] lr: 2.468e-02, eta: 1 day, 10:35:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6906, top5_acc: 0.9244, loss_cls: 1.9828, loss: 1.9828 +2023-12-25 19:07:08,255 - pyskl - INFO - Epoch [11][2900/3405] lr: 2.468e-02, eta: 1 day, 10:34:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9263, loss_cls: 2.0171, loss: 2.0171 +2023-12-25 19:07:33,733 - pyskl - INFO - Epoch [11][3000/3405] lr: 2.468e-02, eta: 1 day, 10:34:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6338, top5_acc: 0.9106, loss_cls: 2.2071, loss: 2.2071 +2023-12-25 19:07:59,378 - pyskl - INFO - Epoch [11][3100/3405] lr: 2.468e-02, eta: 1 day, 10:33:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9131, loss_cls: 2.0841, loss: 2.0841 +2023-12-25 19:08:24,771 - pyskl - INFO - Epoch [11][3200/3405] lr: 2.467e-02, eta: 1 day, 10:33:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9306, loss_cls: 1.9848, loss: 1.9848 +2023-12-25 19:08:50,333 - pyskl - INFO - Epoch [11][3300/3405] lr: 2.467e-02, eta: 1 day, 10:32:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9400, loss_cls: 1.9231, loss: 1.9231 +2023-12-25 19:09:16,166 - pyskl - INFO - Epoch [11][3400/3405] lr: 2.467e-02, eta: 1 day, 10:32:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6944, top5_acc: 0.9244, loss_cls: 1.9815, loss: 1.9815 +2023-12-25 19:09:18,085 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-25 19:13:43,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:13:43,973 - pyskl - INFO - +top1_acc 0.6808 +top5_acc 0.9217 +2023-12-25 19:13:43,978 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_8.pth was removed +2023-12-25 19:13:44,182 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2023-12-25 19:13:44,184 - pyskl - INFO - Best top1_acc is 0.6808 at 11 epoch. +2023-12-25 19:13:44,212 - pyskl - INFO - Epoch(val) [11][3718] top1_acc: 0.6808, top5_acc: 0.9217 +2023-12-25 19:14:36,222 - pyskl - INFO - Epoch [12][100/3405] lr: 2.467e-02, eta: 1 day, 10:36:43, time: 0.520, data_time: 0.267, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9319, loss_cls: 1.9999, loss: 1.9999 +2023-12-25 19:15:02,191 - pyskl - INFO - Epoch [12][200/3405] lr: 2.467e-02, eta: 1 day, 10:36:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6981, top5_acc: 0.9337, loss_cls: 1.9454, loss: 1.9454 +2023-12-25 19:15:28,067 - pyskl - INFO - Epoch [12][300/3405] lr: 2.466e-02, eta: 1 day, 10:35:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9331, loss_cls: 1.9347, loss: 1.9347 +2023-12-25 19:15:53,383 - pyskl - INFO - Epoch [12][400/3405] lr: 2.466e-02, eta: 1 day, 10:35:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9375, loss_cls: 1.9196, loss: 1.9196 +2023-12-25 19:16:19,775 - pyskl - INFO - Epoch [12][500/3405] lr: 2.466e-02, eta: 1 day, 10:34:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9319, loss_cls: 1.9228, loss: 1.9228 +2023-12-25 19:16:46,340 - pyskl - INFO - Epoch [12][600/3405] lr: 2.466e-02, eta: 1 day, 10:34:12, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9306, loss_cls: 1.9762, loss: 1.9762 +2023-12-25 19:17:12,905 - pyskl - INFO - Epoch [12][700/3405] lr: 2.466e-02, eta: 1 day, 10:33:49, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 1.8998, loss: 1.8998 +2023-12-25 19:17:39,446 - pyskl - INFO - Epoch [12][800/3405] lr: 2.466e-02, eta: 1 day, 10:33:25, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9425, loss_cls: 1.8971, loss: 1.8971 +2023-12-25 19:18:04,711 - pyskl - INFO - Epoch [12][900/3405] lr: 2.465e-02, eta: 1 day, 10:32:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6875, top5_acc: 0.9313, loss_cls: 1.9892, loss: 1.9892 +2023-12-25 19:18:29,974 - pyskl - INFO - Epoch [12][1000/3405] lr: 2.465e-02, eta: 1 day, 10:32:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9275, loss_cls: 1.9923, loss: 1.9923 +2023-12-25 19:18:55,813 - pyskl - INFO - Epoch [12][1100/3405] lr: 2.465e-02, eta: 1 day, 10:31:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6769, top5_acc: 0.9294, loss_cls: 2.0006, loss: 2.0006 +2023-12-25 19:19:22,355 - pyskl - INFO - Epoch [12][1200/3405] lr: 2.465e-02, eta: 1 day, 10:31:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9250, loss_cls: 2.0263, loss: 2.0263 +2023-12-25 19:19:48,923 - pyskl - INFO - Epoch [12][1300/3405] lr: 2.465e-02, eta: 1 day, 10:30:47, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6813, top5_acc: 0.9313, loss_cls: 1.9860, loss: 1.9860 +2023-12-25 19:20:15,512 - pyskl - INFO - Epoch [12][1400/3405] lr: 2.464e-02, eta: 1 day, 10:30:24, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9331, loss_cls: 2.0304, loss: 2.0304 +2023-12-25 19:20:42,093 - pyskl - INFO - Epoch [12][1500/3405] lr: 2.464e-02, eta: 1 day, 10:30:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9344, loss_cls: 1.9763, loss: 1.9763 +2023-12-25 19:21:07,654 - pyskl - INFO - Epoch [12][1600/3405] lr: 2.464e-02, eta: 1 day, 10:29:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6794, top5_acc: 0.9231, loss_cls: 2.0041, loss: 2.0041 +2023-12-25 19:21:32,853 - pyskl - INFO - Epoch [12][1700/3405] lr: 2.464e-02, eta: 1 day, 10:28:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9387, loss_cls: 1.9382, loss: 1.9382 +2023-12-25 19:21:57,876 - pyskl - INFO - Epoch [12][1800/3405] lr: 2.464e-02, eta: 1 day, 10:28:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9463, loss_cls: 1.9390, loss: 1.9390 +2023-12-25 19:22:23,054 - pyskl - INFO - Epoch [12][1900/3405] lr: 2.464e-02, eta: 1 day, 10:27:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9381, loss_cls: 1.9781, loss: 1.9781 +2023-12-25 19:22:48,119 - pyskl - INFO - Epoch [12][2000/3405] lr: 2.463e-02, eta: 1 day, 10:26:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 1.8926, loss: 1.8926 +2023-12-25 19:23:13,364 - pyskl - INFO - Epoch [12][2100/3405] lr: 2.463e-02, eta: 1 day, 10:26:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6731, top5_acc: 0.9250, loss_cls: 2.0210, loss: 2.0210 +2023-12-25 19:23:38,593 - pyskl - INFO - Epoch [12][2200/3405] lr: 2.463e-02, eta: 1 day, 10:25:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9281, loss_cls: 1.9803, loss: 1.9803 +2023-12-25 19:24:03,677 - pyskl - INFO - Epoch [12][2300/3405] lr: 2.463e-02, eta: 1 day, 10:24:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9381, loss_cls: 1.9711, loss: 1.9711 +2023-12-25 19:24:28,811 - pyskl - INFO - Epoch [12][2400/3405] lr: 2.463e-02, eta: 1 day, 10:24:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9400, loss_cls: 1.9816, loss: 1.9816 +2023-12-25 19:24:54,021 - pyskl - INFO - Epoch [12][2500/3405] lr: 2.462e-02, eta: 1 day, 10:23:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9263, loss_cls: 2.0098, loss: 2.0098 +2023-12-25 19:25:19,123 - pyskl - INFO - Epoch [12][2600/3405] lr: 2.462e-02, eta: 1 day, 10:22:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6844, top5_acc: 0.9313, loss_cls: 1.9802, loss: 1.9802 +2023-12-25 19:25:44,121 - pyskl - INFO - Epoch [12][2700/3405] lr: 2.462e-02, eta: 1 day, 10:22:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9206, loss_cls: 2.0484, loss: 2.0484 +2023-12-25 19:26:09,073 - pyskl - INFO - Epoch [12][2800/3405] lr: 2.462e-02, eta: 1 day, 10:21:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9281, loss_cls: 1.9998, loss: 1.9998 +2023-12-25 19:26:34,117 - pyskl - INFO - Epoch [12][2900/3405] lr: 2.462e-02, eta: 1 day, 10:20:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9375, loss_cls: 1.9485, loss: 1.9485 +2023-12-25 19:26:59,616 - pyskl - INFO - Epoch [12][3000/3405] lr: 2.462e-02, eta: 1 day, 10:20:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6925, top5_acc: 0.9281, loss_cls: 1.9904, loss: 1.9904 +2023-12-25 19:27:25,036 - pyskl - INFO - Epoch [12][3100/3405] lr: 2.461e-02, eta: 1 day, 10:19:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9256, loss_cls: 1.9878, loss: 1.9878 +2023-12-25 19:27:50,349 - pyskl - INFO - Epoch [12][3200/3405] lr: 2.461e-02, eta: 1 day, 10:18:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9244, loss_cls: 2.0022, loss: 2.0022 +2023-12-25 19:28:16,536 - pyskl - INFO - Epoch [12][3300/3405] lr: 2.461e-02, eta: 1 day, 10:18:23, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9406, loss_cls: 1.9681, loss: 1.9681 +2023-12-25 19:28:42,541 - pyskl - INFO - Epoch [12][3400/3405] lr: 2.461e-02, eta: 1 day, 10:17:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9231, loss_cls: 2.0215, loss: 2.0215 +2023-12-25 19:28:44,484 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-25 19:33:10,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:33:10,722 - pyskl - INFO - +top1_acc 0.6887 +top5_acc 0.9183 +2023-12-25 19:33:10,727 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_11.pth was removed +2023-12-25 19:33:11,077 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-25 19:33:11,079 - pyskl - INFO - Best top1_acc is 0.6887 at 12 epoch. +2023-12-25 19:33:11,109 - pyskl - INFO - Epoch(val) [12][3718] top1_acc: 0.6887, top5_acc: 0.9183 +2023-12-25 19:34:03,207 - pyskl - INFO - Epoch [13][100/3405] lr: 2.461e-02, eta: 1 day, 10:22:07, time: 0.521, data_time: 0.267, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9313, loss_cls: 1.9559, loss: 1.9559 +2023-12-25 19:34:28,515 - pyskl - INFO - Epoch [13][200/3405] lr: 2.460e-02, eta: 1 day, 10:21:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9337, loss_cls: 1.9363, loss: 1.9363 +2023-12-25 19:34:53,673 - pyskl - INFO - Epoch [13][300/3405] lr: 2.460e-02, eta: 1 day, 10:20:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 1.9383, loss: 1.9383 +2023-12-25 19:35:18,779 - pyskl - INFO - Epoch [13][400/3405] lr: 2.460e-02, eta: 1 day, 10:20:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9437, loss_cls: 1.9065, loss: 1.9065 +2023-12-25 19:35:43,913 - pyskl - INFO - Epoch [13][500/3405] lr: 2.460e-02, eta: 1 day, 10:19:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 1.9469, loss: 1.9469 +2023-12-25 19:36:09,128 - pyskl - INFO - Epoch [13][600/3405] lr: 2.460e-02, eta: 1 day, 10:18:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9369, loss_cls: 1.9327, loss: 1.9327 +2023-12-25 19:36:34,276 - pyskl - INFO - Epoch [13][700/3405] lr: 2.459e-02, eta: 1 day, 10:18:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9331, loss_cls: 1.9916, loss: 1.9916 +2023-12-25 19:36:59,471 - pyskl - INFO - Epoch [13][800/3405] lr: 2.459e-02, eta: 1 day, 10:17:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9394, loss_cls: 1.9381, loss: 1.9381 +2023-12-25 19:37:24,587 - pyskl - INFO - Epoch [13][900/3405] lr: 2.459e-02, eta: 1 day, 10:16:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9306, loss_cls: 1.9209, loss: 1.9209 +2023-12-25 19:37:49,766 - pyskl - INFO - Epoch [13][1000/3405] lr: 2.459e-02, eta: 1 day, 10:16:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9219, loss_cls: 2.0000, loss: 2.0000 +2023-12-25 19:38:14,867 - pyskl - INFO - Epoch [13][1100/3405] lr: 2.459e-02, eta: 1 day, 10:15:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9381, loss_cls: 1.9391, loss: 1.9391 +2023-12-25 19:38:39,943 - pyskl - INFO - Epoch [13][1200/3405] lr: 2.458e-02, eta: 1 day, 10:14:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6725, top5_acc: 0.9331, loss_cls: 2.0096, loss: 2.0096 +2023-12-25 19:39:05,281 - pyskl - INFO - Epoch [13][1300/3405] lr: 2.458e-02, eta: 1 day, 10:14:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9256, loss_cls: 2.0063, loss: 2.0063 +2023-12-25 19:39:30,809 - pyskl - INFO - Epoch [13][1400/3405] lr: 2.458e-02, eta: 1 day, 10:13:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9319, loss_cls: 1.9415, loss: 1.9415 +2023-12-25 19:39:56,030 - pyskl - INFO - Epoch [13][1500/3405] lr: 2.458e-02, eta: 1 day, 10:13:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 19:40:21,268 - pyskl - INFO - Epoch [13][1600/3405] lr: 2.458e-02, eta: 1 day, 10:12:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9244, loss_cls: 1.9793, loss: 1.9793 +2023-12-25 19:40:46,541 - pyskl - INFO - Epoch [13][1700/3405] lr: 2.457e-02, eta: 1 day, 10:11:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9313, loss_cls: 1.9547, loss: 1.9547 +2023-12-25 19:41:11,536 - pyskl - INFO - Epoch [13][1800/3405] lr: 2.457e-02, eta: 1 day, 10:11:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9369, loss_cls: 1.9310, loss: 1.9310 +2023-12-25 19:41:36,538 - pyskl - INFO - Epoch [13][1900/3405] lr: 2.457e-02, eta: 1 day, 10:10:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9250, loss_cls: 2.0080, loss: 2.0080 +2023-12-25 19:42:01,543 - pyskl - INFO - Epoch [13][2000/3405] lr: 2.457e-02, eta: 1 day, 10:09:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9187, loss_cls: 1.9856, loss: 1.9856 +2023-12-25 19:42:26,544 - pyskl - INFO - Epoch [13][2100/3405] lr: 2.457e-02, eta: 1 day, 10:09:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6900, top5_acc: 0.9306, loss_cls: 1.9922, loss: 1.9922 +2023-12-25 19:42:51,558 - pyskl - INFO - Epoch [13][2200/3405] lr: 2.456e-02, eta: 1 day, 10:08:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9319, loss_cls: 1.9510, loss: 1.9510 +2023-12-25 19:43:16,597 - pyskl - INFO - Epoch [13][2300/3405] lr: 2.456e-02, eta: 1 day, 10:07:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9306, loss_cls: 1.9616, loss: 1.9616 +2023-12-25 19:43:41,727 - pyskl - INFO - Epoch [13][2400/3405] lr: 2.456e-02, eta: 1 day, 10:07:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9263, loss_cls: 1.9754, loss: 1.9754 +2023-12-25 19:44:07,061 - pyskl - INFO - Epoch [13][2500/3405] lr: 2.456e-02, eta: 1 day, 10:06:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6919, top5_acc: 0.9250, loss_cls: 1.9696, loss: 1.9696 +2023-12-25 19:44:32,443 - pyskl - INFO - Epoch [13][2600/3405] lr: 2.456e-02, eta: 1 day, 10:05:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9344, loss_cls: 1.9146, loss: 1.9146 +2023-12-25 19:44:57,855 - pyskl - INFO - Epoch [13][2700/3405] lr: 2.455e-02, eta: 1 day, 10:05:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9419, loss_cls: 1.9089, loss: 1.9089 +2023-12-25 19:45:23,315 - pyskl - INFO - Epoch [13][2800/3405] lr: 2.455e-02, eta: 1 day, 10:04:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7019, top5_acc: 0.9350, loss_cls: 1.9446, loss: 1.9446 +2023-12-25 19:45:49,315 - pyskl - INFO - Epoch [13][2900/3405] lr: 2.455e-02, eta: 1 day, 10:04:15, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.6937, top5_acc: 0.9344, loss_cls: 1.9660, loss: 1.9660 +2023-12-25 19:46:15,258 - pyskl - INFO - Epoch [13][3000/3405] lr: 2.455e-02, eta: 1 day, 10:03:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9356, loss_cls: 1.9246, loss: 1.9246 +2023-12-25 19:46:40,605 - pyskl - INFO - Epoch [13][3100/3405] lr: 2.455e-02, eta: 1 day, 10:03:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9337, loss_cls: 1.9428, loss: 1.9428 +2023-12-25 19:47:05,632 - pyskl - INFO - Epoch [13][3200/3405] lr: 2.454e-02, eta: 1 day, 10:02:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6837, top5_acc: 0.9263, loss_cls: 2.0077, loss: 2.0077 +2023-12-25 19:47:31,090 - pyskl - INFO - Epoch [13][3300/3405] lr: 2.454e-02, eta: 1 day, 10:01:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6713, top5_acc: 0.9163, loss_cls: 2.0487, loss: 2.0487 +2023-12-25 19:47:56,860 - pyskl - INFO - Epoch [13][3400/3405] lr: 2.454e-02, eta: 1 day, 10:01:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9269, loss_cls: 1.9604, loss: 1.9604 +2023-12-25 19:47:58,865 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-25 19:52:24,130 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:52:24,727 - pyskl - INFO - +top1_acc 0.6561 +top5_acc 0.9103 +2023-12-25 19:52:24,753 - pyskl - INFO - Epoch(val) [13][3718] top1_acc: 0.6561, top5_acc: 0.9103 +2023-12-25 19:53:17,424 - pyskl - INFO - Epoch [14][100/3405] lr: 2.454e-02, eta: 1 day, 10:05:20, time: 0.527, data_time: 0.268, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9444, loss_cls: 1.8766, loss: 1.8766 +2023-12-25 19:53:42,429 - pyskl - INFO - Epoch [14][200/3405] lr: 2.454e-02, eta: 1 day, 10:04:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9219, loss_cls: 1.9841, loss: 1.9841 +2023-12-25 19:54:07,905 - pyskl - INFO - Epoch [14][300/3405] lr: 2.453e-02, eta: 1 day, 10:04:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9275, loss_cls: 2.0187, loss: 2.0187 +2023-12-25 19:54:33,599 - pyskl - INFO - Epoch [14][400/3405] lr: 2.453e-02, eta: 1 day, 10:03:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 1.8575, loss: 1.8575 +2023-12-25 19:54:58,824 - pyskl - INFO - Epoch [14][500/3405] lr: 2.453e-02, eta: 1 day, 10:02:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9381, loss_cls: 1.8942, loss: 1.8942 +2023-12-25 19:55:23,888 - pyskl - INFO - Epoch [14][600/3405] lr: 2.453e-02, eta: 1 day, 10:02:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 1.9021, loss: 1.9021 +2023-12-25 19:55:48,984 - pyskl - INFO - Epoch [14][700/3405] lr: 2.452e-02, eta: 1 day, 10:01:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9375, loss_cls: 1.9399, loss: 1.9399 +2023-12-25 19:56:14,734 - pyskl - INFO - Epoch [14][800/3405] lr: 2.452e-02, eta: 1 day, 10:01:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9356, loss_cls: 1.9287, loss: 1.9287 +2023-12-25 19:56:40,055 - pyskl - INFO - Epoch [14][900/3405] lr: 2.452e-02, eta: 1 day, 10:00:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6644, top5_acc: 0.9281, loss_cls: 2.0118, loss: 2.0118 +2023-12-25 19:57:05,443 - pyskl - INFO - Epoch [14][1000/3405] lr: 2.452e-02, eta: 1 day, 9:59:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9394, loss_cls: 1.9471, loss: 1.9471 +2023-12-25 19:57:30,755 - pyskl - INFO - Epoch [14][1100/3405] lr: 2.452e-02, eta: 1 day, 9:59:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9344, loss_cls: 1.9079, loss: 1.9079 +2023-12-25 19:57:56,006 - pyskl - INFO - Epoch [14][1200/3405] lr: 2.451e-02, eta: 1 day, 9:58:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9437, loss_cls: 1.8994, loss: 1.8994 +2023-12-25 19:58:21,417 - pyskl - INFO - Epoch [14][1300/3405] lr: 2.451e-02, eta: 1 day, 9:58:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9394, loss_cls: 1.9578, loss: 1.9578 +2023-12-25 19:58:46,734 - pyskl - INFO - Epoch [14][1400/3405] lr: 2.451e-02, eta: 1 day, 9:57:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9375, loss_cls: 1.9085, loss: 1.9085 +2023-12-25 19:59:12,338 - pyskl - INFO - Epoch [14][1500/3405] lr: 2.451e-02, eta: 1 day, 9:56:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 1.9232, loss: 1.9232 +2023-12-25 19:59:37,588 - pyskl - INFO - Epoch [14][1600/3405] lr: 2.451e-02, eta: 1 day, 9:56:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9206, loss_cls: 1.9780, loss: 1.9780 +2023-12-25 20:00:03,028 - pyskl - INFO - Epoch [14][1700/3405] lr: 2.450e-02, eta: 1 day, 9:55:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 1.8734, loss: 1.8734 +2023-12-25 20:00:28,820 - pyskl - INFO - Epoch [14][1800/3405] lr: 2.450e-02, eta: 1 day, 9:55:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 1.9154, loss: 1.9154 +2023-12-25 20:00:54,149 - pyskl - INFO - Epoch [14][1900/3405] lr: 2.450e-02, eta: 1 day, 9:54:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9363, loss_cls: 1.9242, loss: 1.9242 +2023-12-25 20:01:19,537 - pyskl - INFO - Epoch [14][2000/3405] lr: 2.450e-02, eta: 1 day, 9:54:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9356, loss_cls: 1.9405, loss: 1.9405 +2023-12-25 20:01:44,818 - pyskl - INFO - Epoch [14][2100/3405] lr: 2.450e-02, eta: 1 day, 9:53:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6863, top5_acc: 0.9381, loss_cls: 1.9733, loss: 1.9733 +2023-12-25 20:02:10,097 - pyskl - INFO - Epoch [14][2200/3405] lr: 2.449e-02, eta: 1 day, 9:52:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9381, loss_cls: 1.9393, loss: 1.9393 +2023-12-25 20:02:35,184 - pyskl - INFO - Epoch [14][2300/3405] lr: 2.449e-02, eta: 1 day, 9:52:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9331, loss_cls: 1.9132, loss: 1.9132 +2023-12-25 20:03:00,196 - pyskl - INFO - Epoch [14][2400/3405] lr: 2.449e-02, eta: 1 day, 9:51:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9500, loss_cls: 1.8634, loss: 1.8634 +2023-12-25 20:03:25,177 - pyskl - INFO - Epoch [14][2500/3405] lr: 2.449e-02, eta: 1 day, 9:50:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9319, loss_cls: 1.9278, loss: 1.9278 +2023-12-25 20:03:50,161 - pyskl - INFO - Epoch [14][2600/3405] lr: 2.448e-02, eta: 1 day, 9:50:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9300, loss_cls: 1.9825, loss: 1.9825 +2023-12-25 20:04:15,164 - pyskl - INFO - Epoch [14][2700/3405] lr: 2.448e-02, eta: 1 day, 9:49:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9294, loss_cls: 1.9522, loss: 1.9522 +2023-12-25 20:04:40,159 - pyskl - INFO - Epoch [14][2800/3405] lr: 2.448e-02, eta: 1 day, 9:48:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9444, loss_cls: 1.9200, loss: 1.9200 +2023-12-25 20:05:05,365 - pyskl - INFO - Epoch [14][2900/3405] lr: 2.448e-02, eta: 1 day, 9:48:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6869, top5_acc: 0.9425, loss_cls: 1.9419, loss: 1.9419 +2023-12-25 20:05:31,119 - pyskl - INFO - Epoch [14][3000/3405] lr: 2.448e-02, eta: 1 day, 9:47:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9237, loss_cls: 1.9429, loss: 1.9429 +2023-12-25 20:05:56,721 - pyskl - INFO - Epoch [14][3100/3405] lr: 2.447e-02, eta: 1 day, 9:47:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9425, loss_cls: 1.9225, loss: 1.9225 +2023-12-25 20:06:22,079 - pyskl - INFO - Epoch [14][3200/3405] lr: 2.447e-02, eta: 1 day, 9:46:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9300, loss_cls: 1.9748, loss: 1.9748 +2023-12-25 20:06:47,752 - pyskl - INFO - Epoch [14][3300/3405] lr: 2.447e-02, eta: 1 day, 9:46:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7000, top5_acc: 0.9325, loss_cls: 1.9522, loss: 1.9522 +2023-12-25 20:07:13,549 - pyskl - INFO - Epoch [14][3400/3405] lr: 2.447e-02, eta: 1 day, 9:45:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6913, top5_acc: 0.9294, loss_cls: 1.9984, loss: 1.9984 +2023-12-25 20:07:15,509 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-25 20:11:41,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:11:42,297 - pyskl - INFO - +top1_acc 0.6494 +top5_acc 0.9079 +2023-12-25 20:11:42,324 - pyskl - INFO - Epoch(val) [14][3718] top1_acc: 0.6494, top5_acc: 0.9079 +2023-12-25 20:12:35,620 - pyskl - INFO - Epoch [15][100/3405] lr: 2.446e-02, eta: 1 day, 9:49:20, time: 0.533, data_time: 0.269, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9319, loss_cls: 1.9388, loss: 1.9388 +2023-12-25 20:13:02,058 - pyskl - INFO - Epoch [15][200/3405] lr: 2.446e-02, eta: 1 day, 9:48:55, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9319, loss_cls: 1.9122, loss: 1.9122 +2023-12-25 20:13:28,527 - pyskl - INFO - Epoch [15][300/3405] lr: 2.446e-02, eta: 1 day, 9:48:31, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9394, loss_cls: 1.8798, loss: 1.8798 +2023-12-25 20:13:55,059 - pyskl - INFO - Epoch [15][400/3405] lr: 2.446e-02, eta: 1 day, 9:48:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 1.8679, loss: 1.8679 +2023-12-25 20:14:21,271 - pyskl - INFO - Epoch [15][500/3405] lr: 2.446e-02, eta: 1 day, 9:47:39, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9319, loss_cls: 1.9261, loss: 1.9261 +2023-12-25 20:14:46,511 - pyskl - INFO - Epoch [15][600/3405] lr: 2.445e-02, eta: 1 day, 9:47:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9494, loss_cls: 1.8613, loss: 1.8613 +2023-12-25 20:15:11,793 - pyskl - INFO - Epoch [15][700/3405] lr: 2.445e-02, eta: 1 day, 9:46:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 1.9066, loss: 1.9066 +2023-12-25 20:15:36,875 - pyskl - INFO - Epoch [15][800/3405] lr: 2.445e-02, eta: 1 day, 9:45:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9356, loss_cls: 1.9455, loss: 1.9455 +2023-12-25 20:16:02,048 - pyskl - INFO - Epoch [15][900/3405] lr: 2.445e-02, eta: 1 day, 9:45:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9356, loss_cls: 1.8949, loss: 1.8949 +2023-12-25 20:16:27,152 - pyskl - INFO - Epoch [15][1000/3405] lr: 2.444e-02, eta: 1 day, 9:44:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9387, loss_cls: 1.9008, loss: 1.9008 +2023-12-25 20:16:52,345 - pyskl - INFO - Epoch [15][1100/3405] lr: 2.444e-02, eta: 1 day, 9:43:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.6963, top5_acc: 0.9225, loss_cls: 1.9943, loss: 1.9943 +2023-12-25 20:17:17,564 - pyskl - INFO - Epoch [15][1200/3405] lr: 2.444e-02, eta: 1 day, 9:43:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9413, loss_cls: 1.8923, loss: 1.8923 +2023-12-25 20:17:42,785 - pyskl - INFO - Epoch [15][1300/3405] lr: 2.444e-02, eta: 1 day, 9:42:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 1.9090, loss: 1.9090 +2023-12-25 20:18:08,072 - pyskl - INFO - Epoch [15][1400/3405] lr: 2.443e-02, eta: 1 day, 9:42:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9356, loss_cls: 1.9393, loss: 1.9393 +2023-12-25 20:18:33,191 - pyskl - INFO - Epoch [15][1500/3405] lr: 2.443e-02, eta: 1 day, 9:41:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9306, loss_cls: 1.9065, loss: 1.9065 +2023-12-25 20:18:58,224 - pyskl - INFO - Epoch [15][1600/3405] lr: 2.443e-02, eta: 1 day, 9:40:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9425, loss_cls: 1.8818, loss: 1.8818 +2023-12-25 20:19:23,315 - pyskl - INFO - Epoch [15][1700/3405] lr: 2.443e-02, eta: 1 day, 9:40:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9400, loss_cls: 1.9452, loss: 1.9452 +2023-12-25 20:19:48,348 - pyskl - INFO - Epoch [15][1800/3405] lr: 2.443e-02, eta: 1 day, 9:39:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9369, loss_cls: 1.9335, loss: 1.9335 +2023-12-25 20:20:13,395 - pyskl - INFO - Epoch [15][1900/3405] lr: 2.442e-02, eta: 1 day, 9:39:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.6894, top5_acc: 0.9350, loss_cls: 1.9732, loss: 1.9732 +2023-12-25 20:20:38,702 - pyskl - INFO - Epoch [15][2000/3405] lr: 2.442e-02, eta: 1 day, 9:38:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9394, loss_cls: 1.9089, loss: 1.9089 +2023-12-25 20:21:03,721 - pyskl - INFO - Epoch [15][2100/3405] lr: 2.442e-02, eta: 1 day, 9:37:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9444, loss_cls: 1.8940, loss: 1.8940 +2023-12-25 20:21:28,761 - pyskl - INFO - Epoch [15][2200/3405] lr: 2.442e-02, eta: 1 day, 9:37:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9381, loss_cls: 1.9219, loss: 1.9219 +2023-12-25 20:21:53,991 - pyskl - INFO - Epoch [15][2300/3405] lr: 2.441e-02, eta: 1 day, 9:36:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9350, loss_cls: 1.8836, loss: 1.8836 +2023-12-25 20:22:19,284 - pyskl - INFO - Epoch [15][2400/3405] lr: 2.441e-02, eta: 1 day, 9:36:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6781, top5_acc: 0.9350, loss_cls: 1.9775, loss: 1.9775 +2023-12-25 20:22:44,605 - pyskl - INFO - Epoch [15][2500/3405] lr: 2.441e-02, eta: 1 day, 9:35:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6819, top5_acc: 0.9313, loss_cls: 1.9782, loss: 1.9782 +2023-12-25 20:23:10,010 - pyskl - INFO - Epoch [15][2600/3405] lr: 2.441e-02, eta: 1 day, 9:34:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9444, loss_cls: 1.9499, loss: 1.9499 +2023-12-25 20:23:35,272 - pyskl - INFO - Epoch [15][2700/3405] lr: 2.440e-02, eta: 1 day, 9:34:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9419, loss_cls: 1.8779, loss: 1.8779 +2023-12-25 20:24:00,659 - pyskl - INFO - Epoch [15][2800/3405] lr: 2.440e-02, eta: 1 day, 9:33:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9337, loss_cls: 1.8723, loss: 1.8723 +2023-12-25 20:24:26,128 - pyskl - INFO - Epoch [15][2900/3405] lr: 2.440e-02, eta: 1 day, 9:33:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9381, loss_cls: 1.9238, loss: 1.9238 +2023-12-25 20:24:51,608 - pyskl - INFO - Epoch [15][3000/3405] lr: 2.440e-02, eta: 1 day, 9:32:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9375, loss_cls: 1.9388, loss: 1.9388 +2023-12-25 20:25:17,364 - pyskl - INFO - Epoch [15][3100/3405] lr: 2.440e-02, eta: 1 day, 9:32:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.6831, top5_acc: 0.9269, loss_cls: 1.9960, loss: 1.9960 +2023-12-25 20:25:42,870 - pyskl - INFO - Epoch [15][3200/3405] lr: 2.439e-02, eta: 1 day, 9:31:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9463, loss_cls: 1.8896, loss: 1.8896 +2023-12-25 20:26:08,748 - pyskl - INFO - Epoch [15][3300/3405] lr: 2.439e-02, eta: 1 day, 9:31:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9287, loss_cls: 1.9610, loss: 1.9610 +2023-12-25 20:26:34,546 - pyskl - INFO - Epoch [15][3400/3405] lr: 2.439e-02, eta: 1 day, 9:30:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9313, loss_cls: 1.9432, loss: 1.9432 +2023-12-25 20:26:36,548 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-25 20:31:02,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:31:03,024 - pyskl - INFO - +top1_acc 0.6489 +top5_acc 0.9131 +2023-12-25 20:31:03,050 - pyskl - INFO - Epoch(val) [15][3718] top1_acc: 0.6489, top5_acc: 0.9131 +2023-12-25 20:31:55,282 - pyskl - INFO - Epoch [16][100/3405] lr: 2.439e-02, eta: 1 day, 9:33:46, time: 0.522, data_time: 0.272, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9425, loss_cls: 1.8682, loss: 1.8682 +2023-12-25 20:32:20,436 - pyskl - INFO - Epoch [16][200/3405] lr: 2.438e-02, eta: 1 day, 9:33:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9413, loss_cls: 1.8550, loss: 1.8550 +2023-12-25 20:32:45,364 - pyskl - INFO - Epoch [16][300/3405] lr: 2.438e-02, eta: 1 day, 9:32:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9350, loss_cls: 1.9356, loss: 1.9356 +2023-12-25 20:33:10,366 - pyskl - INFO - Epoch [16][400/3405] lr: 2.438e-02, eta: 1 day, 9:31:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9269, loss_cls: 1.9035, loss: 1.9035 +2023-12-25 20:33:35,593 - pyskl - INFO - Epoch [16][500/3405] lr: 2.438e-02, eta: 1 day, 9:31:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9375, loss_cls: 1.9035, loss: 1.9035 +2023-12-25 20:34:01,241 - pyskl - INFO - Epoch [16][600/3405] lr: 2.437e-02, eta: 1 day, 9:30:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9344, loss_cls: 1.9477, loss: 1.9477 +2023-12-25 20:34:26,790 - pyskl - INFO - Epoch [16][700/3405] lr: 2.437e-02, eta: 1 day, 9:30:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9363, loss_cls: 1.9227, loss: 1.9227 +2023-12-25 20:34:52,067 - pyskl - INFO - Epoch [16][800/3405] lr: 2.437e-02, eta: 1 day, 9:29:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 1.9488, loss: 1.9488 +2023-12-25 20:35:17,175 - pyskl - INFO - Epoch [16][900/3405] lr: 2.437e-02, eta: 1 day, 9:29:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9369, loss_cls: 1.8665, loss: 1.8665 +2023-12-25 20:35:42,327 - pyskl - INFO - Epoch [16][1000/3405] lr: 2.436e-02, eta: 1 day, 9:28:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9437, loss_cls: 1.8691, loss: 1.8691 +2023-12-25 20:36:08,107 - pyskl - INFO - Epoch [16][1100/3405] lr: 2.436e-02, eta: 1 day, 9:27:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9375, loss_cls: 1.9031, loss: 1.9031 +2023-12-25 20:36:34,416 - pyskl - INFO - Epoch [16][1200/3405] lr: 2.436e-02, eta: 1 day, 9:27:28, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9300, loss_cls: 1.9475, loss: 1.9475 +2023-12-25 20:36:59,543 - pyskl - INFO - Epoch [16][1300/3405] lr: 2.436e-02, eta: 1 day, 9:26:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9375, loss_cls: 1.9423, loss: 1.9423 +2023-12-25 20:37:24,651 - pyskl - INFO - Epoch [16][1400/3405] lr: 2.435e-02, eta: 1 day, 9:26:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9463, loss_cls: 1.8830, loss: 1.8830 +2023-12-25 20:37:49,905 - pyskl - INFO - Epoch [16][1500/3405] lr: 2.435e-02, eta: 1 day, 9:25:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7025, top5_acc: 0.9437, loss_cls: 1.9326, loss: 1.9326 +2023-12-25 20:38:15,119 - pyskl - INFO - Epoch [16][1600/3405] lr: 2.435e-02, eta: 1 day, 9:25:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.8438, loss: 1.8438 +2023-12-25 20:38:40,351 - pyskl - INFO - Epoch [16][1700/3405] lr: 2.435e-02, eta: 1 day, 9:24:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9444, loss_cls: 1.8787, loss: 1.8787 +2023-12-25 20:39:05,862 - pyskl - INFO - Epoch [16][1800/3405] lr: 2.434e-02, eta: 1 day, 9:23:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6856, top5_acc: 0.9337, loss_cls: 1.9736, loss: 1.9736 +2023-12-25 20:39:31,251 - pyskl - INFO - Epoch [16][1900/3405] lr: 2.434e-02, eta: 1 day, 9:23:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9344, loss_cls: 1.9130, loss: 1.9130 +2023-12-25 20:39:56,453 - pyskl - INFO - Epoch [16][2000/3405] lr: 2.434e-02, eta: 1 day, 9:22:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9363, loss_cls: 1.8837, loss: 1.8837 +2023-12-25 20:40:21,931 - pyskl - INFO - Epoch [16][2100/3405] lr: 2.434e-02, eta: 1 day, 9:22:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9356, loss_cls: 1.9214, loss: 1.9214 +2023-12-25 20:40:47,282 - pyskl - INFO - Epoch [16][2200/3405] lr: 2.433e-02, eta: 1 day, 9:21:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7006, top5_acc: 0.9413, loss_cls: 1.9460, loss: 1.9460 +2023-12-25 20:41:12,508 - pyskl - INFO - Epoch [16][2300/3405] lr: 2.433e-02, eta: 1 day, 9:21:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 1.9163, loss: 1.9163 +2023-12-25 20:41:38,869 - pyskl - INFO - Epoch [16][2400/3405] lr: 2.433e-02, eta: 1 day, 9:20:40, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9381, loss_cls: 1.8941, loss: 1.8941 +2023-12-25 20:42:04,098 - pyskl - INFO - Epoch [16][2500/3405] lr: 2.433e-02, eta: 1 day, 9:20:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9425, loss_cls: 1.9104, loss: 1.9104 +2023-12-25 20:42:29,389 - pyskl - INFO - Epoch [16][2600/3405] lr: 2.432e-02, eta: 1 day, 9:19:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9350, loss_cls: 1.9389, loss: 1.9389 +2023-12-25 20:42:54,900 - pyskl - INFO - Epoch [16][2700/3405] lr: 2.432e-02, eta: 1 day, 9:18:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9325, loss_cls: 1.9394, loss: 1.9394 +2023-12-25 20:43:20,048 - pyskl - INFO - Epoch [16][2800/3405] lr: 2.432e-02, eta: 1 day, 9:18:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7075, top5_acc: 0.9406, loss_cls: 1.9200, loss: 1.9200 +2023-12-25 20:43:46,388 - pyskl - INFO - Epoch [16][2900/3405] lr: 2.432e-02, eta: 1 day, 9:17:57, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9300, loss_cls: 1.9312, loss: 1.9312 +2023-12-25 20:44:11,836 - pyskl - INFO - Epoch [16][3000/3405] lr: 2.431e-02, eta: 1 day, 9:17:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9431, loss_cls: 1.8954, loss: 1.8954 +2023-12-25 20:44:37,416 - pyskl - INFO - Epoch [16][3100/3405] lr: 2.431e-02, eta: 1 day, 9:16:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.6987, top5_acc: 0.9231, loss_cls: 1.9712, loss: 1.9712 +2023-12-25 20:45:03,067 - pyskl - INFO - Epoch [16][3200/3405] lr: 2.431e-02, eta: 1 day, 9:16:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9363, loss_cls: 1.9022, loss: 1.9022 +2023-12-25 20:45:28,697 - pyskl - INFO - Epoch [16][3300/3405] lr: 2.431e-02, eta: 1 day, 9:15:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7050, top5_acc: 0.9350, loss_cls: 1.9728, loss: 1.9728 +2023-12-25 20:45:54,801 - pyskl - INFO - Epoch [16][3400/3405] lr: 2.430e-02, eta: 1 day, 9:15:23, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9394, loss_cls: 1.9143, loss: 1.9143 +2023-12-25 20:45:57,010 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-25 20:50:23,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:50:23,939 - pyskl - INFO - +top1_acc 0.6369 +top5_acc 0.8945 +2023-12-25 20:50:23,965 - pyskl - INFO - Epoch(val) [16][3718] top1_acc: 0.6369, top5_acc: 0.8945 +2023-12-25 20:51:15,942 - pyskl - INFO - Epoch [17][100/3405] lr: 2.430e-02, eta: 1 day, 9:18:19, time: 0.520, data_time: 0.269, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9513, loss_cls: 1.8474, loss: 1.8474 +2023-12-25 20:51:40,966 - pyskl - INFO - Epoch [17][200/3405] lr: 2.430e-02, eta: 1 day, 9:17:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 1.7925, loss: 1.7925 +2023-12-25 20:52:06,104 - pyskl - INFO - Epoch [17][300/3405] lr: 2.430e-02, eta: 1 day, 9:17:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9531, loss_cls: 1.8274, loss: 1.8274 +2023-12-25 20:52:31,166 - pyskl - INFO - Epoch [17][400/3405] lr: 2.429e-02, eta: 1 day, 9:16:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9500, loss_cls: 1.8275, loss: 1.8275 +2023-12-25 20:52:56,245 - pyskl - INFO - Epoch [17][500/3405] lr: 2.429e-02, eta: 1 day, 9:15:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9325, loss_cls: 1.8982, loss: 1.8982 +2023-12-25 20:53:21,538 - pyskl - INFO - Epoch [17][600/3405] lr: 2.429e-02, eta: 1 day, 9:15:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9250, loss_cls: 1.9497, loss: 1.9497 +2023-12-25 20:53:47,635 - pyskl - INFO - Epoch [17][700/3405] lr: 2.429e-02, eta: 1 day, 9:14:52, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9325, loss_cls: 1.8646, loss: 1.8646 +2023-12-25 20:54:12,865 - pyskl - INFO - Epoch [17][800/3405] lr: 2.428e-02, eta: 1 day, 9:14:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9406, loss_cls: 1.9073, loss: 1.9073 +2023-12-25 20:54:38,091 - pyskl - INFO - Epoch [17][900/3405] lr: 2.428e-02, eta: 1 day, 9:13:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9344, loss_cls: 1.8814, loss: 1.8814 +2023-12-25 20:55:03,499 - pyskl - INFO - Epoch [17][1000/3405] lr: 2.428e-02, eta: 1 day, 9:13:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9294, loss_cls: 1.9248, loss: 1.9248 +2023-12-25 20:55:28,725 - pyskl - INFO - Epoch [17][1100/3405] lr: 2.428e-02, eta: 1 day, 9:12:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9469, loss_cls: 1.8640, loss: 1.8640 +2023-12-25 20:55:55,112 - pyskl - INFO - Epoch [17][1200/3405] lr: 2.427e-02, eta: 1 day, 9:12:09, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9300, loss_cls: 1.9615, loss: 1.9615 +2023-12-25 20:56:21,732 - pyskl - INFO - Epoch [17][1300/3405] lr: 2.427e-02, eta: 1 day, 9:11:45, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 1.8967, loss: 1.8967 +2023-12-25 20:56:48,310 - pyskl - INFO - Epoch [17][1400/3405] lr: 2.427e-02, eta: 1 day, 9:11:21, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9444, loss_cls: 1.8771, loss: 1.8771 +2023-12-25 20:57:14,000 - pyskl - INFO - Epoch [17][1500/3405] lr: 2.427e-02, eta: 1 day, 9:10:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9487, loss_cls: 1.8909, loss: 1.8909 +2023-12-25 20:57:39,656 - pyskl - INFO - Epoch [17][1600/3405] lr: 2.426e-02, eta: 1 day, 9:10:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9350, loss_cls: 1.9145, loss: 1.9145 +2023-12-25 20:58:06,156 - pyskl - INFO - Epoch [17][1700/3405] lr: 2.426e-02, eta: 1 day, 9:09:55, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9356, loss_cls: 1.9149, loss: 1.9149 +2023-12-25 20:58:32,642 - pyskl - INFO - Epoch [17][1800/3405] lr: 2.426e-02, eta: 1 day, 9:09:30, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 1.8842, loss: 1.8842 +2023-12-25 20:58:59,159 - pyskl - INFO - Epoch [17][1900/3405] lr: 2.426e-02, eta: 1 day, 9:09:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9450, loss_cls: 1.9000, loss: 1.9000 +2023-12-25 20:59:25,608 - pyskl - INFO - Epoch [17][2000/3405] lr: 2.425e-02, eta: 1 day, 9:08:41, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9381, loss_cls: 1.9334, loss: 1.9334 +2023-12-25 20:59:52,111 - pyskl - INFO - Epoch [17][2100/3405] lr: 2.425e-02, eta: 1 day, 9:08:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.6975, top5_acc: 0.9344, loss_cls: 1.9497, loss: 1.9497 +2023-12-25 21:00:18,188 - pyskl - INFO - Epoch [17][2200/3405] lr: 2.425e-02, eta: 1 day, 9:07:49, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9400, loss_cls: 1.9152, loss: 1.9152 +2023-12-25 21:00:43,475 - pyskl - INFO - Epoch [17][2300/3405] lr: 2.425e-02, eta: 1 day, 9:07:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6969, top5_acc: 0.9256, loss_cls: 1.9650, loss: 1.9650 +2023-12-25 21:01:08,734 - pyskl - INFO - Epoch [17][2400/3405] lr: 2.424e-02, eta: 1 day, 9:06:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9331, loss_cls: 1.9081, loss: 1.9081 +2023-12-25 21:01:33,977 - pyskl - INFO - Epoch [17][2500/3405] lr: 2.424e-02, eta: 1 day, 9:06:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.8761, loss: 1.8761 +2023-12-25 21:01:59,003 - pyskl - INFO - Epoch [17][2600/3405] lr: 2.424e-02, eta: 1 day, 9:05:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9400, loss_cls: 1.8836, loss: 1.8836 +2023-12-25 21:02:24,174 - pyskl - INFO - Epoch [17][2700/3405] lr: 2.423e-02, eta: 1 day, 9:04:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9394, loss_cls: 1.9040, loss: 1.9040 +2023-12-25 21:02:49,321 - pyskl - INFO - Epoch [17][2800/3405] lr: 2.423e-02, eta: 1 day, 9:04:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9344, loss_cls: 1.8850, loss: 1.8850 +2023-12-25 21:03:14,834 - pyskl - INFO - Epoch [17][2900/3405] lr: 2.423e-02, eta: 1 day, 9:03:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.9081, loss: 1.9081 +2023-12-25 21:03:40,356 - pyskl - INFO - Epoch [17][3000/3405] lr: 2.423e-02, eta: 1 day, 9:03:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9456, loss_cls: 1.8780, loss: 1.8780 +2023-12-25 21:04:06,081 - pyskl - INFO - Epoch [17][3100/3405] lr: 2.422e-02, eta: 1 day, 9:02:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9406, loss_cls: 1.9395, loss: 1.9395 +2023-12-25 21:04:31,535 - pyskl - INFO - Epoch [17][3200/3405] lr: 2.422e-02, eta: 1 day, 9:02:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9481, loss_cls: 1.8779, loss: 1.8779 +2023-12-25 21:04:57,499 - pyskl - INFO - Epoch [17][3300/3405] lr: 2.422e-02, eta: 1 day, 9:01:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9413, loss_cls: 1.8560, loss: 1.8560 +2023-12-25 21:05:23,319 - pyskl - INFO - Epoch [17][3400/3405] lr: 2.422e-02, eta: 1 day, 9:01:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9356, loss_cls: 1.9095, loss: 1.9095 +2023-12-25 21:05:25,307 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-25 21:09:52,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:09:52,942 - pyskl - INFO - +top1_acc 0.6708 +top5_acc 0.9167 +2023-12-25 21:09:52,969 - pyskl - INFO - Epoch(val) [17][3718] top1_acc: 0.6708, top5_acc: 0.9167 +2023-12-25 21:10:46,868 - pyskl - INFO - Epoch [18][100/3405] lr: 2.421e-02, eta: 1 day, 9:04:13, time: 0.539, data_time: 0.285, memory: 5236, top1_acc: 0.7031, top5_acc: 0.9325, loss_cls: 1.9259, loss: 1.9259 +2023-12-25 21:11:13,010 - pyskl - INFO - Epoch [18][200/3405] lr: 2.421e-02, eta: 1 day, 9:03:46, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9350, loss_cls: 1.8540, loss: 1.8540 +2023-12-25 21:11:39,493 - pyskl - INFO - Epoch [18][300/3405] lr: 2.421e-02, eta: 1 day, 9:03:21, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9513, loss_cls: 1.8389, loss: 1.8389 +2023-12-25 21:12:06,017 - pyskl - INFO - Epoch [18][400/3405] lr: 2.421e-02, eta: 1 day, 9:02:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9444, loss_cls: 1.8272, loss: 1.8272 +2023-12-25 21:12:32,548 - pyskl - INFO - Epoch [18][500/3405] lr: 2.420e-02, eta: 1 day, 9:02:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9394, loss_cls: 1.9391, loss: 1.9391 +2023-12-25 21:12:59,068 - pyskl - INFO - Epoch [18][600/3405] lr: 2.420e-02, eta: 1 day, 9:02:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9413, loss_cls: 1.8732, loss: 1.8732 +2023-12-25 21:13:25,574 - pyskl - INFO - Epoch [18][700/3405] lr: 2.420e-02, eta: 1 day, 9:01:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9375, loss_cls: 1.9135, loss: 1.9135 +2023-12-25 21:13:52,106 - pyskl - INFO - Epoch [18][800/3405] lr: 2.419e-02, eta: 1 day, 9:01:18, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9381, loss_cls: 1.9141, loss: 1.9141 +2023-12-25 21:14:18,632 - pyskl - INFO - Epoch [18][900/3405] lr: 2.419e-02, eta: 1 day, 9:00:53, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9431, loss_cls: 1.8985, loss: 1.8985 +2023-12-25 21:14:45,191 - pyskl - INFO - Epoch [18][1000/3405] lr: 2.419e-02, eta: 1 day, 9:00:29, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7037, top5_acc: 0.9381, loss_cls: 1.9450, loss: 1.9450 +2023-12-25 21:15:11,711 - pyskl - INFO - Epoch [18][1100/3405] lr: 2.419e-02, eta: 1 day, 9:00:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 1.8243, loss: 1.8243 +2023-12-25 21:15:38,216 - pyskl - INFO - Epoch [18][1200/3405] lr: 2.418e-02, eta: 1 day, 8:59:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9425, loss_cls: 1.8683, loss: 1.8683 +2023-12-25 21:16:04,739 - pyskl - INFO - Epoch [18][1300/3405] lr: 2.418e-02, eta: 1 day, 8:59:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9437, loss_cls: 1.8511, loss: 1.8511 +2023-12-25 21:16:31,249 - pyskl - INFO - Epoch [18][1400/3405] lr: 2.418e-02, eta: 1 day, 8:58:51, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9375, loss_cls: 1.8652, loss: 1.8652 +2023-12-25 21:16:57,799 - pyskl - INFO - Epoch [18][1500/3405] lr: 2.418e-02, eta: 1 day, 8:58:26, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9306, loss_cls: 1.9442, loss: 1.9442 +2023-12-25 21:17:24,381 - pyskl - INFO - Epoch [18][1600/3405] lr: 2.417e-02, eta: 1 day, 8:58:02, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 1.8707, loss: 1.8707 +2023-12-25 21:17:50,978 - pyskl - INFO - Epoch [18][1700/3405] lr: 2.417e-02, eta: 1 day, 8:57:38, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 1.8522, loss: 1.8522 +2023-12-25 21:18:17,553 - pyskl - INFO - Epoch [18][1800/3405] lr: 2.417e-02, eta: 1 day, 8:57:14, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9394, loss_cls: 1.8882, loss: 1.8882 +2023-12-25 21:18:44,128 - pyskl - INFO - Epoch [18][1900/3405] lr: 2.416e-02, eta: 1 day, 8:56:49, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9419, loss_cls: 1.8524, loss: 1.8524 +2023-12-25 21:19:10,721 - pyskl - INFO - Epoch [18][2000/3405] lr: 2.416e-02, eta: 1 day, 8:56:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7013, top5_acc: 0.9344, loss_cls: 1.9520, loss: 1.9520 +2023-12-25 21:19:37,291 - pyskl - INFO - Epoch [18][2100/3405] lr: 2.416e-02, eta: 1 day, 8:56:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9394, loss_cls: 1.8877, loss: 1.8877 +2023-12-25 21:20:03,875 - pyskl - INFO - Epoch [18][2200/3405] lr: 2.416e-02, eta: 1 day, 8:55:37, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 1.8537, loss: 1.8537 +2023-12-25 21:20:30,386 - pyskl - INFO - Epoch [18][2300/3405] lr: 2.415e-02, eta: 1 day, 8:55:12, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 1.8988, loss: 1.8988 +2023-12-25 21:20:55,895 - pyskl - INFO - Epoch [18][2400/3405] lr: 2.415e-02, eta: 1 day, 8:54:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9487, loss_cls: 1.8952, loss: 1.8952 +2023-12-25 21:21:21,170 - pyskl - INFO - Epoch [18][2500/3405] lr: 2.415e-02, eta: 1 day, 8:54:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9350, loss_cls: 1.8991, loss: 1.8991 +2023-12-25 21:21:46,357 - pyskl - INFO - Epoch [18][2600/3405] lr: 2.414e-02, eta: 1 day, 8:53:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9500, loss_cls: 1.8651, loss: 1.8651 +2023-12-25 21:22:12,091 - pyskl - INFO - Epoch [18][2700/3405] lr: 2.414e-02, eta: 1 day, 8:53:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 1.8536, loss: 1.8536 +2023-12-25 21:22:37,740 - pyskl - INFO - Epoch [18][2800/3405] lr: 2.414e-02, eta: 1 day, 8:52:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.8513, loss: 1.8513 +2023-12-25 21:23:03,321 - pyskl - INFO - Epoch [18][2900/3405] lr: 2.414e-02, eta: 1 day, 8:51:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9375, loss_cls: 1.9262, loss: 1.9262 +2023-12-25 21:23:28,725 - pyskl - INFO - Epoch [18][3000/3405] lr: 2.413e-02, eta: 1 day, 8:51:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9456, loss_cls: 1.8516, loss: 1.8516 +2023-12-25 21:23:54,295 - pyskl - INFO - Epoch [18][3100/3405] lr: 2.413e-02, eta: 1 day, 8:50:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 1.9266, loss: 1.9266 +2023-12-25 21:24:20,564 - pyskl - INFO - Epoch [18][3200/3405] lr: 2.413e-02, eta: 1 day, 8:50:27, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 1.9363, loss: 1.9363 +2023-12-25 21:24:47,345 - pyskl - INFO - Epoch [18][3300/3405] lr: 2.413e-02, eta: 1 day, 8:50:04, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9363, loss_cls: 1.9256, loss: 1.9256 +2023-12-25 21:25:13,129 - pyskl - INFO - Epoch [18][3400/3405] lr: 2.412e-02, eta: 1 day, 8:49:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9437, loss_cls: 1.8855, loss: 1.8855 +2023-12-25 21:25:15,028 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-25 21:29:41,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:29:41,729 - pyskl - INFO - +top1_acc 0.7054 +top5_acc 0.9323 +2023-12-25 21:29:41,733 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_12.pth was removed +2023-12-25 21:29:41,942 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2023-12-25 21:29:41,944 - pyskl - INFO - Best top1_acc is 0.7054 at 18 epoch. +2023-12-25 21:29:41,970 - pyskl - INFO - Epoch(val) [18][3718] top1_acc: 0.7054, top5_acc: 0.9323 +2023-12-25 21:30:34,335 - pyskl - INFO - Epoch [19][100/3405] lr: 2.412e-02, eta: 1 day, 8:52:08, time: 0.524, data_time: 0.271, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9469, loss_cls: 1.8623, loss: 1.8623 +2023-12-25 21:30:59,364 - pyskl - INFO - Epoch [19][200/3405] lr: 2.412e-02, eta: 1 day, 8:51:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9463, loss_cls: 1.8421, loss: 1.8421 +2023-12-25 21:31:24,487 - pyskl - INFO - Epoch [19][300/3405] lr: 2.411e-02, eta: 1 day, 8:50:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9481, loss_cls: 1.8517, loss: 1.8517 +2023-12-25 21:31:49,667 - pyskl - INFO - Epoch [19][400/3405] lr: 2.411e-02, eta: 1 day, 8:50:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7087, top5_acc: 0.9487, loss_cls: 1.8923, loss: 1.8923 +2023-12-25 21:32:14,681 - pyskl - INFO - Epoch [19][500/3405] lr: 2.411e-02, eta: 1 day, 8:49:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9425, loss_cls: 1.8876, loss: 1.8876 +2023-12-25 21:32:39,756 - pyskl - INFO - Epoch [19][600/3405] lr: 2.411e-02, eta: 1 day, 8:49:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9456, loss_cls: 1.8928, loss: 1.8928 +2023-12-25 21:33:04,952 - pyskl - INFO - Epoch [19][700/3405] lr: 2.410e-02, eta: 1 day, 8:48:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9419, loss_cls: 1.8865, loss: 1.8865 +2023-12-25 21:33:30,162 - pyskl - INFO - Epoch [19][800/3405] lr: 2.410e-02, eta: 1 day, 8:48:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9331, loss_cls: 1.8945, loss: 1.8945 +2023-12-25 21:33:55,365 - pyskl - INFO - Epoch [19][900/3405] lr: 2.410e-02, eta: 1 day, 8:47:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9363, loss_cls: 1.8746, loss: 1.8746 +2023-12-25 21:34:20,360 - pyskl - INFO - Epoch [19][1000/3405] lr: 2.409e-02, eta: 1 day, 8:46:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9481, loss_cls: 1.7849, loss: 1.7849 +2023-12-25 21:34:45,535 - pyskl - INFO - Epoch [19][1100/3405] lr: 2.409e-02, eta: 1 day, 8:46:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 1.8228, loss: 1.8228 +2023-12-25 21:35:10,794 - pyskl - INFO - Epoch [19][1200/3405] lr: 2.409e-02, eta: 1 day, 8:45:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9456, loss_cls: 1.8957, loss: 1.8957 +2023-12-25 21:35:36,089 - pyskl - INFO - Epoch [19][1300/3405] lr: 2.409e-02, eta: 1 day, 8:45:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9375, loss_cls: 1.9099, loss: 1.9099 +2023-12-25 21:36:02,196 - pyskl - INFO - Epoch [19][1400/3405] lr: 2.408e-02, eta: 1 day, 8:44:42, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9431, loss_cls: 1.8438, loss: 1.8438 +2023-12-25 21:36:28,146 - pyskl - INFO - Epoch [19][1500/3405] lr: 2.408e-02, eta: 1 day, 8:44:13, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.8875, loss: 1.8875 +2023-12-25 21:36:53,234 - pyskl - INFO - Epoch [19][1600/3405] lr: 2.408e-02, eta: 1 day, 8:43:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7044, top5_acc: 0.9400, loss_cls: 1.9074, loss: 1.9074 +2023-12-25 21:37:18,307 - pyskl - INFO - Epoch [19][1700/3405] lr: 2.407e-02, eta: 1 day, 8:43:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.8882, loss: 1.8882 +2023-12-25 21:37:44,050 - pyskl - INFO - Epoch [19][1800/3405] lr: 2.407e-02, eta: 1 day, 8:42:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9425, loss_cls: 1.8443, loss: 1.8443 +2023-12-25 21:38:09,360 - pyskl - INFO - Epoch [19][1900/3405] lr: 2.407e-02, eta: 1 day, 8:42:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 1.8366, loss: 1.8366 +2023-12-25 21:38:34,683 - pyskl - INFO - Epoch [19][2000/3405] lr: 2.406e-02, eta: 1 day, 8:41:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9406, loss_cls: 1.8513, loss: 1.8513 +2023-12-25 21:38:59,937 - pyskl - INFO - Epoch [19][2100/3405] lr: 2.406e-02, eta: 1 day, 8:40:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9337, loss_cls: 1.9236, loss: 1.9236 +2023-12-25 21:39:25,020 - pyskl - INFO - Epoch [19][2200/3405] lr: 2.406e-02, eta: 1 day, 8:40:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9375, loss_cls: 1.8718, loss: 1.8718 +2023-12-25 21:39:50,093 - pyskl - INFO - Epoch [19][2300/3405] lr: 2.406e-02, eta: 1 day, 8:39:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7063, top5_acc: 0.9456, loss_cls: 1.8867, loss: 1.8867 +2023-12-25 21:40:15,176 - pyskl - INFO - Epoch [19][2400/3405] lr: 2.405e-02, eta: 1 day, 8:39:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9581, loss_cls: 1.7834, loss: 1.7834 +2023-12-25 21:40:40,475 - pyskl - INFO - Epoch [19][2500/3405] lr: 2.405e-02, eta: 1 day, 8:38:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9369, loss_cls: 1.8625, loss: 1.8625 +2023-12-25 21:41:05,749 - pyskl - INFO - Epoch [19][2600/3405] lr: 2.405e-02, eta: 1 day, 8:38:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9425, loss_cls: 1.8542, loss: 1.8542 +2023-12-25 21:41:31,584 - pyskl - INFO - Epoch [19][2700/3405] lr: 2.404e-02, eta: 1 day, 8:37:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9344, loss_cls: 1.9428, loss: 1.9428 +2023-12-25 21:41:57,087 - pyskl - INFO - Epoch [19][2800/3405] lr: 2.404e-02, eta: 1 day, 8:37:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9344, loss_cls: 1.8827, loss: 1.8827 +2023-12-25 21:42:22,469 - pyskl - INFO - Epoch [19][2900/3405] lr: 2.404e-02, eta: 1 day, 8:36:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9425, loss_cls: 1.8425, loss: 1.8425 +2023-12-25 21:42:47,943 - pyskl - INFO - Epoch [19][3000/3405] lr: 2.404e-02, eta: 1 day, 8:35:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 1.8712, loss: 1.8712 +2023-12-25 21:43:13,561 - pyskl - INFO - Epoch [19][3100/3405] lr: 2.403e-02, eta: 1 day, 8:35:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.8313, loss: 1.8313 +2023-12-25 21:43:39,547 - pyskl - INFO - Epoch [19][3200/3405] lr: 2.403e-02, eta: 1 day, 8:34:56, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9481, loss_cls: 1.8482, loss: 1.8482 +2023-12-25 21:44:04,845 - pyskl - INFO - Epoch [19][3300/3405] lr: 2.403e-02, eta: 1 day, 8:34:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9406, loss_cls: 1.8830, loss: 1.8830 +2023-12-25 21:44:30,374 - pyskl - INFO - Epoch [19][3400/3405] lr: 2.402e-02, eta: 1 day, 8:33:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.6950, top5_acc: 0.9400, loss_cls: 1.8765, loss: 1.8765 +2023-12-25 21:44:32,329 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-25 21:48:58,629 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:48:59,236 - pyskl - INFO - +top1_acc 0.6723 +top5_acc 0.9259 +2023-12-25 21:48:59,261 - pyskl - INFO - Epoch(val) [19][3718] top1_acc: 0.6723, top5_acc: 0.9259 +2023-12-25 21:49:51,058 - pyskl - INFO - Epoch [20][100/3405] lr: 2.402e-02, eta: 1 day, 8:36:11, time: 0.518, data_time: 0.267, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 1.8024, loss: 1.8024 +2023-12-25 21:50:16,210 - pyskl - INFO - Epoch [20][200/3405] lr: 2.402e-02, eta: 1 day, 8:35:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9544, loss_cls: 1.8485, loss: 1.8485 +2023-12-25 21:50:41,231 - pyskl - INFO - Epoch [20][300/3405] lr: 2.401e-02, eta: 1 day, 8:35:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9356, loss_cls: 1.8609, loss: 1.8609 +2023-12-25 21:51:06,459 - pyskl - INFO - Epoch [20][400/3405] lr: 2.401e-02, eta: 1 day, 8:34:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9500, loss_cls: 1.8458, loss: 1.8458 +2023-12-25 21:51:31,782 - pyskl - INFO - Epoch [20][500/3405] lr: 2.401e-02, eta: 1 day, 8:33:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9363, loss_cls: 1.8824, loss: 1.8824 +2023-12-25 21:51:57,013 - pyskl - INFO - Epoch [20][600/3405] lr: 2.401e-02, eta: 1 day, 8:33:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.8538, loss: 1.8538 +2023-12-25 21:52:22,290 - pyskl - INFO - Epoch [20][700/3405] lr: 2.400e-02, eta: 1 day, 8:32:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9469, loss_cls: 1.8005, loss: 1.8005 +2023-12-25 21:52:47,898 - pyskl - INFO - Epoch [20][800/3405] lr: 2.400e-02, eta: 1 day, 8:32:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.8173, loss: 1.8173 +2023-12-25 21:53:13,683 - pyskl - INFO - Epoch [20][900/3405] lr: 2.400e-02, eta: 1 day, 8:31:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9469, loss_cls: 1.8519, loss: 1.8519 +2023-12-25 21:53:39,040 - pyskl - INFO - Epoch [20][1000/3405] lr: 2.399e-02, eta: 1 day, 8:31:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9306, loss_cls: 1.9354, loss: 1.9354 +2023-12-25 21:54:04,902 - pyskl - INFO - Epoch [20][1100/3405] lr: 2.399e-02, eta: 1 day, 8:30:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9406, loss_cls: 1.8965, loss: 1.8965 +2023-12-25 21:54:30,356 - pyskl - INFO - Epoch [20][1200/3405] lr: 2.399e-02, eta: 1 day, 8:30:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7137, top5_acc: 0.9306, loss_cls: 1.8927, loss: 1.8927 +2023-12-25 21:54:55,569 - pyskl - INFO - Epoch [20][1300/3405] lr: 2.398e-02, eta: 1 day, 8:29:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9387, loss_cls: 1.8820, loss: 1.8820 +2023-12-25 21:55:20,878 - pyskl - INFO - Epoch [20][1400/3405] lr: 2.398e-02, eta: 1 day, 8:29:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.8875, loss: 1.8875 +2023-12-25 21:55:46,109 - pyskl - INFO - Epoch [20][1500/3405] lr: 2.398e-02, eta: 1 day, 8:28:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 1.8680, loss: 1.8680 +2023-12-25 21:56:11,347 - pyskl - INFO - Epoch [20][1600/3405] lr: 2.398e-02, eta: 1 day, 8:27:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9375, loss_cls: 1.9047, loss: 1.9047 +2023-12-25 21:56:36,939 - pyskl - INFO - Epoch [20][1700/3405] lr: 2.397e-02, eta: 1 day, 8:27:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9463, loss_cls: 1.8522, loss: 1.8522 +2023-12-25 21:57:02,177 - pyskl - INFO - Epoch [20][1800/3405] lr: 2.397e-02, eta: 1 day, 8:26:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7106, top5_acc: 0.9419, loss_cls: 1.8920, loss: 1.8920 +2023-12-25 21:57:27,372 - pyskl - INFO - Epoch [20][1900/3405] lr: 2.397e-02, eta: 1 day, 8:26:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9394, loss_cls: 1.8289, loss: 1.8289 +2023-12-25 21:57:52,725 - pyskl - INFO - Epoch [20][2000/3405] lr: 2.396e-02, eta: 1 day, 8:25:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7069, top5_acc: 0.9306, loss_cls: 1.9442, loss: 1.9442 +2023-12-25 21:58:17,987 - pyskl - INFO - Epoch [20][2100/3405] lr: 2.396e-02, eta: 1 day, 8:25:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9437, loss_cls: 1.8086, loss: 1.8086 +2023-12-25 21:58:43,681 - pyskl - INFO - Epoch [20][2200/3405] lr: 2.396e-02, eta: 1 day, 8:24:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9469, loss_cls: 1.8347, loss: 1.8347 +2023-12-25 21:59:09,014 - pyskl - INFO - Epoch [20][2300/3405] lr: 2.395e-02, eta: 1 day, 8:24:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 1.8502, loss: 1.8502 +2023-12-25 21:59:34,145 - pyskl - INFO - Epoch [20][2400/3405] lr: 2.395e-02, eta: 1 day, 8:23:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9475, loss_cls: 1.8379, loss: 1.8379 +2023-12-25 21:59:59,418 - pyskl - INFO - Epoch [20][2500/3405] lr: 2.395e-02, eta: 1 day, 8:23:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.6994, top5_acc: 0.9281, loss_cls: 1.9753, loss: 1.9753 +2023-12-25 22:00:24,623 - pyskl - INFO - Epoch [20][2600/3405] lr: 2.394e-02, eta: 1 day, 8:22:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9375, loss_cls: 1.9213, loss: 1.9213 +2023-12-25 22:00:50,348 - pyskl - INFO - Epoch [20][2700/3405] lr: 2.394e-02, eta: 1 day, 8:22:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7056, top5_acc: 0.9425, loss_cls: 1.9079, loss: 1.9079 +2023-12-25 22:01:15,969 - pyskl - INFO - Epoch [20][2800/3405] lr: 2.394e-02, eta: 1 day, 8:21:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9494, loss_cls: 1.8714, loss: 1.8714 +2023-12-25 22:01:41,314 - pyskl - INFO - Epoch [20][2900/3405] lr: 2.394e-02, eta: 1 day, 8:20:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9469, loss_cls: 1.8658, loss: 1.8658 +2023-12-25 22:02:06,630 - pyskl - INFO - Epoch [20][3000/3405] lr: 2.393e-02, eta: 1 day, 8:20:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9394, loss_cls: 1.8686, loss: 1.8686 +2023-12-25 22:02:32,198 - pyskl - INFO - Epoch [20][3100/3405] lr: 2.393e-02, eta: 1 day, 8:19:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9425, loss_cls: 1.8670, loss: 1.8670 +2023-12-25 22:02:57,915 - pyskl - INFO - Epoch [20][3200/3405] lr: 2.393e-02, eta: 1 day, 8:19:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7081, top5_acc: 0.9369, loss_cls: 1.8993, loss: 1.8993 +2023-12-25 22:03:24,449 - pyskl - INFO - Epoch [20][3300/3405] lr: 2.392e-02, eta: 1 day, 8:19:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.8428, loss: 1.8428 +2023-12-25 22:03:50,032 - pyskl - INFO - Epoch [20][3400/3405] lr: 2.392e-02, eta: 1 day, 8:18:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9525, loss_cls: 1.8352, loss: 1.8352 +2023-12-25 22:03:52,028 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-25 22:08:17,950 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:08:18,650 - pyskl - INFO - +top1_acc 0.6990 +top5_acc 0.9237 +2023-12-25 22:08:18,678 - pyskl - INFO - Epoch(val) [20][3718] top1_acc: 0.6990, top5_acc: 0.9237 +2023-12-25 22:09:10,641 - pyskl - INFO - Epoch [21][100/3405] lr: 2.392e-02, eta: 1 day, 8:20:40, time: 0.520, data_time: 0.267, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 1.7954, loss: 1.7954 +2023-12-25 22:09:36,027 - pyskl - INFO - Epoch [21][200/3405] lr: 2.391e-02, eta: 1 day, 8:20:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9450, loss_cls: 1.8038, loss: 1.8038 +2023-12-25 22:10:01,290 - pyskl - INFO - Epoch [21][300/3405] lr: 2.391e-02, eta: 1 day, 8:19:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9456, loss_cls: 1.8447, loss: 1.8447 +2023-12-25 22:10:26,396 - pyskl - INFO - Epoch [21][400/3405] lr: 2.391e-02, eta: 1 day, 8:19:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9406, loss_cls: 1.8475, loss: 1.8475 +2023-12-25 22:10:51,993 - pyskl - INFO - Epoch [21][500/3405] lr: 2.390e-02, eta: 1 day, 8:18:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9494, loss_cls: 1.8498, loss: 1.8498 +2023-12-25 22:11:17,199 - pyskl - INFO - Epoch [21][600/3405] lr: 2.390e-02, eta: 1 day, 8:17:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 1.8330, loss: 1.8330 +2023-12-25 22:11:42,479 - pyskl - INFO - Epoch [21][700/3405] lr: 2.390e-02, eta: 1 day, 8:17:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 1.8355, loss: 1.8355 +2023-12-25 22:12:08,346 - pyskl - INFO - Epoch [21][800/3405] lr: 2.389e-02, eta: 1 day, 8:16:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9413, loss_cls: 1.8839, loss: 1.8839 +2023-12-25 22:12:33,764 - pyskl - INFO - Epoch [21][900/3405] lr: 2.389e-02, eta: 1 day, 8:16:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.6956, top5_acc: 0.9306, loss_cls: 1.9453, loss: 1.9453 +2023-12-25 22:12:58,933 - pyskl - INFO - Epoch [21][1000/3405] lr: 2.389e-02, eta: 1 day, 8:15:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9469, loss_cls: 1.8519, loss: 1.8519 +2023-12-25 22:13:24,042 - pyskl - INFO - Epoch [21][1100/3405] lr: 2.388e-02, eta: 1 day, 8:15:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9444, loss_cls: 1.8985, loss: 1.8985 +2023-12-25 22:13:49,174 - pyskl - INFO - Epoch [21][1200/3405] lr: 2.388e-02, eta: 1 day, 8:14:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9387, loss_cls: 1.8558, loss: 1.8558 +2023-12-25 22:14:14,267 - pyskl - INFO - Epoch [21][1300/3405] lr: 2.388e-02, eta: 1 day, 8:14:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9394, loss_cls: 1.8946, loss: 1.8946 +2023-12-25 22:14:39,319 - pyskl - INFO - Epoch [21][1400/3405] lr: 2.388e-02, eta: 1 day, 8:13:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7181, top5_acc: 0.9369, loss_cls: 1.8969, loss: 1.8969 +2023-12-25 22:15:04,691 - pyskl - INFO - Epoch [21][1500/3405] lr: 2.387e-02, eta: 1 day, 8:13:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9481, loss_cls: 1.8405, loss: 1.8405 +2023-12-25 22:15:30,423 - pyskl - INFO - Epoch [21][1600/3405] lr: 2.387e-02, eta: 1 day, 8:12:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9419, loss_cls: 1.8114, loss: 1.8114 +2023-12-25 22:15:55,564 - pyskl - INFO - Epoch [21][1700/3405] lr: 2.387e-02, eta: 1 day, 8:11:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9325, loss_cls: 1.8855, loss: 1.8855 +2023-12-25 22:16:20,823 - pyskl - INFO - Epoch [21][1800/3405] lr: 2.386e-02, eta: 1 day, 8:11:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9444, loss_cls: 1.8559, loss: 1.8559 +2023-12-25 22:16:46,066 - pyskl - INFO - Epoch [21][1900/3405] lr: 2.386e-02, eta: 1 day, 8:10:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 1.8352, loss: 1.8352 +2023-12-25 22:17:11,927 - pyskl - INFO - Epoch [21][2000/3405] lr: 2.386e-02, eta: 1 day, 8:10:23, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9506, loss_cls: 1.9045, loss: 1.9045 +2023-12-25 22:17:38,534 - pyskl - INFO - Epoch [21][2100/3405] lr: 2.385e-02, eta: 1 day, 8:09:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9413, loss_cls: 1.8260, loss: 1.8260 +2023-12-25 22:18:05,119 - pyskl - INFO - Epoch [21][2200/3405] lr: 2.385e-02, eta: 1 day, 8:09:34, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9431, loss_cls: 1.8485, loss: 1.8485 +2023-12-25 22:18:31,736 - pyskl - INFO - Epoch [21][2300/3405] lr: 2.385e-02, eta: 1 day, 8:09:10, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9506, loss_cls: 1.8480, loss: 1.8480 +2023-12-25 22:18:58,363 - pyskl - INFO - Epoch [21][2400/3405] lr: 2.384e-02, eta: 1 day, 8:08:46, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 1.8023, loss: 1.8023 +2023-12-25 22:19:24,938 - pyskl - INFO - Epoch [21][2500/3405] lr: 2.384e-02, eta: 1 day, 8:08:22, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9413, loss_cls: 1.8528, loss: 1.8528 +2023-12-25 22:19:51,518 - pyskl - INFO - Epoch [21][2600/3405] lr: 2.384e-02, eta: 1 day, 8:07:57, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9456, loss_cls: 1.8494, loss: 1.8494 +2023-12-25 22:20:17,127 - pyskl - INFO - Epoch [21][2700/3405] lr: 2.383e-02, eta: 1 day, 8:07:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9413, loss_cls: 1.8689, loss: 1.8689 +2023-12-25 22:20:42,513 - pyskl - INFO - Epoch [21][2800/3405] lr: 2.383e-02, eta: 1 day, 8:06:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9487, loss_cls: 1.7934, loss: 1.7934 +2023-12-25 22:21:07,817 - pyskl - INFO - Epoch [21][2900/3405] lr: 2.383e-02, eta: 1 day, 8:06:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9506, loss_cls: 1.8469, loss: 1.8469 +2023-12-25 22:21:33,782 - pyskl - INFO - Epoch [21][3000/3405] lr: 2.382e-02, eta: 1 day, 8:05:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 1.8765, loss: 1.8765 +2023-12-25 22:21:59,431 - pyskl - INFO - Epoch [21][3100/3405] lr: 2.382e-02, eta: 1 day, 8:05:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 1.8563, loss: 1.8563 +2023-12-25 22:22:25,186 - pyskl - INFO - Epoch [21][3200/3405] lr: 2.382e-02, eta: 1 day, 8:04:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7113, top5_acc: 0.9406, loss_cls: 1.9066, loss: 1.9066 +2023-12-25 22:22:51,092 - pyskl - INFO - Epoch [21][3300/3405] lr: 2.381e-02, eta: 1 day, 8:04:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9350, loss_cls: 1.9024, loss: 1.9024 +2023-12-25 22:23:17,007 - pyskl - INFO - Epoch [21][3400/3405] lr: 2.381e-02, eta: 1 day, 8:03:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7100, top5_acc: 0.9475, loss_cls: 1.8560, loss: 1.8560 +2023-12-25 22:23:18,936 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-25 22:27:44,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:27:45,379 - pyskl - INFO - +top1_acc 0.6729 +top5_acc 0.9127 +2023-12-25 22:27:45,404 - pyskl - INFO - Epoch(val) [21][3718] top1_acc: 0.6729, top5_acc: 0.9127 +2023-12-25 22:28:37,681 - pyskl - INFO - Epoch [22][100/3405] lr: 2.381e-02, eta: 1 day, 8:06:01, time: 0.523, data_time: 0.273, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9437, loss_cls: 1.8751, loss: 1.8751 +2023-12-25 22:29:02,536 - pyskl - INFO - Epoch [22][200/3405] lr: 2.380e-02, eta: 1 day, 8:05:26, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9481, loss_cls: 1.8926, loss: 1.8926 +2023-12-25 22:29:27,436 - pyskl - INFO - Epoch [22][300/3405] lr: 2.380e-02, eta: 1 day, 8:04:51, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9494, loss_cls: 1.8029, loss: 1.8029 +2023-12-25 22:29:52,365 - pyskl - INFO - Epoch [22][400/3405] lr: 2.380e-02, eta: 1 day, 8:04:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9331, loss_cls: 1.9004, loss: 1.9004 +2023-12-25 22:30:17,326 - pyskl - INFO - Epoch [22][500/3405] lr: 2.379e-02, eta: 1 day, 8:03:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 1.8466, loss: 1.8466 +2023-12-25 22:30:42,326 - pyskl - INFO - Epoch [22][600/3405] lr: 2.379e-02, eta: 1 day, 8:03:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9456, loss_cls: 1.8461, loss: 1.8461 +2023-12-25 22:31:07,321 - pyskl - INFO - Epoch [22][700/3405] lr: 2.379e-02, eta: 1 day, 8:02:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.8430, loss: 1.8430 +2023-12-25 22:31:32,520 - pyskl - INFO - Epoch [22][800/3405] lr: 2.378e-02, eta: 1 day, 8:02:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8485, loss: 1.8485 +2023-12-25 22:31:57,596 - pyskl - INFO - Epoch [22][900/3405] lr: 2.378e-02, eta: 1 day, 8:01:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9481, loss_cls: 1.8598, loss: 1.8598 +2023-12-25 22:32:22,852 - pyskl - INFO - Epoch [22][1000/3405] lr: 2.378e-02, eta: 1 day, 8:00:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9369, loss_cls: 1.8921, loss: 1.8921 +2023-12-25 22:32:48,200 - pyskl - INFO - Epoch [22][1100/3405] lr: 2.377e-02, eta: 1 day, 8:00:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9425, loss_cls: 1.8870, loss: 1.8870 +2023-12-25 22:33:13,332 - pyskl - INFO - Epoch [22][1200/3405] lr: 2.377e-02, eta: 1 day, 7:59:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 1.8139, loss: 1.8139 +2023-12-25 22:33:39,109 - pyskl - INFO - Epoch [22][1300/3405] lr: 2.377e-02, eta: 1 day, 7:59:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9406, loss_cls: 1.8673, loss: 1.8673 +2023-12-25 22:34:04,394 - pyskl - INFO - Epoch [22][1400/3405] lr: 2.376e-02, eta: 1 day, 7:58:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9463, loss_cls: 1.8586, loss: 1.8586 +2023-12-25 22:34:29,705 - pyskl - INFO - Epoch [22][1500/3405] lr: 2.376e-02, eta: 1 day, 7:58:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9481, loss_cls: 1.7938, loss: 1.7938 +2023-12-25 22:34:54,953 - pyskl - INFO - Epoch [22][1600/3405] lr: 2.376e-02, eta: 1 day, 7:57:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9450, loss_cls: 1.8523, loss: 1.8523 +2023-12-25 22:35:20,196 - pyskl - INFO - Epoch [22][1700/3405] lr: 2.375e-02, eta: 1 day, 7:57:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9413, loss_cls: 1.8217, loss: 1.8217 +2023-12-25 22:35:45,414 - pyskl - INFO - Epoch [22][1800/3405] lr: 2.375e-02, eta: 1 day, 7:56:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9513, loss_cls: 1.8603, loss: 1.8603 +2023-12-25 22:36:10,660 - pyskl - INFO - Epoch [22][1900/3405] lr: 2.375e-02, eta: 1 day, 7:56:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.7716, loss: 1.7716 +2023-12-25 22:36:35,780 - pyskl - INFO - Epoch [22][2000/3405] lr: 2.374e-02, eta: 1 day, 7:55:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9475, loss_cls: 1.8439, loss: 1.8439 +2023-12-25 22:37:00,999 - pyskl - INFO - Epoch [22][2100/3405] lr: 2.374e-02, eta: 1 day, 7:54:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9400, loss_cls: 1.8861, loss: 1.8861 +2023-12-25 22:37:26,072 - pyskl - INFO - Epoch [22][2200/3405] lr: 2.374e-02, eta: 1 day, 7:54:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9463, loss_cls: 1.8471, loss: 1.8471 +2023-12-25 22:37:51,326 - pyskl - INFO - Epoch [22][2300/3405] lr: 2.373e-02, eta: 1 day, 7:53:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9494, loss_cls: 1.8333, loss: 1.8333 +2023-12-25 22:38:17,550 - pyskl - INFO - Epoch [22][2400/3405] lr: 2.373e-02, eta: 1 day, 7:53:26, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9463, loss_cls: 1.8702, loss: 1.8702 +2023-12-25 22:38:44,164 - pyskl - INFO - Epoch [22][2500/3405] lr: 2.373e-02, eta: 1 day, 7:53:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9463, loss_cls: 1.8065, loss: 1.8065 +2023-12-25 22:39:09,976 - pyskl - INFO - Epoch [22][2600/3405] lr: 2.372e-02, eta: 1 day, 7:52:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 1.8743, loss: 1.8743 +2023-12-25 22:39:35,679 - pyskl - INFO - Epoch [22][2700/3405] lr: 2.372e-02, eta: 1 day, 7:52:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9481, loss_cls: 1.7942, loss: 1.7942 +2023-12-25 22:40:01,381 - pyskl - INFO - Epoch [22][2800/3405] lr: 2.372e-02, eta: 1 day, 7:51:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9381, loss_cls: 1.8558, loss: 1.8558 +2023-12-25 22:40:26,880 - pyskl - INFO - Epoch [22][2900/3405] lr: 2.371e-02, eta: 1 day, 7:51:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9506, loss_cls: 1.8466, loss: 1.8466 +2023-12-25 22:40:52,402 - pyskl - INFO - Epoch [22][3000/3405] lr: 2.371e-02, eta: 1 day, 7:50:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9425, loss_cls: 1.8468, loss: 1.8468 +2023-12-25 22:41:18,081 - pyskl - INFO - Epoch [22][3100/3405] lr: 2.371e-02, eta: 1 day, 7:50:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9500, loss_cls: 1.8431, loss: 1.8431 +2023-12-25 22:41:43,773 - pyskl - INFO - Epoch [22][3200/3405] lr: 2.370e-02, eta: 1 day, 7:49:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9463, loss_cls: 1.8223, loss: 1.8223 +2023-12-25 22:42:09,188 - pyskl - INFO - Epoch [22][3300/3405] lr: 2.370e-02, eta: 1 day, 7:49:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9444, loss_cls: 1.8363, loss: 1.8363 +2023-12-25 22:42:34,891 - pyskl - INFO - Epoch [22][3400/3405] lr: 2.370e-02, eta: 1 day, 7:48:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7163, top5_acc: 0.9419, loss_cls: 1.8661, loss: 1.8661 +2023-12-25 22:42:36,941 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-25 22:47:02,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:47:03,527 - pyskl - INFO - +top1_acc 0.6982 +top5_acc 0.9335 +2023-12-25 22:47:03,553 - pyskl - INFO - Epoch(val) [22][3718] top1_acc: 0.6982, top5_acc: 0.9335 +2023-12-25 22:47:56,199 - pyskl - INFO - Epoch [23][100/3405] lr: 2.369e-02, eta: 1 day, 7:50:29, time: 0.526, data_time: 0.275, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.7507, loss: 1.7507 +2023-12-25 22:48:21,286 - pyskl - INFO - Epoch [23][200/3405] lr: 2.369e-02, eta: 1 day, 7:49:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9469, loss_cls: 1.8638, loss: 1.8638 +2023-12-25 22:48:46,580 - pyskl - INFO - Epoch [23][300/3405] lr: 2.369e-02, eta: 1 day, 7:49:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9444, loss_cls: 1.8805, loss: 1.8805 +2023-12-25 22:49:11,681 - pyskl - INFO - Epoch [23][400/3405] lr: 2.368e-02, eta: 1 day, 7:48:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 1.8306, loss: 1.8306 +2023-12-25 22:49:36,838 - pyskl - INFO - Epoch [23][500/3405] lr: 2.368e-02, eta: 1 day, 7:48:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 1.8637, loss: 1.8637 +2023-12-25 22:50:01,869 - pyskl - INFO - Epoch [23][600/3405] lr: 2.368e-02, eta: 1 day, 7:47:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9394, loss_cls: 1.8851, loss: 1.8851 +2023-12-25 22:50:26,816 - pyskl - INFO - Epoch [23][700/3405] lr: 2.367e-02, eta: 1 day, 7:47:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9450, loss_cls: 1.8032, loss: 1.8032 +2023-12-25 22:50:51,793 - pyskl - INFO - Epoch [23][800/3405] lr: 2.367e-02, eta: 1 day, 7:46:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.8168, loss: 1.8168 +2023-12-25 22:51:16,767 - pyskl - INFO - Epoch [23][900/3405] lr: 2.367e-02, eta: 1 day, 7:46:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.8272, loss: 1.8272 +2023-12-25 22:51:41,964 - pyskl - INFO - Epoch [23][1000/3405] lr: 2.366e-02, eta: 1 day, 7:45:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9463, loss_cls: 1.8058, loss: 1.8058 +2023-12-25 22:52:07,000 - pyskl - INFO - Epoch [23][1100/3405] lr: 2.366e-02, eta: 1 day, 7:44:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9475, loss_cls: 1.7644, loss: 1.7644 +2023-12-25 22:52:32,148 - pyskl - INFO - Epoch [23][1200/3405] lr: 2.366e-02, eta: 1 day, 7:44:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9425, loss_cls: 1.9064, loss: 1.9064 +2023-12-25 22:52:57,367 - pyskl - INFO - Epoch [23][1300/3405] lr: 2.365e-02, eta: 1 day, 7:43:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.8909, loss: 1.8909 +2023-12-25 22:53:22,487 - pyskl - INFO - Epoch [23][1400/3405] lr: 2.365e-02, eta: 1 day, 7:43:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9431, loss_cls: 1.8017, loss: 1.8017 +2023-12-25 22:53:47,638 - pyskl - INFO - Epoch [23][1500/3405] lr: 2.364e-02, eta: 1 day, 7:42:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9500, loss_cls: 1.8407, loss: 1.8407 +2023-12-25 22:54:12,803 - pyskl - INFO - Epoch [23][1600/3405] lr: 2.364e-02, eta: 1 day, 7:42:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7231, top5_acc: 0.9469, loss_cls: 1.8690, loss: 1.8690 +2023-12-25 22:54:37,968 - pyskl - INFO - Epoch [23][1700/3405] lr: 2.364e-02, eta: 1 day, 7:41:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9369, loss_cls: 1.8650, loss: 1.8650 +2023-12-25 22:55:03,514 - pyskl - INFO - Epoch [23][1800/3405] lr: 2.363e-02, eta: 1 day, 7:41:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9531, loss_cls: 1.8181, loss: 1.8181 +2023-12-25 22:55:29,181 - pyskl - INFO - Epoch [23][1900/3405] lr: 2.363e-02, eta: 1 day, 7:40:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9463, loss_cls: 1.8573, loss: 1.8573 +2023-12-25 22:55:55,764 - pyskl - INFO - Epoch [23][2000/3405] lr: 2.363e-02, eta: 1 day, 7:40:15, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7150, top5_acc: 0.9444, loss_cls: 1.8772, loss: 1.8772 +2023-12-25 22:56:22,343 - pyskl - INFO - Epoch [23][2100/3405] lr: 2.362e-02, eta: 1 day, 7:39:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9581, loss_cls: 1.7785, loss: 1.7785 +2023-12-25 22:56:48,910 - pyskl - INFO - Epoch [23][2200/3405] lr: 2.362e-02, eta: 1 day, 7:39:25, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9394, loss_cls: 1.8806, loss: 1.8806 +2023-12-25 22:57:15,479 - pyskl - INFO - Epoch [23][2300/3405] lr: 2.362e-02, eta: 1 day, 7:39:01, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9444, loss_cls: 1.8483, loss: 1.8483 +2023-12-25 22:57:42,045 - pyskl - INFO - Epoch [23][2400/3405] lr: 2.361e-02, eta: 1 day, 7:38:36, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9513, loss_cls: 1.8568, loss: 1.8568 +2023-12-25 22:58:08,547 - pyskl - INFO - Epoch [23][2500/3405] lr: 2.361e-02, eta: 1 day, 7:38:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9475, loss_cls: 1.8220, loss: 1.8220 +2023-12-25 22:58:34,061 - pyskl - INFO - Epoch [23][2600/3405] lr: 2.361e-02, eta: 1 day, 7:37:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9494, loss_cls: 1.8081, loss: 1.8081 +2023-12-25 22:58:59,732 - pyskl - INFO - Epoch [23][2700/3405] lr: 2.360e-02, eta: 1 day, 7:37:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 1.8511, loss: 1.8511 +2023-12-25 22:59:25,359 - pyskl - INFO - Epoch [23][2800/3405] lr: 2.360e-02, eta: 1 day, 7:36:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9419, loss_cls: 1.8848, loss: 1.8848 +2023-12-25 22:59:50,781 - pyskl - INFO - Epoch [23][2900/3405] lr: 2.360e-02, eta: 1 day, 7:36:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.8143, loss: 1.8143 +2023-12-25 23:00:16,469 - pyskl - INFO - Epoch [23][3000/3405] lr: 2.359e-02, eta: 1 day, 7:35:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7244, top5_acc: 0.9556, loss_cls: 1.8247, loss: 1.8247 +2023-12-25 23:00:42,231 - pyskl - INFO - Epoch [23][3100/3405] lr: 2.359e-02, eta: 1 day, 7:35:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9587, loss_cls: 1.7587, loss: 1.7587 +2023-12-25 23:01:07,388 - pyskl - INFO - Epoch [23][3200/3405] lr: 2.358e-02, eta: 1 day, 7:34:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9475, loss_cls: 1.8295, loss: 1.8295 +2023-12-25 23:01:32,682 - pyskl - INFO - Epoch [23][3300/3405] lr: 2.358e-02, eta: 1 day, 7:34:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9487, loss_cls: 1.8115, loss: 1.8115 +2023-12-25 23:01:58,526 - pyskl - INFO - Epoch [23][3400/3405] lr: 2.358e-02, eta: 1 day, 7:33:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 1.8031, loss: 1.8031 +2023-12-25 23:02:00,565 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-25 23:06:26,100 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 23:06:26,739 - pyskl - INFO - +top1_acc 0.7063 +top5_acc 0.9333 +2023-12-25 23:06:26,744 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_18.pth was removed +2023-12-25 23:06:26,953 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2023-12-25 23:06:26,955 - pyskl - INFO - Best top1_acc is 0.7063 at 23 epoch. +2023-12-25 23:06:26,982 - pyskl - INFO - Epoch(val) [23][3718] top1_acc: 0.7063, top5_acc: 0.9333 +2023-12-25 23:07:18,935 - pyskl - INFO - Epoch [24][100/3405] lr: 2.357e-02, eta: 1 day, 7:35:25, time: 0.519, data_time: 0.269, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 1.7864, loss: 1.7864 +2023-12-25 23:07:43,956 - pyskl - INFO - Epoch [24][200/3405] lr: 2.357e-02, eta: 1 day, 7:34:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9463, loss_cls: 1.8254, loss: 1.8254 +2023-12-25 23:08:09,046 - pyskl - INFO - Epoch [24][300/3405] lr: 2.357e-02, eta: 1 day, 7:34:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 1.8098, loss: 1.8098 +2023-12-25 23:08:34,156 - pyskl - INFO - Epoch [24][400/3405] lr: 2.356e-02, eta: 1 day, 7:33:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.8509, loss: 1.8509 +2023-12-25 23:08:59,397 - pyskl - INFO - Epoch [24][500/3405] lr: 2.356e-02, eta: 1 day, 7:33:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9581, loss_cls: 1.8019, loss: 1.8019 +2023-12-25 23:09:24,664 - pyskl - INFO - Epoch [24][600/3405] lr: 2.356e-02, eta: 1 day, 7:32:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9456, loss_cls: 1.8165, loss: 1.8165 +2023-12-25 23:09:49,680 - pyskl - INFO - Epoch [24][700/3405] lr: 2.355e-02, eta: 1 day, 7:32:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9419, loss_cls: 1.8464, loss: 1.8464 +2023-12-25 23:10:14,621 - pyskl - INFO - Epoch [24][800/3405] lr: 2.355e-02, eta: 1 day, 7:31:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9475, loss_cls: 1.8077, loss: 1.8077 +2023-12-25 23:10:39,925 - pyskl - INFO - Epoch [24][900/3405] lr: 2.355e-02, eta: 1 day, 7:31:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 1.7846, loss: 1.7846 +2023-12-25 23:11:05,729 - pyskl - INFO - Epoch [24][1000/3405] lr: 2.354e-02, eta: 1 day, 7:30:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9406, loss_cls: 1.8846, loss: 1.8846 +2023-12-25 23:11:30,997 - pyskl - INFO - Epoch [24][1100/3405] lr: 2.354e-02, eta: 1 day, 7:30:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.8236, loss: 1.8236 +2023-12-25 23:11:56,269 - pyskl - INFO - Epoch [24][1200/3405] lr: 2.353e-02, eta: 1 day, 7:29:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 1.7672, loss: 1.7672 +2023-12-25 23:12:21,654 - pyskl - INFO - Epoch [24][1300/3405] lr: 2.353e-02, eta: 1 day, 7:28:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 1.8394, loss: 1.8394 +2023-12-25 23:12:46,765 - pyskl - INFO - Epoch [24][1400/3405] lr: 2.353e-02, eta: 1 day, 7:28:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 1.7480, loss: 1.7480 +2023-12-25 23:13:11,858 - pyskl - INFO - Epoch [24][1500/3405] lr: 2.352e-02, eta: 1 day, 7:27:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 1.8200, loss: 1.8200 +2023-12-25 23:13:37,037 - pyskl - INFO - Epoch [24][1600/3405] lr: 2.352e-02, eta: 1 day, 7:27:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9406, loss_cls: 1.8390, loss: 1.8390 +2023-12-25 23:14:02,247 - pyskl - INFO - Epoch [24][1700/3405] lr: 2.352e-02, eta: 1 day, 7:26:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9419, loss_cls: 1.8548, loss: 1.8548 +2023-12-25 23:14:27,340 - pyskl - INFO - Epoch [24][1800/3405] lr: 2.351e-02, eta: 1 day, 7:26:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 1.8166, loss: 1.8166 +2023-12-25 23:14:52,506 - pyskl - INFO - Epoch [24][1900/3405] lr: 2.351e-02, eta: 1 day, 7:25:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9400, loss_cls: 1.8581, loss: 1.8581 +2023-12-25 23:15:18,328 - pyskl - INFO - Epoch [24][2000/3405] lr: 2.351e-02, eta: 1 day, 7:25:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9531, loss_cls: 1.7917, loss: 1.7917 +2023-12-25 23:15:44,200 - pyskl - INFO - Epoch [24][2100/3405] lr: 2.350e-02, eta: 1 day, 7:24:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.8034, loss: 1.8034 +2023-12-25 23:16:09,383 - pyskl - INFO - Epoch [24][2200/3405] lr: 2.350e-02, eta: 1 day, 7:24:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.8176, loss: 1.8176 +2023-12-25 23:16:34,833 - pyskl - INFO - Epoch [24][2300/3405] lr: 2.349e-02, eta: 1 day, 7:23:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 1.9099, loss: 1.9099 +2023-12-25 23:17:00,068 - pyskl - INFO - Epoch [24][2400/3405] lr: 2.349e-02, eta: 1 day, 7:23:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9356, loss_cls: 1.8924, loss: 1.8924 +2023-12-25 23:17:25,215 - pyskl - INFO - Epoch [24][2500/3405] lr: 2.349e-02, eta: 1 day, 7:22:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7156, top5_acc: 0.9394, loss_cls: 1.9079, loss: 1.9079 +2023-12-25 23:17:50,633 - pyskl - INFO - Epoch [24][2600/3405] lr: 2.348e-02, eta: 1 day, 7:22:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.8083, loss: 1.8083 +2023-12-25 23:18:16,237 - pyskl - INFO - Epoch [24][2700/3405] lr: 2.348e-02, eta: 1 day, 7:21:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 1.8851, loss: 1.8851 +2023-12-25 23:18:41,591 - pyskl - INFO - Epoch [24][2800/3405] lr: 2.348e-02, eta: 1 day, 7:21:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9456, loss_cls: 1.8650, loss: 1.8650 +2023-12-25 23:19:07,397 - pyskl - INFO - Epoch [24][2900/3405] lr: 2.347e-02, eta: 1 day, 7:20:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9494, loss_cls: 1.8298, loss: 1.8298 +2023-12-25 23:19:33,328 - pyskl - INFO - Epoch [24][3000/3405] lr: 2.347e-02, eta: 1 day, 7:20:12, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.8289, loss: 1.8289 +2023-12-25 23:19:58,995 - pyskl - INFO - Epoch [24][3100/3405] lr: 2.347e-02, eta: 1 day, 7:19:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9406, loss_cls: 1.8272, loss: 1.8272 +2023-12-25 23:20:24,546 - pyskl - INFO - Epoch [24][3200/3405] lr: 2.346e-02, eta: 1 day, 7:19:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9481, loss_cls: 1.8280, loss: 1.8280 +2023-12-25 23:20:49,829 - pyskl - INFO - Epoch [24][3300/3405] lr: 2.346e-02, eta: 1 day, 7:18:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.8373, loss: 1.8373 +2023-12-25 23:21:15,940 - pyskl - INFO - Epoch [24][3400/3405] lr: 2.345e-02, eta: 1 day, 7:18:14, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9400, loss_cls: 1.8657, loss: 1.8657 +2023-12-25 23:21:17,918 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-25 23:25:44,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 23:25:44,939 - pyskl - INFO - +top1_acc 0.7007 +top5_acc 0.9317 +2023-12-25 23:25:44,968 - pyskl - INFO - Epoch(val) [24][3718] top1_acc: 0.7007, top5_acc: 0.9317 +2023-12-25 23:26:37,469 - pyskl - INFO - Epoch [25][100/3405] lr: 2.345e-02, eta: 1 day, 7:19:57, time: 0.525, data_time: 0.274, memory: 5236, top1_acc: 0.7194, top5_acc: 0.9425, loss_cls: 1.8717, loss: 1.8717 +2023-12-25 23:27:02,319 - pyskl - INFO - Epoch [25][200/3405] lr: 2.345e-02, eta: 1 day, 7:19:23, time: 0.248, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9544, loss_cls: 1.7861, loss: 1.7861 +2023-12-25 23:27:27,214 - pyskl - INFO - Epoch [25][300/3405] lr: 2.344e-02, eta: 1 day, 7:18:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9537, loss_cls: 1.8160, loss: 1.8160 +2023-12-25 23:27:52,160 - pyskl - INFO - Epoch [25][400/3405] lr: 2.344e-02, eta: 1 day, 7:18:16, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.8253, loss: 1.8253 +2023-12-25 23:28:17,125 - pyskl - INFO - Epoch [25][500/3405] lr: 2.344e-02, eta: 1 day, 7:17:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9387, loss_cls: 1.8369, loss: 1.8369 +2023-12-25 23:28:42,079 - pyskl - INFO - Epoch [25][600/3405] lr: 2.343e-02, eta: 1 day, 7:17:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9537, loss_cls: 1.7897, loss: 1.7897 +2023-12-25 23:29:07,019 - pyskl - INFO - Epoch [25][700/3405] lr: 2.343e-02, eta: 1 day, 7:16:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9531, loss_cls: 1.7721, loss: 1.7721 +2023-12-25 23:29:31,971 - pyskl - INFO - Epoch [25][800/3405] lr: 2.342e-02, eta: 1 day, 7:16:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9437, loss_cls: 1.8051, loss: 1.8051 +2023-12-25 23:29:56,929 - pyskl - INFO - Epoch [25][900/3405] lr: 2.342e-02, eta: 1 day, 7:15:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9581, loss_cls: 1.7933, loss: 1.7933 +2023-12-25 23:30:21,892 - pyskl - INFO - Epoch [25][1000/3405] lr: 2.342e-02, eta: 1 day, 7:14:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9463, loss_cls: 1.8524, loss: 1.8524 +2023-12-25 23:30:46,868 - pyskl - INFO - Epoch [25][1100/3405] lr: 2.341e-02, eta: 1 day, 7:14:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9487, loss_cls: 1.8221, loss: 1.8221 +2023-12-25 23:31:11,830 - pyskl - INFO - Epoch [25][1200/3405] lr: 2.341e-02, eta: 1 day, 7:13:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.7647, loss: 1.7647 +2023-12-25 23:31:37,247 - pyskl - INFO - Epoch [25][1300/3405] lr: 2.341e-02, eta: 1 day, 7:13:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7238, top5_acc: 0.9413, loss_cls: 1.8693, loss: 1.8693 +2023-12-25 23:32:02,815 - pyskl - INFO - Epoch [25][1400/3405] lr: 2.340e-02, eta: 1 day, 7:12:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9519, loss_cls: 1.8066, loss: 1.8066 +2023-12-25 23:32:28,079 - pyskl - INFO - Epoch [25][1500/3405] lr: 2.340e-02, eta: 1 day, 7:12:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9519, loss_cls: 1.8008, loss: 1.8008 +2023-12-25 23:32:53,184 - pyskl - INFO - Epoch [25][1600/3405] lr: 2.339e-02, eta: 1 day, 7:11:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9450, loss_cls: 1.7808, loss: 1.7808 +2023-12-25 23:33:18,437 - pyskl - INFO - Epoch [25][1700/3405] lr: 2.339e-02, eta: 1 day, 7:11:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9450, loss_cls: 1.8729, loss: 1.8729 +2023-12-25 23:33:43,600 - pyskl - INFO - Epoch [25][1800/3405] lr: 2.339e-02, eta: 1 day, 7:10:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9431, loss_cls: 1.7972, loss: 1.7972 +2023-12-25 23:34:08,772 - pyskl - INFO - Epoch [25][1900/3405] lr: 2.338e-02, eta: 1 day, 7:10:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9494, loss_cls: 1.8211, loss: 1.8211 +2023-12-25 23:34:34,191 - pyskl - INFO - Epoch [25][2000/3405] lr: 2.338e-02, eta: 1 day, 7:09:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9500, loss_cls: 1.7905, loss: 1.7905 +2023-12-25 23:34:59,191 - pyskl - INFO - Epoch [25][2100/3405] lr: 2.338e-02, eta: 1 day, 7:09:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9425, loss_cls: 1.8082, loss: 1.8082 +2023-12-25 23:35:24,212 - pyskl - INFO - Epoch [25][2200/3405] lr: 2.337e-02, eta: 1 day, 7:08:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.8100, loss: 1.8100 +2023-12-25 23:35:49,338 - pyskl - INFO - Epoch [25][2300/3405] lr: 2.337e-02, eta: 1 day, 7:08:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 1.8487, loss: 1.8487 +2023-12-25 23:36:14,377 - pyskl - INFO - Epoch [25][2400/3405] lr: 2.336e-02, eta: 1 day, 7:07:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.8110, loss: 1.8110 +2023-12-25 23:36:39,685 - pyskl - INFO - Epoch [25][2500/3405] lr: 2.336e-02, eta: 1 day, 7:06:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 1.7653, loss: 1.7653 +2023-12-25 23:37:05,139 - pyskl - INFO - Epoch [25][2600/3405] lr: 2.336e-02, eta: 1 day, 7:06:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7200, top5_acc: 0.9356, loss_cls: 1.8719, loss: 1.8719 +2023-12-25 23:37:31,314 - pyskl - INFO - Epoch [25][2700/3405] lr: 2.335e-02, eta: 1 day, 7:06:02, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9494, loss_cls: 1.8377, loss: 1.8377 +2023-12-25 23:37:57,943 - pyskl - INFO - Epoch [25][2800/3405] lr: 2.335e-02, eta: 1 day, 7:05:37, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9431, loss_cls: 1.8224, loss: 1.8224 +2023-12-25 23:38:24,567 - pyskl - INFO - Epoch [25][2900/3405] lr: 2.334e-02, eta: 1 day, 7:05:13, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9450, loss_cls: 1.8394, loss: 1.8394 +2023-12-25 23:38:50,818 - pyskl - INFO - Epoch [25][3000/3405] lr: 2.334e-02, eta: 1 day, 7:04:47, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9506, loss_cls: 1.8093, loss: 1.8093 +2023-12-25 23:39:16,396 - pyskl - INFO - Epoch [25][3100/3405] lr: 2.334e-02, eta: 1 day, 7:04:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9394, loss_cls: 1.8499, loss: 1.8499 +2023-12-25 23:39:42,245 - pyskl - INFO - Epoch [25][3200/3405] lr: 2.333e-02, eta: 1 day, 7:03:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9450, loss_cls: 1.8629, loss: 1.8629 +2023-12-25 23:40:07,705 - pyskl - INFO - Epoch [25][3300/3405] lr: 2.333e-02, eta: 1 day, 7:03:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9425, loss_cls: 1.8544, loss: 1.8544 +2023-12-25 23:40:33,198 - pyskl - INFO - Epoch [25][3400/3405] lr: 2.333e-02, eta: 1 day, 7:02:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9419, loss_cls: 1.8624, loss: 1.8624 +2023-12-25 23:40:35,289 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-25 23:45:01,925 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 23:45:02,543 - pyskl - INFO - +top1_acc 0.7123 +top5_acc 0.9299 +2023-12-25 23:45:02,554 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_23.pth was removed +2023-12-25 23:45:02,795 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2023-12-25 23:45:02,797 - pyskl - INFO - Best top1_acc is 0.7123 at 25 epoch. +2023-12-25 23:45:02,826 - pyskl - INFO - Epoch(val) [25][3718] top1_acc: 0.7123, top5_acc: 0.9299 +2023-12-25 23:45:55,465 - pyskl - INFO - Epoch [26][100/3405] lr: 2.332e-02, eta: 1 day, 7:04:26, time: 0.526, data_time: 0.274, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9431, loss_cls: 1.8799, loss: 1.8799 +2023-12-25 23:46:20,903 - pyskl - INFO - Epoch [26][200/3405] lr: 2.332e-02, eta: 1 day, 7:03:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9550, loss_cls: 1.7811, loss: 1.7811 +2023-12-25 23:46:46,703 - pyskl - INFO - Epoch [26][300/3405] lr: 2.331e-02, eta: 1 day, 7:03:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9525, loss_cls: 1.7665, loss: 1.7665 +2023-12-25 23:47:12,482 - pyskl - INFO - Epoch [26][400/3405] lr: 2.331e-02, eta: 1 day, 7:02:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7144, top5_acc: 0.9381, loss_cls: 1.8744, loss: 1.8744 +2023-12-25 23:47:37,926 - pyskl - INFO - Epoch [26][500/3405] lr: 2.331e-02, eta: 1 day, 7:02:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 1.8878, loss: 1.8878 +2023-12-25 23:48:02,997 - pyskl - INFO - Epoch [26][600/3405] lr: 2.330e-02, eta: 1 day, 7:01:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9550, loss_cls: 1.7957, loss: 1.7957 +2023-12-25 23:48:28,147 - pyskl - INFO - Epoch [26][700/3405] lr: 2.330e-02, eta: 1 day, 7:01:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.8255, loss: 1.8255 +2023-12-25 23:48:53,420 - pyskl - INFO - Epoch [26][800/3405] lr: 2.329e-02, eta: 1 day, 7:00:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9481, loss_cls: 1.7882, loss: 1.7882 +2023-12-25 23:49:18,441 - pyskl - INFO - Epoch [26][900/3405] lr: 2.329e-02, eta: 1 day, 7:00:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9469, loss_cls: 1.8115, loss: 1.8115 +2023-12-25 23:49:43,701 - pyskl - INFO - Epoch [26][1000/3405] lr: 2.329e-02, eta: 1 day, 6:59:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9419, loss_cls: 1.8251, loss: 1.8251 +2023-12-25 23:50:08,952 - pyskl - INFO - Epoch [26][1100/3405] lr: 2.328e-02, eta: 1 day, 6:59:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9481, loss_cls: 1.8159, loss: 1.8159 +2023-12-25 23:50:34,129 - pyskl - INFO - Epoch [26][1200/3405] lr: 2.328e-02, eta: 1 day, 6:58:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9550, loss_cls: 1.7781, loss: 1.7781 +2023-12-25 23:50:59,781 - pyskl - INFO - Epoch [26][1300/3405] lr: 2.328e-02, eta: 1 day, 6:58:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9613, loss_cls: 1.7585, loss: 1.7585 +2023-12-25 23:51:25,056 - pyskl - INFO - Epoch [26][1400/3405] lr: 2.327e-02, eta: 1 day, 6:57:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7125, top5_acc: 0.9481, loss_cls: 1.8760, loss: 1.8760 +2023-12-25 23:51:50,334 - pyskl - INFO - Epoch [26][1500/3405] lr: 2.327e-02, eta: 1 day, 6:57:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9550, loss_cls: 1.7789, loss: 1.7789 +2023-12-25 23:52:15,821 - pyskl - INFO - Epoch [26][1600/3405] lr: 2.326e-02, eta: 1 day, 6:56:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.7950, loss: 1.7950 +2023-12-25 23:52:41,088 - pyskl - INFO - Epoch [26][1700/3405] lr: 2.326e-02, eta: 1 day, 6:56:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9506, loss_cls: 1.7955, loss: 1.7955 +2023-12-25 23:53:06,286 - pyskl - INFO - Epoch [26][1800/3405] lr: 2.326e-02, eta: 1 day, 6:55:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9544, loss_cls: 1.8209, loss: 1.8209 +2023-12-25 23:53:31,434 - pyskl - INFO - Epoch [26][1900/3405] lr: 2.325e-02, eta: 1 day, 6:55:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9425, loss_cls: 1.8241, loss: 1.8241 +2023-12-25 23:53:56,826 - pyskl - INFO - Epoch [26][2000/3405] lr: 2.325e-02, eta: 1 day, 6:54:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9469, loss_cls: 1.8675, loss: 1.8675 +2023-12-25 23:54:23,171 - pyskl - INFO - Epoch [26][2100/3405] lr: 2.324e-02, eta: 1 day, 6:54:12, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9444, loss_cls: 1.8428, loss: 1.8428 +2023-12-25 23:54:49,671 - pyskl - INFO - Epoch [26][2200/3405] lr: 2.324e-02, eta: 1 day, 6:53:47, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 1.8012, loss: 1.8012 +2023-12-25 23:55:14,776 - pyskl - INFO - Epoch [26][2300/3405] lr: 2.324e-02, eta: 1 day, 6:53:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9469, loss_cls: 1.7976, loss: 1.7976 +2023-12-25 23:55:39,875 - pyskl - INFO - Epoch [26][2400/3405] lr: 2.323e-02, eta: 1 day, 6:52:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9500, loss_cls: 1.7845, loss: 1.7845 +2023-12-25 23:56:04,957 - pyskl - INFO - Epoch [26][2500/3405] lr: 2.323e-02, eta: 1 day, 6:52:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9369, loss_cls: 1.8308, loss: 1.8308 +2023-12-25 23:56:30,548 - pyskl - INFO - Epoch [26][2600/3405] lr: 2.322e-02, eta: 1 day, 6:51:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9494, loss_cls: 1.8031, loss: 1.8031 +2023-12-25 23:56:56,245 - pyskl - INFO - Epoch [26][2700/3405] lr: 2.322e-02, eta: 1 day, 6:51:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9375, loss_cls: 1.8460, loss: 1.8460 +2023-12-25 23:57:22,760 - pyskl - INFO - Epoch [26][2800/3405] lr: 2.322e-02, eta: 1 day, 6:50:48, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9387, loss_cls: 1.8311, loss: 1.8311 +2023-12-25 23:57:49,404 - pyskl - INFO - Epoch [26][2900/3405] lr: 2.321e-02, eta: 1 day, 6:50:23, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.8130, loss: 1.8130 +2023-12-25 23:58:15,735 - pyskl - INFO - Epoch [26][3000/3405] lr: 2.321e-02, eta: 1 day, 6:49:57, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9563, loss_cls: 1.8218, loss: 1.8218 +2023-12-25 23:58:41,339 - pyskl - INFO - Epoch [26][3100/3405] lr: 2.320e-02, eta: 1 day, 6:49:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9500, loss_cls: 1.7623, loss: 1.7623 +2023-12-25 23:59:07,257 - pyskl - INFO - Epoch [26][3200/3405] lr: 2.320e-02, eta: 1 day, 6:49:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 1.8353, loss: 1.8353 +2023-12-25 23:59:33,284 - pyskl - INFO - Epoch [26][3300/3405] lr: 2.320e-02, eta: 1 day, 6:48:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.8274, loss: 1.8274 +2023-12-25 23:59:59,255 - pyskl - INFO - Epoch [26][3400/3405] lr: 2.319e-02, eta: 1 day, 6:48:05, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 1.8423, loss: 1.8423 +2023-12-26 00:00:01,284 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-26 00:04:26,804 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 00:04:27,420 - pyskl - INFO - +top1_acc 0.7085 +top5_acc 0.9340 +2023-12-26 00:04:27,444 - pyskl - INFO - Epoch(val) [26][3718] top1_acc: 0.7085, top5_acc: 0.9340 +2023-12-26 00:05:19,720 - pyskl - INFO - Epoch [27][100/3405] lr: 2.319e-02, eta: 1 day, 6:49:35, time: 0.523, data_time: 0.269, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 1.7470, loss: 1.7470 +2023-12-26 00:05:45,150 - pyskl - INFO - Epoch [27][200/3405] lr: 2.318e-02, eta: 1 day, 6:49:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 1.7725, loss: 1.7725 +2023-12-26 00:06:10,223 - pyskl - INFO - Epoch [27][300/3405] lr: 2.318e-02, eta: 1 day, 6:48:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9494, loss_cls: 1.7701, loss: 1.7701 +2023-12-26 00:06:35,361 - pyskl - INFO - Epoch [27][400/3405] lr: 2.318e-02, eta: 1 day, 6:48:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.8031, loss: 1.8031 +2023-12-26 00:07:00,393 - pyskl - INFO - Epoch [27][500/3405] lr: 2.317e-02, eta: 1 day, 6:47:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.7506, loss: 1.7506 +2023-12-26 00:07:25,412 - pyskl - INFO - Epoch [27][600/3405] lr: 2.317e-02, eta: 1 day, 6:46:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7212, top5_acc: 0.9537, loss_cls: 1.8415, loss: 1.8415 +2023-12-26 00:07:50,684 - pyskl - INFO - Epoch [27][700/3405] lr: 2.316e-02, eta: 1 day, 6:46:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9463, loss_cls: 1.8355, loss: 1.8355 +2023-12-26 00:08:16,014 - pyskl - INFO - Epoch [27][800/3405] lr: 2.316e-02, eta: 1 day, 6:45:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.7534, loss: 1.7534 +2023-12-26 00:08:41,095 - pyskl - INFO - Epoch [27][900/3405] lr: 2.316e-02, eta: 1 day, 6:45:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9531, loss_cls: 1.7490, loss: 1.7490 +2023-12-26 00:09:06,299 - pyskl - INFO - Epoch [27][1000/3405] lr: 2.315e-02, eta: 1 day, 6:44:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 1.7820, loss: 1.7820 +2023-12-26 00:09:31,319 - pyskl - INFO - Epoch [27][1100/3405] lr: 2.315e-02, eta: 1 day, 6:44:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9487, loss_cls: 1.8239, loss: 1.8239 +2023-12-26 00:09:56,331 - pyskl - INFO - Epoch [27][1200/3405] lr: 2.314e-02, eta: 1 day, 6:43:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9406, loss_cls: 1.8413, loss: 1.8413 +2023-12-26 00:10:21,683 - pyskl - INFO - Epoch [27][1300/3405] lr: 2.314e-02, eta: 1 day, 6:43:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9500, loss_cls: 1.8371, loss: 1.8371 +2023-12-26 00:10:47,888 - pyskl - INFO - Epoch [27][1400/3405] lr: 2.314e-02, eta: 1 day, 6:42:49, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9487, loss_cls: 1.8242, loss: 1.8242 +2023-12-26 00:11:13,504 - pyskl - INFO - Epoch [27][1500/3405] lr: 2.313e-02, eta: 1 day, 6:42:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 1.7976, loss: 1.7976 +2023-12-26 00:11:39,232 - pyskl - INFO - Epoch [27][1600/3405] lr: 2.313e-02, eta: 1 day, 6:41:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 1.7149, loss: 1.7149 +2023-12-26 00:12:04,606 - pyskl - INFO - Epoch [27][1700/3405] lr: 2.312e-02, eta: 1 day, 6:41:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9431, loss_cls: 1.8484, loss: 1.8484 +2023-12-26 00:12:30,126 - pyskl - INFO - Epoch [27][1800/3405] lr: 2.312e-02, eta: 1 day, 6:40:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9369, loss_cls: 1.8531, loss: 1.8531 +2023-12-26 00:12:55,346 - pyskl - INFO - Epoch [27][1900/3405] lr: 2.312e-02, eta: 1 day, 6:40:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9406, loss_cls: 1.8657, loss: 1.8657 +2023-12-26 00:13:20,586 - pyskl - INFO - Epoch [27][2000/3405] lr: 2.311e-02, eta: 1 day, 6:39:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.7963, loss: 1.7963 +2023-12-26 00:13:45,980 - pyskl - INFO - Epoch [27][2100/3405] lr: 2.311e-02, eta: 1 day, 6:39:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.7902, loss: 1.7902 +2023-12-26 00:14:11,055 - pyskl - INFO - Epoch [27][2200/3405] lr: 2.310e-02, eta: 1 day, 6:38:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9531, loss_cls: 1.7695, loss: 1.7695 +2023-12-26 00:14:36,142 - pyskl - INFO - Epoch [27][2300/3405] lr: 2.310e-02, eta: 1 day, 6:38:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.7926, loss: 1.7926 +2023-12-26 00:15:01,075 - pyskl - INFO - Epoch [27][2400/3405] lr: 2.310e-02, eta: 1 day, 6:37:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9487, loss_cls: 1.8209, loss: 1.8209 +2023-12-26 00:15:26,238 - pyskl - INFO - Epoch [27][2500/3405] lr: 2.309e-02, eta: 1 day, 6:37:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9575, loss_cls: 1.7851, loss: 1.7851 +2023-12-26 00:15:51,944 - pyskl - INFO - Epoch [27][2600/3405] lr: 2.309e-02, eta: 1 day, 6:36:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9381, loss_cls: 1.8495, loss: 1.8495 +2023-12-26 00:16:17,464 - pyskl - INFO - Epoch [27][2700/3405] lr: 2.308e-02, eta: 1 day, 6:36:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 1.7707, loss: 1.7707 +2023-12-26 00:16:43,721 - pyskl - INFO - Epoch [27][2800/3405] lr: 2.308e-02, eta: 1 day, 6:35:46, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7325, top5_acc: 0.9450, loss_cls: 1.8181, loss: 1.8181 +2023-12-26 00:17:09,134 - pyskl - INFO - Epoch [27][2900/3405] lr: 2.307e-02, eta: 1 day, 6:35:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9525, loss_cls: 1.8444, loss: 1.8444 +2023-12-26 00:17:34,598 - pyskl - INFO - Epoch [27][3000/3405] lr: 2.307e-02, eta: 1 day, 6:34:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9469, loss_cls: 1.8387, loss: 1.8387 +2023-12-26 00:18:00,225 - pyskl - INFO - Epoch [27][3100/3405] lr: 2.307e-02, eta: 1 day, 6:34:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 1.8525, loss: 1.8525 +2023-12-26 00:18:26,655 - pyskl - INFO - Epoch [27][3200/3405] lr: 2.306e-02, eta: 1 day, 6:33:52, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9463, loss_cls: 1.8249, loss: 1.8249 +2023-12-26 00:18:52,803 - pyskl - INFO - Epoch [27][3300/3405] lr: 2.306e-02, eta: 1 day, 6:33:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7281, top5_acc: 0.9487, loss_cls: 1.8274, loss: 1.8274 +2023-12-26 00:19:17,917 - pyskl - INFO - Epoch [27][3400/3405] lr: 2.305e-02, eta: 1 day, 6:32:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7131, top5_acc: 0.9413, loss_cls: 1.8859, loss: 1.8859 +2023-12-26 00:19:19,922 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-26 00:23:46,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 00:23:47,189 - pyskl - INFO - +top1_acc 0.7116 +top5_acc 0.9308 +2023-12-26 00:23:47,214 - pyskl - INFO - Epoch(val) [27][3718] top1_acc: 0.7116, top5_acc: 0.9308 +2023-12-26 00:24:39,635 - pyskl - INFO - Epoch [28][100/3405] lr: 2.305e-02, eta: 1 day, 6:34:19, time: 0.524, data_time: 0.274, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9563, loss_cls: 1.7486, loss: 1.7486 +2023-12-26 00:25:05,091 - pyskl - INFO - Epoch [28][200/3405] lr: 2.305e-02, eta: 1 day, 6:33:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9469, loss_cls: 1.7828, loss: 1.7828 +2023-12-26 00:25:30,417 - pyskl - INFO - Epoch [28][300/3405] lr: 2.304e-02, eta: 1 day, 6:33:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9513, loss_cls: 1.7896, loss: 1.7896 +2023-12-26 00:25:55,344 - pyskl - INFO - Epoch [28][400/3405] lr: 2.304e-02, eta: 1 day, 6:32:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9431, loss_cls: 1.7824, loss: 1.7824 +2023-12-26 00:26:20,277 - pyskl - INFO - Epoch [28][500/3405] lr: 2.303e-02, eta: 1 day, 6:32:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9556, loss_cls: 1.7937, loss: 1.7937 +2023-12-26 00:26:45,202 - pyskl - INFO - Epoch [28][600/3405] lr: 2.303e-02, eta: 1 day, 6:31:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9519, loss_cls: 1.8324, loss: 1.8324 +2023-12-26 00:27:10,142 - pyskl - INFO - Epoch [28][700/3405] lr: 2.303e-02, eta: 1 day, 6:31:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9506, loss_cls: 1.8008, loss: 1.8008 +2023-12-26 00:27:35,100 - pyskl - INFO - Epoch [28][800/3405] lr: 2.302e-02, eta: 1 day, 6:30:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9487, loss_cls: 1.8492, loss: 1.8492 +2023-12-26 00:28:00,038 - pyskl - INFO - Epoch [28][900/3405] lr: 2.302e-02, eta: 1 day, 6:30:04, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9394, loss_cls: 1.8233, loss: 1.8233 +2023-12-26 00:28:25,001 - pyskl - INFO - Epoch [28][1000/3405] lr: 2.301e-02, eta: 1 day, 6:29:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9450, loss_cls: 1.8312, loss: 1.8312 +2023-12-26 00:28:49,942 - pyskl - INFO - Epoch [28][1100/3405] lr: 2.301e-02, eta: 1 day, 6:29:00, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9525, loss_cls: 1.8051, loss: 1.8051 +2023-12-26 00:29:14,893 - pyskl - INFO - Epoch [28][1200/3405] lr: 2.300e-02, eta: 1 day, 6:28:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9563, loss_cls: 1.7764, loss: 1.7764 +2023-12-26 00:29:39,831 - pyskl - INFO - Epoch [28][1300/3405] lr: 2.300e-02, eta: 1 day, 6:27:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9494, loss_cls: 1.7777, loss: 1.7777 +2023-12-26 00:30:04,759 - pyskl - INFO - Epoch [28][1400/3405] lr: 2.300e-02, eta: 1 day, 6:27:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7225, top5_acc: 0.9431, loss_cls: 1.8627, loss: 1.8627 +2023-12-26 00:30:29,687 - pyskl - INFO - Epoch [28][1500/3405] lr: 2.299e-02, eta: 1 day, 6:26:51, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9600, loss_cls: 1.7319, loss: 1.7319 +2023-12-26 00:30:54,619 - pyskl - INFO - Epoch [28][1600/3405] lr: 2.299e-02, eta: 1 day, 6:26:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9425, loss_cls: 1.8808, loss: 1.8808 +2023-12-26 00:31:19,800 - pyskl - INFO - Epoch [28][1700/3405] lr: 2.298e-02, eta: 1 day, 6:25:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9469, loss_cls: 1.8275, loss: 1.8275 +2023-12-26 00:31:44,975 - pyskl - INFO - Epoch [28][1800/3405] lr: 2.298e-02, eta: 1 day, 6:25:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9475, loss_cls: 1.7855, loss: 1.7855 +2023-12-26 00:32:10,626 - pyskl - INFO - Epoch [28][1900/3405] lr: 2.298e-02, eta: 1 day, 6:24:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9475, loss_cls: 1.7720, loss: 1.7720 +2023-12-26 00:32:36,126 - pyskl - INFO - Epoch [28][2000/3405] lr: 2.297e-02, eta: 1 day, 6:24:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9475, loss_cls: 1.8256, loss: 1.8256 +2023-12-26 00:33:01,704 - pyskl - INFO - Epoch [28][2100/3405] lr: 2.297e-02, eta: 1 day, 6:23:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9419, loss_cls: 1.8781, loss: 1.8781 +2023-12-26 00:33:27,523 - pyskl - INFO - Epoch [28][2200/3405] lr: 2.296e-02, eta: 1 day, 6:23:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9575, loss_cls: 1.7750, loss: 1.7750 +2023-12-26 00:33:54,032 - pyskl - INFO - Epoch [28][2300/3405] lr: 2.296e-02, eta: 1 day, 6:22:55, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9525, loss_cls: 1.8115, loss: 1.8115 +2023-12-26 00:34:20,181 - pyskl - INFO - Epoch [28][2400/3405] lr: 2.295e-02, eta: 1 day, 6:22:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9444, loss_cls: 1.8223, loss: 1.8223 +2023-12-26 00:34:45,511 - pyskl - INFO - Epoch [28][2500/3405] lr: 2.295e-02, eta: 1 day, 6:21:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.7749, loss: 1.7749 +2023-12-26 00:35:11,133 - pyskl - INFO - Epoch [28][2600/3405] lr: 2.295e-02, eta: 1 day, 6:21:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9487, loss_cls: 1.7732, loss: 1.7732 +2023-12-26 00:35:36,412 - pyskl - INFO - Epoch [28][2700/3405] lr: 2.294e-02, eta: 1 day, 6:20:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.8137, loss: 1.8137 +2023-12-26 00:36:01,924 - pyskl - INFO - Epoch [28][2800/3405] lr: 2.294e-02, eta: 1 day, 6:20:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9431, loss_cls: 1.7955, loss: 1.7955 +2023-12-26 00:36:27,421 - pyskl - INFO - Epoch [28][2900/3405] lr: 2.293e-02, eta: 1 day, 6:19:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9437, loss_cls: 1.8438, loss: 1.8438 +2023-12-26 00:36:53,607 - pyskl - INFO - Epoch [28][3000/3405] lr: 2.293e-02, eta: 1 day, 6:19:32, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9413, loss_cls: 1.8075, loss: 1.8075 +2023-12-26 00:37:19,235 - pyskl - INFO - Epoch [28][3100/3405] lr: 2.292e-02, eta: 1 day, 6:19:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 1.7641, loss: 1.7641 +2023-12-26 00:37:44,797 - pyskl - INFO - Epoch [28][3200/3405] lr: 2.292e-02, eta: 1 day, 6:18:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9425, loss_cls: 1.8052, loss: 1.8052 +2023-12-26 00:38:10,330 - pyskl - INFO - Epoch [28][3300/3405] lr: 2.292e-02, eta: 1 day, 6:18:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 1.7926, loss: 1.7926 +2023-12-26 00:38:35,891 - pyskl - INFO - Epoch [28][3400/3405] lr: 2.291e-02, eta: 1 day, 6:17:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9363, loss_cls: 1.8527, loss: 1.8527 +2023-12-26 00:38:37,815 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-26 00:43:04,127 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 00:43:04,751 - pyskl - INFO - +top1_acc 0.7403 +top5_acc 0.9420 +2023-12-26 00:43:04,756 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_25.pth was removed +2023-12-26 00:43:04,962 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. +2023-12-26 00:43:04,964 - pyskl - INFO - Best top1_acc is 0.7403 at 28 epoch. +2023-12-26 00:43:04,989 - pyskl - INFO - Epoch(val) [28][3718] top1_acc: 0.7403, top5_acc: 0.9420 +2023-12-26 00:43:57,586 - pyskl - INFO - Epoch [29][100/3405] lr: 2.291e-02, eta: 1 day, 6:18:57, time: 0.526, data_time: 0.271, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9613, loss_cls: 1.7432, loss: 1.7432 +2023-12-26 00:44:22,696 - pyskl - INFO - Epoch [29][200/3405] lr: 2.290e-02, eta: 1 day, 6:18:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9544, loss_cls: 1.8049, loss: 1.8049 +2023-12-26 00:44:47,574 - pyskl - INFO - Epoch [29][300/3405] lr: 2.290e-02, eta: 1 day, 6:17:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9463, loss_cls: 1.7992, loss: 1.7992 +2023-12-26 00:45:12,538 - pyskl - INFO - Epoch [29][400/3405] lr: 2.289e-02, eta: 1 day, 6:17:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9463, loss_cls: 1.8100, loss: 1.8100 +2023-12-26 00:45:37,477 - pyskl - INFO - Epoch [29][500/3405] lr: 2.289e-02, eta: 1 day, 6:16:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9450, loss_cls: 1.8037, loss: 1.8037 +2023-12-26 00:46:02,441 - pyskl - INFO - Epoch [29][600/3405] lr: 2.289e-02, eta: 1 day, 6:16:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 1.7835, loss: 1.7835 +2023-12-26 00:46:27,392 - pyskl - INFO - Epoch [29][700/3405] lr: 2.288e-02, eta: 1 day, 6:15:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9494, loss_cls: 1.7746, loss: 1.7746 +2023-12-26 00:46:52,333 - pyskl - INFO - Epoch [29][800/3405] lr: 2.288e-02, eta: 1 day, 6:15:13, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 1.7883, loss: 1.7883 +2023-12-26 00:47:17,300 - pyskl - INFO - Epoch [29][900/3405] lr: 2.287e-02, eta: 1 day, 6:14:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9456, loss_cls: 1.8058, loss: 1.8058 +2023-12-26 00:47:42,262 - pyskl - INFO - Epoch [29][1000/3405] lr: 2.287e-02, eta: 1 day, 6:14:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.7106, loss: 1.7106 +2023-12-26 00:48:07,220 - pyskl - INFO - Epoch [29][1100/3405] lr: 2.286e-02, eta: 1 day, 6:13:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.7953, loss: 1.7953 +2023-12-26 00:48:32,164 - pyskl - INFO - Epoch [29][1200/3405] lr: 2.286e-02, eta: 1 day, 6:13:06, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9475, loss_cls: 1.8290, loss: 1.8290 +2023-12-26 00:48:57,101 - pyskl - INFO - Epoch [29][1300/3405] lr: 2.286e-02, eta: 1 day, 6:12:34, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 1.8254, loss: 1.8254 +2023-12-26 00:49:22,027 - pyskl - INFO - Epoch [29][1400/3405] lr: 2.285e-02, eta: 1 day, 6:12:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9450, loss_cls: 1.8100, loss: 1.8100 +2023-12-26 00:49:47,072 - pyskl - INFO - Epoch [29][1500/3405] lr: 2.285e-02, eta: 1 day, 6:11:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9525, loss_cls: 1.7864, loss: 1.7864 +2023-12-26 00:50:12,168 - pyskl - INFO - Epoch [29][1600/3405] lr: 2.284e-02, eta: 1 day, 6:10:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9506, loss_cls: 1.7910, loss: 1.7910 +2023-12-26 00:50:37,199 - pyskl - INFO - Epoch [29][1700/3405] lr: 2.284e-02, eta: 1 day, 6:10:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9487, loss_cls: 1.8109, loss: 1.8109 +2023-12-26 00:51:02,259 - pyskl - INFO - Epoch [29][1800/3405] lr: 2.283e-02, eta: 1 day, 6:09:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9563, loss_cls: 1.7581, loss: 1.7581 +2023-12-26 00:51:27,196 - pyskl - INFO - Epoch [29][1900/3405] lr: 2.283e-02, eta: 1 day, 6:09:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9519, loss_cls: 1.7822, loss: 1.7822 +2023-12-26 00:51:52,142 - pyskl - INFO - Epoch [29][2000/3405] lr: 2.283e-02, eta: 1 day, 6:08:52, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9381, loss_cls: 1.8045, loss: 1.8045 +2023-12-26 00:52:17,077 - pyskl - INFO - Epoch [29][2100/3405] lr: 2.282e-02, eta: 1 day, 6:08:21, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7169, top5_acc: 0.9406, loss_cls: 1.8995, loss: 1.8995 +2023-12-26 00:52:42,006 - pyskl - INFO - Epoch [29][2200/3405] lr: 2.282e-02, eta: 1 day, 6:07:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9444, loss_cls: 1.8394, loss: 1.8394 +2023-12-26 00:53:06,958 - pyskl - INFO - Epoch [29][2300/3405] lr: 2.281e-02, eta: 1 day, 6:07:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9500, loss_cls: 1.7983, loss: 1.7983 +2023-12-26 00:53:31,884 - pyskl - INFO - Epoch [29][2400/3405] lr: 2.281e-02, eta: 1 day, 6:06:45, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9587, loss_cls: 1.7685, loss: 1.7685 +2023-12-26 00:53:56,872 - pyskl - INFO - Epoch [29][2500/3405] lr: 2.280e-02, eta: 1 day, 6:06:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.8290, loss: 1.8290 +2023-12-26 00:54:22,585 - pyskl - INFO - Epoch [29][2600/3405] lr: 2.280e-02, eta: 1 day, 6:05:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9481, loss_cls: 1.8058, loss: 1.8058 +2023-12-26 00:54:47,951 - pyskl - INFO - Epoch [29][2700/3405] lr: 2.280e-02, eta: 1 day, 6:05:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9556, loss_cls: 1.7607, loss: 1.7607 +2023-12-26 00:55:13,560 - pyskl - INFO - Epoch [29][2800/3405] lr: 2.279e-02, eta: 1 day, 6:04:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9456, loss_cls: 1.8306, loss: 1.8306 +2023-12-26 00:55:39,106 - pyskl - INFO - Epoch [29][2900/3405] lr: 2.279e-02, eta: 1 day, 6:04:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7306, top5_acc: 0.9481, loss_cls: 1.8371, loss: 1.8371 +2023-12-26 00:56:04,993 - pyskl - INFO - Epoch [29][3000/3405] lr: 2.278e-02, eta: 1 day, 6:03:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9487, loss_cls: 1.7995, loss: 1.7995 +2023-12-26 00:56:30,576 - pyskl - INFO - Epoch [29][3100/3405] lr: 2.278e-02, eta: 1 day, 6:03:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.7876, loss: 1.7876 +2023-12-26 00:56:56,147 - pyskl - INFO - Epoch [29][3200/3405] lr: 2.277e-02, eta: 1 day, 6:02:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9481, loss_cls: 1.8023, loss: 1.8023 +2023-12-26 00:57:22,090 - pyskl - INFO - Epoch [29][3300/3405] lr: 2.277e-02, eta: 1 day, 6:02:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9369, loss_cls: 1.8265, loss: 1.8265 +2023-12-26 00:57:48,719 - pyskl - INFO - Epoch [29][3400/3405] lr: 2.276e-02, eta: 1 day, 6:01:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7119, top5_acc: 0.9456, loss_cls: 1.8808, loss: 1.8808 +2023-12-26 00:57:50,882 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-26 01:02:18,547 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 01:02:19,147 - pyskl - INFO - +top1_acc 0.6983 +top5_acc 0.9322 +2023-12-26 01:02:19,173 - pyskl - INFO - Epoch(val) [29][3718] top1_acc: 0.6983, top5_acc: 0.9322 +2023-12-26 01:03:12,080 - pyskl - INFO - Epoch [30][100/3405] lr: 2.276e-02, eta: 1 day, 6:03:17, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.7622, loss: 1.7622 +2023-12-26 01:03:37,192 - pyskl - INFO - Epoch [30][200/3405] lr: 2.276e-02, eta: 1 day, 6:02:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9444, loss_cls: 1.8011, loss: 1.8011 +2023-12-26 01:04:02,417 - pyskl - INFO - Epoch [30][300/3405] lr: 2.275e-02, eta: 1 day, 6:02:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9581, loss_cls: 1.7356, loss: 1.7356 +2023-12-26 01:04:27,528 - pyskl - INFO - Epoch [30][400/3405] lr: 2.275e-02, eta: 1 day, 6:01:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.7920, loss: 1.7920 +2023-12-26 01:04:52,744 - pyskl - INFO - Epoch [30][500/3405] lr: 2.274e-02, eta: 1 day, 6:01:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9606, loss_cls: 1.7492, loss: 1.7492 +2023-12-26 01:05:17,947 - pyskl - INFO - Epoch [30][600/3405] lr: 2.274e-02, eta: 1 day, 6:00:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9556, loss_cls: 1.7983, loss: 1.7983 +2023-12-26 01:05:42,974 - pyskl - INFO - Epoch [30][700/3405] lr: 2.273e-02, eta: 1 day, 6:00:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 1.7225, loss: 1.7225 +2023-12-26 01:06:08,070 - pyskl - INFO - Epoch [30][800/3405] lr: 2.273e-02, eta: 1 day, 5:59:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9463, loss_cls: 1.8146, loss: 1.8146 +2023-12-26 01:06:33,168 - pyskl - INFO - Epoch [30][900/3405] lr: 2.272e-02, eta: 1 day, 5:59:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9431, loss_cls: 1.8357, loss: 1.8357 +2023-12-26 01:06:58,310 - pyskl - INFO - Epoch [30][1000/3405] lr: 2.272e-02, eta: 1 day, 5:58:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9481, loss_cls: 1.7781, loss: 1.7781 +2023-12-26 01:07:23,849 - pyskl - INFO - Epoch [30][1100/3405] lr: 2.272e-02, eta: 1 day, 5:58:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7219, top5_acc: 0.9500, loss_cls: 1.8541, loss: 1.8541 +2023-12-26 01:07:49,363 - pyskl - INFO - Epoch [30][1200/3405] lr: 2.271e-02, eta: 1 day, 5:57:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 1.8161, loss: 1.8161 +2023-12-26 01:08:14,851 - pyskl - INFO - Epoch [30][1300/3405] lr: 2.271e-02, eta: 1 day, 5:57:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9513, loss_cls: 1.8015, loss: 1.8015 +2023-12-26 01:08:40,247 - pyskl - INFO - Epoch [30][1400/3405] lr: 2.270e-02, eta: 1 day, 5:56:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9506, loss_cls: 1.8206, loss: 1.8206 +2023-12-26 01:09:05,499 - pyskl - INFO - Epoch [30][1500/3405] lr: 2.270e-02, eta: 1 day, 5:56:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 1.6911, loss: 1.6911 +2023-12-26 01:09:30,572 - pyskl - INFO - Epoch [30][1600/3405] lr: 2.269e-02, eta: 1 day, 5:55:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9581, loss_cls: 1.7905, loss: 1.7905 +2023-12-26 01:09:56,059 - pyskl - INFO - Epoch [30][1700/3405] lr: 2.269e-02, eta: 1 day, 5:55:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9544, loss_cls: 1.7984, loss: 1.7984 +2023-12-26 01:10:22,113 - pyskl - INFO - Epoch [30][1800/3405] lr: 2.268e-02, eta: 1 day, 5:54:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.7764, loss: 1.7764 +2023-12-26 01:10:47,392 - pyskl - INFO - Epoch [30][1900/3405] lr: 2.268e-02, eta: 1 day, 5:54:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9481, loss_cls: 1.8237, loss: 1.8237 +2023-12-26 01:11:12,468 - pyskl - INFO - Epoch [30][2000/3405] lr: 2.268e-02, eta: 1 day, 5:53:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9469, loss_cls: 1.8106, loss: 1.8106 +2023-12-26 01:11:37,577 - pyskl - INFO - Epoch [30][2100/3405] lr: 2.267e-02, eta: 1 day, 5:53:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9487, loss_cls: 1.8177, loss: 1.8177 +2023-12-26 01:12:02,723 - pyskl - INFO - Epoch [30][2200/3405] lr: 2.267e-02, eta: 1 day, 5:52:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.7808, loss: 1.7808 +2023-12-26 01:12:27,899 - pyskl - INFO - Epoch [30][2300/3405] lr: 2.266e-02, eta: 1 day, 5:52:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 1.8068, loss: 1.8068 +2023-12-26 01:12:53,051 - pyskl - INFO - Epoch [30][2400/3405] lr: 2.266e-02, eta: 1 day, 5:51:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9481, loss_cls: 1.8064, loss: 1.8064 +2023-12-26 01:13:18,099 - pyskl - INFO - Epoch [30][2500/3405] lr: 2.265e-02, eta: 1 day, 5:51:08, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9406, loss_cls: 1.8527, loss: 1.8527 +2023-12-26 01:13:43,531 - pyskl - INFO - Epoch [30][2600/3405] lr: 2.265e-02, eta: 1 day, 5:50:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 1.8274, loss: 1.8274 +2023-12-26 01:14:08,972 - pyskl - INFO - Epoch [30][2700/3405] lr: 2.264e-02, eta: 1 day, 5:50:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9519, loss_cls: 1.8151, loss: 1.8151 +2023-12-26 01:14:34,180 - pyskl - INFO - Epoch [30][2800/3405] lr: 2.264e-02, eta: 1 day, 5:49:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7275, top5_acc: 0.9519, loss_cls: 1.7982, loss: 1.7982 +2023-12-26 01:14:59,593 - pyskl - INFO - Epoch [30][2900/3405] lr: 2.264e-02, eta: 1 day, 5:49:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9394, loss_cls: 1.8393, loss: 1.8393 +2023-12-26 01:15:25,309 - pyskl - INFO - Epoch [30][3000/3405] lr: 2.263e-02, eta: 1 day, 5:48:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9363, loss_cls: 1.7883, loss: 1.7883 +2023-12-26 01:15:50,739 - pyskl - INFO - Epoch [30][3100/3405] lr: 2.263e-02, eta: 1 day, 5:48:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9506, loss_cls: 1.8204, loss: 1.8204 +2023-12-26 01:16:16,166 - pyskl - INFO - Epoch [30][3200/3405] lr: 2.262e-02, eta: 1 day, 5:47:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7206, top5_acc: 0.9513, loss_cls: 1.8489, loss: 1.8489 +2023-12-26 01:16:41,730 - pyskl - INFO - Epoch [30][3300/3405] lr: 2.262e-02, eta: 1 day, 5:47:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9450, loss_cls: 1.8447, loss: 1.8447 +2023-12-26 01:17:07,212 - pyskl - INFO - Epoch [30][3400/3405] lr: 2.261e-02, eta: 1 day, 5:46:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9494, loss_cls: 1.7890, loss: 1.7890 +2023-12-26 01:17:09,122 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-26 01:21:36,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 01:21:36,844 - pyskl - INFO - +top1_acc 0.7232 +top5_acc 0.9321 +2023-12-26 01:21:36,870 - pyskl - INFO - Epoch(val) [30][3718] top1_acc: 0.7232, top5_acc: 0.9321 +2023-12-26 01:22:30,077 - pyskl - INFO - Epoch [31][100/3405] lr: 2.261e-02, eta: 1 day, 5:47:58, time: 0.532, data_time: 0.279, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.7268, loss: 1.7268 +2023-12-26 01:22:55,184 - pyskl - INFO - Epoch [31][200/3405] lr: 2.260e-02, eta: 1 day, 5:47:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 1.7682, loss: 1.7682 +2023-12-26 01:23:20,287 - pyskl - INFO - Epoch [31][300/3405] lr: 2.260e-02, eta: 1 day, 5:46:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.7315, loss: 1.7315 +2023-12-26 01:23:45,448 - pyskl - INFO - Epoch [31][400/3405] lr: 2.259e-02, eta: 1 day, 5:46:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 1.7332, loss: 1.7332 +2023-12-26 01:24:10,577 - pyskl - INFO - Epoch [31][500/3405] lr: 2.259e-02, eta: 1 day, 5:45:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9500, loss_cls: 1.7834, loss: 1.7834 +2023-12-26 01:24:35,944 - pyskl - INFO - Epoch [31][600/3405] lr: 2.259e-02, eta: 1 day, 5:45:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.6886, loss: 1.6886 +2023-12-26 01:25:01,282 - pyskl - INFO - Epoch [31][700/3405] lr: 2.258e-02, eta: 1 day, 5:44:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9544, loss_cls: 1.7683, loss: 1.7683 +2023-12-26 01:25:26,500 - pyskl - INFO - Epoch [31][800/3405] lr: 2.258e-02, eta: 1 day, 5:44:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9344, loss_cls: 1.8867, loss: 1.8867 +2023-12-26 01:25:51,900 - pyskl - INFO - Epoch [31][900/3405] lr: 2.257e-02, eta: 1 day, 5:43:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9525, loss_cls: 1.7775, loss: 1.7775 +2023-12-26 01:26:17,139 - pyskl - INFO - Epoch [31][1000/3405] lr: 2.257e-02, eta: 1 day, 5:43:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 1.7892, loss: 1.7892 +2023-12-26 01:26:42,224 - pyskl - INFO - Epoch [31][1100/3405] lr: 2.256e-02, eta: 1 day, 5:42:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9394, loss_cls: 1.8150, loss: 1.8150 +2023-12-26 01:27:07,331 - pyskl - INFO - Epoch [31][1200/3405] lr: 2.256e-02, eta: 1 day, 5:42:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 1.8072, loss: 1.8072 +2023-12-26 01:27:32,774 - pyskl - INFO - Epoch [31][1300/3405] lr: 2.255e-02, eta: 1 day, 5:41:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9481, loss_cls: 1.7677, loss: 1.7677 +2023-12-26 01:27:58,017 - pyskl - INFO - Epoch [31][1400/3405] lr: 2.255e-02, eta: 1 day, 5:41:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.7288, loss: 1.7288 +2023-12-26 01:28:23,859 - pyskl - INFO - Epoch [31][1500/3405] lr: 2.254e-02, eta: 1 day, 5:40:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9569, loss_cls: 1.7591, loss: 1.7591 +2023-12-26 01:28:50,264 - pyskl - INFO - Epoch [31][1600/3405] lr: 2.254e-02, eta: 1 day, 5:40:30, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9531, loss_cls: 1.7839, loss: 1.7839 +2023-12-26 01:29:15,892 - pyskl - INFO - Epoch [31][1700/3405] lr: 2.254e-02, eta: 1 day, 5:40:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 1.7418, loss: 1.7418 +2023-12-26 01:29:42,364 - pyskl - INFO - Epoch [31][1800/3405] lr: 2.253e-02, eta: 1 day, 5:39:36, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9450, loss_cls: 1.7989, loss: 1.7989 +2023-12-26 01:30:08,877 - pyskl - INFO - Epoch [31][1900/3405] lr: 2.253e-02, eta: 1 day, 5:39:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9444, loss_cls: 1.8163, loss: 1.8163 +2023-12-26 01:30:35,437 - pyskl - INFO - Epoch [31][2000/3405] lr: 2.252e-02, eta: 1 day, 5:38:46, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7175, top5_acc: 0.9406, loss_cls: 1.8937, loss: 1.8937 +2023-12-26 01:31:01,968 - pyskl - INFO - Epoch [31][2100/3405] lr: 2.252e-02, eta: 1 day, 5:38:21, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.7819, loss: 1.7819 +2023-12-26 01:31:28,462 - pyskl - INFO - Epoch [31][2200/3405] lr: 2.251e-02, eta: 1 day, 5:37:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7338, top5_acc: 0.9475, loss_cls: 1.8361, loss: 1.8361 +2023-12-26 01:31:54,978 - pyskl - INFO - Epoch [31][2300/3405] lr: 2.251e-02, eta: 1 day, 5:37:30, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.7168, loss: 1.7168 +2023-12-26 01:32:21,501 - pyskl - INFO - Epoch [31][2400/3405] lr: 2.250e-02, eta: 1 day, 5:37:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 1.7335, loss: 1.7335 +2023-12-26 01:32:47,975 - pyskl - INFO - Epoch [31][2500/3405] lr: 2.250e-02, eta: 1 day, 5:36:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9413, loss_cls: 1.8388, loss: 1.8388 +2023-12-26 01:33:13,543 - pyskl - INFO - Epoch [31][2600/3405] lr: 2.249e-02, eta: 1 day, 5:36:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9581, loss_cls: 1.7789, loss: 1.7789 +2023-12-26 01:33:38,974 - pyskl - INFO - Epoch [31][2700/3405] lr: 2.249e-02, eta: 1 day, 5:35:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 1.7639, loss: 1.7639 +2023-12-26 01:34:04,143 - pyskl - INFO - Epoch [31][2800/3405] lr: 2.248e-02, eta: 1 day, 5:35:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9475, loss_cls: 1.8366, loss: 1.8366 +2023-12-26 01:34:29,546 - pyskl - INFO - Epoch [31][2900/3405] lr: 2.248e-02, eta: 1 day, 5:34:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9587, loss_cls: 1.7975, loss: 1.7975 +2023-12-26 01:34:54,944 - pyskl - INFO - Epoch [31][3000/3405] lr: 2.248e-02, eta: 1 day, 5:34:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7188, top5_acc: 0.9425, loss_cls: 1.8916, loss: 1.8916 +2023-12-26 01:35:20,616 - pyskl - INFO - Epoch [31][3100/3405] lr: 2.247e-02, eta: 1 day, 5:33:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9419, loss_cls: 1.8675, loss: 1.8675 +2023-12-26 01:35:46,616 - pyskl - INFO - Epoch [31][3200/3405] lr: 2.247e-02, eta: 1 day, 5:33:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.8223, loss: 1.8223 +2023-12-26 01:36:12,132 - pyskl - INFO - Epoch [31][3300/3405] lr: 2.246e-02, eta: 1 day, 5:32:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9419, loss_cls: 1.7856, loss: 1.7856 +2023-12-26 01:36:37,797 - pyskl - INFO - Epoch [31][3400/3405] lr: 2.246e-02, eta: 1 day, 5:32:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9456, loss_cls: 1.8207, loss: 1.8207 +2023-12-26 01:36:39,769 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-26 01:41:05,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 01:41:06,073 - pyskl - INFO - +top1_acc 0.7116 +top5_acc 0.9346 +2023-12-26 01:41:06,099 - pyskl - INFO - Epoch(val) [31][3718] top1_acc: 0.7116, top5_acc: 0.9346 +2023-12-26 01:41:58,470 - pyskl - INFO - Epoch [32][100/3405] lr: 2.245e-02, eta: 1 day, 5:33:27, time: 0.524, data_time: 0.268, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 1.7371, loss: 1.7371 +2023-12-26 01:42:23,710 - pyskl - INFO - Epoch [32][200/3405] lr: 2.245e-02, eta: 1 day, 5:32:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9619, loss_cls: 1.7167, loss: 1.7167 +2023-12-26 01:42:48,753 - pyskl - INFO - Epoch [32][300/3405] lr: 2.244e-02, eta: 1 day, 5:32:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.7271, loss: 1.7271 +2023-12-26 01:43:13,924 - pyskl - INFO - Epoch [32][400/3405] lr: 2.244e-02, eta: 1 day, 5:31:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9619, loss_cls: 1.7374, loss: 1.7374 +2023-12-26 01:43:38,934 - pyskl - INFO - Epoch [32][500/3405] lr: 2.243e-02, eta: 1 day, 5:31:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9450, loss_cls: 1.7935, loss: 1.7935 +2023-12-26 01:44:03,957 - pyskl - INFO - Epoch [32][600/3405] lr: 2.243e-02, eta: 1 day, 5:30:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9475, loss_cls: 1.7751, loss: 1.7751 +2023-12-26 01:44:29,139 - pyskl - INFO - Epoch [32][700/3405] lr: 2.242e-02, eta: 1 day, 5:30:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9463, loss_cls: 1.8261, loss: 1.8261 +2023-12-26 01:44:54,309 - pyskl - INFO - Epoch [32][800/3405] lr: 2.242e-02, eta: 1 day, 5:29:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9575, loss_cls: 1.7292, loss: 1.7292 +2023-12-26 01:45:19,305 - pyskl - INFO - Epoch [32][900/3405] lr: 2.241e-02, eta: 1 day, 5:29:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9544, loss_cls: 1.7684, loss: 1.7684 +2023-12-26 01:45:44,266 - pyskl - INFO - Epoch [32][1000/3405] lr: 2.241e-02, eta: 1 day, 5:28:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9569, loss_cls: 1.7418, loss: 1.7418 +2023-12-26 01:46:09,259 - pyskl - INFO - Epoch [32][1100/3405] lr: 2.241e-02, eta: 1 day, 5:28:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.6926, loss: 1.6926 +2023-12-26 01:46:34,253 - pyskl - INFO - Epoch [32][1200/3405] lr: 2.240e-02, eta: 1 day, 5:27:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9475, loss_cls: 1.7494, loss: 1.7494 +2023-12-26 01:46:59,372 - pyskl - INFO - Epoch [32][1300/3405] lr: 2.240e-02, eta: 1 day, 5:27:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 1.7567, loss: 1.7567 +2023-12-26 01:47:24,721 - pyskl - INFO - Epoch [32][1400/3405] lr: 2.239e-02, eta: 1 day, 5:26:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9600, loss_cls: 1.7855, loss: 1.7855 +2023-12-26 01:47:49,770 - pyskl - INFO - Epoch [32][1500/3405] lr: 2.239e-02, eta: 1 day, 5:26:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9550, loss_cls: 1.8017, loss: 1.8017 +2023-12-26 01:48:14,845 - pyskl - INFO - Epoch [32][1600/3405] lr: 2.238e-02, eta: 1 day, 5:25:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9513, loss_cls: 1.7947, loss: 1.7947 +2023-12-26 01:48:39,904 - pyskl - INFO - Epoch [32][1700/3405] lr: 2.238e-02, eta: 1 day, 5:25:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9537, loss_cls: 1.7731, loss: 1.7731 +2023-12-26 01:49:05,117 - pyskl - INFO - Epoch [32][1800/3405] lr: 2.237e-02, eta: 1 day, 5:24:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9581, loss_cls: 1.7639, loss: 1.7639 +2023-12-26 01:49:30,504 - pyskl - INFO - Epoch [32][1900/3405] lr: 2.237e-02, eta: 1 day, 5:24:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9413, loss_cls: 1.8486, loss: 1.8486 +2023-12-26 01:49:55,817 - pyskl - INFO - Epoch [32][2000/3405] lr: 2.236e-02, eta: 1 day, 5:23:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 1.7792, loss: 1.7792 +2023-12-26 01:50:20,982 - pyskl - INFO - Epoch [32][2100/3405] lr: 2.236e-02, eta: 1 day, 5:23:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9306, loss_cls: 1.8465, loss: 1.8465 +2023-12-26 01:50:46,334 - pyskl - INFO - Epoch [32][2200/3405] lr: 2.235e-02, eta: 1 day, 5:22:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 1.8116, loss: 1.8116 +2023-12-26 01:51:11,438 - pyskl - INFO - Epoch [32][2300/3405] lr: 2.235e-02, eta: 1 day, 5:22:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9475, loss_cls: 1.8211, loss: 1.8211 +2023-12-26 01:51:36,723 - pyskl - INFO - Epoch [32][2400/3405] lr: 2.234e-02, eta: 1 day, 5:21:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9519, loss_cls: 1.8003, loss: 1.8003 +2023-12-26 01:52:02,432 - pyskl - INFO - Epoch [32][2500/3405] lr: 2.234e-02, eta: 1 day, 5:21:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9537, loss_cls: 1.7893, loss: 1.7893 +2023-12-26 01:52:28,034 - pyskl - INFO - Epoch [32][2600/3405] lr: 2.233e-02, eta: 1 day, 5:20:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9450, loss_cls: 1.8082, loss: 1.8082 +2023-12-26 01:52:53,402 - pyskl - INFO - Epoch [32][2700/3405] lr: 2.233e-02, eta: 1 day, 5:20:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9450, loss_cls: 1.8190, loss: 1.8190 +2023-12-26 01:53:18,665 - pyskl - INFO - Epoch [32][2800/3405] lr: 2.233e-02, eta: 1 day, 5:19:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9556, loss_cls: 1.7898, loss: 1.7898 +2023-12-26 01:53:44,172 - pyskl - INFO - Epoch [32][2900/3405] lr: 2.232e-02, eta: 1 day, 5:19:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9500, loss_cls: 1.8206, loss: 1.8206 +2023-12-26 01:54:09,620 - pyskl - INFO - Epoch [32][3000/3405] lr: 2.232e-02, eta: 1 day, 5:18:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7381, top5_acc: 0.9450, loss_cls: 1.8202, loss: 1.8202 +2023-12-26 01:54:35,454 - pyskl - INFO - Epoch [32][3100/3405] lr: 2.231e-02, eta: 1 day, 5:18:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9431, loss_cls: 1.7566, loss: 1.7566 +2023-12-26 01:55:01,048 - pyskl - INFO - Epoch [32][3200/3405] lr: 2.231e-02, eta: 1 day, 5:17:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9356, loss_cls: 1.8490, loss: 1.8490 +2023-12-26 01:55:26,750 - pyskl - INFO - Epoch [32][3300/3405] lr: 2.230e-02, eta: 1 day, 5:17:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9569, loss_cls: 1.7852, loss: 1.7852 +2023-12-26 01:55:52,629 - pyskl - INFO - Epoch [32][3400/3405] lr: 2.230e-02, eta: 1 day, 5:16:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9550, loss_cls: 1.7082, loss: 1.7082 +2023-12-26 01:55:54,736 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-26 02:00:20,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:00:20,952 - pyskl - INFO - +top1_acc 0.7304 +top5_acc 0.9375 +2023-12-26 02:00:20,978 - pyskl - INFO - Epoch(val) [32][3718] top1_acc: 0.7304, top5_acc: 0.9375 +2023-12-26 02:01:13,096 - pyskl - INFO - Epoch [33][100/3405] lr: 2.229e-02, eta: 1 day, 5:18:02, time: 0.521, data_time: 0.265, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.7090, loss: 1.7090 +2023-12-26 02:01:38,353 - pyskl - INFO - Epoch [33][200/3405] lr: 2.229e-02, eta: 1 day, 5:17:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9613, loss_cls: 1.7350, loss: 1.7350 +2023-12-26 02:02:03,527 - pyskl - INFO - Epoch [33][300/3405] lr: 2.228e-02, eta: 1 day, 5:17:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 1.7538, loss: 1.7538 +2023-12-26 02:02:28,651 - pyskl - INFO - Epoch [33][400/3405] lr: 2.228e-02, eta: 1 day, 5:16:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9519, loss_cls: 1.7234, loss: 1.7234 +2023-12-26 02:02:54,019 - pyskl - INFO - Epoch [33][500/3405] lr: 2.227e-02, eta: 1 day, 5:16:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 1.7059, loss: 1.7059 +2023-12-26 02:03:19,338 - pyskl - INFO - Epoch [33][600/3405] lr: 2.227e-02, eta: 1 day, 5:15:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9637, loss_cls: 1.7260, loss: 1.7260 +2023-12-26 02:03:44,548 - pyskl - INFO - Epoch [33][700/3405] lr: 2.226e-02, eta: 1 day, 5:15:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9519, loss_cls: 1.7484, loss: 1.7484 +2023-12-26 02:04:10,053 - pyskl - INFO - Epoch [33][800/3405] lr: 2.226e-02, eta: 1 day, 5:14:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 1.7268, loss: 1.7268 +2023-12-26 02:04:35,316 - pyskl - INFO - Epoch [33][900/3405] lr: 2.225e-02, eta: 1 day, 5:14:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.7779, loss: 1.7779 +2023-12-26 02:05:00,889 - pyskl - INFO - Epoch [33][1000/3405] lr: 2.225e-02, eta: 1 day, 5:13:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9475, loss_cls: 1.7780, loss: 1.7780 +2023-12-26 02:05:26,487 - pyskl - INFO - Epoch [33][1100/3405] lr: 2.224e-02, eta: 1 day, 5:13:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9487, loss_cls: 1.7772, loss: 1.7772 +2023-12-26 02:05:51,970 - pyskl - INFO - Epoch [33][1200/3405] lr: 2.224e-02, eta: 1 day, 5:12:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.7771, loss: 1.7771 +2023-12-26 02:06:17,305 - pyskl - INFO - Epoch [33][1300/3405] lr: 2.223e-02, eta: 1 day, 5:12:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 1.7325, loss: 1.7325 +2023-12-26 02:06:42,509 - pyskl - INFO - Epoch [33][1400/3405] lr: 2.223e-02, eta: 1 day, 5:11:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9556, loss_cls: 1.7214, loss: 1.7214 +2023-12-26 02:07:07,549 - pyskl - INFO - Epoch [33][1500/3405] lr: 2.222e-02, eta: 1 day, 5:11:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9606, loss_cls: 1.7804, loss: 1.7804 +2023-12-26 02:07:32,528 - pyskl - INFO - Epoch [33][1600/3405] lr: 2.222e-02, eta: 1 day, 5:10:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7262, top5_acc: 0.9406, loss_cls: 1.8640, loss: 1.8640 +2023-12-26 02:07:57,529 - pyskl - INFO - Epoch [33][1700/3405] lr: 2.221e-02, eta: 1 day, 5:10:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7294, top5_acc: 0.9544, loss_cls: 1.8167, loss: 1.8167 +2023-12-26 02:08:22,625 - pyskl - INFO - Epoch [33][1800/3405] lr: 2.221e-02, eta: 1 day, 5:09:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 1.7549, loss: 1.7549 +2023-12-26 02:08:47,687 - pyskl - INFO - Epoch [33][1900/3405] lr: 2.220e-02, eta: 1 day, 5:09:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 1.7698, loss: 1.7698 +2023-12-26 02:09:14,091 - pyskl - INFO - Epoch [33][2000/3405] lr: 2.220e-02, eta: 1 day, 5:08:38, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9500, loss_cls: 1.8063, loss: 1.8063 +2023-12-26 02:09:39,370 - pyskl - INFO - Epoch [33][2100/3405] lr: 2.220e-02, eta: 1 day, 5:08:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 1.8037, loss: 1.8037 +2023-12-26 02:10:04,415 - pyskl - INFO - Epoch [33][2200/3405] lr: 2.219e-02, eta: 1 day, 5:07:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.7417, loss: 1.7417 +2023-12-26 02:10:30,033 - pyskl - INFO - Epoch [33][2300/3405] lr: 2.219e-02, eta: 1 day, 5:07:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9494, loss_cls: 1.7555, loss: 1.7555 +2023-12-26 02:10:55,378 - pyskl - INFO - Epoch [33][2400/3405] lr: 2.218e-02, eta: 1 day, 5:06:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7388, top5_acc: 0.9400, loss_cls: 1.8325, loss: 1.8325 +2023-12-26 02:11:20,656 - pyskl - INFO - Epoch [33][2500/3405] lr: 2.218e-02, eta: 1 day, 5:06:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9463, loss_cls: 1.7882, loss: 1.7882 +2023-12-26 02:11:46,537 - pyskl - INFO - Epoch [33][2600/3405] lr: 2.217e-02, eta: 1 day, 5:05:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7312, top5_acc: 0.9513, loss_cls: 1.8272, loss: 1.8272 +2023-12-26 02:12:12,193 - pyskl - INFO - Epoch [33][2700/3405] lr: 2.217e-02, eta: 1 day, 5:05:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9569, loss_cls: 1.7261, loss: 1.7261 +2023-12-26 02:12:38,054 - pyskl - INFO - Epoch [33][2800/3405] lr: 2.216e-02, eta: 1 day, 5:04:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9444, loss_cls: 1.8002, loss: 1.8002 +2023-12-26 02:13:03,150 - pyskl - INFO - Epoch [33][2900/3405] lr: 2.216e-02, eta: 1 day, 5:04:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9531, loss_cls: 1.7538, loss: 1.7538 +2023-12-26 02:13:28,314 - pyskl - INFO - Epoch [33][3000/3405] lr: 2.215e-02, eta: 1 day, 5:03:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9581, loss_cls: 1.7613, loss: 1.7613 +2023-12-26 02:13:53,801 - pyskl - INFO - Epoch [33][3100/3405] lr: 2.215e-02, eta: 1 day, 5:03:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 1.8165, loss: 1.8165 +2023-12-26 02:14:18,997 - pyskl - INFO - Epoch [33][3200/3405] lr: 2.214e-02, eta: 1 day, 5:02:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9419, loss_cls: 1.8170, loss: 1.8170 +2023-12-26 02:14:44,935 - pyskl - INFO - Epoch [33][3300/3405] lr: 2.214e-02, eta: 1 day, 5:02:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7250, top5_acc: 0.9381, loss_cls: 1.8494, loss: 1.8494 +2023-12-26 02:15:10,667 - pyskl - INFO - Epoch [33][3400/3405] lr: 2.213e-02, eta: 1 day, 5:01:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9550, loss_cls: 1.7737, loss: 1.7737 +2023-12-26 02:15:12,733 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-26 02:19:39,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:19:39,706 - pyskl - INFO - +top1_acc 0.7328 +top5_acc 0.9426 +2023-12-26 02:19:39,732 - pyskl - INFO - Epoch(val) [33][3718] top1_acc: 0.7328, top5_acc: 0.9426 +2023-12-26 02:20:32,574 - pyskl - INFO - Epoch [34][100/3405] lr: 2.213e-02, eta: 1 day, 5:02:55, time: 0.528, data_time: 0.272, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9631, loss_cls: 1.6955, loss: 1.6955 +2023-12-26 02:20:58,078 - pyskl - INFO - Epoch [34][200/3405] lr: 2.212e-02, eta: 1 day, 5:02:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.7540, loss: 1.7540 +2023-12-26 02:21:23,319 - pyskl - INFO - Epoch [34][300/3405] lr: 2.212e-02, eta: 1 day, 5:01:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9569, loss_cls: 1.7264, loss: 1.7264 +2023-12-26 02:21:48,409 - pyskl - INFO - Epoch [34][400/3405] lr: 2.211e-02, eta: 1 day, 5:01:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9506, loss_cls: 1.7506, loss: 1.7506 +2023-12-26 02:22:13,498 - pyskl - INFO - Epoch [34][500/3405] lr: 2.211e-02, eta: 1 day, 5:00:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.7263, loss: 1.7263 +2023-12-26 02:22:38,627 - pyskl - INFO - Epoch [34][600/3405] lr: 2.210e-02, eta: 1 day, 5:00:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9550, loss_cls: 1.7592, loss: 1.7592 +2023-12-26 02:23:03,924 - pyskl - INFO - Epoch [34][700/3405] lr: 2.210e-02, eta: 1 day, 4:59:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.7647, loss: 1.7647 +2023-12-26 02:23:29,112 - pyskl - INFO - Epoch [34][800/3405] lr: 2.209e-02, eta: 1 day, 4:59:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 1.7539, loss: 1.7539 +2023-12-26 02:23:54,266 - pyskl - INFO - Epoch [34][900/3405] lr: 2.209e-02, eta: 1 day, 4:58:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9487, loss_cls: 1.7861, loss: 1.7861 +2023-12-26 02:24:19,402 - pyskl - INFO - Epoch [34][1000/3405] lr: 2.208e-02, eta: 1 day, 4:58:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 1.7874, loss: 1.7874 +2023-12-26 02:24:44,544 - pyskl - INFO - Epoch [34][1100/3405] lr: 2.208e-02, eta: 1 day, 4:57:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9581, loss_cls: 1.7787, loss: 1.7787 +2023-12-26 02:25:09,760 - pyskl - INFO - Epoch [34][1200/3405] lr: 2.207e-02, eta: 1 day, 4:57:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9494, loss_cls: 1.7311, loss: 1.7311 +2023-12-26 02:25:35,351 - pyskl - INFO - Epoch [34][1300/3405] lr: 2.207e-02, eta: 1 day, 4:56:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 1.8061, loss: 1.8061 +2023-12-26 02:26:00,910 - pyskl - INFO - Epoch [34][1400/3405] lr: 2.206e-02, eta: 1 day, 4:56:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 1.7453, loss: 1.7453 +2023-12-26 02:26:26,215 - pyskl - INFO - Epoch [34][1500/3405] lr: 2.206e-02, eta: 1 day, 4:55:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9525, loss_cls: 1.7781, loss: 1.7781 +2023-12-26 02:26:51,161 - pyskl - INFO - Epoch [34][1600/3405] lr: 2.205e-02, eta: 1 day, 4:55:28, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.7880, loss: 1.7880 +2023-12-26 02:27:16,091 - pyskl - INFO - Epoch [34][1700/3405] lr: 2.205e-02, eta: 1 day, 4:54:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9544, loss_cls: 1.7325, loss: 1.7325 +2023-12-26 02:27:41,064 - pyskl - INFO - Epoch [34][1800/3405] lr: 2.204e-02, eta: 1 day, 4:54:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9463, loss_cls: 1.8050, loss: 1.8050 +2023-12-26 02:28:06,069 - pyskl - INFO - Epoch [34][1900/3405] lr: 2.204e-02, eta: 1 day, 4:53:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 1.8435, loss: 1.8435 +2023-12-26 02:28:31,783 - pyskl - INFO - Epoch [34][2000/3405] lr: 2.203e-02, eta: 1 day, 4:53:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9581, loss_cls: 1.7566, loss: 1.7566 +2023-12-26 02:28:57,011 - pyskl - INFO - Epoch [34][2100/3405] lr: 2.203e-02, eta: 1 day, 4:52:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.7180, loss: 1.7180 +2023-12-26 02:29:22,039 - pyskl - INFO - Epoch [34][2200/3405] lr: 2.202e-02, eta: 1 day, 4:52:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9356, loss_cls: 1.8300, loss: 1.8300 +2023-12-26 02:29:47,116 - pyskl - INFO - Epoch [34][2300/3405] lr: 2.202e-02, eta: 1 day, 4:51:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9544, loss_cls: 1.7876, loss: 1.7876 +2023-12-26 02:30:12,123 - pyskl - INFO - Epoch [34][2400/3405] lr: 2.201e-02, eta: 1 day, 4:51:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9587, loss_cls: 1.7666, loss: 1.7666 +2023-12-26 02:30:37,328 - pyskl - INFO - Epoch [34][2500/3405] lr: 2.201e-02, eta: 1 day, 4:50:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7269, top5_acc: 0.9450, loss_cls: 1.8424, loss: 1.8424 +2023-12-26 02:31:02,911 - pyskl - INFO - Epoch [34][2600/3405] lr: 2.200e-02, eta: 1 day, 4:50:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9550, loss_cls: 1.7371, loss: 1.7371 +2023-12-26 02:31:28,371 - pyskl - INFO - Epoch [34][2700/3405] lr: 2.200e-02, eta: 1 day, 4:49:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.7354, loss: 1.7354 +2023-12-26 02:31:53,603 - pyskl - INFO - Epoch [34][2800/3405] lr: 2.199e-02, eta: 1 day, 4:49:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9500, loss_cls: 1.7804, loss: 1.7804 +2023-12-26 02:32:19,237 - pyskl - INFO - Epoch [34][2900/3405] lr: 2.199e-02, eta: 1 day, 4:49:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.7655, loss: 1.7655 +2023-12-26 02:32:44,428 - pyskl - INFO - Epoch [34][3000/3405] lr: 2.198e-02, eta: 1 day, 4:48:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 1.7848, loss: 1.7848 +2023-12-26 02:33:10,230 - pyskl - INFO - Epoch [34][3100/3405] lr: 2.198e-02, eta: 1 day, 4:48:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9587, loss_cls: 1.7164, loss: 1.7164 +2023-12-26 02:33:35,848 - pyskl - INFO - Epoch [34][3200/3405] lr: 2.197e-02, eta: 1 day, 4:47:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 1.7961, loss: 1.7961 +2023-12-26 02:34:01,294 - pyskl - INFO - Epoch [34][3300/3405] lr: 2.197e-02, eta: 1 day, 4:47:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9450, loss_cls: 1.8341, loss: 1.8341 +2023-12-26 02:34:26,723 - pyskl - INFO - Epoch [34][3400/3405] lr: 2.196e-02, eta: 1 day, 4:46:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9513, loss_cls: 1.7836, loss: 1.7836 +2023-12-26 02:34:28,684 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-26 02:38:54,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:38:55,413 - pyskl - INFO - +top1_acc 0.7169 +top5_acc 0.9349 +2023-12-26 02:38:55,438 - pyskl - INFO - Epoch(val) [34][3718] top1_acc: 0.7169, top5_acc: 0.9349 +2023-12-26 02:39:47,978 - pyskl - INFO - Epoch [35][100/3405] lr: 2.196e-02, eta: 1 day, 4:47:35, time: 0.525, data_time: 0.273, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.7240, loss: 1.7240 +2023-12-26 02:40:13,553 - pyskl - INFO - Epoch [35][200/3405] lr: 2.195e-02, eta: 1 day, 4:47:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9550, loss_cls: 1.6805, loss: 1.6805 +2023-12-26 02:40:38,610 - pyskl - INFO - Epoch [35][300/3405] lr: 2.195e-02, eta: 1 day, 4:46:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9550, loss_cls: 1.7544, loss: 1.7544 +2023-12-26 02:41:03,762 - pyskl - INFO - Epoch [35][400/3405] lr: 2.194e-02, eta: 1 day, 4:46:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.7616, loss: 1.7616 +2023-12-26 02:41:28,941 - pyskl - INFO - Epoch [35][500/3405] lr: 2.194e-02, eta: 1 day, 4:45:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9519, loss_cls: 1.7464, loss: 1.7464 +2023-12-26 02:41:54,008 - pyskl - INFO - Epoch [35][600/3405] lr: 2.193e-02, eta: 1 day, 4:45:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9519, loss_cls: 1.7774, loss: 1.7774 +2023-12-26 02:42:19,391 - pyskl - INFO - Epoch [35][700/3405] lr: 2.193e-02, eta: 1 day, 4:44:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9519, loss_cls: 1.7595, loss: 1.7595 +2023-12-26 02:42:44,726 - pyskl - INFO - Epoch [35][800/3405] lr: 2.192e-02, eta: 1 day, 4:44:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 1.7107, loss: 1.7107 +2023-12-26 02:43:09,930 - pyskl - INFO - Epoch [35][900/3405] lr: 2.192e-02, eta: 1 day, 4:43:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9475, loss_cls: 1.7757, loss: 1.7757 +2023-12-26 02:43:35,346 - pyskl - INFO - Epoch [35][1000/3405] lr: 2.191e-02, eta: 1 day, 4:43:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9537, loss_cls: 1.7478, loss: 1.7478 +2023-12-26 02:44:00,738 - pyskl - INFO - Epoch [35][1100/3405] lr: 2.191e-02, eta: 1 day, 4:42:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.7136, loss: 1.7136 +2023-12-26 02:44:25,892 - pyskl - INFO - Epoch [35][1200/3405] lr: 2.190e-02, eta: 1 day, 4:42:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9581, loss_cls: 1.7330, loss: 1.7330 +2023-12-26 02:44:51,064 - pyskl - INFO - Epoch [35][1300/3405] lr: 2.190e-02, eta: 1 day, 4:41:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9450, loss_cls: 1.8244, loss: 1.8244 +2023-12-26 02:45:16,191 - pyskl - INFO - Epoch [35][1400/3405] lr: 2.189e-02, eta: 1 day, 4:41:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.7581, loss: 1.7581 +2023-12-26 02:45:41,332 - pyskl - INFO - Epoch [35][1500/3405] lr: 2.189e-02, eta: 1 day, 4:40:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9450, loss_cls: 1.8149, loss: 1.8149 +2023-12-26 02:46:06,399 - pyskl - INFO - Epoch [35][1600/3405] lr: 2.188e-02, eta: 1 day, 4:40:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9463, loss_cls: 1.8194, loss: 1.8194 +2023-12-26 02:46:31,674 - pyskl - INFO - Epoch [35][1700/3405] lr: 2.188e-02, eta: 1 day, 4:39:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9525, loss_cls: 1.7373, loss: 1.7373 +2023-12-26 02:46:56,867 - pyskl - INFO - Epoch [35][1800/3405] lr: 2.187e-02, eta: 1 day, 4:39:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9519, loss_cls: 1.7821, loss: 1.7821 +2023-12-26 02:47:21,938 - pyskl - INFO - Epoch [35][1900/3405] lr: 2.187e-02, eta: 1 day, 4:38:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 1.7527, loss: 1.7527 +2023-12-26 02:47:47,133 - pyskl - INFO - Epoch [35][2000/3405] lr: 2.186e-02, eta: 1 day, 4:38:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 1.7211, loss: 1.7211 +2023-12-26 02:48:12,133 - pyskl - INFO - Epoch [35][2100/3405] lr: 2.186e-02, eta: 1 day, 4:37:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.7713, loss: 1.7713 +2023-12-26 02:48:37,307 - pyskl - INFO - Epoch [35][2200/3405] lr: 2.185e-02, eta: 1 day, 4:37:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9494, loss_cls: 1.7902, loss: 1.7902 +2023-12-26 02:49:02,615 - pyskl - INFO - Epoch [35][2300/3405] lr: 2.185e-02, eta: 1 day, 4:36:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9606, loss_cls: 1.7469, loss: 1.7469 +2023-12-26 02:49:28,000 - pyskl - INFO - Epoch [35][2400/3405] lr: 2.184e-02, eta: 1 day, 4:36:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.7163, loss: 1.7163 +2023-12-26 02:49:53,414 - pyskl - INFO - Epoch [35][2500/3405] lr: 2.184e-02, eta: 1 day, 4:35:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7475, top5_acc: 0.9513, loss_cls: 1.7889, loss: 1.7889 +2023-12-26 02:50:19,076 - pyskl - INFO - Epoch [35][2600/3405] lr: 2.183e-02, eta: 1 day, 4:35:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 1.7090, loss: 1.7090 +2023-12-26 02:50:44,556 - pyskl - INFO - Epoch [35][2700/3405] lr: 2.183e-02, eta: 1 day, 4:34:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.8011, loss: 1.8011 +2023-12-26 02:51:09,794 - pyskl - INFO - Epoch [35][2800/3405] lr: 2.182e-02, eta: 1 day, 4:34:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9563, loss_cls: 1.7500, loss: 1.7500 +2023-12-26 02:51:34,814 - pyskl - INFO - Epoch [35][2900/3405] lr: 2.182e-02, eta: 1 day, 4:33:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9531, loss_cls: 1.7789, loss: 1.7789 +2023-12-26 02:51:59,825 - pyskl - INFO - Epoch [35][3000/3405] lr: 2.181e-02, eta: 1 day, 4:33:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9475, loss_cls: 1.7939, loss: 1.7939 +2023-12-26 02:52:25,460 - pyskl - INFO - Epoch [35][3100/3405] lr: 2.181e-02, eta: 1 day, 4:32:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7400, top5_acc: 0.9494, loss_cls: 1.8196, loss: 1.8196 +2023-12-26 02:52:50,978 - pyskl - INFO - Epoch [35][3200/3405] lr: 2.180e-02, eta: 1 day, 4:32:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.7338, loss: 1.7338 +2023-12-26 02:53:16,202 - pyskl - INFO - Epoch [35][3300/3405] lr: 2.179e-02, eta: 1 day, 4:31:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7288, top5_acc: 0.9500, loss_cls: 1.8220, loss: 1.8220 +2023-12-26 02:53:41,598 - pyskl - INFO - Epoch [35][3400/3405] lr: 2.179e-02, eta: 1 day, 4:31:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.7752, loss: 1.7752 +2023-12-26 02:53:43,584 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-26 02:58:09,145 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:58:09,775 - pyskl - INFO - +top1_acc 0.7328 +top5_acc 0.9425 +2023-12-26 02:58:09,800 - pyskl - INFO - Epoch(val) [35][3718] top1_acc: 0.7328, top5_acc: 0.9425 +2023-12-26 02:59:02,480 - pyskl - INFO - Epoch [36][100/3405] lr: 2.178e-02, eta: 1 day, 4:32:17, time: 0.527, data_time: 0.275, memory: 5236, top1_acc: 0.7406, top5_acc: 0.9425, loss_cls: 1.8108, loss: 1.8108 +2023-12-26 02:59:27,750 - pyskl - INFO - Epoch [36][200/3405] lr: 2.178e-02, eta: 1 day, 4:31:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.7273, loss: 1.7273 +2023-12-26 02:59:53,180 - pyskl - INFO - Epoch [36][300/3405] lr: 2.177e-02, eta: 1 day, 4:31:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 1.6851, loss: 1.6851 +2023-12-26 03:00:18,355 - pyskl - INFO - Epoch [36][400/3405] lr: 2.177e-02, eta: 1 day, 4:30:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 1.6987, loss: 1.6987 +2023-12-26 03:00:43,365 - pyskl - INFO - Epoch [36][500/3405] lr: 2.176e-02, eta: 1 day, 4:30:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9519, loss_cls: 1.7599, loss: 1.7599 +2023-12-26 03:01:08,414 - pyskl - INFO - Epoch [36][600/3405] lr: 2.176e-02, eta: 1 day, 4:29:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9625, loss_cls: 1.7382, loss: 1.7382 +2023-12-26 03:01:33,511 - pyskl - INFO - Epoch [36][700/3405] lr: 2.175e-02, eta: 1 day, 4:29:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.7464, loss: 1.7464 +2023-12-26 03:01:58,604 - pyskl - INFO - Epoch [36][800/3405] lr: 2.175e-02, eta: 1 day, 4:28:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7319, top5_acc: 0.9463, loss_cls: 1.8470, loss: 1.8470 +2023-12-26 03:02:23,625 - pyskl - INFO - Epoch [36][900/3405] lr: 2.174e-02, eta: 1 day, 4:28:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7350, top5_acc: 0.9513, loss_cls: 1.8187, loss: 1.8187 +2023-12-26 03:02:48,614 - pyskl - INFO - Epoch [36][1000/3405] lr: 2.174e-02, eta: 1 day, 4:27:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.8059, loss: 1.8059 +2023-12-26 03:03:13,598 - pyskl - INFO - Epoch [36][1100/3405] lr: 2.173e-02, eta: 1 day, 4:27:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.7049, loss: 1.7049 +2023-12-26 03:03:38,583 - pyskl - INFO - Epoch [36][1200/3405] lr: 2.173e-02, eta: 1 day, 4:26:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 1.7527, loss: 1.7527 +2023-12-26 03:04:03,577 - pyskl - INFO - Epoch [36][1300/3405] lr: 2.172e-02, eta: 1 day, 4:26:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9575, loss_cls: 1.7202, loss: 1.7202 +2023-12-26 03:04:28,577 - pyskl - INFO - Epoch [36][1400/3405] lr: 2.172e-02, eta: 1 day, 4:25:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7300, top5_acc: 0.9463, loss_cls: 1.8503, loss: 1.8503 +2023-12-26 03:04:53,568 - pyskl - INFO - Epoch [36][1500/3405] lr: 2.171e-02, eta: 1 day, 4:25:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.7401, loss: 1.7401 +2023-12-26 03:05:18,546 - pyskl - INFO - Epoch [36][1600/3405] lr: 2.171e-02, eta: 1 day, 4:24:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 1.7436, loss: 1.7436 +2023-12-26 03:05:43,540 - pyskl - INFO - Epoch [36][1700/3405] lr: 2.170e-02, eta: 1 day, 4:24:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9519, loss_cls: 1.7804, loss: 1.7804 +2023-12-26 03:06:08,526 - pyskl - INFO - Epoch [36][1800/3405] lr: 2.170e-02, eta: 1 day, 4:23:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9563, loss_cls: 1.7129, loss: 1.7129 +2023-12-26 03:06:33,516 - pyskl - INFO - Epoch [36][1900/3405] lr: 2.169e-02, eta: 1 day, 4:23:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9531, loss_cls: 1.7878, loss: 1.7878 +2023-12-26 03:06:58,499 - pyskl - INFO - Epoch [36][2000/3405] lr: 2.169e-02, eta: 1 day, 4:22:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9613, loss_cls: 1.7223, loss: 1.7223 +2023-12-26 03:07:23,486 - pyskl - INFO - Epoch [36][2100/3405] lr: 2.168e-02, eta: 1 day, 4:22:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9519, loss_cls: 1.7463, loss: 1.7463 +2023-12-26 03:07:48,487 - pyskl - INFO - Epoch [36][2200/3405] lr: 2.168e-02, eta: 1 day, 4:21:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9494, loss_cls: 1.8071, loss: 1.8071 +2023-12-26 03:08:13,500 - pyskl - INFO - Epoch [36][2300/3405] lr: 2.167e-02, eta: 1 day, 4:21:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9650, loss_cls: 1.7205, loss: 1.7205 +2023-12-26 03:08:38,501 - pyskl - INFO - Epoch [36][2400/3405] lr: 2.166e-02, eta: 1 day, 4:20:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 1.6861, loss: 1.6861 +2023-12-26 03:09:03,480 - pyskl - INFO - Epoch [36][2500/3405] lr: 2.166e-02, eta: 1 day, 4:20:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.7596, loss: 1.7596 +2023-12-26 03:09:28,751 - pyskl - INFO - Epoch [36][2600/3405] lr: 2.165e-02, eta: 1 day, 4:19:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9463, loss_cls: 1.8011, loss: 1.8011 +2023-12-26 03:09:54,309 - pyskl - INFO - Epoch [36][2700/3405] lr: 2.165e-02, eta: 1 day, 4:19:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9506, loss_cls: 1.7506, loss: 1.7506 +2023-12-26 03:10:19,661 - pyskl - INFO - Epoch [36][2800/3405] lr: 2.164e-02, eta: 1 day, 4:18:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.7385, loss: 1.7385 +2023-12-26 03:10:45,040 - pyskl - INFO - Epoch [36][2900/3405] lr: 2.164e-02, eta: 1 day, 4:18:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9544, loss_cls: 1.7872, loss: 1.7872 +2023-12-26 03:11:10,575 - pyskl - INFO - Epoch [36][3000/3405] lr: 2.163e-02, eta: 1 day, 4:17:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9463, loss_cls: 1.8191, loss: 1.8191 +2023-12-26 03:11:36,505 - pyskl - INFO - Epoch [36][3100/3405] lr: 2.163e-02, eta: 1 day, 4:17:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9450, loss_cls: 1.8115, loss: 1.8115 +2023-12-26 03:12:02,957 - pyskl - INFO - Epoch [36][3200/3405] lr: 2.162e-02, eta: 1 day, 4:16:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 1.7057, loss: 1.7057 +2023-12-26 03:12:28,402 - pyskl - INFO - Epoch [36][3300/3405] lr: 2.162e-02, eta: 1 day, 4:16:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9663, loss_cls: 1.6849, loss: 1.6849 +2023-12-26 03:12:53,850 - pyskl - INFO - Epoch [36][3400/3405] lr: 2.161e-02, eta: 1 day, 4:16:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7394, top5_acc: 0.9506, loss_cls: 1.7727, loss: 1.7727 +2023-12-26 03:12:55,794 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-26 03:17:21,797 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 03:17:22,422 - pyskl - INFO - +top1_acc 0.7306 +top5_acc 0.9434 +2023-12-26 03:17:22,447 - pyskl - INFO - Epoch(val) [36][3718] top1_acc: 0.7306, top5_acc: 0.9434 +2023-12-26 03:18:14,339 - pyskl - INFO - Epoch [37][100/3405] lr: 2.161e-02, eta: 1 day, 4:16:50, time: 0.519, data_time: 0.270, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 1.7469, loss: 1.7469 +2023-12-26 03:18:39,405 - pyskl - INFO - Epoch [37][200/3405] lr: 2.160e-02, eta: 1 day, 4:16:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9550, loss_cls: 1.6970, loss: 1.6970 +2023-12-26 03:19:04,594 - pyskl - INFO - Epoch [37][300/3405] lr: 2.160e-02, eta: 1 day, 4:15:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.7073, loss: 1.7073 +2023-12-26 03:19:29,983 - pyskl - INFO - Epoch [37][400/3405] lr: 2.159e-02, eta: 1 day, 4:15:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9575, loss_cls: 1.7370, loss: 1.7370 +2023-12-26 03:19:55,294 - pyskl - INFO - Epoch [37][500/3405] lr: 2.159e-02, eta: 1 day, 4:14:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9425, loss_cls: 1.7848, loss: 1.7848 +2023-12-26 03:20:20,607 - pyskl - INFO - Epoch [37][600/3405] lr: 2.158e-02, eta: 1 day, 4:14:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9513, loss_cls: 1.7659, loss: 1.7659 +2023-12-26 03:20:46,045 - pyskl - INFO - Epoch [37][700/3405] lr: 2.158e-02, eta: 1 day, 4:13:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 1.6933, loss: 1.6933 +2023-12-26 03:21:11,253 - pyskl - INFO - Epoch [37][800/3405] lr: 2.157e-02, eta: 1 day, 4:13:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.7375, loss: 1.7375 +2023-12-26 03:21:36,488 - pyskl - INFO - Epoch [37][900/3405] lr: 2.156e-02, eta: 1 day, 4:12:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9525, loss_cls: 1.7758, loss: 1.7758 +2023-12-26 03:22:01,796 - pyskl - INFO - Epoch [37][1000/3405] lr: 2.156e-02, eta: 1 day, 4:12:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 1.7332, loss: 1.7332 +2023-12-26 03:22:27,321 - pyskl - INFO - Epoch [37][1100/3405] lr: 2.155e-02, eta: 1 day, 4:11:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9425, loss_cls: 1.8075, loss: 1.8075 +2023-12-26 03:22:53,863 - pyskl - INFO - Epoch [37][1200/3405] lr: 2.155e-02, eta: 1 day, 4:11:33, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9513, loss_cls: 1.7231, loss: 1.7231 +2023-12-26 03:23:19,691 - pyskl - INFO - Epoch [37][1300/3405] lr: 2.154e-02, eta: 1 day, 4:11:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9563, loss_cls: 1.7953, loss: 1.7953 +2023-12-26 03:23:45,155 - pyskl - INFO - Epoch [37][1400/3405] lr: 2.154e-02, eta: 1 day, 4:10:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9406, loss_cls: 1.8063, loss: 1.8063 +2023-12-26 03:24:10,223 - pyskl - INFO - Epoch [37][1500/3405] lr: 2.153e-02, eta: 1 day, 4:10:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9550, loss_cls: 1.7297, loss: 1.7297 +2023-12-26 03:24:36,780 - pyskl - INFO - Epoch [37][1600/3405] lr: 2.153e-02, eta: 1 day, 4:09:42, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9569, loss_cls: 1.7827, loss: 1.7827 +2023-12-26 03:25:02,631 - pyskl - INFO - Epoch [37][1700/3405] lr: 2.152e-02, eta: 1 day, 4:09:15, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9463, loss_cls: 1.7994, loss: 1.7994 +2023-12-26 03:25:27,791 - pyskl - INFO - Epoch [37][1800/3405] lr: 2.152e-02, eta: 1 day, 4:08:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9469, loss_cls: 1.8040, loss: 1.8040 +2023-12-26 03:25:52,961 - pyskl - INFO - Epoch [37][1900/3405] lr: 2.151e-02, eta: 1 day, 4:08:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9537, loss_cls: 1.7829, loss: 1.7829 +2023-12-26 03:26:18,275 - pyskl - INFO - Epoch [37][2000/3405] lr: 2.151e-02, eta: 1 day, 4:07:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.7474, loss: 1.7474 +2023-12-26 03:26:44,610 - pyskl - INFO - Epoch [37][2100/3405] lr: 2.150e-02, eta: 1 day, 4:07:21, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 1.7642, loss: 1.7642 +2023-12-26 03:27:11,142 - pyskl - INFO - Epoch [37][2200/3405] lr: 2.150e-02, eta: 1 day, 4:06:56, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9537, loss_cls: 1.7245, loss: 1.7245 +2023-12-26 03:27:37,665 - pyskl - INFO - Epoch [37][2300/3405] lr: 2.149e-02, eta: 1 day, 4:06:30, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9544, loss_cls: 1.7776, loss: 1.7776 +2023-12-26 03:28:03,496 - pyskl - INFO - Epoch [37][2400/3405] lr: 2.148e-02, eta: 1 day, 4:06:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9481, loss_cls: 1.7476, loss: 1.7476 +2023-12-26 03:28:28,605 - pyskl - INFO - Epoch [37][2500/3405] lr: 2.148e-02, eta: 1 day, 4:05:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9563, loss_cls: 1.7097, loss: 1.7097 +2023-12-26 03:28:54,027 - pyskl - INFO - Epoch [37][2600/3405] lr: 2.147e-02, eta: 1 day, 4:05:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9456, loss_cls: 1.7518, loss: 1.7518 +2023-12-26 03:29:19,498 - pyskl - INFO - Epoch [37][2700/3405] lr: 2.147e-02, eta: 1 day, 4:04:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.8005, loss: 1.8005 +2023-12-26 03:29:44,950 - pyskl - INFO - Epoch [37][2800/3405] lr: 2.146e-02, eta: 1 day, 4:04:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9537, loss_cls: 1.7178, loss: 1.7178 +2023-12-26 03:30:10,841 - pyskl - INFO - Epoch [37][2900/3405] lr: 2.146e-02, eta: 1 day, 4:03:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 1.7118, loss: 1.7118 +2023-12-26 03:30:36,345 - pyskl - INFO - Epoch [37][3000/3405] lr: 2.145e-02, eta: 1 day, 4:03:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.7182, loss: 1.7182 +2023-12-26 03:31:01,784 - pyskl - INFO - Epoch [37][3100/3405] lr: 2.145e-02, eta: 1 day, 4:02:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9637, loss_cls: 1.7060, loss: 1.7060 +2023-12-26 03:31:27,627 - pyskl - INFO - Epoch [37][3200/3405] lr: 2.144e-02, eta: 1 day, 4:02:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9450, loss_cls: 1.7606, loss: 1.7606 +2023-12-26 03:31:53,272 - pyskl - INFO - Epoch [37][3300/3405] lr: 2.144e-02, eta: 1 day, 4:01:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9463, loss_cls: 1.7685, loss: 1.7685 +2023-12-26 03:32:18,918 - pyskl - INFO - Epoch [37][3400/3405] lr: 2.143e-02, eta: 1 day, 4:01:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9500, loss_cls: 1.8288, loss: 1.8288 +2023-12-26 03:32:20,858 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-26 03:36:46,406 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 03:36:47,008 - pyskl - INFO - +top1_acc 0.7512 +top5_acc 0.9457 +2023-12-26 03:36:47,013 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_28.pth was removed +2023-12-26 03:36:47,218 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2023-12-26 03:36:47,219 - pyskl - INFO - Best top1_acc is 0.7512 at 37 epoch. +2023-12-26 03:36:47,243 - pyskl - INFO - Epoch(val) [37][3718] top1_acc: 0.7512, top5_acc: 0.9457 +2023-12-26 03:37:38,935 - pyskl - INFO - Epoch [38][100/3405] lr: 2.143e-02, eta: 1 day, 4:02:06, time: 0.517, data_time: 0.268, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.6708, loss: 1.6708 +2023-12-26 03:38:04,396 - pyskl - INFO - Epoch [38][200/3405] lr: 2.142e-02, eta: 1 day, 4:01:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9544, loss_cls: 1.7053, loss: 1.7053 +2023-12-26 03:38:30,209 - pyskl - INFO - Epoch [38][300/3405] lr: 2.141e-02, eta: 1 day, 4:01:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9531, loss_cls: 1.7474, loss: 1.7474 +2023-12-26 03:38:55,803 - pyskl - INFO - Epoch [38][400/3405] lr: 2.141e-02, eta: 1 day, 4:00:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9544, loss_cls: 1.7116, loss: 1.7116 +2023-12-26 03:39:21,059 - pyskl - INFO - Epoch [38][500/3405] lr: 2.140e-02, eta: 1 day, 4:00:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9606, loss_cls: 1.7579, loss: 1.7579 +2023-12-26 03:39:46,141 - pyskl - INFO - Epoch [38][600/3405] lr: 2.140e-02, eta: 1 day, 3:59:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9556, loss_cls: 1.7504, loss: 1.7504 +2023-12-26 03:40:11,222 - pyskl - INFO - Epoch [38][700/3405] lr: 2.139e-02, eta: 1 day, 3:59:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 1.6535, loss: 1.6535 +2023-12-26 03:40:36,250 - pyskl - INFO - Epoch [38][800/3405] lr: 2.139e-02, eta: 1 day, 3:58:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9569, loss_cls: 1.7010, loss: 1.7010 +2023-12-26 03:41:01,379 - pyskl - INFO - Epoch [38][900/3405] lr: 2.138e-02, eta: 1 day, 3:58:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 1.7570, loss: 1.7570 +2023-12-26 03:41:26,582 - pyskl - INFO - Epoch [38][1000/3405] lr: 2.138e-02, eta: 1 day, 3:57:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.7542, loss: 1.7542 +2023-12-26 03:41:51,973 - pyskl - INFO - Epoch [38][1100/3405] lr: 2.137e-02, eta: 1 day, 3:57:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 1.7304, loss: 1.7304 +2023-12-26 03:42:17,235 - pyskl - INFO - Epoch [38][1200/3405] lr: 2.137e-02, eta: 1 day, 3:56:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9575, loss_cls: 1.7232, loss: 1.7232 +2023-12-26 03:42:42,504 - pyskl - INFO - Epoch [38][1300/3405] lr: 2.136e-02, eta: 1 day, 3:56:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9550, loss_cls: 1.7298, loss: 1.7298 +2023-12-26 03:43:07,485 - pyskl - INFO - Epoch [38][1400/3405] lr: 2.136e-02, eta: 1 day, 3:55:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 1.7645, loss: 1.7645 +2023-12-26 03:43:32,460 - pyskl - INFO - Epoch [38][1500/3405] lr: 2.135e-02, eta: 1 day, 3:55:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9556, loss_cls: 1.7287, loss: 1.7287 +2023-12-26 03:43:57,423 - pyskl - INFO - Epoch [38][1600/3405] lr: 2.134e-02, eta: 1 day, 3:54:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9513, loss_cls: 1.7640, loss: 1.7640 +2023-12-26 03:44:22,403 - pyskl - INFO - Epoch [38][1700/3405] lr: 2.134e-02, eta: 1 day, 3:54:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9631, loss_cls: 1.7284, loss: 1.7284 +2023-12-26 03:44:47,377 - pyskl - INFO - Epoch [38][1800/3405] lr: 2.133e-02, eta: 1 day, 3:53:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9550, loss_cls: 1.6799, loss: 1.6799 +2023-12-26 03:45:12,319 - pyskl - INFO - Epoch [38][1900/3405] lr: 2.133e-02, eta: 1 day, 3:53:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 1.7617, loss: 1.7617 +2023-12-26 03:45:37,273 - pyskl - INFO - Epoch [38][2000/3405] lr: 2.132e-02, eta: 1 day, 3:52:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9537, loss_cls: 1.7560, loss: 1.7560 +2023-12-26 03:46:02,199 - pyskl - INFO - Epoch [38][2100/3405] lr: 2.132e-02, eta: 1 day, 3:52:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9531, loss_cls: 1.7262, loss: 1.7262 +2023-12-26 03:46:27,143 - pyskl - INFO - Epoch [38][2200/3405] lr: 2.131e-02, eta: 1 day, 3:51:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9581, loss_cls: 1.7363, loss: 1.7363 +2023-12-26 03:46:52,088 - pyskl - INFO - Epoch [38][2300/3405] lr: 2.131e-02, eta: 1 day, 3:51:17, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 1.7814, loss: 1.7814 +2023-12-26 03:47:17,105 - pyskl - INFO - Epoch [38][2400/3405] lr: 2.130e-02, eta: 1 day, 3:50:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9544, loss_cls: 1.7233, loss: 1.7233 +2023-12-26 03:47:42,209 - pyskl - INFO - Epoch [38][2500/3405] lr: 2.130e-02, eta: 1 day, 3:50:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7431, top5_acc: 0.9475, loss_cls: 1.8044, loss: 1.8044 +2023-12-26 03:48:07,350 - pyskl - INFO - Epoch [38][2600/3405] lr: 2.129e-02, eta: 1 day, 3:49:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9563, loss_cls: 1.7316, loss: 1.7316 +2023-12-26 03:48:32,981 - pyskl - INFO - Epoch [38][2700/3405] lr: 2.128e-02, eta: 1 day, 3:49:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9494, loss_cls: 1.7877, loss: 1.7877 +2023-12-26 03:48:58,366 - pyskl - INFO - Epoch [38][2800/3405] lr: 2.128e-02, eta: 1 day, 3:48:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9537, loss_cls: 1.7898, loss: 1.7898 +2023-12-26 03:49:24,027 - pyskl - INFO - Epoch [38][2900/3405] lr: 2.127e-02, eta: 1 day, 3:48:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.7885, loss: 1.7885 +2023-12-26 03:49:49,943 - pyskl - INFO - Epoch [38][3000/3405] lr: 2.127e-02, eta: 1 day, 3:47:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9594, loss_cls: 1.7351, loss: 1.7351 +2023-12-26 03:50:15,488 - pyskl - INFO - Epoch [38][3100/3405] lr: 2.126e-02, eta: 1 day, 3:47:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9487, loss_cls: 1.8213, loss: 1.8213 +2023-12-26 03:50:41,230 - pyskl - INFO - Epoch [38][3200/3405] lr: 2.126e-02, eta: 1 day, 3:47:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9637, loss_cls: 1.7173, loss: 1.7173 +2023-12-26 03:51:06,521 - pyskl - INFO - Epoch [38][3300/3405] lr: 2.125e-02, eta: 1 day, 3:46:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9475, loss_cls: 1.7842, loss: 1.7842 +2023-12-26 03:51:31,932 - pyskl - INFO - Epoch [38][3400/3405] lr: 2.125e-02, eta: 1 day, 3:46:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9537, loss_cls: 1.7684, loss: 1.7684 +2023-12-26 03:51:33,908 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-26 03:55:59,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 03:55:59,981 - pyskl - INFO - +top1_acc 0.7084 +top5_acc 0.9306 +2023-12-26 03:56:00,006 - pyskl - INFO - Epoch(val) [38][3718] top1_acc: 0.7084, top5_acc: 0.9306 +2023-12-26 03:56:52,180 - pyskl - INFO - Epoch [39][100/3405] lr: 2.124e-02, eta: 1 day, 3:46:48, time: 0.522, data_time: 0.269, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 1.6849, loss: 1.6849 +2023-12-26 03:57:17,398 - pyskl - INFO - Epoch [39][200/3405] lr: 2.123e-02, eta: 1 day, 3:46:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 1.7039, loss: 1.7039 +2023-12-26 03:57:42,673 - pyskl - INFO - Epoch [39][300/3405] lr: 2.123e-02, eta: 1 day, 3:45:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9537, loss_cls: 1.6964, loss: 1.6964 +2023-12-26 03:58:07,919 - pyskl - INFO - Epoch [39][400/3405] lr: 2.122e-02, eta: 1 day, 3:45:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.7748, loss: 1.7748 +2023-12-26 03:58:33,223 - pyskl - INFO - Epoch [39][500/3405] lr: 2.122e-02, eta: 1 day, 3:44:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9544, loss_cls: 1.7311, loss: 1.7311 +2023-12-26 03:58:58,596 - pyskl - INFO - Epoch [39][600/3405] lr: 2.121e-02, eta: 1 day, 3:44:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9606, loss_cls: 1.7885, loss: 1.7885 +2023-12-26 03:59:23,696 - pyskl - INFO - Epoch [39][700/3405] lr: 2.121e-02, eta: 1 day, 3:43:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9494, loss_cls: 1.7609, loss: 1.7609 +2023-12-26 03:59:49,020 - pyskl - INFO - Epoch [39][800/3405] lr: 2.120e-02, eta: 1 day, 3:43:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7531, top5_acc: 0.9594, loss_cls: 1.7445, loss: 1.7445 +2023-12-26 04:00:14,395 - pyskl - INFO - Epoch [39][900/3405] lr: 2.120e-02, eta: 1 day, 3:42:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9525, loss_cls: 1.7535, loss: 1.7535 +2023-12-26 04:00:40,935 - pyskl - INFO - Epoch [39][1000/3405] lr: 2.119e-02, eta: 1 day, 3:42:31, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9450, loss_cls: 1.7630, loss: 1.7630 +2023-12-26 04:01:07,467 - pyskl - INFO - Epoch [39][1100/3405] lr: 2.119e-02, eta: 1 day, 3:42:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.7047, loss: 1.7047 +2023-12-26 04:01:33,985 - pyskl - INFO - Epoch [39][1200/3405] lr: 2.118e-02, eta: 1 day, 3:41:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7438, top5_acc: 0.9481, loss_cls: 1.8072, loss: 1.8072 +2023-12-26 04:02:00,519 - pyskl - INFO - Epoch [39][1300/3405] lr: 2.117e-02, eta: 1 day, 3:41:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9569, loss_cls: 1.7218, loss: 1.7218 +2023-12-26 04:02:27,099 - pyskl - INFO - Epoch [39][1400/3405] lr: 2.117e-02, eta: 1 day, 3:40:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 1.7473, loss: 1.7473 +2023-12-26 04:02:53,665 - pyskl - INFO - Epoch [39][1500/3405] lr: 2.116e-02, eta: 1 day, 3:40:24, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7375, top5_acc: 0.9494, loss_cls: 1.7904, loss: 1.7904 +2023-12-26 04:03:20,219 - pyskl - INFO - Epoch [39][1600/3405] lr: 2.116e-02, eta: 1 day, 3:39:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9537, loss_cls: 1.7297, loss: 1.7297 +2023-12-26 04:03:46,726 - pyskl - INFO - Epoch [39][1700/3405] lr: 2.115e-02, eta: 1 day, 3:39:34, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9406, loss_cls: 1.7789, loss: 1.7789 +2023-12-26 04:04:13,233 - pyskl - INFO - Epoch [39][1800/3405] lr: 2.115e-02, eta: 1 day, 3:39:08, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9481, loss_cls: 1.7690, loss: 1.7690 +2023-12-26 04:04:39,736 - pyskl - INFO - Epoch [39][1900/3405] lr: 2.114e-02, eta: 1 day, 3:38:43, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9594, loss_cls: 1.6711, loss: 1.6711 +2023-12-26 04:05:06,244 - pyskl - INFO - Epoch [39][2000/3405] lr: 2.114e-02, eta: 1 day, 3:38:17, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.7000, loss: 1.7000 +2023-12-26 04:05:32,111 - pyskl - INFO - Epoch [39][2100/3405] lr: 2.113e-02, eta: 1 day, 3:37:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9606, loss_cls: 1.7134, loss: 1.7134 +2023-12-26 04:05:57,527 - pyskl - INFO - Epoch [39][2200/3405] lr: 2.112e-02, eta: 1 day, 3:37:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9563, loss_cls: 1.7707, loss: 1.7707 +2023-12-26 04:06:22,612 - pyskl - INFO - Epoch [39][2300/3405] lr: 2.112e-02, eta: 1 day, 3:36:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9619, loss_cls: 1.7482, loss: 1.7482 +2023-12-26 04:06:47,641 - pyskl - INFO - Epoch [39][2400/3405] lr: 2.111e-02, eta: 1 day, 3:36:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9531, loss_cls: 1.7542, loss: 1.7542 +2023-12-26 04:07:12,686 - pyskl - INFO - Epoch [39][2500/3405] lr: 2.111e-02, eta: 1 day, 3:35:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.7149, loss: 1.7149 +2023-12-26 04:07:38,071 - pyskl - INFO - Epoch [39][2600/3405] lr: 2.110e-02, eta: 1 day, 3:35:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9475, loss_cls: 1.7596, loss: 1.7596 +2023-12-26 04:08:03,692 - pyskl - INFO - Epoch [39][2700/3405] lr: 2.110e-02, eta: 1 day, 3:34:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9475, loss_cls: 1.7923, loss: 1.7923 +2023-12-26 04:08:29,175 - pyskl - INFO - Epoch [39][2800/3405] lr: 2.109e-02, eta: 1 day, 3:34:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9544, loss_cls: 1.7508, loss: 1.7508 +2023-12-26 04:08:54,501 - pyskl - INFO - Epoch [39][2900/3405] lr: 2.109e-02, eta: 1 day, 3:33:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.7183, loss: 1.7183 +2023-12-26 04:09:20,603 - pyskl - INFO - Epoch [39][3000/3405] lr: 2.108e-02, eta: 1 day, 3:33:33, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9456, loss_cls: 1.7694, loss: 1.7694 +2023-12-26 04:09:47,163 - pyskl - INFO - Epoch [39][3100/3405] lr: 2.107e-02, eta: 1 day, 3:33:07, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9637, loss_cls: 1.7072, loss: 1.7072 +2023-12-26 04:10:12,858 - pyskl - INFO - Epoch [39][3200/3405] lr: 2.107e-02, eta: 1 day, 3:32:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9556, loss_cls: 1.7294, loss: 1.7294 +2023-12-26 04:10:38,665 - pyskl - INFO - Epoch [39][3300/3405] lr: 2.106e-02, eta: 1 day, 3:32:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9556, loss_cls: 1.7790, loss: 1.7790 +2023-12-26 04:11:04,243 - pyskl - INFO - Epoch [39][3400/3405] lr: 2.106e-02, eta: 1 day, 3:31:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.7421, loss: 1.7421 +2023-12-26 04:11:06,297 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-26 04:15:32,111 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 04:15:32,737 - pyskl - INFO - +top1_acc 0.7462 +top5_acc 0.9364 +2023-12-26 04:15:32,762 - pyskl - INFO - Epoch(val) [39][3718] top1_acc: 0.7462, top5_acc: 0.9364 +2023-12-26 04:16:25,628 - pyskl - INFO - Epoch [40][100/3405] lr: 2.105e-02, eta: 1 day, 3:32:29, time: 0.529, data_time: 0.277, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9731, loss_cls: 1.6218, loss: 1.6218 +2023-12-26 04:16:50,757 - pyskl - INFO - Epoch [40][200/3405] lr: 2.105e-02, eta: 1 day, 3:31:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.6517, loss: 1.6517 +2023-12-26 04:17:16,225 - pyskl - INFO - Epoch [40][300/3405] lr: 2.104e-02, eta: 1 day, 3:31:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9550, loss_cls: 1.7406, loss: 1.7406 +2023-12-26 04:17:41,722 - pyskl - INFO - Epoch [40][400/3405] lr: 2.103e-02, eta: 1 day, 3:31:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9688, loss_cls: 1.6871, loss: 1.6871 +2023-12-26 04:18:06,904 - pyskl - INFO - Epoch [40][500/3405] lr: 2.103e-02, eta: 1 day, 3:30:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.7077, loss: 1.7077 +2023-12-26 04:18:32,108 - pyskl - INFO - Epoch [40][600/3405] lr: 2.102e-02, eta: 1 day, 3:30:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9475, loss_cls: 1.7100, loss: 1.7100 +2023-12-26 04:18:57,179 - pyskl - INFO - Epoch [40][700/3405] lr: 2.102e-02, eta: 1 day, 3:29:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9563, loss_cls: 1.7243, loss: 1.7243 +2023-12-26 04:19:22,165 - pyskl - INFO - Epoch [40][800/3405] lr: 2.101e-02, eta: 1 day, 3:29:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9594, loss_cls: 1.7035, loss: 1.7035 +2023-12-26 04:19:47,117 - pyskl - INFO - Epoch [40][900/3405] lr: 2.101e-02, eta: 1 day, 3:28:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 1.7561, loss: 1.7561 +2023-12-26 04:20:12,104 - pyskl - INFO - Epoch [40][1000/3405] lr: 2.100e-02, eta: 1 day, 3:28:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9487, loss_cls: 1.8007, loss: 1.8007 +2023-12-26 04:20:37,091 - pyskl - INFO - Epoch [40][1100/3405] lr: 2.100e-02, eta: 1 day, 3:27:35, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9681, loss_cls: 1.6472, loss: 1.6472 +2023-12-26 04:21:02,062 - pyskl - INFO - Epoch [40][1200/3405] lr: 2.099e-02, eta: 1 day, 3:27:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 1.7080, loss: 1.7080 +2023-12-26 04:21:27,011 - pyskl - INFO - Epoch [40][1300/3405] lr: 2.098e-02, eta: 1 day, 3:26:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9563, loss_cls: 1.7317, loss: 1.7317 +2023-12-26 04:21:51,980 - pyskl - INFO - Epoch [40][1400/3405] lr: 2.098e-02, eta: 1 day, 3:26:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9581, loss_cls: 1.7044, loss: 1.7044 +2023-12-26 04:22:16,936 - pyskl - INFO - Epoch [40][1500/3405] lr: 2.097e-02, eta: 1 day, 3:25:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9581, loss_cls: 1.7645, loss: 1.7645 +2023-12-26 04:22:42,039 - pyskl - INFO - Epoch [40][1600/3405] lr: 2.097e-02, eta: 1 day, 3:25:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 1.7426, loss: 1.7426 +2023-12-26 04:23:07,250 - pyskl - INFO - Epoch [40][1700/3405] lr: 2.096e-02, eta: 1 day, 3:24:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 1.7914, loss: 1.7914 +2023-12-26 04:23:32,328 - pyskl - INFO - Epoch [40][1800/3405] lr: 2.096e-02, eta: 1 day, 3:24:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9519, loss_cls: 1.7088, loss: 1.7088 +2023-12-26 04:23:57,419 - pyskl - INFO - Epoch [40][1900/3405] lr: 2.095e-02, eta: 1 day, 3:23:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9575, loss_cls: 1.7163, loss: 1.7163 +2023-12-26 04:24:23,848 - pyskl - INFO - Epoch [40][2000/3405] lr: 2.094e-02, eta: 1 day, 3:23:13, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.7411, loss: 1.7411 +2023-12-26 04:24:48,873 - pyskl - INFO - Epoch [40][2100/3405] lr: 2.094e-02, eta: 1 day, 3:22:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9525, loss_cls: 1.7114, loss: 1.7114 +2023-12-26 04:25:13,982 - pyskl - INFO - Epoch [40][2200/3405] lr: 2.093e-02, eta: 1 day, 3:22:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9613, loss_cls: 1.7288, loss: 1.7288 +2023-12-26 04:25:39,114 - pyskl - INFO - Epoch [40][2300/3405] lr: 2.093e-02, eta: 1 day, 3:21:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9525, loss_cls: 1.7322, loss: 1.7322 +2023-12-26 04:26:04,259 - pyskl - INFO - Epoch [40][2400/3405] lr: 2.092e-02, eta: 1 day, 3:21:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9537, loss_cls: 1.7620, loss: 1.7620 +2023-12-26 04:26:29,758 - pyskl - INFO - Epoch [40][2500/3405] lr: 2.092e-02, eta: 1 day, 3:20:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.7474, loss: 1.7474 +2023-12-26 04:26:55,648 - pyskl - INFO - Epoch [40][2600/3405] lr: 2.091e-02, eta: 1 day, 3:20:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.7856, loss: 1.7856 +2023-12-26 04:27:21,507 - pyskl - INFO - Epoch [40][2700/3405] lr: 2.090e-02, eta: 1 day, 3:19:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.7360, loss: 1.7360 +2023-12-26 04:27:46,758 - pyskl - INFO - Epoch [40][2800/3405] lr: 2.090e-02, eta: 1 day, 3:19:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 1.7403, loss: 1.7403 +2023-12-26 04:28:12,014 - pyskl - INFO - Epoch [40][2900/3405] lr: 2.089e-02, eta: 1 day, 3:18:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9569, loss_cls: 1.7323, loss: 1.7323 +2023-12-26 04:28:37,167 - pyskl - INFO - Epoch [40][3000/3405] lr: 2.089e-02, eta: 1 day, 3:18:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.6906, loss: 1.6906 +2023-12-26 04:29:02,898 - pyskl - INFO - Epoch [40][3100/3405] lr: 2.088e-02, eta: 1 day, 3:17:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 1.7505, loss: 1.7505 +2023-12-26 04:29:28,719 - pyskl - INFO - Epoch [40][3200/3405] lr: 2.088e-02, eta: 1 day, 3:17:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7425, top5_acc: 0.9487, loss_cls: 1.7982, loss: 1.7982 +2023-12-26 04:29:53,944 - pyskl - INFO - Epoch [40][3300/3405] lr: 2.087e-02, eta: 1 day, 3:17:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9575, loss_cls: 1.7600, loss: 1.7600 +2023-12-26 04:30:19,569 - pyskl - INFO - Epoch [40][3400/3405] lr: 2.086e-02, eta: 1 day, 3:16:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9525, loss_cls: 1.7592, loss: 1.7592 +2023-12-26 04:30:21,713 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-26 04:34:47,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 04:34:48,403 - pyskl - INFO - +top1_acc 0.7421 +top5_acc 0.9414 +2023-12-26 04:34:48,428 - pyskl - INFO - Epoch(val) [40][3718] top1_acc: 0.7421, top5_acc: 0.9414 +2023-12-26 04:35:40,809 - pyskl - INFO - Epoch [41][100/3405] lr: 2.086e-02, eta: 1 day, 3:17:15, time: 0.524, data_time: 0.271, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.7511, loss: 1.7511 +2023-12-26 04:36:05,791 - pyskl - INFO - Epoch [41][200/3405] lr: 2.085e-02, eta: 1 day, 3:16:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.7192, loss: 1.7192 +2023-12-26 04:36:30,971 - pyskl - INFO - Epoch [41][300/3405] lr: 2.085e-02, eta: 1 day, 3:16:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 1.7534, loss: 1.7534 +2023-12-26 04:36:56,311 - pyskl - INFO - Epoch [41][400/3405] lr: 2.084e-02, eta: 1 day, 3:15:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.6785, loss: 1.6785 +2023-12-26 04:37:21,537 - pyskl - INFO - Epoch [41][500/3405] lr: 2.084e-02, eta: 1 day, 3:15:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 1.6861, loss: 1.6861 +2023-12-26 04:37:46,879 - pyskl - INFO - Epoch [41][600/3405] lr: 2.083e-02, eta: 1 day, 3:14:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.7381, loss: 1.7381 +2023-12-26 04:38:11,904 - pyskl - INFO - Epoch [41][700/3405] lr: 2.082e-02, eta: 1 day, 3:14:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9606, loss_cls: 1.7018, loss: 1.7018 +2023-12-26 04:38:37,007 - pyskl - INFO - Epoch [41][800/3405] lr: 2.082e-02, eta: 1 day, 3:13:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9469, loss_cls: 1.7759, loss: 1.7759 +2023-12-26 04:39:02,832 - pyskl - INFO - Epoch [41][900/3405] lr: 2.081e-02, eta: 1 day, 3:13:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 1.7403, loss: 1.7403 +2023-12-26 04:39:28,130 - pyskl - INFO - Epoch [41][1000/3405] lr: 2.081e-02, eta: 1 day, 3:12:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.6868, loss: 1.6868 +2023-12-26 04:39:53,570 - pyskl - INFO - Epoch [41][1100/3405] lr: 2.080e-02, eta: 1 day, 3:12:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9550, loss_cls: 1.7680, loss: 1.7680 +2023-12-26 04:40:18,830 - pyskl - INFO - Epoch [41][1200/3405] lr: 2.080e-02, eta: 1 day, 3:11:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9688, loss_cls: 1.6784, loss: 1.6784 +2023-12-26 04:40:43,935 - pyskl - INFO - Epoch [41][1300/3405] lr: 2.079e-02, eta: 1 day, 3:11:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9587, loss_cls: 1.7387, loss: 1.7387 +2023-12-26 04:41:09,149 - pyskl - INFO - Epoch [41][1400/3405] lr: 2.078e-02, eta: 1 day, 3:11:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9544, loss_cls: 1.7580, loss: 1.7580 +2023-12-26 04:41:34,307 - pyskl - INFO - Epoch [41][1500/3405] lr: 2.078e-02, eta: 1 day, 3:10:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7519, top5_acc: 0.9569, loss_cls: 1.7635, loss: 1.7635 +2023-12-26 04:41:59,613 - pyskl - INFO - Epoch [41][1600/3405] lr: 2.077e-02, eta: 1 day, 3:10:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.6879, loss: 1.6879 +2023-12-26 04:42:25,042 - pyskl - INFO - Epoch [41][1700/3405] lr: 2.077e-02, eta: 1 day, 3:09:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.7120, loss: 1.7120 +2023-12-26 04:42:50,052 - pyskl - INFO - Epoch [41][1800/3405] lr: 2.076e-02, eta: 1 day, 3:09:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9575, loss_cls: 1.7460, loss: 1.7460 +2023-12-26 04:43:15,025 - pyskl - INFO - Epoch [41][1900/3405] lr: 2.076e-02, eta: 1 day, 3:08:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9537, loss_cls: 1.7217, loss: 1.7217 +2023-12-26 04:43:39,953 - pyskl - INFO - Epoch [41][2000/3405] lr: 2.075e-02, eta: 1 day, 3:08:05, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.7596, loss: 1.7596 +2023-12-26 04:44:04,902 - pyskl - INFO - Epoch [41][2100/3405] lr: 2.074e-02, eta: 1 day, 3:07:35, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 1.7130, loss: 1.7130 +2023-12-26 04:44:29,822 - pyskl - INFO - Epoch [41][2200/3405] lr: 2.074e-02, eta: 1 day, 3:07:05, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7506, top5_acc: 0.9469, loss_cls: 1.7716, loss: 1.7716 +2023-12-26 04:44:54,776 - pyskl - INFO - Epoch [41][2300/3405] lr: 2.073e-02, eta: 1 day, 3:06:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9463, loss_cls: 1.7565, loss: 1.7565 +2023-12-26 04:45:19,769 - pyskl - INFO - Epoch [41][2400/3405] lr: 2.073e-02, eta: 1 day, 3:06:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 1.7833, loss: 1.7833 +2023-12-26 04:45:44,741 - pyskl - INFO - Epoch [41][2500/3405] lr: 2.072e-02, eta: 1 day, 3:05:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.7354, loss: 1.7354 +2023-12-26 04:46:09,745 - pyskl - INFO - Epoch [41][2600/3405] lr: 2.071e-02, eta: 1 day, 3:05:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9594, loss_cls: 1.7466, loss: 1.7466 +2023-12-26 04:46:35,261 - pyskl - INFO - Epoch [41][2700/3405] lr: 2.071e-02, eta: 1 day, 3:04:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9563, loss_cls: 1.7043, loss: 1.7043 +2023-12-26 04:47:00,596 - pyskl - INFO - Epoch [41][2800/3405] lr: 2.070e-02, eta: 1 day, 3:04:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9563, loss_cls: 1.7397, loss: 1.7397 +2023-12-26 04:47:25,577 - pyskl - INFO - Epoch [41][2900/3405] lr: 2.070e-02, eta: 1 day, 3:03:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 1.7187, loss: 1.7187 +2023-12-26 04:47:51,063 - pyskl - INFO - Epoch [41][3000/3405] lr: 2.069e-02, eta: 1 day, 3:03:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.6758, loss: 1.6758 +2023-12-26 04:48:16,666 - pyskl - INFO - Epoch [41][3100/3405] lr: 2.069e-02, eta: 1 day, 3:02:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9594, loss_cls: 1.7171, loss: 1.7171 +2023-12-26 04:48:42,296 - pyskl - INFO - Epoch [41][3200/3405] lr: 2.068e-02, eta: 1 day, 3:02:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 1.6858, loss: 1.6858 +2023-12-26 04:49:08,407 - pyskl - INFO - Epoch [41][3300/3405] lr: 2.067e-02, eta: 1 day, 3:01:51, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.6693, loss: 1.6693 +2023-12-26 04:49:34,157 - pyskl - INFO - Epoch [41][3400/3405] lr: 2.067e-02, eta: 1 day, 3:01:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9550, loss_cls: 1.7390, loss: 1.7390 +2023-12-26 04:49:36,202 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-26 04:54:02,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 04:54:03,039 - pyskl - INFO - +top1_acc 0.7552 +top5_acc 0.9453 +2023-12-26 04:54:03,043 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_37.pth was removed +2023-12-26 04:54:03,249 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2023-12-26 04:54:03,251 - pyskl - INFO - Best top1_acc is 0.7552 at 41 epoch. +2023-12-26 04:54:03,276 - pyskl - INFO - Epoch(val) [41][3718] top1_acc: 0.7552, top5_acc: 0.9453 +2023-12-26 04:54:56,218 - pyskl - INFO - Epoch [42][100/3405] lr: 2.066e-02, eta: 1 day, 3:02:03, time: 0.529, data_time: 0.275, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 1.6964, loss: 1.6964 +2023-12-26 04:55:21,372 - pyskl - INFO - Epoch [42][200/3405] lr: 2.066e-02, eta: 1 day, 3:01:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9663, loss_cls: 1.7169, loss: 1.7169 +2023-12-26 04:55:47,043 - pyskl - INFO - Epoch [42][300/3405] lr: 2.065e-02, eta: 1 day, 3:01:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9706, loss_cls: 1.6695, loss: 1.6695 +2023-12-26 04:56:12,820 - pyskl - INFO - Epoch [42][400/3405] lr: 2.064e-02, eta: 1 day, 3:00:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9587, loss_cls: 1.7161, loss: 1.7161 +2023-12-26 04:56:38,502 - pyskl - INFO - Epoch [42][500/3405] lr: 2.064e-02, eta: 1 day, 3:00:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9531, loss_cls: 1.7315, loss: 1.7315 +2023-12-26 04:57:03,804 - pyskl - INFO - Epoch [42][600/3405] lr: 2.063e-02, eta: 1 day, 2:59:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 1.6965, loss: 1.6965 +2023-12-26 04:57:29,440 - pyskl - INFO - Epoch [42][700/3405] lr: 2.063e-02, eta: 1 day, 2:59:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9575, loss_cls: 1.6957, loss: 1.6957 +2023-12-26 04:57:55,511 - pyskl - INFO - Epoch [42][800/3405] lr: 2.062e-02, eta: 1 day, 2:58:48, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 1.7320, loss: 1.7320 +2023-12-26 04:58:20,624 - pyskl - INFO - Epoch [42][900/3405] lr: 2.062e-02, eta: 1 day, 2:58:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9606, loss_cls: 1.7025, loss: 1.7025 +2023-12-26 04:58:45,698 - pyskl - INFO - Epoch [42][1000/3405] lr: 2.061e-02, eta: 1 day, 2:57:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9587, loss_cls: 1.7327, loss: 1.7327 +2023-12-26 04:59:10,750 - pyskl - INFO - Epoch [42][1100/3405] lr: 2.060e-02, eta: 1 day, 2:57:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9569, loss_cls: 1.6885, loss: 1.6885 +2023-12-26 04:59:35,782 - pyskl - INFO - Epoch [42][1200/3405] lr: 2.060e-02, eta: 1 day, 2:56:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9519, loss_cls: 1.7011, loss: 1.7011 +2023-12-26 05:00:00,850 - pyskl - INFO - Epoch [42][1300/3405] lr: 2.059e-02, eta: 1 day, 2:56:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9556, loss_cls: 1.7552, loss: 1.7552 +2023-12-26 05:00:27,250 - pyskl - INFO - Epoch [42][1400/3405] lr: 2.059e-02, eta: 1 day, 2:55:56, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 1.6812, loss: 1.6812 +2023-12-26 05:00:53,761 - pyskl - INFO - Epoch [42][1500/3405] lr: 2.058e-02, eta: 1 day, 2:55:31, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 1.7004, loss: 1.7004 +2023-12-26 05:01:20,268 - pyskl - INFO - Epoch [42][1600/3405] lr: 2.057e-02, eta: 1 day, 2:55:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9556, loss_cls: 1.7376, loss: 1.7376 +2023-12-26 05:01:46,769 - pyskl - INFO - Epoch [42][1700/3405] lr: 2.057e-02, eta: 1 day, 2:54:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9581, loss_cls: 1.7265, loss: 1.7265 +2023-12-26 05:02:13,308 - pyskl - INFO - Epoch [42][1800/3405] lr: 2.056e-02, eta: 1 day, 2:54:14, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 1.7345, loss: 1.7345 +2023-12-26 05:02:39,847 - pyskl - INFO - Epoch [42][1900/3405] lr: 2.056e-02, eta: 1 day, 2:53:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9400, loss_cls: 1.8342, loss: 1.8342 +2023-12-26 05:03:06,378 - pyskl - INFO - Epoch [42][2000/3405] lr: 2.055e-02, eta: 1 day, 2:53:24, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.7772, loss: 1.7772 +2023-12-26 05:03:32,895 - pyskl - INFO - Epoch [42][2100/3405] lr: 2.054e-02, eta: 1 day, 2:52:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9500, loss_cls: 1.7551, loss: 1.7551 +2023-12-26 05:03:59,384 - pyskl - INFO - Epoch [42][2200/3405] lr: 2.054e-02, eta: 1 day, 2:52:33, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9569, loss_cls: 1.7560, loss: 1.7560 +2023-12-26 05:04:25,880 - pyskl - INFO - Epoch [42][2300/3405] lr: 2.053e-02, eta: 1 day, 2:52:07, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9556, loss_cls: 1.7028, loss: 1.7028 +2023-12-26 05:04:52,373 - pyskl - INFO - Epoch [42][2400/3405] lr: 2.053e-02, eta: 1 day, 2:51:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.7563, loss: 1.7563 +2023-12-26 05:05:18,784 - pyskl - INFO - Epoch [42][2500/3405] lr: 2.052e-02, eta: 1 day, 2:51:16, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9600, loss_cls: 1.7304, loss: 1.7304 +2023-12-26 05:05:44,377 - pyskl - INFO - Epoch [42][2600/3405] lr: 2.052e-02, eta: 1 day, 2:50:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9537, loss_cls: 1.7376, loss: 1.7376 +2023-12-26 05:06:10,069 - pyskl - INFO - Epoch [42][2700/3405] lr: 2.051e-02, eta: 1 day, 2:50:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9569, loss_cls: 1.7515, loss: 1.7515 +2023-12-26 05:06:35,290 - pyskl - INFO - Epoch [42][2800/3405] lr: 2.050e-02, eta: 1 day, 2:49:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.6694, loss: 1.6694 +2023-12-26 05:07:00,642 - pyskl - INFO - Epoch [42][2900/3405] lr: 2.050e-02, eta: 1 day, 2:49:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9525, loss_cls: 1.7559, loss: 1.7559 +2023-12-26 05:07:26,192 - pyskl - INFO - Epoch [42][3000/3405] lr: 2.049e-02, eta: 1 day, 2:48:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9575, loss_cls: 1.7054, loss: 1.7054 +2023-12-26 05:07:52,099 - pyskl - INFO - Epoch [42][3100/3405] lr: 2.049e-02, eta: 1 day, 2:48:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 1.6892, loss: 1.6892 +2023-12-26 05:08:17,846 - pyskl - INFO - Epoch [42][3200/3405] lr: 2.048e-02, eta: 1 day, 2:48:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9537, loss_cls: 1.7166, loss: 1.7166 +2023-12-26 05:08:44,207 - pyskl - INFO - Epoch [42][3300/3405] lr: 2.047e-02, eta: 1 day, 2:47:35, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9569, loss_cls: 1.7165, loss: 1.7165 +2023-12-26 05:09:10,037 - pyskl - INFO - Epoch [42][3400/3405] lr: 2.047e-02, eta: 1 day, 2:47:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.6996, loss: 1.6996 +2023-12-26 05:09:12,056 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-26 05:13:37,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 05:13:38,097 - pyskl - INFO - +top1_acc 0.7449 +top5_acc 0.9455 +2023-12-26 05:13:38,123 - pyskl - INFO - Epoch(val) [42][3718] top1_acc: 0.7449, top5_acc: 0.9455 +2023-12-26 05:14:29,652 - pyskl - INFO - Epoch [43][100/3405] lr: 2.046e-02, eta: 1 day, 2:47:42, time: 0.515, data_time: 0.265, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 1.7213, loss: 1.7213 +2023-12-26 05:14:54,823 - pyskl - INFO - Epoch [43][200/3405] lr: 2.046e-02, eta: 1 day, 2:47:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.6357, loss: 1.6357 +2023-12-26 05:15:20,078 - pyskl - INFO - Epoch [43][300/3405] lr: 2.045e-02, eta: 1 day, 2:46:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 1.6110, loss: 1.6110 +2023-12-26 05:15:45,521 - pyskl - INFO - Epoch [43][400/3405] lr: 2.044e-02, eta: 1 day, 2:46:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9556, loss_cls: 1.7218, loss: 1.7218 +2023-12-26 05:16:10,776 - pyskl - INFO - Epoch [43][500/3405] lr: 2.044e-02, eta: 1 day, 2:45:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 1.6998, loss: 1.6998 +2023-12-26 05:16:35,734 - pyskl - INFO - Epoch [43][600/3405] lr: 2.043e-02, eta: 1 day, 2:45:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9569, loss_cls: 1.7135, loss: 1.7135 +2023-12-26 05:17:00,698 - pyskl - INFO - Epoch [43][700/3405] lr: 2.043e-02, eta: 1 day, 2:44:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9581, loss_cls: 1.7533, loss: 1.7533 +2023-12-26 05:17:25,674 - pyskl - INFO - Epoch [43][800/3405] lr: 2.042e-02, eta: 1 day, 2:44:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.7113, loss: 1.7113 +2023-12-26 05:17:50,618 - pyskl - INFO - Epoch [43][900/3405] lr: 2.041e-02, eta: 1 day, 2:43:49, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7456, top5_acc: 0.9456, loss_cls: 1.7960, loss: 1.7960 +2023-12-26 05:18:16,024 - pyskl - INFO - Epoch [43][1000/3405] lr: 2.041e-02, eta: 1 day, 2:43:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9625, loss_cls: 1.6940, loss: 1.6940 +2023-12-26 05:18:41,910 - pyskl - INFO - Epoch [43][1100/3405] lr: 2.040e-02, eta: 1 day, 2:42:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9500, loss_cls: 1.7621, loss: 1.7621 +2023-12-26 05:19:07,004 - pyskl - INFO - Epoch [43][1200/3405] lr: 2.040e-02, eta: 1 day, 2:42:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 1.6981, loss: 1.6981 +2023-12-26 05:19:31,949 - pyskl - INFO - Epoch [43][1300/3405] lr: 2.039e-02, eta: 1 day, 2:41:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.7083, loss: 1.7083 +2023-12-26 05:19:56,885 - pyskl - INFO - Epoch [43][1400/3405] lr: 2.038e-02, eta: 1 day, 2:41:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.7069, loss: 1.7069 +2023-12-26 05:20:21,835 - pyskl - INFO - Epoch [43][1500/3405] lr: 2.038e-02, eta: 1 day, 2:40:56, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9569, loss_cls: 1.6513, loss: 1.6513 +2023-12-26 05:20:47,273 - pyskl - INFO - Epoch [43][1600/3405] lr: 2.037e-02, eta: 1 day, 2:40:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9650, loss_cls: 1.7104, loss: 1.7104 +2023-12-26 05:21:12,367 - pyskl - INFO - Epoch [43][1700/3405] lr: 2.037e-02, eta: 1 day, 2:39:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7419, top5_acc: 0.9494, loss_cls: 1.7744, loss: 1.7744 +2023-12-26 05:21:37,384 - pyskl - INFO - Epoch [43][1800/3405] lr: 2.036e-02, eta: 1 day, 2:39:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9600, loss_cls: 1.6857, loss: 1.6857 +2023-12-26 05:22:02,512 - pyskl - INFO - Epoch [43][1900/3405] lr: 2.035e-02, eta: 1 day, 2:39:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 1.6961, loss: 1.6961 +2023-12-26 05:22:27,432 - pyskl - INFO - Epoch [43][2000/3405] lr: 2.035e-02, eta: 1 day, 2:38:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9631, loss_cls: 1.6963, loss: 1.6963 +2023-12-26 05:22:52,375 - pyskl - INFO - Epoch [43][2100/3405] lr: 2.034e-02, eta: 1 day, 2:38:01, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7494, top5_acc: 0.9550, loss_cls: 1.7641, loss: 1.7641 +2023-12-26 05:23:17,342 - pyskl - INFO - Epoch [43][2200/3405] lr: 2.034e-02, eta: 1 day, 2:37:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9575, loss_cls: 1.7151, loss: 1.7151 +2023-12-26 05:23:42,286 - pyskl - INFO - Epoch [43][2300/3405] lr: 2.033e-02, eta: 1 day, 2:37:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7369, top5_acc: 0.9506, loss_cls: 1.8237, loss: 1.8237 +2023-12-26 05:24:07,219 - pyskl - INFO - Epoch [43][2400/3405] lr: 2.032e-02, eta: 1 day, 2:36:33, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.7076, loss: 1.7076 +2023-12-26 05:24:32,179 - pyskl - INFO - Epoch [43][2500/3405] lr: 2.032e-02, eta: 1 day, 2:36:04, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7362, top5_acc: 0.9556, loss_cls: 1.7928, loss: 1.7928 +2023-12-26 05:24:57,752 - pyskl - INFO - Epoch [43][2600/3405] lr: 2.031e-02, eta: 1 day, 2:35:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7556, top5_acc: 0.9619, loss_cls: 1.7166, loss: 1.7166 +2023-12-26 05:25:23,234 - pyskl - INFO - Epoch [43][2700/3405] lr: 2.031e-02, eta: 1 day, 2:35:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9487, loss_cls: 1.7207, loss: 1.7207 +2023-12-26 05:25:48,388 - pyskl - INFO - Epoch [43][2800/3405] lr: 2.030e-02, eta: 1 day, 2:34:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9613, loss_cls: 1.7017, loss: 1.7017 +2023-12-26 05:26:13,845 - pyskl - INFO - Epoch [43][2900/3405] lr: 2.029e-02, eta: 1 day, 2:34:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7356, top5_acc: 0.9513, loss_cls: 1.7753, loss: 1.7753 +2023-12-26 05:26:40,037 - pyskl - INFO - Epoch [43][3000/3405] lr: 2.029e-02, eta: 1 day, 2:33:44, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9475, loss_cls: 1.7438, loss: 1.7438 +2023-12-26 05:27:06,052 - pyskl - INFO - Epoch [43][3100/3405] lr: 2.028e-02, eta: 1 day, 2:33:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9500, loss_cls: 1.7471, loss: 1.7471 +2023-12-26 05:27:32,036 - pyskl - INFO - Epoch [43][3200/3405] lr: 2.028e-02, eta: 1 day, 2:32:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.6999, loss: 1.6999 +2023-12-26 05:27:57,501 - pyskl - INFO - Epoch [43][3300/3405] lr: 2.027e-02, eta: 1 day, 2:32:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9513, loss_cls: 1.7023, loss: 1.7023 +2023-12-26 05:28:23,404 - pyskl - INFO - Epoch [43][3400/3405] lr: 2.026e-02, eta: 1 day, 2:31:56, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9575, loss_cls: 1.7520, loss: 1.7520 +2023-12-26 05:28:25,421 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-26 05:32:51,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 05:32:51,782 - pyskl - INFO - +top1_acc 0.7248 +top5_acc 0.9379 +2023-12-26 05:32:51,807 - pyskl - INFO - Epoch(val) [43][3718] top1_acc: 0.7248, top5_acc: 0.9379 +2023-12-26 05:33:44,225 - pyskl - INFO - Epoch [44][100/3405] lr: 2.026e-02, eta: 1 day, 2:32:30, time: 0.524, data_time: 0.272, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 1.6713, loss: 1.6713 +2023-12-26 05:34:09,483 - pyskl - INFO - Epoch [44][200/3405] lr: 2.025e-02, eta: 1 day, 2:32:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.7012, loss: 1.7012 +2023-12-26 05:34:34,629 - pyskl - INFO - Epoch [44][300/3405] lr: 2.025e-02, eta: 1 day, 2:31:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 1.6515, loss: 1.6515 +2023-12-26 05:34:59,846 - pyskl - INFO - Epoch [44][400/3405] lr: 2.024e-02, eta: 1 day, 2:31:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9675, loss_cls: 1.6506, loss: 1.6506 +2023-12-26 05:35:25,670 - pyskl - INFO - Epoch [44][500/3405] lr: 2.023e-02, eta: 1 day, 2:30:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.7076, loss: 1.7076 +2023-12-26 05:35:52,194 - pyskl - INFO - Epoch [44][600/3405] lr: 2.023e-02, eta: 1 day, 2:30:11, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9531, loss_cls: 1.7007, loss: 1.7007 +2023-12-26 05:36:18,721 - pyskl - INFO - Epoch [44][700/3405] lr: 2.022e-02, eta: 1 day, 2:29:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9550, loss_cls: 1.7192, loss: 1.7192 +2023-12-26 05:36:45,179 - pyskl - INFO - Epoch [44][800/3405] lr: 2.022e-02, eta: 1 day, 2:29:20, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 1.7155, loss: 1.7155 +2023-12-26 05:37:11,556 - pyskl - INFO - Epoch [44][900/3405] lr: 2.021e-02, eta: 1 day, 2:28:54, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9663, loss_cls: 1.7003, loss: 1.7003 +2023-12-26 05:37:37,980 - pyskl - INFO - Epoch [44][1000/3405] lr: 2.020e-02, eta: 1 day, 2:28:28, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.7491, loss: 1.7491 +2023-12-26 05:38:04,195 - pyskl - INFO - Epoch [44][1100/3405] lr: 2.020e-02, eta: 1 day, 2:28:02, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9400, loss_cls: 1.8430, loss: 1.8430 +2023-12-26 05:38:29,480 - pyskl - INFO - Epoch [44][1200/3405] lr: 2.019e-02, eta: 1 day, 2:27:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9600, loss_cls: 1.6908, loss: 1.6908 +2023-12-26 05:38:54,619 - pyskl - INFO - Epoch [44][1300/3405] lr: 2.019e-02, eta: 1 day, 2:27:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9494, loss_cls: 1.7096, loss: 1.7096 +2023-12-26 05:39:19,670 - pyskl - INFO - Epoch [44][1400/3405] lr: 2.018e-02, eta: 1 day, 2:26:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 1.6995, loss: 1.6995 +2023-12-26 05:39:44,684 - pyskl - INFO - Epoch [44][1500/3405] lr: 2.017e-02, eta: 1 day, 2:26:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9606, loss_cls: 1.6916, loss: 1.6916 +2023-12-26 05:40:09,765 - pyskl - INFO - Epoch [44][1600/3405] lr: 2.017e-02, eta: 1 day, 2:25:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9469, loss_cls: 1.7699, loss: 1.7699 +2023-12-26 05:40:34,892 - pyskl - INFO - Epoch [44][1700/3405] lr: 2.016e-02, eta: 1 day, 2:25:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.6993, loss: 1.6993 +2023-12-26 05:40:59,965 - pyskl - INFO - Epoch [44][1800/3405] lr: 2.016e-02, eta: 1 day, 2:24:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9544, loss_cls: 1.6597, loss: 1.6597 +2023-12-26 05:41:25,019 - pyskl - INFO - Epoch [44][1900/3405] lr: 2.015e-02, eta: 1 day, 2:24:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 1.7391, loss: 1.7391 +2023-12-26 05:41:50,047 - pyskl - INFO - Epoch [44][2000/3405] lr: 2.014e-02, eta: 1 day, 2:23:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 1.7107, loss: 1.7107 +2023-12-26 05:42:15,104 - pyskl - INFO - Epoch [44][2100/3405] lr: 2.014e-02, eta: 1 day, 2:23:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9525, loss_cls: 1.7307, loss: 1.7307 +2023-12-26 05:42:40,170 - pyskl - INFO - Epoch [44][2200/3405] lr: 2.013e-02, eta: 1 day, 2:22:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7525, top5_acc: 0.9513, loss_cls: 1.7576, loss: 1.7576 +2023-12-26 05:43:05,277 - pyskl - INFO - Epoch [44][2300/3405] lr: 2.013e-02, eta: 1 day, 2:22:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9569, loss_cls: 1.7182, loss: 1.7182 +2023-12-26 05:43:30,306 - pyskl - INFO - Epoch [44][2400/3405] lr: 2.012e-02, eta: 1 day, 2:21:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 1.6951, loss: 1.6951 +2023-12-26 05:43:55,436 - pyskl - INFO - Epoch [44][2500/3405] lr: 2.011e-02, eta: 1 day, 2:21:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.6750, loss: 1.6750 +2023-12-26 05:44:20,739 - pyskl - INFO - Epoch [44][2600/3405] lr: 2.011e-02, eta: 1 day, 2:20:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9550, loss_cls: 1.7600, loss: 1.7600 +2023-12-26 05:44:46,445 - pyskl - INFO - Epoch [44][2700/3405] lr: 2.010e-02, eta: 1 day, 2:20:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9587, loss_cls: 1.7411, loss: 1.7411 +2023-12-26 05:45:11,795 - pyskl - INFO - Epoch [44][2800/3405] lr: 2.009e-02, eta: 1 day, 2:19:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 1.7533, loss: 1.7533 +2023-12-26 05:45:37,154 - pyskl - INFO - Epoch [44][2900/3405] lr: 2.009e-02, eta: 1 day, 2:19:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9550, loss_cls: 1.7466, loss: 1.7466 +2023-12-26 05:46:02,813 - pyskl - INFO - Epoch [44][3000/3405] lr: 2.008e-02, eta: 1 day, 2:18:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9569, loss_cls: 1.7481, loss: 1.7481 +2023-12-26 05:46:28,333 - pyskl - INFO - Epoch [44][3100/3405] lr: 2.008e-02, eta: 1 day, 2:18:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9587, loss_cls: 1.6748, loss: 1.6748 +2023-12-26 05:46:54,006 - pyskl - INFO - Epoch [44][3200/3405] lr: 2.007e-02, eta: 1 day, 2:18:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.6722, loss: 1.6722 +2023-12-26 05:47:20,049 - pyskl - INFO - Epoch [44][3300/3405] lr: 2.006e-02, eta: 1 day, 2:17:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.7534, loss: 1.7534 +2023-12-26 05:47:46,732 - pyskl - INFO - Epoch [44][3400/3405] lr: 2.006e-02, eta: 1 day, 2:17:08, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9637, loss_cls: 1.6435, loss: 1.6435 +2023-12-26 05:47:48,951 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-26 05:52:14,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 05:52:15,136 - pyskl - INFO - +top1_acc 0.7506 +top5_acc 0.9511 +2023-12-26 05:52:15,162 - pyskl - INFO - Epoch(val) [44][3718] top1_acc: 0.7506, top5_acc: 0.9511 +2023-12-26 05:53:07,056 - pyskl - INFO - Epoch [45][100/3405] lr: 2.005e-02, eta: 1 day, 2:17:40, time: 0.519, data_time: 0.268, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 1.7369, loss: 1.7369 +2023-12-26 05:53:31,938 - pyskl - INFO - Epoch [45][200/3405] lr: 2.005e-02, eta: 1 day, 2:17:10, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.6868, loss: 1.6868 +2023-12-26 05:53:56,863 - pyskl - INFO - Epoch [45][300/3405] lr: 2.004e-02, eta: 1 day, 2:16:41, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9506, loss_cls: 1.7288, loss: 1.7288 +2023-12-26 05:54:21,925 - pyskl - INFO - Epoch [45][400/3405] lr: 2.003e-02, eta: 1 day, 2:16:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9600, loss_cls: 1.7045, loss: 1.7045 +2023-12-26 05:54:47,534 - pyskl - INFO - Epoch [45][500/3405] lr: 2.003e-02, eta: 1 day, 2:15:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 1.6708, loss: 1.6708 +2023-12-26 05:55:12,701 - pyskl - INFO - Epoch [45][600/3405] lr: 2.002e-02, eta: 1 day, 2:15:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7538, top5_acc: 0.9631, loss_cls: 1.7158, loss: 1.7158 +2023-12-26 05:55:37,767 - pyskl - INFO - Epoch [45][700/3405] lr: 2.001e-02, eta: 1 day, 2:14:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9575, loss_cls: 1.6669, loss: 1.6669 +2023-12-26 05:56:02,867 - pyskl - INFO - Epoch [45][800/3405] lr: 2.001e-02, eta: 1 day, 2:14:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.6607, loss: 1.6607 +2023-12-26 05:56:28,211 - pyskl - INFO - Epoch [45][900/3405] lr: 2.000e-02, eta: 1 day, 2:13:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.6639, loss: 1.6639 +2023-12-26 05:56:53,358 - pyskl - INFO - Epoch [45][1000/3405] lr: 2.000e-02, eta: 1 day, 2:13:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 1.7249, loss: 1.7249 +2023-12-26 05:57:18,674 - pyskl - INFO - Epoch [45][1100/3405] lr: 1.999e-02, eta: 1 day, 2:12:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9437, loss_cls: 1.7666, loss: 1.7666 +2023-12-26 05:57:43,917 - pyskl - INFO - Epoch [45][1200/3405] lr: 1.998e-02, eta: 1 day, 2:12:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9575, loss_cls: 1.7039, loss: 1.7039 +2023-12-26 05:58:09,386 - pyskl - INFO - Epoch [45][1300/3405] lr: 1.998e-02, eta: 1 day, 2:11:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9606, loss_cls: 1.6766, loss: 1.6766 +2023-12-26 05:58:34,657 - pyskl - INFO - Epoch [45][1400/3405] lr: 1.997e-02, eta: 1 day, 2:11:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9469, loss_cls: 1.7976, loss: 1.7976 +2023-12-26 05:58:59,773 - pyskl - INFO - Epoch [45][1500/3405] lr: 1.997e-02, eta: 1 day, 2:10:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 1.7091, loss: 1.7091 +2023-12-26 05:59:25,221 - pyskl - INFO - Epoch [45][1600/3405] lr: 1.996e-02, eta: 1 day, 2:10:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 1.7445, loss: 1.7445 +2023-12-26 05:59:51,071 - pyskl - INFO - Epoch [45][1700/3405] lr: 1.995e-02, eta: 1 day, 2:10:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9619, loss_cls: 1.6784, loss: 1.6784 +2023-12-26 06:00:16,211 - pyskl - INFO - Epoch [45][1800/3405] lr: 1.995e-02, eta: 1 day, 2:09:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9631, loss_cls: 1.6711, loss: 1.6711 +2023-12-26 06:00:42,382 - pyskl - INFO - Epoch [45][1900/3405] lr: 1.994e-02, eta: 1 day, 2:09:07, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.7186, loss: 1.7186 +2023-12-26 06:01:08,341 - pyskl - INFO - Epoch [45][2000/3405] lr: 1.993e-02, eta: 1 day, 2:08:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7412, top5_acc: 0.9544, loss_cls: 1.7736, loss: 1.7736 +2023-12-26 06:01:33,369 - pyskl - INFO - Epoch [45][2100/3405] lr: 1.993e-02, eta: 1 day, 2:08:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9587, loss_cls: 1.6839, loss: 1.6839 +2023-12-26 06:01:58,342 - pyskl - INFO - Epoch [45][2200/3405] lr: 1.992e-02, eta: 1 day, 2:07:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9594, loss_cls: 1.7010, loss: 1.7010 +2023-12-26 06:02:23,295 - pyskl - INFO - Epoch [45][2300/3405] lr: 1.992e-02, eta: 1 day, 2:07:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9525, loss_cls: 1.6813, loss: 1.6813 +2023-12-26 06:02:48,254 - pyskl - INFO - Epoch [45][2400/3405] lr: 1.991e-02, eta: 1 day, 2:06:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9525, loss_cls: 1.6898, loss: 1.6898 +2023-12-26 06:03:13,205 - pyskl - INFO - Epoch [45][2500/3405] lr: 1.990e-02, eta: 1 day, 2:06:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9519, loss_cls: 1.7095, loss: 1.7095 +2023-12-26 06:03:38,721 - pyskl - INFO - Epoch [45][2600/3405] lr: 1.990e-02, eta: 1 day, 2:05:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 1.6551, loss: 1.6551 +2023-12-26 06:04:04,129 - pyskl - INFO - Epoch [45][2700/3405] lr: 1.989e-02, eta: 1 day, 2:05:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.6611, loss: 1.6611 +2023-12-26 06:04:29,745 - pyskl - INFO - Epoch [45][2800/3405] lr: 1.988e-02, eta: 1 day, 2:04:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7331, top5_acc: 0.9506, loss_cls: 1.8107, loss: 1.8107 +2023-12-26 06:04:54,988 - pyskl - INFO - Epoch [45][2900/3405] lr: 1.988e-02, eta: 1 day, 2:04:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.7918, loss: 1.7918 +2023-12-26 06:05:20,349 - pyskl - INFO - Epoch [45][3000/3405] lr: 1.987e-02, eta: 1 day, 2:03:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 1.6883, loss: 1.6883 +2023-12-26 06:05:45,971 - pyskl - INFO - Epoch [45][3100/3405] lr: 1.987e-02, eta: 1 day, 2:03:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9550, loss_cls: 1.7169, loss: 1.7169 +2023-12-26 06:06:11,910 - pyskl - INFO - Epoch [45][3200/3405] lr: 1.986e-02, eta: 1 day, 2:03:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9544, loss_cls: 1.7473, loss: 1.7473 +2023-12-26 06:06:37,703 - pyskl - INFO - Epoch [45][3300/3405] lr: 1.985e-02, eta: 1 day, 2:02:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9625, loss_cls: 1.6822, loss: 1.6822 +2023-12-26 06:07:03,092 - pyskl - INFO - Epoch [45][3400/3405] lr: 1.985e-02, eta: 1 day, 2:02:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7462, top5_acc: 0.9500, loss_cls: 1.7873, loss: 1.7873 +2023-12-26 06:07:05,195 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-26 06:11:31,430 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 06:11:32,058 - pyskl - INFO - +top1_acc 0.7561 +top5_acc 0.9492 +2023-12-26 06:11:32,063 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_41.pth was removed +2023-12-26 06:11:32,268 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2023-12-26 06:11:32,269 - pyskl - INFO - Best top1_acc is 0.7561 at 45 epoch. +2023-12-26 06:11:32,295 - pyskl - INFO - Epoch(val) [45][3718] top1_acc: 0.7561, top5_acc: 0.9492 +2023-12-26 06:12:24,792 - pyskl - INFO - Epoch [46][100/3405] lr: 1.984e-02, eta: 1 day, 2:02:35, time: 0.525, data_time: 0.275, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 1.6836, loss: 1.6836 +2023-12-26 06:12:50,103 - pyskl - INFO - Epoch [46][200/3405] lr: 1.983e-02, eta: 1 day, 2:02:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 1.6849, loss: 1.6849 +2023-12-26 06:13:15,527 - pyskl - INFO - Epoch [46][300/3405] lr: 1.983e-02, eta: 1 day, 2:01:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 1.7600, loss: 1.7600 +2023-12-26 06:13:40,704 - pyskl - INFO - Epoch [46][400/3405] lr: 1.982e-02, eta: 1 day, 2:01:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.7250, loss: 1.7250 +2023-12-26 06:14:06,109 - pyskl - INFO - Epoch [46][500/3405] lr: 1.982e-02, eta: 1 day, 2:00:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.7163, loss: 1.7163 +2023-12-26 06:14:31,645 - pyskl - INFO - Epoch [46][600/3405] lr: 1.981e-02, eta: 1 day, 2:00:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.6258, loss: 1.6258 +2023-12-26 06:14:56,851 - pyskl - INFO - Epoch [46][700/3405] lr: 1.980e-02, eta: 1 day, 1:59:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9613, loss_cls: 1.7150, loss: 1.7150 +2023-12-26 06:15:21,973 - pyskl - INFO - Epoch [46][800/3405] lr: 1.980e-02, eta: 1 day, 1:59:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9594, loss_cls: 1.7174, loss: 1.7174 +2023-12-26 06:15:47,121 - pyskl - INFO - Epoch [46][900/3405] lr: 1.979e-02, eta: 1 day, 1:58:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9606, loss_cls: 1.7119, loss: 1.7119 +2023-12-26 06:16:12,257 - pyskl - INFO - Epoch [46][1000/3405] lr: 1.979e-02, eta: 1 day, 1:58:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9544, loss_cls: 1.7247, loss: 1.7247 +2023-12-26 06:16:37,396 - pyskl - INFO - Epoch [46][1100/3405] lr: 1.978e-02, eta: 1 day, 1:57:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9594, loss_cls: 1.6816, loss: 1.6816 +2023-12-26 06:17:02,663 - pyskl - INFO - Epoch [46][1200/3405] lr: 1.977e-02, eta: 1 day, 1:57:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 1.7021, loss: 1.7021 +2023-12-26 06:17:27,923 - pyskl - INFO - Epoch [46][1300/3405] lr: 1.977e-02, eta: 1 day, 1:56:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.7085, loss: 1.7085 +2023-12-26 06:17:53,007 - pyskl - INFO - Epoch [46][1400/3405] lr: 1.976e-02, eta: 1 day, 1:56:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9619, loss_cls: 1.6818, loss: 1.6818 +2023-12-26 06:18:18,135 - pyskl - INFO - Epoch [46][1500/3405] lr: 1.975e-02, eta: 1 day, 1:55:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9631, loss_cls: 1.7183, loss: 1.7183 +2023-12-26 06:18:43,273 - pyskl - INFO - Epoch [46][1600/3405] lr: 1.975e-02, eta: 1 day, 1:55:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9581, loss_cls: 1.6761, loss: 1.6761 +2023-12-26 06:19:08,314 - pyskl - INFO - Epoch [46][1700/3405] lr: 1.974e-02, eta: 1 day, 1:54:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.6811, loss: 1.6811 +2023-12-26 06:19:33,464 - pyskl - INFO - Epoch [46][1800/3405] lr: 1.973e-02, eta: 1 day, 1:54:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 1.7017, loss: 1.7017 +2023-12-26 06:19:58,748 - pyskl - INFO - Epoch [46][1900/3405] lr: 1.973e-02, eta: 1 day, 1:54:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.6408, loss: 1.6408 +2023-12-26 06:20:23,810 - pyskl - INFO - Epoch [46][2000/3405] lr: 1.972e-02, eta: 1 day, 1:53:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9531, loss_cls: 1.7429, loss: 1.7429 +2023-12-26 06:20:48,941 - pyskl - INFO - Epoch [46][2100/3405] lr: 1.972e-02, eta: 1 day, 1:53:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9656, loss_cls: 1.6805, loss: 1.6805 +2023-12-26 06:21:14,221 - pyskl - INFO - Epoch [46][2200/3405] lr: 1.971e-02, eta: 1 day, 1:52:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9581, loss_cls: 1.7423, loss: 1.7423 +2023-12-26 06:21:39,374 - pyskl - INFO - Epoch [46][2300/3405] lr: 1.970e-02, eta: 1 day, 1:52:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9587, loss_cls: 1.7090, loss: 1.7090 +2023-12-26 06:22:04,451 - pyskl - INFO - Epoch [46][2400/3405] lr: 1.970e-02, eta: 1 day, 1:51:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7481, top5_acc: 0.9550, loss_cls: 1.7747, loss: 1.7747 +2023-12-26 06:22:29,595 - pyskl - INFO - Epoch [46][2500/3405] lr: 1.969e-02, eta: 1 day, 1:51:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 1.6995, loss: 1.6995 +2023-12-26 06:22:55,006 - pyskl - INFO - Epoch [46][2600/3405] lr: 1.968e-02, eta: 1 day, 1:50:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 1.7229, loss: 1.7229 +2023-12-26 06:23:20,824 - pyskl - INFO - Epoch [46][2700/3405] lr: 1.968e-02, eta: 1 day, 1:50:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9631, loss_cls: 1.6993, loss: 1.6993 +2023-12-26 06:23:46,143 - pyskl - INFO - Epoch [46][2800/3405] lr: 1.967e-02, eta: 1 day, 1:49:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9500, loss_cls: 1.7345, loss: 1.7345 +2023-12-26 06:24:11,784 - pyskl - INFO - Epoch [46][2900/3405] lr: 1.967e-02, eta: 1 day, 1:49:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9556, loss_cls: 1.6945, loss: 1.6945 +2023-12-26 06:24:37,423 - pyskl - INFO - Epoch [46][3000/3405] lr: 1.966e-02, eta: 1 day, 1:48:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9606, loss_cls: 1.7149, loss: 1.7149 +2023-12-26 06:25:03,318 - pyskl - INFO - Epoch [46][3100/3405] lr: 1.965e-02, eta: 1 day, 1:48:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9563, loss_cls: 1.7079, loss: 1.7079 +2023-12-26 06:25:29,351 - pyskl - INFO - Epoch [46][3200/3405] lr: 1.965e-02, eta: 1 day, 1:47:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.7247, loss: 1.7247 +2023-12-26 06:25:54,857 - pyskl - INFO - Epoch [46][3300/3405] lr: 1.964e-02, eta: 1 day, 1:47:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9606, loss_cls: 1.6821, loss: 1.6821 +2023-12-26 06:26:19,883 - pyskl - INFO - Epoch [46][3400/3405] lr: 1.963e-02, eta: 1 day, 1:47:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.7488, loss: 1.7488 +2023-12-26 06:26:21,944 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-26 06:30:47,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 06:30:48,511 - pyskl - INFO - +top1_acc 0.7237 +top5_acc 0.9310 +2023-12-26 06:30:48,537 - pyskl - INFO - Epoch(val) [46][3718] top1_acc: 0.7237, top5_acc: 0.9310 +2023-12-26 06:31:40,932 - pyskl - INFO - Epoch [47][100/3405] lr: 1.963e-02, eta: 1 day, 1:47:29, time: 0.524, data_time: 0.273, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.7170, loss: 1.7170 +2023-12-26 06:32:05,920 - pyskl - INFO - Epoch [47][200/3405] lr: 1.962e-02, eta: 1 day, 1:47:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 1.6897, loss: 1.6897 +2023-12-26 06:32:31,436 - pyskl - INFO - Epoch [47][300/3405] lr: 1.962e-02, eta: 1 day, 1:46:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9681, loss_cls: 1.6454, loss: 1.6454 +2023-12-26 06:32:56,672 - pyskl - INFO - Epoch [47][400/3405] lr: 1.961e-02, eta: 1 day, 1:46:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9619, loss_cls: 1.6345, loss: 1.6345 +2023-12-26 06:33:21,914 - pyskl - INFO - Epoch [47][500/3405] lr: 1.960e-02, eta: 1 day, 1:45:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 1.6941, loss: 1.6941 +2023-12-26 06:33:47,481 - pyskl - INFO - Epoch [47][600/3405] lr: 1.960e-02, eta: 1 day, 1:45:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 1.7414, loss: 1.7414 +2023-12-26 06:34:12,700 - pyskl - INFO - Epoch [47][700/3405] lr: 1.959e-02, eta: 1 day, 1:44:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9513, loss_cls: 1.7499, loss: 1.7499 +2023-12-26 06:34:37,888 - pyskl - INFO - Epoch [47][800/3405] lr: 1.958e-02, eta: 1 day, 1:44:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7594, top5_acc: 0.9463, loss_cls: 1.7630, loss: 1.7630 +2023-12-26 06:35:03,116 - pyskl - INFO - Epoch [47][900/3405] lr: 1.958e-02, eta: 1 day, 1:43:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.7275, loss: 1.7275 +2023-12-26 06:35:28,228 - pyskl - INFO - Epoch [47][1000/3405] lr: 1.957e-02, eta: 1 day, 1:43:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7469, top5_acc: 0.9563, loss_cls: 1.7677, loss: 1.7677 +2023-12-26 06:35:53,483 - pyskl - INFO - Epoch [47][1100/3405] lr: 1.956e-02, eta: 1 day, 1:42:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.6847, loss: 1.6847 +2023-12-26 06:36:18,573 - pyskl - INFO - Epoch [47][1200/3405] lr: 1.956e-02, eta: 1 day, 1:42:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.6776, loss: 1.6776 +2023-12-26 06:36:43,845 - pyskl - INFO - Epoch [47][1300/3405] lr: 1.955e-02, eta: 1 day, 1:41:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 1.7007, loss: 1.7007 +2023-12-26 06:37:09,101 - pyskl - INFO - Epoch [47][1400/3405] lr: 1.955e-02, eta: 1 day, 1:41:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9494, loss_cls: 1.7326, loss: 1.7326 +2023-12-26 06:37:34,691 - pyskl - INFO - Epoch [47][1500/3405] lr: 1.954e-02, eta: 1 day, 1:40:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9594, loss_cls: 1.7086, loss: 1.7086 +2023-12-26 06:37:59,827 - pyskl - INFO - Epoch [47][1600/3405] lr: 1.953e-02, eta: 1 day, 1:40:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9556, loss_cls: 1.6996, loss: 1.6996 +2023-12-26 06:38:24,998 - pyskl - INFO - Epoch [47][1700/3405] lr: 1.953e-02, eta: 1 day, 1:39:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9600, loss_cls: 1.7457, loss: 1.7457 +2023-12-26 06:38:50,071 - pyskl - INFO - Epoch [47][1800/3405] lr: 1.952e-02, eta: 1 day, 1:39:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9550, loss_cls: 1.7451, loss: 1.7451 +2023-12-26 06:39:15,565 - pyskl - INFO - Epoch [47][1900/3405] lr: 1.951e-02, eta: 1 day, 1:38:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 1.6806, loss: 1.6806 +2023-12-26 06:39:41,576 - pyskl - INFO - Epoch [47][2000/3405] lr: 1.951e-02, eta: 1 day, 1:38:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 1.6890, loss: 1.6890 +2023-12-26 06:40:08,095 - pyskl - INFO - Epoch [47][2100/3405] lr: 1.950e-02, eta: 1 day, 1:38:06, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.6394, loss: 1.6394 +2023-12-26 06:40:34,622 - pyskl - INFO - Epoch [47][2200/3405] lr: 1.949e-02, eta: 1 day, 1:37:40, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9600, loss_cls: 1.7033, loss: 1.7033 +2023-12-26 06:41:01,167 - pyskl - INFO - Epoch [47][2300/3405] lr: 1.949e-02, eta: 1 day, 1:37:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 1.7044, loss: 1.7044 +2023-12-26 06:41:27,691 - pyskl - INFO - Epoch [47][2400/3405] lr: 1.948e-02, eta: 1 day, 1:36:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9531, loss_cls: 1.7017, loss: 1.7017 +2023-12-26 06:41:54,197 - pyskl - INFO - Epoch [47][2500/3405] lr: 1.948e-02, eta: 1 day, 1:36:24, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 1.7384, loss: 1.7384 +2023-12-26 06:42:19,711 - pyskl - INFO - Epoch [47][2600/3405] lr: 1.947e-02, eta: 1 day, 1:35:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 1.6875, loss: 1.6875 +2023-12-26 06:42:45,204 - pyskl - INFO - Epoch [47][2700/3405] lr: 1.946e-02, eta: 1 day, 1:35:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 1.6797, loss: 1.6797 +2023-12-26 06:43:10,799 - pyskl - INFO - Epoch [47][2800/3405] lr: 1.946e-02, eta: 1 day, 1:35:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.6878, loss: 1.6878 +2023-12-26 06:43:36,735 - pyskl - INFO - Epoch [47][2900/3405] lr: 1.945e-02, eta: 1 day, 1:34:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9550, loss_cls: 1.7485, loss: 1.7485 +2023-12-26 06:44:02,527 - pyskl - INFO - Epoch [47][3000/3405] lr: 1.944e-02, eta: 1 day, 1:34:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9644, loss_cls: 1.7238, loss: 1.7238 +2023-12-26 06:44:28,042 - pyskl - INFO - Epoch [47][3100/3405] lr: 1.944e-02, eta: 1 day, 1:33:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9513, loss_cls: 1.7224, loss: 1.7224 +2023-12-26 06:44:53,575 - pyskl - INFO - Epoch [47][3200/3405] lr: 1.943e-02, eta: 1 day, 1:33:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9631, loss_cls: 1.6551, loss: 1.6551 +2023-12-26 06:45:19,206 - pyskl - INFO - Epoch [47][3300/3405] lr: 1.942e-02, eta: 1 day, 1:32:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9606, loss_cls: 1.6737, loss: 1.6737 +2023-12-26 06:45:44,627 - pyskl - INFO - Epoch [47][3400/3405] lr: 1.942e-02, eta: 1 day, 1:32:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9587, loss_cls: 1.7143, loss: 1.7143 +2023-12-26 06:45:46,666 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-26 06:50:12,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 06:50:13,269 - pyskl - INFO - +top1_acc 0.7513 +top5_acc 0.9494 +2023-12-26 06:50:13,295 - pyskl - INFO - Epoch(val) [47][3718] top1_acc: 0.7513, top5_acc: 0.9494 +2023-12-26 06:51:05,342 - pyskl - INFO - Epoch [48][100/3405] lr: 1.941e-02, eta: 1 day, 1:32:42, time: 0.520, data_time: 0.271, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9594, loss_cls: 1.6597, loss: 1.6597 +2023-12-26 06:51:30,533 - pyskl - INFO - Epoch [48][200/3405] lr: 1.940e-02, eta: 1 day, 1:32:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 1.6253, loss: 1.6253 +2023-12-26 06:51:56,042 - pyskl - INFO - Epoch [48][300/3405] lr: 1.940e-02, eta: 1 day, 1:31:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.7245, loss: 1.7245 +2023-12-26 06:52:21,184 - pyskl - INFO - Epoch [48][400/3405] lr: 1.939e-02, eta: 1 day, 1:31:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9463, loss_cls: 1.7288, loss: 1.7288 +2023-12-26 06:52:46,367 - pyskl - INFO - Epoch [48][500/3405] lr: 1.939e-02, eta: 1 day, 1:30:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9663, loss_cls: 1.6763, loss: 1.6763 +2023-12-26 06:53:11,944 - pyskl - INFO - Epoch [48][600/3405] lr: 1.938e-02, eta: 1 day, 1:30:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9569, loss_cls: 1.6813, loss: 1.6813 +2023-12-26 06:53:37,606 - pyskl - INFO - Epoch [48][700/3405] lr: 1.937e-02, eta: 1 day, 1:29:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 1.6922, loss: 1.6922 +2023-12-26 06:54:02,710 - pyskl - INFO - Epoch [48][800/3405] lr: 1.937e-02, eta: 1 day, 1:29:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9587, loss_cls: 1.6724, loss: 1.6724 +2023-12-26 06:54:27,836 - pyskl - INFO - Epoch [48][900/3405] lr: 1.936e-02, eta: 1 day, 1:28:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 1.6394, loss: 1.6394 +2023-12-26 06:54:53,176 - pyskl - INFO - Epoch [48][1000/3405] lr: 1.935e-02, eta: 1 day, 1:28:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.6938, loss: 1.6938 +2023-12-26 06:55:18,448 - pyskl - INFO - Epoch [48][1100/3405] lr: 1.935e-02, eta: 1 day, 1:28:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.7033, loss: 1.7033 +2023-12-26 06:55:43,820 - pyskl - INFO - Epoch [48][1200/3405] lr: 1.934e-02, eta: 1 day, 1:27:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.6876, loss: 1.6876 +2023-12-26 06:56:09,181 - pyskl - INFO - Epoch [48][1300/3405] lr: 1.933e-02, eta: 1 day, 1:27:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9525, loss_cls: 1.7197, loss: 1.7197 +2023-12-26 06:56:34,365 - pyskl - INFO - Epoch [48][1400/3405] lr: 1.933e-02, eta: 1 day, 1:26:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 1.6969, loss: 1.6969 +2023-12-26 06:56:59,454 - pyskl - INFO - Epoch [48][1500/3405] lr: 1.932e-02, eta: 1 day, 1:26:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9581, loss_cls: 1.7239, loss: 1.7239 +2023-12-26 06:57:24,658 - pyskl - INFO - Epoch [48][1600/3405] lr: 1.931e-02, eta: 1 day, 1:25:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.6643, loss: 1.6643 +2023-12-26 06:57:49,846 - pyskl - INFO - Epoch [48][1700/3405] lr: 1.931e-02, eta: 1 day, 1:25:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.6543, loss: 1.6543 +2023-12-26 06:58:15,003 - pyskl - INFO - Epoch [48][1800/3405] lr: 1.930e-02, eta: 1 day, 1:24:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9563, loss_cls: 1.7032, loss: 1.7032 +2023-12-26 06:58:40,055 - pyskl - INFO - Epoch [48][1900/3405] lr: 1.930e-02, eta: 1 day, 1:24:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9712, loss_cls: 1.6550, loss: 1.6550 +2023-12-26 06:59:05,386 - pyskl - INFO - Epoch [48][2000/3405] lr: 1.929e-02, eta: 1 day, 1:23:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9694, loss_cls: 1.6942, loss: 1.6942 +2023-12-26 06:59:30,669 - pyskl - INFO - Epoch [48][2100/3405] lr: 1.928e-02, eta: 1 day, 1:23:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9587, loss_cls: 1.7120, loss: 1.7120 +2023-12-26 06:59:55,859 - pyskl - INFO - Epoch [48][2200/3405] lr: 1.928e-02, eta: 1 day, 1:22:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9581, loss_cls: 1.6715, loss: 1.6715 +2023-12-26 07:00:21,057 - pyskl - INFO - Epoch [48][2300/3405] lr: 1.927e-02, eta: 1 day, 1:22:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 1.6958, loss: 1.6958 +2023-12-26 07:00:46,153 - pyskl - INFO - Epoch [48][2400/3405] lr: 1.926e-02, eta: 1 day, 1:21:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7631, top5_acc: 0.9600, loss_cls: 1.7322, loss: 1.7322 +2023-12-26 07:01:11,256 - pyskl - INFO - Epoch [48][2500/3405] lr: 1.926e-02, eta: 1 day, 1:21:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9513, loss_cls: 1.6758, loss: 1.6758 +2023-12-26 07:01:36,805 - pyskl - INFO - Epoch [48][2600/3405] lr: 1.925e-02, eta: 1 day, 1:20:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.6993, loss: 1.6993 +2023-12-26 07:02:02,043 - pyskl - INFO - Epoch [48][2700/3405] lr: 1.924e-02, eta: 1 day, 1:20:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.7125, loss: 1.7125 +2023-12-26 07:02:27,025 - pyskl - INFO - Epoch [48][2800/3405] lr: 1.924e-02, eta: 1 day, 1:19:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9631, loss_cls: 1.6525, loss: 1.6525 +2023-12-26 07:02:52,026 - pyskl - INFO - Epoch [48][2900/3405] lr: 1.923e-02, eta: 1 day, 1:19:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 1.6414, loss: 1.6414 +2023-12-26 07:03:17,422 - pyskl - INFO - Epoch [48][3000/3405] lr: 1.922e-02, eta: 1 day, 1:19:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9525, loss_cls: 1.7466, loss: 1.7466 +2023-12-26 07:03:43,155 - pyskl - INFO - Epoch [48][3100/3405] lr: 1.922e-02, eta: 1 day, 1:18:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9556, loss_cls: 1.7351, loss: 1.7351 +2023-12-26 07:04:08,215 - pyskl - INFO - Epoch [48][3200/3405] lr: 1.921e-02, eta: 1 day, 1:18:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9594, loss_cls: 1.6916, loss: 1.6916 +2023-12-26 07:04:33,712 - pyskl - INFO - Epoch [48][3300/3405] lr: 1.920e-02, eta: 1 day, 1:17:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9500, loss_cls: 1.7762, loss: 1.7762 +2023-12-26 07:04:59,493 - pyskl - INFO - Epoch [48][3400/3405] lr: 1.920e-02, eta: 1 day, 1:17:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9688, loss_cls: 1.6553, loss: 1.6553 +2023-12-26 07:05:01,565 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-26 07:09:26,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 07:09:27,336 - pyskl - INFO - +top1_acc 0.7271 +top5_acc 0.9357 +2023-12-26 07:09:27,362 - pyskl - INFO - Epoch(val) [48][3718] top1_acc: 0.7271, top5_acc: 0.9357 +2023-12-26 07:10:19,190 - pyskl - INFO - Epoch [49][100/3405] lr: 1.919e-02, eta: 1 day, 1:17:34, time: 0.518, data_time: 0.269, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9531, loss_cls: 1.7053, loss: 1.7053 +2023-12-26 07:10:44,149 - pyskl - INFO - Epoch [49][200/3405] lr: 1.918e-02, eta: 1 day, 1:17:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9550, loss_cls: 1.7087, loss: 1.7087 +2023-12-26 07:11:09,071 - pyskl - INFO - Epoch [49][300/3405] lr: 1.918e-02, eta: 1 day, 1:16:36, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.6231, loss: 1.6231 +2023-12-26 07:11:34,254 - pyskl - INFO - Epoch [49][400/3405] lr: 1.917e-02, eta: 1 day, 1:16:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 1.6383, loss: 1.6383 +2023-12-26 07:11:59,269 - pyskl - INFO - Epoch [49][500/3405] lr: 1.917e-02, eta: 1 day, 1:15:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9575, loss_cls: 1.6760, loss: 1.6760 +2023-12-26 07:12:24,572 - pyskl - INFO - Epoch [49][600/3405] lr: 1.916e-02, eta: 1 day, 1:15:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9587, loss_cls: 1.6811, loss: 1.6811 +2023-12-26 07:12:49,838 - pyskl - INFO - Epoch [49][700/3405] lr: 1.915e-02, eta: 1 day, 1:14:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.6846, loss: 1.6846 +2023-12-26 07:13:14,891 - pyskl - INFO - Epoch [49][800/3405] lr: 1.915e-02, eta: 1 day, 1:14:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9600, loss_cls: 1.6843, loss: 1.6843 +2023-12-26 07:13:39,917 - pyskl - INFO - Epoch [49][900/3405] lr: 1.914e-02, eta: 1 day, 1:13:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 1.7098, loss: 1.7098 +2023-12-26 07:14:04,950 - pyskl - INFO - Epoch [49][1000/3405] lr: 1.913e-02, eta: 1 day, 1:13:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 1.7328, loss: 1.7328 +2023-12-26 07:14:29,963 - pyskl - INFO - Epoch [49][1100/3405] lr: 1.913e-02, eta: 1 day, 1:12:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 1.6643, loss: 1.6643 +2023-12-26 07:14:55,051 - pyskl - INFO - Epoch [49][1200/3405] lr: 1.912e-02, eta: 1 day, 1:12:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9587, loss_cls: 1.6830, loss: 1.6830 +2023-12-26 07:15:20,124 - pyskl - INFO - Epoch [49][1300/3405] lr: 1.911e-02, eta: 1 day, 1:11:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 1.6551, loss: 1.6551 +2023-12-26 07:15:45,240 - pyskl - INFO - Epoch [49][1400/3405] lr: 1.911e-02, eta: 1 day, 1:11:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9694, loss_cls: 1.6825, loss: 1.6825 +2023-12-26 07:16:10,450 - pyskl - INFO - Epoch [49][1500/3405] lr: 1.910e-02, eta: 1 day, 1:10:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 1.7173, loss: 1.7173 +2023-12-26 07:16:35,861 - pyskl - INFO - Epoch [49][1600/3405] lr: 1.909e-02, eta: 1 day, 1:10:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.6162, loss: 1.6162 +2023-12-26 07:17:01,087 - pyskl - INFO - Epoch [49][1700/3405] lr: 1.909e-02, eta: 1 day, 1:09:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9563, loss_cls: 1.6726, loss: 1.6726 +2023-12-26 07:17:26,172 - pyskl - INFO - Epoch [49][1800/3405] lr: 1.908e-02, eta: 1 day, 1:09:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7606, top5_acc: 0.9513, loss_cls: 1.7498, loss: 1.7498 +2023-12-26 07:17:51,212 - pyskl - INFO - Epoch [49][1900/3405] lr: 1.907e-02, eta: 1 day, 1:09:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9625, loss_cls: 1.6517, loss: 1.6517 +2023-12-26 07:18:16,439 - pyskl - INFO - Epoch [49][2000/3405] lr: 1.907e-02, eta: 1 day, 1:08:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 1.7012, loss: 1.7012 +2023-12-26 07:18:41,541 - pyskl - INFO - Epoch [49][2100/3405] lr: 1.906e-02, eta: 1 day, 1:08:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9569, loss_cls: 1.6874, loss: 1.6874 +2023-12-26 07:19:06,551 - pyskl - INFO - Epoch [49][2200/3405] lr: 1.905e-02, eta: 1 day, 1:07:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9575, loss_cls: 1.6530, loss: 1.6530 +2023-12-26 07:19:31,850 - pyskl - INFO - Epoch [49][2300/3405] lr: 1.905e-02, eta: 1 day, 1:07:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9613, loss_cls: 1.7179, loss: 1.7179 +2023-12-26 07:19:57,199 - pyskl - INFO - Epoch [49][2400/3405] lr: 1.904e-02, eta: 1 day, 1:06:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9644, loss_cls: 1.7406, loss: 1.7406 +2023-12-26 07:20:22,472 - pyskl - INFO - Epoch [49][2500/3405] lr: 1.903e-02, eta: 1 day, 1:06:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.6744, loss: 1.6744 +2023-12-26 07:20:48,114 - pyskl - INFO - Epoch [49][2600/3405] lr: 1.903e-02, eta: 1 day, 1:05:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9606, loss_cls: 1.6583, loss: 1.6583 +2023-12-26 07:21:13,831 - pyskl - INFO - Epoch [49][2700/3405] lr: 1.902e-02, eta: 1 day, 1:05:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9581, loss_cls: 1.6943, loss: 1.6943 +2023-12-26 07:21:39,305 - pyskl - INFO - Epoch [49][2800/3405] lr: 1.902e-02, eta: 1 day, 1:04:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9575, loss_cls: 1.6875, loss: 1.6875 +2023-12-26 07:22:04,672 - pyskl - INFO - Epoch [49][2900/3405] lr: 1.901e-02, eta: 1 day, 1:04:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7575, top5_acc: 0.9531, loss_cls: 1.7742, loss: 1.7742 +2023-12-26 07:22:29,937 - pyskl - INFO - Epoch [49][3000/3405] lr: 1.900e-02, eta: 1 day, 1:03:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 1.6747, loss: 1.6747 +2023-12-26 07:22:55,870 - pyskl - INFO - Epoch [49][3100/3405] lr: 1.900e-02, eta: 1 day, 1:03:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7544, top5_acc: 0.9413, loss_cls: 1.7928, loss: 1.7928 +2023-12-26 07:23:21,423 - pyskl - INFO - Epoch [49][3200/3405] lr: 1.899e-02, eta: 1 day, 1:02:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7488, top5_acc: 0.9625, loss_cls: 1.7291, loss: 1.7291 +2023-12-26 07:23:46,839 - pyskl - INFO - Epoch [49][3300/3405] lr: 1.898e-02, eta: 1 day, 1:02:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.6791, loss: 1.6791 +2023-12-26 07:24:13,016 - pyskl - INFO - Epoch [49][3400/3405] lr: 1.898e-02, eta: 1 day, 1:02:03, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9556, loss_cls: 1.7295, loss: 1.7295 +2023-12-26 07:24:15,053 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-26 07:28:40,508 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 07:28:41,141 - pyskl - INFO - +top1_acc 0.7411 +top5_acc 0.9425 +2023-12-26 07:28:41,167 - pyskl - INFO - Epoch(val) [49][3718] top1_acc: 0.7411, top5_acc: 0.9425 +2023-12-26 07:29:33,261 - pyskl - INFO - Epoch [50][100/3405] lr: 1.897e-02, eta: 1 day, 1:02:26, time: 0.521, data_time: 0.270, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9625, loss_cls: 1.6896, loss: 1.6896 +2023-12-26 07:29:58,417 - pyskl - INFO - Epoch [50][200/3405] lr: 1.896e-02, eta: 1 day, 1:01:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 1.6734, loss: 1.6734 +2023-12-26 07:30:23,702 - pyskl - INFO - Epoch [50][300/3405] lr: 1.896e-02, eta: 1 day, 1:01:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 1.6088, loss: 1.6088 +2023-12-26 07:30:48,710 - pyskl - INFO - Epoch [50][400/3405] lr: 1.895e-02, eta: 1 day, 1:01:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 1.6612, loss: 1.6612 +2023-12-26 07:31:14,411 - pyskl - INFO - Epoch [50][500/3405] lr: 1.894e-02, eta: 1 day, 1:00:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 1.6231, loss: 1.6231 +2023-12-26 07:31:39,504 - pyskl - INFO - Epoch [50][600/3405] lr: 1.894e-02, eta: 1 day, 1:00:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9650, loss_cls: 1.6491, loss: 1.6491 +2023-12-26 07:32:05,070 - pyskl - INFO - Epoch [50][700/3405] lr: 1.893e-02, eta: 1 day, 0:59:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.6536, loss: 1.6536 +2023-12-26 07:32:30,267 - pyskl - INFO - Epoch [50][800/3405] lr: 1.892e-02, eta: 1 day, 0:59:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 1.6946, loss: 1.6946 +2023-12-26 07:32:55,419 - pyskl - INFO - Epoch [50][900/3405] lr: 1.892e-02, eta: 1 day, 0:58:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9675, loss_cls: 1.6730, loss: 1.6730 +2023-12-26 07:33:20,502 - pyskl - INFO - Epoch [50][1000/3405] lr: 1.891e-02, eta: 1 day, 0:58:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 1.6761, loss: 1.6761 +2023-12-26 07:33:45,547 - pyskl - INFO - Epoch [50][1100/3405] lr: 1.890e-02, eta: 1 day, 0:57:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 1.6534, loss: 1.6534 +2023-12-26 07:34:10,686 - pyskl - INFO - Epoch [50][1200/3405] lr: 1.890e-02, eta: 1 day, 0:57:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 1.6689, loss: 1.6689 +2023-12-26 07:34:35,727 - pyskl - INFO - Epoch [50][1300/3405] lr: 1.889e-02, eta: 1 day, 0:56:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.6730, loss: 1.6730 +2023-12-26 07:35:00,923 - pyskl - INFO - Epoch [50][1400/3405] lr: 1.888e-02, eta: 1 day, 0:56:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.6823, loss: 1.6823 +2023-12-26 07:35:26,056 - pyskl - INFO - Epoch [50][1500/3405] lr: 1.888e-02, eta: 1 day, 0:55:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.6926, loss: 1.6926 +2023-12-26 07:35:51,336 - pyskl - INFO - Epoch [50][1600/3405] lr: 1.887e-02, eta: 1 day, 0:55:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9613, loss_cls: 1.6645, loss: 1.6645 +2023-12-26 07:36:16,348 - pyskl - INFO - Epoch [50][1700/3405] lr: 1.886e-02, eta: 1 day, 0:54:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9606, loss_cls: 1.6804, loss: 1.6804 +2023-12-26 07:36:41,393 - pyskl - INFO - Epoch [50][1800/3405] lr: 1.886e-02, eta: 1 day, 0:54:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 1.6665, loss: 1.6665 +2023-12-26 07:37:06,467 - pyskl - INFO - Epoch [50][1900/3405] lr: 1.885e-02, eta: 1 day, 0:53:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 1.7099, loss: 1.7099 +2023-12-26 07:37:31,654 - pyskl - INFO - Epoch [50][2000/3405] lr: 1.884e-02, eta: 1 day, 0:53:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 1.6493, loss: 1.6493 +2023-12-26 07:37:57,027 - pyskl - INFO - Epoch [50][2100/3405] lr: 1.884e-02, eta: 1 day, 0:53:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9569, loss_cls: 1.6523, loss: 1.6523 +2023-12-26 07:38:22,264 - pyskl - INFO - Epoch [50][2200/3405] lr: 1.883e-02, eta: 1 day, 0:52:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 1.6815, loss: 1.6815 +2023-12-26 07:38:47,504 - pyskl - INFO - Epoch [50][2300/3405] lr: 1.882e-02, eta: 1 day, 0:52:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7581, top5_acc: 0.9569, loss_cls: 1.7491, loss: 1.7491 +2023-12-26 07:39:12,700 - pyskl - INFO - Epoch [50][2400/3405] lr: 1.882e-02, eta: 1 day, 0:51:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.6928, loss: 1.6928 +2023-12-26 07:39:37,793 - pyskl - INFO - Epoch [50][2500/3405] lr: 1.881e-02, eta: 1 day, 0:51:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9563, loss_cls: 1.6862, loss: 1.6862 +2023-12-26 07:40:03,162 - pyskl - INFO - Epoch [50][2600/3405] lr: 1.880e-02, eta: 1 day, 0:50:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7619, top5_acc: 0.9600, loss_cls: 1.7060, loss: 1.7060 +2023-12-26 07:40:28,456 - pyskl - INFO - Epoch [50][2700/3405] lr: 1.880e-02, eta: 1 day, 0:50:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9506, loss_cls: 1.7542, loss: 1.7542 +2023-12-26 07:40:54,066 - pyskl - INFO - Epoch [50][2800/3405] lr: 1.879e-02, eta: 1 day, 0:49:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 1.6747, loss: 1.6747 +2023-12-26 07:41:19,223 - pyskl - INFO - Epoch [50][2900/3405] lr: 1.878e-02, eta: 1 day, 0:49:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9506, loss_cls: 1.6999, loss: 1.6999 +2023-12-26 07:41:44,552 - pyskl - INFO - Epoch [50][3000/3405] lr: 1.878e-02, eta: 1 day, 0:48:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9525, loss_cls: 1.6942, loss: 1.6942 +2023-12-26 07:42:10,250 - pyskl - INFO - Epoch [50][3100/3405] lr: 1.877e-02, eta: 1 day, 0:48:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.7407, loss: 1.7407 +2023-12-26 07:42:35,893 - pyskl - INFO - Epoch [50][3200/3405] lr: 1.876e-02, eta: 1 day, 0:47:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9537, loss_cls: 1.7088, loss: 1.7088 +2023-12-26 07:43:01,636 - pyskl - INFO - Epoch [50][3300/3405] lr: 1.876e-02, eta: 1 day, 0:47:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9594, loss_cls: 1.6799, loss: 1.6799 +2023-12-26 07:43:27,168 - pyskl - INFO - Epoch [50][3400/3405] lr: 1.875e-02, eta: 1 day, 0:46:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9600, loss_cls: 1.6784, loss: 1.6784 +2023-12-26 07:43:29,221 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-26 07:47:55,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 07:47:55,731 - pyskl - INFO - +top1_acc 0.7517 +top5_acc 0.9456 +2023-12-26 07:47:55,757 - pyskl - INFO - Epoch(val) [50][3718] top1_acc: 0.7517, top5_acc: 0.9456 +2023-12-26 07:48:48,764 - pyskl - INFO - Epoch [51][100/3405] lr: 1.874e-02, eta: 1 day, 0:47:21, time: 0.530, data_time: 0.270, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9550, loss_cls: 1.7152, loss: 1.7152 +2023-12-26 07:49:13,641 - pyskl - INFO - Epoch [51][200/3405] lr: 1.874e-02, eta: 1 day, 0:46:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 1.6625, loss: 1.6625 +2023-12-26 07:49:38,535 - pyskl - INFO - Epoch [51][300/3405] lr: 1.873e-02, eta: 1 day, 0:46:24, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.6623, loss: 1.6623 +2023-12-26 07:50:03,454 - pyskl - INFO - Epoch [51][400/3405] lr: 1.872e-02, eta: 1 day, 0:45:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.6621, loss: 1.6621 +2023-12-26 07:50:28,403 - pyskl - INFO - Epoch [51][500/3405] lr: 1.872e-02, eta: 1 day, 0:45:26, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 1.6116, loss: 1.6116 +2023-12-26 07:50:53,340 - pyskl - INFO - Epoch [51][600/3405] lr: 1.871e-02, eta: 1 day, 0:44:57, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9656, loss_cls: 1.5915, loss: 1.5915 +2023-12-26 07:51:19,058 - pyskl - INFO - Epoch [51][700/3405] lr: 1.870e-02, eta: 1 day, 0:44:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9688, loss_cls: 1.6323, loss: 1.6323 +2023-12-26 07:51:44,516 - pyskl - INFO - Epoch [51][800/3405] lr: 1.870e-02, eta: 1 day, 0:44:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.6581, loss: 1.6581 +2023-12-26 07:52:10,061 - pyskl - INFO - Epoch [51][900/3405] lr: 1.869e-02, eta: 1 day, 0:43:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7669, top5_acc: 0.9650, loss_cls: 1.6843, loss: 1.6843 +2023-12-26 07:52:35,098 - pyskl - INFO - Epoch [51][1000/3405] lr: 1.868e-02, eta: 1 day, 0:43:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9681, loss_cls: 1.6398, loss: 1.6398 +2023-12-26 07:53:00,148 - pyskl - INFO - Epoch [51][1100/3405] lr: 1.868e-02, eta: 1 day, 0:42:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9625, loss_cls: 1.6481, loss: 1.6481 +2023-12-26 07:53:25,211 - pyskl - INFO - Epoch [51][1200/3405] lr: 1.867e-02, eta: 1 day, 0:42:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 1.6808, loss: 1.6808 +2023-12-26 07:53:50,253 - pyskl - INFO - Epoch [51][1300/3405] lr: 1.866e-02, eta: 1 day, 0:41:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 1.6712, loss: 1.6712 +2023-12-26 07:54:15,511 - pyskl - INFO - Epoch [51][1400/3405] lr: 1.866e-02, eta: 1 day, 0:41:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7500, top5_acc: 0.9437, loss_cls: 1.7757, loss: 1.7757 +2023-12-26 07:54:40,716 - pyskl - INFO - Epoch [51][1500/3405] lr: 1.865e-02, eta: 1 day, 0:40:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.6909, loss: 1.6909 +2023-12-26 07:55:05,903 - pyskl - INFO - Epoch [51][1600/3405] lr: 1.864e-02, eta: 1 day, 0:40:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9606, loss_cls: 1.7014, loss: 1.7014 +2023-12-26 07:55:31,270 - pyskl - INFO - Epoch [51][1700/3405] lr: 1.864e-02, eta: 1 day, 0:39:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9587, loss_cls: 1.6862, loss: 1.6862 +2023-12-26 07:55:56,375 - pyskl - INFO - Epoch [51][1800/3405] lr: 1.863e-02, eta: 1 day, 0:39:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 1.6862, loss: 1.6862 +2023-12-26 07:56:21,715 - pyskl - INFO - Epoch [51][1900/3405] lr: 1.862e-02, eta: 1 day, 0:38:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 1.6024, loss: 1.6024 +2023-12-26 07:56:46,976 - pyskl - INFO - Epoch [51][2000/3405] lr: 1.862e-02, eta: 1 day, 0:38:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9594, loss_cls: 1.7031, loss: 1.7031 +2023-12-26 07:57:12,263 - pyskl - INFO - Epoch [51][2100/3405] lr: 1.861e-02, eta: 1 day, 0:37:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 1.6147, loss: 1.6147 +2023-12-26 07:57:37,692 - pyskl - INFO - Epoch [51][2200/3405] lr: 1.860e-02, eta: 1 day, 0:37:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.6638, loss: 1.6638 +2023-12-26 07:58:02,880 - pyskl - INFO - Epoch [51][2300/3405] lr: 1.860e-02, eta: 1 day, 0:37:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7569, top5_acc: 0.9519, loss_cls: 1.7621, loss: 1.7621 +2023-12-26 07:58:27,928 - pyskl - INFO - Epoch [51][2400/3405] lr: 1.859e-02, eta: 1 day, 0:36:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 1.6550, loss: 1.6550 +2023-12-26 07:58:53,051 - pyskl - INFO - Epoch [51][2500/3405] lr: 1.858e-02, eta: 1 day, 0:36:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 1.7238, loss: 1.7238 +2023-12-26 07:59:18,387 - pyskl - INFO - Epoch [51][2600/3405] lr: 1.858e-02, eta: 1 day, 0:35:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9581, loss_cls: 1.7239, loss: 1.7239 +2023-12-26 07:59:44,285 - pyskl - INFO - Epoch [51][2700/3405] lr: 1.857e-02, eta: 1 day, 0:35:09, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.7055, loss: 1.7055 +2023-12-26 08:00:10,084 - pyskl - INFO - Epoch [51][2800/3405] lr: 1.856e-02, eta: 1 day, 0:34:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7562, top5_acc: 0.9556, loss_cls: 1.7400, loss: 1.7400 +2023-12-26 08:00:35,573 - pyskl - INFO - Epoch [51][2900/3405] lr: 1.856e-02, eta: 1 day, 0:34:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9525, loss_cls: 1.7215, loss: 1.7215 +2023-12-26 08:01:00,902 - pyskl - INFO - Epoch [51][3000/3405] lr: 1.855e-02, eta: 1 day, 0:33:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.7070, loss: 1.7070 +2023-12-26 08:01:26,555 - pyskl - INFO - Epoch [51][3100/3405] lr: 1.854e-02, eta: 1 day, 0:33:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7612, top5_acc: 0.9550, loss_cls: 1.7169, loss: 1.7169 +2023-12-26 08:01:52,240 - pyskl - INFO - Epoch [51][3200/3405] lr: 1.854e-02, eta: 1 day, 0:32:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9494, loss_cls: 1.6917, loss: 1.6917 +2023-12-26 08:02:17,752 - pyskl - INFO - Epoch [51][3300/3405] lr: 1.853e-02, eta: 1 day, 0:32:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 1.6098, loss: 1.6098 +2023-12-26 08:02:43,538 - pyskl - INFO - Epoch [51][3400/3405] lr: 1.852e-02, eta: 1 day, 0:31:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.6421, loss: 1.6421 +2023-12-26 08:02:45,636 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-26 08:07:11,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 08:07:12,380 - pyskl - INFO - +top1_acc 0.7143 +top5_acc 0.9330 +2023-12-26 08:07:12,405 - pyskl - INFO - Epoch(val) [51][3718] top1_acc: 0.7143, top5_acc: 0.9330 +2023-12-26 08:08:05,055 - pyskl - INFO - Epoch [52][100/3405] lr: 1.852e-02, eta: 1 day, 0:32:19, time: 0.526, data_time: 0.275, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.6647, loss: 1.6647 +2023-12-26 08:08:30,236 - pyskl - INFO - Epoch [52][200/3405] lr: 1.851e-02, eta: 1 day, 0:31:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.6524, loss: 1.6524 +2023-12-26 08:08:55,440 - pyskl - INFO - Epoch [52][300/3405] lr: 1.850e-02, eta: 1 day, 0:31:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 1.6027, loss: 1.6027 +2023-12-26 08:09:20,677 - pyskl - INFO - Epoch [52][400/3405] lr: 1.850e-02, eta: 1 day, 0:30:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 1.6849, loss: 1.6849 +2023-12-26 08:09:45,839 - pyskl - INFO - Epoch [52][500/3405] lr: 1.849e-02, eta: 1 day, 0:30:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 1.6322, loss: 1.6322 +2023-12-26 08:10:11,379 - pyskl - INFO - Epoch [52][600/3405] lr: 1.848e-02, eta: 1 day, 0:29:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 1.7179, loss: 1.7179 +2023-12-26 08:10:36,559 - pyskl - INFO - Epoch [52][700/3405] lr: 1.847e-02, eta: 1 day, 0:29:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9587, loss_cls: 1.6792, loss: 1.6792 +2023-12-26 08:11:01,791 - pyskl - INFO - Epoch [52][800/3405] lr: 1.847e-02, eta: 1 day, 0:29:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9650, loss_cls: 1.6155, loss: 1.6155 +2023-12-26 08:11:27,440 - pyskl - INFO - Epoch [52][900/3405] lr: 1.846e-02, eta: 1 day, 0:28:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 1.6496, loss: 1.6496 +2023-12-26 08:11:52,626 - pyskl - INFO - Epoch [52][1000/3405] lr: 1.845e-02, eta: 1 day, 0:28:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9637, loss_cls: 1.6478, loss: 1.6478 +2023-12-26 08:12:17,812 - pyskl - INFO - Epoch [52][1100/3405] lr: 1.845e-02, eta: 1 day, 0:27:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7712, top5_acc: 0.9544, loss_cls: 1.7053, loss: 1.7053 +2023-12-26 08:12:43,116 - pyskl - INFO - Epoch [52][1200/3405] lr: 1.844e-02, eta: 1 day, 0:27:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9594, loss_cls: 1.7242, loss: 1.7242 +2023-12-26 08:13:08,595 - pyskl - INFO - Epoch [52][1300/3405] lr: 1.843e-02, eta: 1 day, 0:26:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.6890, loss: 1.6890 +2023-12-26 08:13:33,847 - pyskl - INFO - Epoch [52][1400/3405] lr: 1.843e-02, eta: 1 day, 0:26:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.7178, loss: 1.7178 +2023-12-26 08:13:59,019 - pyskl - INFO - Epoch [52][1500/3405] lr: 1.842e-02, eta: 1 day, 0:25:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7656, top5_acc: 0.9587, loss_cls: 1.7086, loss: 1.7086 +2023-12-26 08:14:24,154 - pyskl - INFO - Epoch [52][1600/3405] lr: 1.841e-02, eta: 1 day, 0:25:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 1.6838, loss: 1.6838 +2023-12-26 08:14:49,284 - pyskl - INFO - Epoch [52][1700/3405] lr: 1.841e-02, eta: 1 day, 0:24:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.6628, loss: 1.6628 +2023-12-26 08:15:14,529 - pyskl - INFO - Epoch [52][1800/3405] lr: 1.840e-02, eta: 1 day, 0:24:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 1.6926, loss: 1.6926 +2023-12-26 08:15:39,670 - pyskl - INFO - Epoch [52][1900/3405] lr: 1.839e-02, eta: 1 day, 0:23:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9606, loss_cls: 1.6700, loss: 1.6700 +2023-12-26 08:16:04,742 - pyskl - INFO - Epoch [52][2000/3405] lr: 1.839e-02, eta: 1 day, 0:23:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 1.6688, loss: 1.6688 +2023-12-26 08:16:29,720 - pyskl - INFO - Epoch [52][2100/3405] lr: 1.838e-02, eta: 1 day, 0:22:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9613, loss_cls: 1.6832, loss: 1.6832 +2023-12-26 08:16:54,725 - pyskl - INFO - Epoch [52][2200/3405] lr: 1.837e-02, eta: 1 day, 0:22:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9587, loss_cls: 1.6642, loss: 1.6642 +2023-12-26 08:17:19,928 - pyskl - INFO - Epoch [52][2300/3405] lr: 1.837e-02, eta: 1 day, 0:22:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 1.7010, loss: 1.7010 +2023-12-26 08:17:44,969 - pyskl - INFO - Epoch [52][2400/3405] lr: 1.836e-02, eta: 1 day, 0:21:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7588, top5_acc: 0.9594, loss_cls: 1.7067, loss: 1.7067 +2023-12-26 08:18:10,079 - pyskl - INFO - Epoch [52][2500/3405] lr: 1.835e-02, eta: 1 day, 0:21:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9544, loss_cls: 1.6934, loss: 1.6934 +2023-12-26 08:18:35,504 - pyskl - INFO - Epoch [52][2600/3405] lr: 1.835e-02, eta: 1 day, 0:20:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9569, loss_cls: 1.6641, loss: 1.6641 +2023-12-26 08:19:00,850 - pyskl - INFO - Epoch [52][2700/3405] lr: 1.834e-02, eta: 1 day, 0:20:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 1.6970, loss: 1.6970 +2023-12-26 08:19:26,395 - pyskl - INFO - Epoch [52][2800/3405] lr: 1.833e-02, eta: 1 day, 0:19:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9587, loss_cls: 1.6931, loss: 1.6931 +2023-12-26 08:19:51,979 - pyskl - INFO - Epoch [52][2900/3405] lr: 1.833e-02, eta: 1 day, 0:19:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.6365, loss: 1.6365 +2023-12-26 08:20:17,742 - pyskl - INFO - Epoch [52][3000/3405] lr: 1.832e-02, eta: 1 day, 0:18:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 1.6787, loss: 1.6787 +2023-12-26 08:20:43,331 - pyskl - INFO - Epoch [52][3100/3405] lr: 1.831e-02, eta: 1 day, 0:18:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9575, loss_cls: 1.6818, loss: 1.6818 +2023-12-26 08:21:08,954 - pyskl - INFO - Epoch [52][3200/3405] lr: 1.831e-02, eta: 1 day, 0:17:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9519, loss_cls: 1.6792, loss: 1.6792 +2023-12-26 08:21:34,076 - pyskl - INFO - Epoch [52][3300/3405] lr: 1.830e-02, eta: 1 day, 0:17:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9531, loss_cls: 1.7050, loss: 1.7050 +2023-12-26 08:21:59,996 - pyskl - INFO - Epoch [52][3400/3405] lr: 1.829e-02, eta: 1 day, 0:16:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9650, loss_cls: 1.6531, loss: 1.6531 +2023-12-26 08:22:01,978 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-26 08:26:28,437 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 08:26:29,071 - pyskl - INFO - +top1_acc 0.7881 +top5_acc 0.9558 +2023-12-26 08:26:29,076 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_45.pth was removed +2023-12-26 08:26:29,281 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2023-12-26 08:26:29,283 - pyskl - INFO - Best top1_acc is 0.7881 at 52 epoch. +2023-12-26 08:26:29,307 - pyskl - INFO - Epoch(val) [52][3718] top1_acc: 0.7881, top5_acc: 0.9558 +2023-12-26 08:27:22,415 - pyskl - INFO - Epoch [53][100/3405] lr: 1.828e-02, eta: 1 day, 0:17:17, time: 0.531, data_time: 0.281, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9625, loss_cls: 1.6101, loss: 1.6101 +2023-12-26 08:27:47,844 - pyskl - INFO - Epoch [53][200/3405] lr: 1.828e-02, eta: 1 day, 0:16:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 1.6445, loss: 1.6445 +2023-12-26 08:28:13,490 - pyskl - INFO - Epoch [53][300/3405] lr: 1.827e-02, eta: 1 day, 0:16:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.6242, loss: 1.6242 +2023-12-26 08:28:38,574 - pyskl - INFO - Epoch [53][400/3405] lr: 1.826e-02, eta: 1 day, 0:15:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.6607, loss: 1.6607 +2023-12-26 08:29:03,883 - pyskl - INFO - Epoch [53][500/3405] lr: 1.826e-02, eta: 1 day, 0:15:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9569, loss_cls: 1.6727, loss: 1.6727 +2023-12-26 08:29:28,840 - pyskl - INFO - Epoch [53][600/3405] lr: 1.825e-02, eta: 1 day, 0:14:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9581, loss_cls: 1.7104, loss: 1.7104 +2023-12-26 08:29:53,847 - pyskl - INFO - Epoch [53][700/3405] lr: 1.824e-02, eta: 1 day, 0:14:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9575, loss_cls: 1.6769, loss: 1.6769 +2023-12-26 08:30:18,875 - pyskl - INFO - Epoch [53][800/3405] lr: 1.824e-02, eta: 1 day, 0:14:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 1.6885, loss: 1.6885 +2023-12-26 08:30:44,499 - pyskl - INFO - Epoch [53][900/3405] lr: 1.823e-02, eta: 1 day, 0:13:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9625, loss_cls: 1.6738, loss: 1.6738 +2023-12-26 08:31:11,160 - pyskl - INFO - Epoch [53][1000/3405] lr: 1.822e-02, eta: 1 day, 0:13:08, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.6872, loss: 1.6872 +2023-12-26 08:31:37,744 - pyskl - INFO - Epoch [53][1100/3405] lr: 1.822e-02, eta: 1 day, 0:12:43, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 1.6871, loss: 1.6871 +2023-12-26 08:32:04,332 - pyskl - INFO - Epoch [53][1200/3405] lr: 1.821e-02, eta: 1 day, 0:12:17, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 1.7078, loss: 1.7078 +2023-12-26 08:32:30,664 - pyskl - INFO - Epoch [53][1300/3405] lr: 1.820e-02, eta: 1 day, 0:11:51, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9556, loss_cls: 1.6914, loss: 1.6914 +2023-12-26 08:32:55,869 - pyskl - INFO - Epoch [53][1400/3405] lr: 1.820e-02, eta: 1 day, 0:11:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 1.6933, loss: 1.6933 +2023-12-26 08:33:21,033 - pyskl - INFO - Epoch [53][1500/3405] lr: 1.819e-02, eta: 1 day, 0:10:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9663, loss_cls: 1.6834, loss: 1.6834 +2023-12-26 08:33:46,236 - pyskl - INFO - Epoch [53][1600/3405] lr: 1.818e-02, eta: 1 day, 0:10:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 1.6563, loss: 1.6563 +2023-12-26 08:34:11,388 - pyskl - INFO - Epoch [53][1700/3405] lr: 1.818e-02, eta: 1 day, 0:09:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 1.6646, loss: 1.6646 +2023-12-26 08:34:36,562 - pyskl - INFO - Epoch [53][1800/3405] lr: 1.817e-02, eta: 1 day, 0:09:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9587, loss_cls: 1.6989, loss: 1.6989 +2023-12-26 08:35:01,651 - pyskl - INFO - Epoch [53][1900/3405] lr: 1.816e-02, eta: 1 day, 0:09:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9669, loss_cls: 1.6414, loss: 1.6414 +2023-12-26 08:35:26,790 - pyskl - INFO - Epoch [53][2000/3405] lr: 1.815e-02, eta: 1 day, 0:08:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9575, loss_cls: 1.6687, loss: 1.6687 +2023-12-26 08:35:51,811 - pyskl - INFO - Epoch [53][2100/3405] lr: 1.815e-02, eta: 1 day, 0:08:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9619, loss_cls: 1.6524, loss: 1.6524 +2023-12-26 08:36:16,948 - pyskl - INFO - Epoch [53][2200/3405] lr: 1.814e-02, eta: 1 day, 0:07:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9569, loss_cls: 1.7270, loss: 1.7270 +2023-12-26 08:36:42,088 - pyskl - INFO - Epoch [53][2300/3405] lr: 1.813e-02, eta: 1 day, 0:07:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 1.6164, loss: 1.6164 +2023-12-26 08:37:07,129 - pyskl - INFO - Epoch [53][2400/3405] lr: 1.813e-02, eta: 1 day, 0:06:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 1.6484, loss: 1.6484 +2023-12-26 08:37:32,309 - pyskl - INFO - Epoch [53][2500/3405] lr: 1.812e-02, eta: 1 day, 0:06:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 1.6143, loss: 1.6143 +2023-12-26 08:37:57,895 - pyskl - INFO - Epoch [53][2600/3405] lr: 1.811e-02, eta: 1 day, 0:05:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9600, loss_cls: 1.7041, loss: 1.7041 +2023-12-26 08:38:23,242 - pyskl - INFO - Epoch [53][2700/3405] lr: 1.811e-02, eta: 1 day, 0:05:18, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.7059, loss: 1.7059 +2023-12-26 08:38:49,547 - pyskl - INFO - Epoch [53][2800/3405] lr: 1.810e-02, eta: 1 day, 0:04:52, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 1.7098, loss: 1.7098 +2023-12-26 08:39:14,859 - pyskl - INFO - Epoch [53][2900/3405] lr: 1.809e-02, eta: 1 day, 0:04:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 1.6561, loss: 1.6561 +2023-12-26 08:39:40,084 - pyskl - INFO - Epoch [53][3000/3405] lr: 1.809e-02, eta: 1 day, 0:03:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.6504, loss: 1.6504 +2023-12-26 08:40:05,691 - pyskl - INFO - Epoch [53][3100/3405] lr: 1.808e-02, eta: 1 day, 0:03:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9650, loss_cls: 1.6483, loss: 1.6483 +2023-12-26 08:40:31,788 - pyskl - INFO - Epoch [53][3200/3405] lr: 1.807e-02, eta: 1 day, 0:03:02, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9631, loss_cls: 1.6589, loss: 1.6589 +2023-12-26 08:40:57,938 - pyskl - INFO - Epoch [53][3300/3405] lr: 1.807e-02, eta: 1 day, 0:02:36, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 1.6439, loss: 1.6439 +2023-12-26 08:41:23,643 - pyskl - INFO - Epoch [53][3400/3405] lr: 1.806e-02, eta: 1 day, 0:02:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9531, loss_cls: 1.6745, loss: 1.6745 +2023-12-26 08:41:25,794 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-26 08:45:51,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 08:45:51,868 - pyskl - INFO - +top1_acc 0.7675 +top5_acc 0.9499 +2023-12-26 08:45:51,894 - pyskl - INFO - Epoch(val) [53][3718] top1_acc: 0.7675, top5_acc: 0.9499 +2023-12-26 08:46:44,898 - pyskl - INFO - Epoch [54][100/3405] lr: 1.805e-02, eta: 1 day, 0:02:28, time: 0.530, data_time: 0.281, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9656, loss_cls: 1.6337, loss: 1.6337 +2023-12-26 08:47:09,752 - pyskl - INFO - Epoch [54][200/3405] lr: 1.804e-02, eta: 1 day, 0:01:59, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.6818, loss: 1.6818 +2023-12-26 08:47:34,671 - pyskl - INFO - Epoch [54][300/3405] lr: 1.804e-02, eta: 1 day, 0:01:31, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.6416, loss: 1.6416 +2023-12-26 08:47:59,592 - pyskl - INFO - Epoch [54][400/3405] lr: 1.803e-02, eta: 1 day, 0:01:02, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.5827, loss: 1.5827 +2023-12-26 08:48:24,680 - pyskl - INFO - Epoch [54][500/3405] lr: 1.802e-02, eta: 1 day, 0:00:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 1.6506, loss: 1.6506 +2023-12-26 08:48:50,009 - pyskl - INFO - Epoch [54][600/3405] lr: 1.802e-02, eta: 1 day, 0:00:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.6334, loss: 1.6334 +2023-12-26 08:49:15,428 - pyskl - INFO - Epoch [54][700/3405] lr: 1.801e-02, eta: 23:59:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 1.6738, loss: 1.6738 +2023-12-26 08:49:40,542 - pyskl - INFO - Epoch [54][800/3405] lr: 1.800e-02, eta: 23:59:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9637, loss_cls: 1.6159, loss: 1.6159 +2023-12-26 08:50:05,805 - pyskl - INFO - Epoch [54][900/3405] lr: 1.800e-02, eta: 23:58:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 1.6251, loss: 1.6251 +2023-12-26 08:50:31,191 - pyskl - INFO - Epoch [54][1000/3405] lr: 1.799e-02, eta: 23:58:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9644, loss_cls: 1.6577, loss: 1.6577 +2023-12-26 08:50:56,314 - pyskl - INFO - Epoch [54][1100/3405] lr: 1.798e-02, eta: 23:57:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9606, loss_cls: 1.6583, loss: 1.6583 +2023-12-26 08:51:21,374 - pyskl - INFO - Epoch [54][1200/3405] lr: 1.798e-02, eta: 23:57:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 1.6430, loss: 1.6430 +2023-12-26 08:51:46,454 - pyskl - INFO - Epoch [54][1300/3405] lr: 1.797e-02, eta: 23:56:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7675, top5_acc: 0.9581, loss_cls: 1.7141, loss: 1.7141 +2023-12-26 08:52:11,670 - pyskl - INFO - Epoch [54][1400/3405] lr: 1.796e-02, eta: 23:56:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9619, loss_cls: 1.6769, loss: 1.6769 +2023-12-26 08:52:36,848 - pyskl - INFO - Epoch [54][1500/3405] lr: 1.795e-02, eta: 23:55:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9575, loss_cls: 1.6653, loss: 1.6653 +2023-12-26 08:53:02,013 - pyskl - INFO - Epoch [54][1600/3405] lr: 1.795e-02, eta: 23:55:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 1.6486, loss: 1.6486 +2023-12-26 08:53:27,337 - pyskl - INFO - Epoch [54][1700/3405] lr: 1.794e-02, eta: 23:54:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9494, loss_cls: 1.7025, loss: 1.7025 +2023-12-26 08:53:52,463 - pyskl - INFO - Epoch [54][1800/3405] lr: 1.793e-02, eta: 23:54:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 1.6610, loss: 1.6610 +2023-12-26 08:54:17,538 - pyskl - INFO - Epoch [54][1900/3405] lr: 1.793e-02, eta: 23:54:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7638, top5_acc: 0.9513, loss_cls: 1.7450, loss: 1.7450 +2023-12-26 08:54:43,384 - pyskl - INFO - Epoch [54][2000/3405] lr: 1.792e-02, eta: 23:53:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 1.6373, loss: 1.6373 +2023-12-26 08:55:09,858 - pyskl - INFO - Epoch [54][2100/3405] lr: 1.791e-02, eta: 23:53:09, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9575, loss_cls: 1.6857, loss: 1.6857 +2023-12-26 08:55:36,139 - pyskl - INFO - Epoch [54][2200/3405] lr: 1.791e-02, eta: 23:52:43, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9581, loss_cls: 1.7202, loss: 1.7202 +2023-12-26 08:56:01,142 - pyskl - INFO - Epoch [54][2300/3405] lr: 1.790e-02, eta: 23:52:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.6599, loss: 1.6599 +2023-12-26 08:56:27,137 - pyskl - INFO - Epoch [54][2400/3405] lr: 1.789e-02, eta: 23:51:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.6029, loss: 1.6029 +2023-12-26 08:56:53,150 - pyskl - INFO - Epoch [54][2500/3405] lr: 1.789e-02, eta: 23:51:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9719, loss_cls: 1.6405, loss: 1.6405 +2023-12-26 08:57:19,351 - pyskl - INFO - Epoch [54][2600/3405] lr: 1.788e-02, eta: 23:50:55, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9550, loss_cls: 1.7197, loss: 1.7197 +2023-12-26 08:57:44,873 - pyskl - INFO - Epoch [54][2700/3405] lr: 1.787e-02, eta: 23:50:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.7485, loss: 1.7485 +2023-12-26 08:58:10,520 - pyskl - INFO - Epoch [54][2800/3405] lr: 1.786e-02, eta: 23:50:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.6219, loss: 1.6219 +2023-12-26 08:58:36,463 - pyskl - INFO - Epoch [54][2900/3405] lr: 1.786e-02, eta: 23:49:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.6775, loss: 1.6775 +2023-12-26 08:59:03,230 - pyskl - INFO - Epoch [54][3000/3405] lr: 1.785e-02, eta: 23:49:09, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.7662, top5_acc: 0.9600, loss_cls: 1.7316, loss: 1.7316 +2023-12-26 08:59:28,963 - pyskl - INFO - Epoch [54][3100/3405] lr: 1.784e-02, eta: 23:48:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7719, top5_acc: 0.9563, loss_cls: 1.6985, loss: 1.6985 +2023-12-26 08:59:54,320 - pyskl - INFO - Epoch [54][3200/3405] lr: 1.784e-02, eta: 23:48:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 1.6430, loss: 1.6430 +2023-12-26 09:00:19,726 - pyskl - INFO - Epoch [54][3300/3405] lr: 1.783e-02, eta: 23:47:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 1.6474, loss: 1.6474 +2023-12-26 09:00:45,182 - pyskl - INFO - Epoch [54][3400/3405] lr: 1.782e-02, eta: 23:47:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9625, loss_cls: 1.6880, loss: 1.6880 +2023-12-26 09:00:47,238 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-26 09:05:12,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 09:05:13,551 - pyskl - INFO - +top1_acc 0.7517 +top5_acc 0.9487 +2023-12-26 09:05:13,577 - pyskl - INFO - Epoch(val) [54][3718] top1_acc: 0.7517, top5_acc: 0.9487 +2023-12-26 09:06:06,055 - pyskl - INFO - Epoch [55][100/3405] lr: 1.782e-02, eta: 23:47:36, time: 0.525, data_time: 0.274, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 1.6481, loss: 1.6481 +2023-12-26 09:06:31,540 - pyskl - INFO - Epoch [55][200/3405] lr: 1.781e-02, eta: 23:47:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9681, loss_cls: 1.5872, loss: 1.5872 +2023-12-26 09:06:56,741 - pyskl - INFO - Epoch [55][300/3405] lr: 1.780e-02, eta: 23:46:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9744, loss_cls: 1.6240, loss: 1.6240 +2023-12-26 09:07:22,292 - pyskl - INFO - Epoch [55][400/3405] lr: 1.779e-02, eta: 23:46:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 1.5946, loss: 1.5946 +2023-12-26 09:07:47,485 - pyskl - INFO - Epoch [55][500/3405] lr: 1.779e-02, eta: 23:45:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9656, loss_cls: 1.6270, loss: 1.6270 +2023-12-26 09:08:12,568 - pyskl - INFO - Epoch [55][600/3405] lr: 1.778e-02, eta: 23:45:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.6307, loss: 1.6307 +2023-12-26 09:08:37,946 - pyskl - INFO - Epoch [55][700/3405] lr: 1.777e-02, eta: 23:44:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.6487, loss: 1.6487 +2023-12-26 09:09:02,955 - pyskl - INFO - Epoch [55][800/3405] lr: 1.777e-02, eta: 23:44:21, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.6514, loss: 1.6514 +2023-12-26 09:09:28,173 - pyskl - INFO - Epoch [55][900/3405] lr: 1.776e-02, eta: 23:43:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.6149, loss: 1.6149 +2023-12-26 09:09:53,949 - pyskl - INFO - Epoch [55][1000/3405] lr: 1.775e-02, eta: 23:43:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9681, loss_cls: 1.6938, loss: 1.6938 +2023-12-26 09:10:19,748 - pyskl - INFO - Epoch [55][1100/3405] lr: 1.775e-02, eta: 23:42:59, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9544, loss_cls: 1.7018, loss: 1.7018 +2023-12-26 09:10:44,802 - pyskl - INFO - Epoch [55][1200/3405] lr: 1.774e-02, eta: 23:42:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7700, top5_acc: 0.9656, loss_cls: 1.6987, loss: 1.6987 +2023-12-26 09:11:10,171 - pyskl - INFO - Epoch [55][1300/3405] lr: 1.773e-02, eta: 23:42:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 1.5904, loss: 1.5904 +2023-12-26 09:11:36,019 - pyskl - INFO - Epoch [55][1400/3405] lr: 1.772e-02, eta: 23:41:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 1.6555, loss: 1.6555 +2023-12-26 09:12:01,089 - pyskl - INFO - Epoch [55][1500/3405] lr: 1.772e-02, eta: 23:41:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.6192, loss: 1.6192 +2023-12-26 09:12:26,126 - pyskl - INFO - Epoch [55][1600/3405] lr: 1.771e-02, eta: 23:40:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9688, loss_cls: 1.5931, loss: 1.5931 +2023-12-26 09:12:51,198 - pyskl - INFO - Epoch [55][1700/3405] lr: 1.770e-02, eta: 23:40:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.6873, loss: 1.6873 +2023-12-26 09:13:16,381 - pyskl - INFO - Epoch [55][1800/3405] lr: 1.770e-02, eta: 23:39:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.6547, loss: 1.6547 +2023-12-26 09:13:41,646 - pyskl - INFO - Epoch [55][1900/3405] lr: 1.769e-02, eta: 23:39:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.5915, loss: 1.5915 +2023-12-26 09:14:07,062 - pyskl - INFO - Epoch [55][2000/3405] lr: 1.768e-02, eta: 23:38:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9656, loss_cls: 1.6593, loss: 1.6593 +2023-12-26 09:14:32,239 - pyskl - INFO - Epoch [55][2100/3405] lr: 1.768e-02, eta: 23:38:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7688, top5_acc: 0.9587, loss_cls: 1.7200, loss: 1.7200 +2023-12-26 09:14:57,814 - pyskl - INFO - Epoch [55][2200/3405] lr: 1.767e-02, eta: 23:37:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.6685, loss: 1.6685 +2023-12-26 09:15:23,033 - pyskl - INFO - Epoch [55][2300/3405] lr: 1.766e-02, eta: 23:37:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9613, loss_cls: 1.6382, loss: 1.6382 +2023-12-26 09:15:48,095 - pyskl - INFO - Epoch [55][2400/3405] lr: 1.765e-02, eta: 23:36:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.6335, loss: 1.6335 +2023-12-26 09:16:14,094 - pyskl - INFO - Epoch [55][2500/3405] lr: 1.765e-02, eta: 23:36:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9631, loss_cls: 1.6627, loss: 1.6627 +2023-12-26 09:16:39,417 - pyskl - INFO - Epoch [55][2600/3405] lr: 1.764e-02, eta: 23:36:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7650, top5_acc: 0.9569, loss_cls: 1.7272, loss: 1.7272 +2023-12-26 09:17:05,246 - pyskl - INFO - Epoch [55][2700/3405] lr: 1.763e-02, eta: 23:35:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 1.6589, loss: 1.6589 +2023-12-26 09:17:30,993 - pyskl - INFO - Epoch [55][2800/3405] lr: 1.763e-02, eta: 23:35:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7694, top5_acc: 0.9587, loss_cls: 1.7117, loss: 1.7117 +2023-12-26 09:17:56,492 - pyskl - INFO - Epoch [55][2900/3405] lr: 1.762e-02, eta: 23:34:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7819, top5_acc: 0.9550, loss_cls: 1.6925, loss: 1.6925 +2023-12-26 09:18:21,855 - pyskl - INFO - Epoch [55][3000/3405] lr: 1.761e-02, eta: 23:34:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9613, loss_cls: 1.6619, loss: 1.6619 +2023-12-26 09:18:47,357 - pyskl - INFO - Epoch [55][3100/3405] lr: 1.761e-02, eta: 23:33:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 1.6214, loss: 1.6214 +2023-12-26 09:19:12,721 - pyskl - INFO - Epoch [55][3200/3405] lr: 1.760e-02, eta: 23:33:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9519, loss_cls: 1.6857, loss: 1.6857 +2023-12-26 09:19:37,789 - pyskl - INFO - Epoch [55][3300/3405] lr: 1.759e-02, eta: 23:32:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.6512, loss: 1.6512 +2023-12-26 09:20:03,348 - pyskl - INFO - Epoch [55][3400/3405] lr: 1.758e-02, eta: 23:32:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9506, loss_cls: 1.7082, loss: 1.7082 +2023-12-26 09:20:05,358 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-26 09:24:31,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 09:24:32,042 - pyskl - INFO - +top1_acc 0.7545 +top5_acc 0.9497 +2023-12-26 09:24:32,067 - pyskl - INFO - Epoch(val) [55][3718] top1_acc: 0.7545, top5_acc: 0.9497 +2023-12-26 09:25:26,104 - pyskl - INFO - Epoch [56][100/3405] lr: 1.758e-02, eta: 23:32:41, time: 0.540, data_time: 0.280, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 1.6085, loss: 1.6085 +2023-12-26 09:25:51,368 - pyskl - INFO - Epoch [56][200/3405] lr: 1.757e-02, eta: 23:32:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 1.6230, loss: 1.6230 +2023-12-26 09:26:16,569 - pyskl - INFO - Epoch [56][300/3405] lr: 1.756e-02, eta: 23:31:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9669, loss_cls: 1.6402, loss: 1.6402 +2023-12-26 09:26:41,733 - pyskl - INFO - Epoch [56][400/3405] lr: 1.756e-02, eta: 23:31:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 1.6126, loss: 1.6126 +2023-12-26 09:27:07,440 - pyskl - INFO - Epoch [56][500/3405] lr: 1.755e-02, eta: 23:30:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9694, loss_cls: 1.6092, loss: 1.6092 +2023-12-26 09:27:32,584 - pyskl - INFO - Epoch [56][600/3405] lr: 1.754e-02, eta: 23:30:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 1.5841, loss: 1.5841 +2023-12-26 09:27:57,662 - pyskl - INFO - Epoch [56][700/3405] lr: 1.754e-02, eta: 23:29:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 1.6061, loss: 1.6061 +2023-12-26 09:28:22,720 - pyskl - INFO - Epoch [56][800/3405] lr: 1.753e-02, eta: 23:29:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 1.6293, loss: 1.6293 +2023-12-26 09:28:48,650 - pyskl - INFO - Epoch [56][900/3405] lr: 1.752e-02, eta: 23:28:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 1.6224, loss: 1.6224 +2023-12-26 09:29:14,936 - pyskl - INFO - Epoch [56][1000/3405] lr: 1.751e-02, eta: 23:28:33, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9619, loss_cls: 1.6745, loss: 1.6745 +2023-12-26 09:29:40,516 - pyskl - INFO - Epoch [56][1100/3405] lr: 1.751e-02, eta: 23:28:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9587, loss_cls: 1.6812, loss: 1.6812 +2023-12-26 09:30:05,654 - pyskl - INFO - Epoch [56][1200/3405] lr: 1.750e-02, eta: 23:27:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.6573, loss: 1.6573 +2023-12-26 09:30:30,986 - pyskl - INFO - Epoch [56][1300/3405] lr: 1.749e-02, eta: 23:27:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9594, loss_cls: 1.6889, loss: 1.6889 +2023-12-26 09:30:57,393 - pyskl - INFO - Epoch [56][1400/3405] lr: 1.749e-02, eta: 23:26:44, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 1.6362, loss: 1.6362 +2023-12-26 09:31:22,425 - pyskl - INFO - Epoch [56][1500/3405] lr: 1.748e-02, eta: 23:26:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 1.5889, loss: 1.5889 +2023-12-26 09:31:47,439 - pyskl - INFO - Epoch [56][1600/3405] lr: 1.747e-02, eta: 23:25:48, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7681, top5_acc: 0.9563, loss_cls: 1.7025, loss: 1.7025 +2023-12-26 09:32:12,554 - pyskl - INFO - Epoch [56][1700/3405] lr: 1.746e-02, eta: 23:25:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.6508, loss: 1.6508 +2023-12-26 09:32:37,584 - pyskl - INFO - Epoch [56][1800/3405] lr: 1.746e-02, eta: 23:24:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9681, loss_cls: 1.5546, loss: 1.5546 +2023-12-26 09:33:02,789 - pyskl - INFO - Epoch [56][1900/3405] lr: 1.745e-02, eta: 23:24:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9569, loss_cls: 1.6531, loss: 1.6531 +2023-12-26 09:33:27,836 - pyskl - INFO - Epoch [56][2000/3405] lr: 1.744e-02, eta: 23:23:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9606, loss_cls: 1.6753, loss: 1.6753 +2023-12-26 09:33:53,078 - pyskl - INFO - Epoch [56][2100/3405] lr: 1.744e-02, eta: 23:23:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9550, loss_cls: 1.6655, loss: 1.6655 +2023-12-26 09:34:18,220 - pyskl - INFO - Epoch [56][2200/3405] lr: 1.743e-02, eta: 23:23:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.6474, loss: 1.6474 +2023-12-26 09:34:43,416 - pyskl - INFO - Epoch [56][2300/3405] lr: 1.742e-02, eta: 23:22:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9600, loss_cls: 1.6985, loss: 1.6985 +2023-12-26 09:35:08,991 - pyskl - INFO - Epoch [56][2400/3405] lr: 1.742e-02, eta: 23:22:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 1.6799, loss: 1.6799 +2023-12-26 09:35:35,207 - pyskl - INFO - Epoch [56][2500/3405] lr: 1.741e-02, eta: 23:21:38, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 1.6623, loss: 1.6623 +2023-12-26 09:36:00,473 - pyskl - INFO - Epoch [56][2600/3405] lr: 1.740e-02, eta: 23:21:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9694, loss_cls: 1.6586, loss: 1.6586 +2023-12-26 09:36:26,199 - pyskl - INFO - Epoch [56][2700/3405] lr: 1.739e-02, eta: 23:20:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9650, loss_cls: 1.6349, loss: 1.6349 +2023-12-26 09:36:51,470 - pyskl - INFO - Epoch [56][2800/3405] lr: 1.739e-02, eta: 23:20:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9581, loss_cls: 1.6825, loss: 1.6825 +2023-12-26 09:37:16,897 - pyskl - INFO - Epoch [56][2900/3405] lr: 1.738e-02, eta: 23:19:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9619, loss_cls: 1.6282, loss: 1.6282 +2023-12-26 09:37:42,473 - pyskl - INFO - Epoch [56][3000/3405] lr: 1.737e-02, eta: 23:19:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9487, loss_cls: 1.6935, loss: 1.6935 +2023-12-26 09:38:07,996 - pyskl - INFO - Epoch [56][3100/3405] lr: 1.737e-02, eta: 23:18:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.6466, loss: 1.6466 +2023-12-26 09:38:33,427 - pyskl - INFO - Epoch [56][3200/3405] lr: 1.736e-02, eta: 23:18:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9700, loss_cls: 1.6231, loss: 1.6231 +2023-12-26 09:38:58,421 - pyskl - INFO - Epoch [56][3300/3405] lr: 1.735e-02, eta: 23:17:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9575, loss_cls: 1.6546, loss: 1.6546 +2023-12-26 09:39:23,422 - pyskl - INFO - Epoch [56][3400/3405] lr: 1.734e-02, eta: 23:17:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9563, loss_cls: 1.6787, loss: 1.6787 +2023-12-26 09:39:25,383 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-26 09:43:51,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 09:43:52,612 - pyskl - INFO - +top1_acc 0.7710 +top5_acc 0.9544 +2023-12-26 09:43:52,637 - pyskl - INFO - Epoch(val) [56][3718] top1_acc: 0.7710, top5_acc: 0.9544 +2023-12-26 09:44:46,010 - pyskl - INFO - Epoch [57][100/3405] lr: 1.734e-02, eta: 23:17:46, time: 0.534, data_time: 0.281, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 1.6267, loss: 1.6267 +2023-12-26 09:45:11,779 - pyskl - INFO - Epoch [57][200/3405] lr: 1.733e-02, eta: 23:17:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9625, loss_cls: 1.6527, loss: 1.6527 +2023-12-26 09:45:36,961 - pyskl - INFO - Epoch [57][300/3405] lr: 1.732e-02, eta: 23:16:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.5637, loss: 1.5637 +2023-12-26 09:46:02,108 - pyskl - INFO - Epoch [57][400/3405] lr: 1.732e-02, eta: 23:16:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 1.6292, loss: 1.6292 +2023-12-26 09:46:27,419 - pyskl - INFO - Epoch [57][500/3405] lr: 1.731e-02, eta: 23:15:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 1.6333, loss: 1.6333 +2023-12-26 09:46:52,540 - pyskl - INFO - Epoch [57][600/3405] lr: 1.730e-02, eta: 23:15:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 1.6540, loss: 1.6540 +2023-12-26 09:47:17,501 - pyskl - INFO - Epoch [57][700/3405] lr: 1.729e-02, eta: 23:14:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 1.6559, loss: 1.6559 +2023-12-26 09:47:42,545 - pyskl - INFO - Epoch [57][800/3405] lr: 1.729e-02, eta: 23:14:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9594, loss_cls: 1.6907, loss: 1.6907 +2023-12-26 09:48:07,692 - pyskl - INFO - Epoch [57][900/3405] lr: 1.728e-02, eta: 23:14:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 1.6162, loss: 1.6162 +2023-12-26 09:48:33,175 - pyskl - INFO - Epoch [57][1000/3405] lr: 1.727e-02, eta: 23:13:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 1.6170, loss: 1.6170 +2023-12-26 09:48:58,692 - pyskl - INFO - Epoch [57][1100/3405] lr: 1.727e-02, eta: 23:13:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 1.6391, loss: 1.6391 +2023-12-26 09:49:23,897 - pyskl - INFO - Epoch [57][1200/3405] lr: 1.726e-02, eta: 23:12:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9631, loss_cls: 1.6283, loss: 1.6283 +2023-12-26 09:49:49,287 - pyskl - INFO - Epoch [57][1300/3405] lr: 1.725e-02, eta: 23:12:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9594, loss_cls: 1.6371, loss: 1.6371 +2023-12-26 09:50:14,388 - pyskl - INFO - Epoch [57][1400/3405] lr: 1.724e-02, eta: 23:11:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9594, loss_cls: 1.6306, loss: 1.6306 +2023-12-26 09:50:39,446 - pyskl - INFO - Epoch [57][1500/3405] lr: 1.724e-02, eta: 23:11:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.6325, loss: 1.6325 +2023-12-26 09:51:04,509 - pyskl - INFO - Epoch [57][1600/3405] lr: 1.723e-02, eta: 23:10:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.6489, loss: 1.6489 +2023-12-26 09:51:29,624 - pyskl - INFO - Epoch [57][1700/3405] lr: 1.722e-02, eta: 23:10:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.6274, loss: 1.6274 +2023-12-26 09:51:54,780 - pyskl - INFO - Epoch [57][1800/3405] lr: 1.722e-02, eta: 23:09:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 1.6552, loss: 1.6552 +2023-12-26 09:52:20,018 - pyskl - INFO - Epoch [57][1900/3405] lr: 1.721e-02, eta: 23:09:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9688, loss_cls: 1.6304, loss: 1.6304 +2023-12-26 09:52:45,202 - pyskl - INFO - Epoch [57][2000/3405] lr: 1.720e-02, eta: 23:08:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9556, loss_cls: 1.6509, loss: 1.6509 +2023-12-26 09:53:10,539 - pyskl - INFO - Epoch [57][2100/3405] lr: 1.719e-02, eta: 23:08:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9637, loss_cls: 1.6379, loss: 1.6379 +2023-12-26 09:53:35,874 - pyskl - INFO - Epoch [57][2200/3405] lr: 1.719e-02, eta: 23:08:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 1.6212, loss: 1.6212 +2023-12-26 09:54:01,026 - pyskl - INFO - Epoch [57][2300/3405] lr: 1.718e-02, eta: 23:07:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.6859, loss: 1.6859 +2023-12-26 09:54:27,171 - pyskl - INFO - Epoch [57][2400/3405] lr: 1.717e-02, eta: 23:07:07, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 1.6595, loss: 1.6595 +2023-12-26 09:54:52,695 - pyskl - INFO - Epoch [57][2500/3405] lr: 1.717e-02, eta: 23:06:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 1.6769, loss: 1.6769 +2023-12-26 09:55:18,308 - pyskl - INFO - Epoch [57][2600/3405] lr: 1.716e-02, eta: 23:06:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9575, loss_cls: 1.6782, loss: 1.6782 +2023-12-26 09:55:43,667 - pyskl - INFO - Epoch [57][2700/3405] lr: 1.715e-02, eta: 23:05:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9663, loss_cls: 1.6097, loss: 1.6097 +2023-12-26 09:56:09,312 - pyskl - INFO - Epoch [57][2800/3405] lr: 1.714e-02, eta: 23:05:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 1.6081, loss: 1.6081 +2023-12-26 09:56:34,456 - pyskl - INFO - Epoch [57][2900/3405] lr: 1.714e-02, eta: 23:04:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9625, loss_cls: 1.6830, loss: 1.6830 +2023-12-26 09:56:59,899 - pyskl - INFO - Epoch [57][3000/3405] lr: 1.713e-02, eta: 23:04:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 1.5935, loss: 1.5935 +2023-12-26 09:57:25,655 - pyskl - INFO - Epoch [57][3100/3405] lr: 1.712e-02, eta: 23:03:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 1.6359, loss: 1.6359 +2023-12-26 09:57:51,065 - pyskl - INFO - Epoch [57][3200/3405] lr: 1.712e-02, eta: 23:03:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 1.6513, loss: 1.6513 +2023-12-26 09:58:16,764 - pyskl - INFO - Epoch [57][3300/3405] lr: 1.711e-02, eta: 23:03:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9594, loss_cls: 1.6458, loss: 1.6458 +2023-12-26 09:58:41,996 - pyskl - INFO - Epoch [57][3400/3405] lr: 1.710e-02, eta: 23:02:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.6576, loss: 1.6576 +2023-12-26 09:58:43,927 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-26 10:03:10,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 10:03:11,520 - pyskl - INFO - +top1_acc 0.7658 +top5_acc 0.9535 +2023-12-26 10:03:11,545 - pyskl - INFO - Epoch(val) [57][3718] top1_acc: 0.7658, top5_acc: 0.9535 +2023-12-26 10:04:05,604 - pyskl - INFO - Epoch [58][100/3405] lr: 1.709e-02, eta: 23:02:49, time: 0.541, data_time: 0.284, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9712, loss_cls: 1.6506, loss: 1.6506 +2023-12-26 10:04:30,957 - pyskl - INFO - Epoch [58][200/3405] lr: 1.709e-02, eta: 23:02:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 1.5940, loss: 1.5940 +2023-12-26 10:04:56,198 - pyskl - INFO - Epoch [58][300/3405] lr: 1.708e-02, eta: 23:01:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9569, loss_cls: 1.6568, loss: 1.6568 +2023-12-26 10:05:21,669 - pyskl - INFO - Epoch [58][400/3405] lr: 1.707e-02, eta: 23:01:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.5995, loss: 1.5995 +2023-12-26 10:05:46,904 - pyskl - INFO - Epoch [58][500/3405] lr: 1.707e-02, eta: 23:00:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 1.6507, loss: 1.6507 +2023-12-26 10:06:12,444 - pyskl - INFO - Epoch [58][600/3405] lr: 1.706e-02, eta: 23:00:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9650, loss_cls: 1.6427, loss: 1.6427 +2023-12-26 10:06:37,772 - pyskl - INFO - Epoch [58][700/3405] lr: 1.705e-02, eta: 23:00:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 1.6410, loss: 1.6410 +2023-12-26 10:07:03,473 - pyskl - INFO - Epoch [58][800/3405] lr: 1.704e-02, eta: 22:59:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 1.5940, loss: 1.5940 +2023-12-26 10:07:28,534 - pyskl - INFO - Epoch [58][900/3405] lr: 1.704e-02, eta: 22:59:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.6356, loss: 1.6356 +2023-12-26 10:07:53,697 - pyskl - INFO - Epoch [58][1000/3405] lr: 1.703e-02, eta: 22:58:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9800, loss_cls: 1.5443, loss: 1.5443 +2023-12-26 10:08:19,082 - pyskl - INFO - Epoch [58][1100/3405] lr: 1.702e-02, eta: 22:58:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.5955, loss: 1.5955 +2023-12-26 10:08:44,321 - pyskl - INFO - Epoch [58][1200/3405] lr: 1.702e-02, eta: 22:57:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 1.6672, loss: 1.6672 +2023-12-26 10:09:09,486 - pyskl - INFO - Epoch [58][1300/3405] lr: 1.701e-02, eta: 22:57:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 1.6358, loss: 1.6358 +2023-12-26 10:09:34,557 - pyskl - INFO - Epoch [58][1400/3405] lr: 1.700e-02, eta: 22:56:49, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 1.6206, loss: 1.6206 +2023-12-26 10:09:59,625 - pyskl - INFO - Epoch [58][1500/3405] lr: 1.699e-02, eta: 22:56:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 1.6095, loss: 1.6095 +2023-12-26 10:10:24,677 - pyskl - INFO - Epoch [58][1600/3405] lr: 1.699e-02, eta: 22:55:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 1.6027, loss: 1.6027 +2023-12-26 10:10:49,805 - pyskl - INFO - Epoch [58][1700/3405] lr: 1.698e-02, eta: 22:55:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9600, loss_cls: 1.6083, loss: 1.6083 +2023-12-26 10:11:14,842 - pyskl - INFO - Epoch [58][1800/3405] lr: 1.697e-02, eta: 22:54:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 1.6579, loss: 1.6579 +2023-12-26 10:11:39,952 - pyskl - INFO - Epoch [58][1900/3405] lr: 1.697e-02, eta: 22:54:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9637, loss_cls: 1.6500, loss: 1.6500 +2023-12-26 10:12:05,011 - pyskl - INFO - Epoch [58][2000/3405] lr: 1.696e-02, eta: 22:54:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 1.6601, loss: 1.6601 +2023-12-26 10:12:30,355 - pyskl - INFO - Epoch [58][2100/3405] lr: 1.695e-02, eta: 22:53:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 1.6290, loss: 1.6290 +2023-12-26 10:12:55,560 - pyskl - INFO - Epoch [58][2200/3405] lr: 1.694e-02, eta: 22:53:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 1.6120, loss: 1.6120 +2023-12-26 10:13:20,813 - pyskl - INFO - Epoch [58][2300/3405] lr: 1.694e-02, eta: 22:52:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7750, top5_acc: 0.9650, loss_cls: 1.6695, loss: 1.6695 +2023-12-26 10:13:46,041 - pyskl - INFO - Epoch [58][2400/3405] lr: 1.693e-02, eta: 22:52:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9513, loss_cls: 1.7233, loss: 1.7233 +2023-12-26 10:14:11,510 - pyskl - INFO - Epoch [58][2500/3405] lr: 1.692e-02, eta: 22:51:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9663, loss_cls: 1.6139, loss: 1.6139 +2023-12-26 10:14:36,812 - pyskl - INFO - Epoch [58][2600/3405] lr: 1.692e-02, eta: 22:51:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.6265, loss: 1.6265 +2023-12-26 10:15:02,554 - pyskl - INFO - Epoch [58][2700/3405] lr: 1.691e-02, eta: 22:50:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9544, loss_cls: 1.6870, loss: 1.6870 +2023-12-26 10:15:28,249 - pyskl - INFO - Epoch [58][2800/3405] lr: 1.690e-02, eta: 22:50:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 1.6281, loss: 1.6281 +2023-12-26 10:15:53,996 - pyskl - INFO - Epoch [58][2900/3405] lr: 1.689e-02, eta: 22:49:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9669, loss_cls: 1.6531, loss: 1.6531 +2023-12-26 10:16:19,472 - pyskl - INFO - Epoch [58][3000/3405] lr: 1.689e-02, eta: 22:49:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 1.6192, loss: 1.6192 +2023-12-26 10:16:45,197 - pyskl - INFO - Epoch [58][3100/3405] lr: 1.688e-02, eta: 22:49:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 1.6145, loss: 1.6145 +2023-12-26 10:17:10,753 - pyskl - INFO - Epoch [58][3200/3405] lr: 1.687e-02, eta: 22:48:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 1.5746, loss: 1.5746 +2023-12-26 10:17:36,478 - pyskl - INFO - Epoch [58][3300/3405] lr: 1.686e-02, eta: 22:48:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9531, loss_cls: 1.6744, loss: 1.6744 +2023-12-26 10:18:01,918 - pyskl - INFO - Epoch [58][3400/3405] lr: 1.686e-02, eta: 22:47:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.7079, loss: 1.7079 +2023-12-26 10:18:03,871 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-26 10:22:30,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 10:22:31,229 - pyskl - INFO - +top1_acc 0.7682 +top5_acc 0.9511 +2023-12-26 10:22:31,254 - pyskl - INFO - Epoch(val) [58][3718] top1_acc: 0.7682, top5_acc: 0.9511 +2023-12-26 10:23:25,012 - pyskl - INFO - Epoch [59][100/3405] lr: 1.685e-02, eta: 22:47:53, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 1.5984, loss: 1.5984 +2023-12-26 10:23:50,063 - pyskl - INFO - Epoch [59][200/3405] lr: 1.684e-02, eta: 22:47:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.5618, loss: 1.5618 +2023-12-26 10:24:15,148 - pyskl - INFO - Epoch [59][300/3405] lr: 1.684e-02, eta: 22:46:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 1.5928, loss: 1.5928 +2023-12-26 10:24:40,328 - pyskl - INFO - Epoch [59][400/3405] lr: 1.683e-02, eta: 22:46:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 1.6229, loss: 1.6229 +2023-12-26 10:25:05,665 - pyskl - INFO - Epoch [59][500/3405] lr: 1.682e-02, eta: 22:46:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 1.6551, loss: 1.6551 +2023-12-26 10:25:30,783 - pyskl - INFO - Epoch [59][600/3405] lr: 1.681e-02, eta: 22:45:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9594, loss_cls: 1.6626, loss: 1.6626 +2023-12-26 10:25:56,020 - pyskl - INFO - Epoch [59][700/3405] lr: 1.681e-02, eta: 22:45:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7725, top5_acc: 0.9569, loss_cls: 1.6880, loss: 1.6880 +2023-12-26 10:26:21,171 - pyskl - INFO - Epoch [59][800/3405] lr: 1.680e-02, eta: 22:44:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 1.6826, loss: 1.6826 +2023-12-26 10:26:46,528 - pyskl - INFO - Epoch [59][900/3405] lr: 1.679e-02, eta: 22:44:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 1.6117, loss: 1.6117 +2023-12-26 10:27:11,854 - pyskl - INFO - Epoch [59][1000/3405] lr: 1.679e-02, eta: 22:43:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 1.6200, loss: 1.6200 +2023-12-26 10:27:37,167 - pyskl - INFO - Epoch [59][1100/3405] lr: 1.678e-02, eta: 22:43:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9700, loss_cls: 1.5668, loss: 1.5668 +2023-12-26 10:28:02,548 - pyskl - INFO - Epoch [59][1200/3405] lr: 1.677e-02, eta: 22:42:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 1.6059, loss: 1.6059 +2023-12-26 10:28:27,752 - pyskl - INFO - Epoch [59][1300/3405] lr: 1.676e-02, eta: 22:42:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9650, loss_cls: 1.6679, loss: 1.6679 +2023-12-26 10:28:52,833 - pyskl - INFO - Epoch [59][1400/3405] lr: 1.676e-02, eta: 22:41:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9644, loss_cls: 1.6681, loss: 1.6681 +2023-12-26 10:29:17,914 - pyskl - INFO - Epoch [59][1500/3405] lr: 1.675e-02, eta: 22:41:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9613, loss_cls: 1.6671, loss: 1.6671 +2023-12-26 10:29:43,106 - pyskl - INFO - Epoch [59][1600/3405] lr: 1.674e-02, eta: 22:40:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9594, loss_cls: 1.6188, loss: 1.6188 +2023-12-26 10:30:08,168 - pyskl - INFO - Epoch [59][1700/3405] lr: 1.673e-02, eta: 22:40:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9625, loss_cls: 1.6871, loss: 1.6871 +2023-12-26 10:30:33,194 - pyskl - INFO - Epoch [59][1800/3405] lr: 1.673e-02, eta: 22:40:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9600, loss_cls: 1.6468, loss: 1.6468 +2023-12-26 10:30:58,447 - pyskl - INFO - Epoch [59][1900/3405] lr: 1.672e-02, eta: 22:39:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 1.6469, loss: 1.6469 +2023-12-26 10:31:23,770 - pyskl - INFO - Epoch [59][2000/3405] lr: 1.671e-02, eta: 22:39:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.6506, loss: 1.6506 +2023-12-26 10:31:49,313 - pyskl - INFO - Epoch [59][2100/3405] lr: 1.671e-02, eta: 22:38:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 1.5993, loss: 1.5993 +2023-12-26 10:32:15,072 - pyskl - INFO - Epoch [59][2200/3405] lr: 1.670e-02, eta: 22:38:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9619, loss_cls: 1.6693, loss: 1.6693 +2023-12-26 10:32:40,276 - pyskl - INFO - Epoch [59][2300/3405] lr: 1.669e-02, eta: 22:37:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9613, loss_cls: 1.6326, loss: 1.6326 +2023-12-26 10:33:05,499 - pyskl - INFO - Epoch [59][2400/3405] lr: 1.668e-02, eta: 22:37:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.6057, loss: 1.6057 +2023-12-26 10:33:30,848 - pyskl - INFO - Epoch [59][2500/3405] lr: 1.668e-02, eta: 22:36:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.6793, loss: 1.6793 +2023-12-26 10:33:56,057 - pyskl - INFO - Epoch [59][2600/3405] lr: 1.667e-02, eta: 22:36:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.6842, loss: 1.6842 +2023-12-26 10:34:21,294 - pyskl - INFO - Epoch [59][2700/3405] lr: 1.666e-02, eta: 22:35:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 1.5966, loss: 1.5966 +2023-12-26 10:34:46,729 - pyskl - INFO - Epoch [59][2800/3405] lr: 1.665e-02, eta: 22:35:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9731, loss_cls: 1.6068, loss: 1.6068 +2023-12-26 10:35:12,224 - pyskl - INFO - Epoch [59][2900/3405] lr: 1.665e-02, eta: 22:34:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 1.6807, loss: 1.6807 +2023-12-26 10:35:37,541 - pyskl - INFO - Epoch [59][3000/3405] lr: 1.664e-02, eta: 22:34:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9581, loss_cls: 1.6746, loss: 1.6746 +2023-12-26 10:36:03,473 - pyskl - INFO - Epoch [59][3100/3405] lr: 1.663e-02, eta: 22:34:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.5768, loss: 1.5768 +2023-12-26 10:36:29,329 - pyskl - INFO - Epoch [59][3200/3405] lr: 1.663e-02, eta: 22:33:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.6426, loss: 1.6426 +2023-12-26 10:36:55,080 - pyskl - INFO - Epoch [59][3300/3405] lr: 1.662e-02, eta: 22:33:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 1.6729, loss: 1.6729 +2023-12-26 10:37:20,650 - pyskl - INFO - Epoch [59][3400/3405] lr: 1.661e-02, eta: 22:32:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9619, loss_cls: 1.6329, loss: 1.6329 +2023-12-26 10:37:22,678 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-26 10:41:49,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 10:41:50,251 - pyskl - INFO - +top1_acc 0.7468 +top5_acc 0.9441 +2023-12-26 10:41:50,276 - pyskl - INFO - Epoch(val) [59][3718] top1_acc: 0.7468, top5_acc: 0.9441 +2023-12-26 10:42:43,998 - pyskl - INFO - Epoch [60][100/3405] lr: 1.660e-02, eta: 22:32:56, time: 0.537, data_time: 0.282, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9637, loss_cls: 1.5862, loss: 1.5862 +2023-12-26 10:43:09,159 - pyskl - INFO - Epoch [60][200/3405] lr: 1.660e-02, eta: 22:32:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 1.5932, loss: 1.5932 +2023-12-26 10:43:34,347 - pyskl - INFO - Epoch [60][300/3405] lr: 1.659e-02, eta: 22:32:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.6231, loss: 1.6231 +2023-12-26 10:43:59,721 - pyskl - INFO - Epoch [60][400/3405] lr: 1.658e-02, eta: 22:31:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9719, loss_cls: 1.5539, loss: 1.5539 +2023-12-26 10:44:24,991 - pyskl - INFO - Epoch [60][500/3405] lr: 1.657e-02, eta: 22:31:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.6254, loss: 1.6254 +2023-12-26 10:44:50,136 - pyskl - INFO - Epoch [60][600/3405] lr: 1.657e-02, eta: 22:30:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9681, loss_cls: 1.5916, loss: 1.5916 +2023-12-26 10:45:15,406 - pyskl - INFO - Epoch [60][700/3405] lr: 1.656e-02, eta: 22:30:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9619, loss_cls: 1.6384, loss: 1.6384 +2023-12-26 10:45:40,529 - pyskl - INFO - Epoch [60][800/3405] lr: 1.655e-02, eta: 22:29:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 1.5952, loss: 1.5952 +2023-12-26 10:46:05,565 - pyskl - INFO - Epoch [60][900/3405] lr: 1.655e-02, eta: 22:29:14, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.6023, loss: 1.6023 +2023-12-26 10:46:30,772 - pyskl - INFO - Epoch [60][1000/3405] lr: 1.654e-02, eta: 22:28:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9744, loss_cls: 1.5063, loss: 1.5063 +2023-12-26 10:46:56,482 - pyskl - INFO - Epoch [60][1100/3405] lr: 1.653e-02, eta: 22:28:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.5817, loss: 1.5817 +2023-12-26 10:47:21,839 - pyskl - INFO - Epoch [60][1200/3405] lr: 1.652e-02, eta: 22:27:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9637, loss_cls: 1.6262, loss: 1.6262 +2023-12-26 10:47:46,960 - pyskl - INFO - Epoch [60][1300/3405] lr: 1.652e-02, eta: 22:27:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.5903, loss: 1.5903 +2023-12-26 10:48:12,290 - pyskl - INFO - Epoch [60][1400/3405] lr: 1.651e-02, eta: 22:26:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 1.6086, loss: 1.6086 +2023-12-26 10:48:37,433 - pyskl - INFO - Epoch [60][1500/3405] lr: 1.650e-02, eta: 22:26:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 1.6073, loss: 1.6073 +2023-12-26 10:49:02,595 - pyskl - INFO - Epoch [60][1600/3405] lr: 1.649e-02, eta: 22:26:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9738, loss_cls: 1.5818, loss: 1.5818 +2023-12-26 10:49:27,875 - pyskl - INFO - Epoch [60][1700/3405] lr: 1.649e-02, eta: 22:25:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 1.5987, loss: 1.5987 +2023-12-26 10:49:53,211 - pyskl - INFO - Epoch [60][1800/3405] lr: 1.648e-02, eta: 22:25:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 1.6061, loss: 1.6061 +2023-12-26 10:50:18,524 - pyskl - INFO - Epoch [60][1900/3405] lr: 1.647e-02, eta: 22:24:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 1.6441, loss: 1.6441 +2023-12-26 10:50:43,792 - pyskl - INFO - Epoch [60][2000/3405] lr: 1.647e-02, eta: 22:24:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 1.6278, loss: 1.6278 +2023-12-26 10:51:08,936 - pyskl - INFO - Epoch [60][2100/3405] lr: 1.646e-02, eta: 22:23:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9663, loss_cls: 1.6663, loss: 1.6663 +2023-12-26 10:51:34,047 - pyskl - INFO - Epoch [60][2200/3405] lr: 1.645e-02, eta: 22:23:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9594, loss_cls: 1.6883, loss: 1.6883 +2023-12-26 10:51:59,329 - pyskl - INFO - Epoch [60][2300/3405] lr: 1.644e-02, eta: 22:22:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.6565, loss: 1.6565 +2023-12-26 10:52:24,670 - pyskl - INFO - Epoch [60][2400/3405] lr: 1.644e-02, eta: 22:22:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9681, loss_cls: 1.6280, loss: 1.6280 +2023-12-26 10:52:50,135 - pyskl - INFO - Epoch [60][2500/3405] lr: 1.643e-02, eta: 22:21:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9587, loss_cls: 1.6542, loss: 1.6542 +2023-12-26 10:53:15,353 - pyskl - INFO - Epoch [60][2600/3405] lr: 1.642e-02, eta: 22:21:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9694, loss_cls: 1.5999, loss: 1.5999 +2023-12-26 10:53:41,070 - pyskl - INFO - Epoch [60][2700/3405] lr: 1.641e-02, eta: 22:20:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9637, loss_cls: 1.6428, loss: 1.6428 +2023-12-26 10:54:06,652 - pyskl - INFO - Epoch [60][2800/3405] lr: 1.641e-02, eta: 22:20:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 1.6676, loss: 1.6676 +2023-12-26 10:54:32,153 - pyskl - INFO - Epoch [60][2900/3405] lr: 1.640e-02, eta: 22:20:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 1.6732, loss: 1.6732 +2023-12-26 10:54:57,496 - pyskl - INFO - Epoch [60][3000/3405] lr: 1.639e-02, eta: 22:19:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9581, loss_cls: 1.6529, loss: 1.6529 +2023-12-26 10:55:23,271 - pyskl - INFO - Epoch [60][3100/3405] lr: 1.639e-02, eta: 22:19:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.6565, loss: 1.6565 +2023-12-26 10:55:49,479 - pyskl - INFO - Epoch [60][3200/3405] lr: 1.638e-02, eta: 22:18:43, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 1.6082, loss: 1.6082 +2023-12-26 10:56:15,037 - pyskl - INFO - Epoch [60][3300/3405] lr: 1.637e-02, eta: 22:18:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9719, loss_cls: 1.6104, loss: 1.6104 +2023-12-26 10:56:40,625 - pyskl - INFO - Epoch [60][3400/3405] lr: 1.636e-02, eta: 22:17:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9650, loss_cls: 1.6116, loss: 1.6116 +2023-12-26 10:56:42,667 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-26 11:01:09,117 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:01:09,791 - pyskl - INFO - +top1_acc 0.7772 +top5_acc 0.9566 +2023-12-26 11:01:09,816 - pyskl - INFO - Epoch(val) [60][3718] top1_acc: 0.7772, top5_acc: 0.9566 +2023-12-26 11:02:03,433 - pyskl - INFO - Epoch [61][100/3405] lr: 1.636e-02, eta: 22:18:00, time: 0.536, data_time: 0.283, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 1.5751, loss: 1.5751 +2023-12-26 11:02:28,806 - pyskl - INFO - Epoch [61][200/3405] lr: 1.635e-02, eta: 22:17:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.5491, loss: 1.5491 +2023-12-26 11:02:53,966 - pyskl - INFO - Epoch [61][300/3405] lr: 1.634e-02, eta: 22:17:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 1.5852, loss: 1.5852 +2023-12-26 11:03:19,458 - pyskl - INFO - Epoch [61][400/3405] lr: 1.633e-02, eta: 22:16:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 1.6228, loss: 1.6228 +2023-12-26 11:03:44,893 - pyskl - INFO - Epoch [61][500/3405] lr: 1.633e-02, eta: 22:16:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.5836, loss: 1.5836 +2023-12-26 11:04:09,907 - pyskl - INFO - Epoch [61][600/3405] lr: 1.632e-02, eta: 22:15:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 1.5727, loss: 1.5727 +2023-12-26 11:04:35,389 - pyskl - INFO - Epoch [61][700/3405] lr: 1.631e-02, eta: 22:15:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 1.6157, loss: 1.6157 +2023-12-26 11:05:00,748 - pyskl - INFO - Epoch [61][800/3405] lr: 1.630e-02, eta: 22:14:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 1.5795, loss: 1.5795 +2023-12-26 11:05:25,788 - pyskl - INFO - Epoch [61][900/3405] lr: 1.630e-02, eta: 22:14:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 1.6195, loss: 1.6195 +2023-12-26 11:05:50,927 - pyskl - INFO - Epoch [61][1000/3405] lr: 1.629e-02, eta: 22:13:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9675, loss_cls: 1.5752, loss: 1.5752 +2023-12-26 11:06:16,150 - pyskl - INFO - Epoch [61][1100/3405] lr: 1.628e-02, eta: 22:13:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 1.5867, loss: 1.5867 +2023-12-26 11:06:41,498 - pyskl - INFO - Epoch [61][1200/3405] lr: 1.627e-02, eta: 22:12:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9681, loss_cls: 1.6396, loss: 1.6396 +2023-12-26 11:07:06,913 - pyskl - INFO - Epoch [61][1300/3405] lr: 1.627e-02, eta: 22:12:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 1.6117, loss: 1.6117 +2023-12-26 11:07:32,018 - pyskl - INFO - Epoch [61][1400/3405] lr: 1.626e-02, eta: 22:12:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9613, loss_cls: 1.6467, loss: 1.6467 +2023-12-26 11:07:57,116 - pyskl - INFO - Epoch [61][1500/3405] lr: 1.625e-02, eta: 22:11:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 1.5964, loss: 1.5964 +2023-12-26 11:08:22,143 - pyskl - INFO - Epoch [61][1600/3405] lr: 1.625e-02, eta: 22:11:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 1.6352, loss: 1.6352 +2023-12-26 11:08:47,187 - pyskl - INFO - Epoch [61][1700/3405] lr: 1.624e-02, eta: 22:10:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 1.6237, loss: 1.6237 +2023-12-26 11:09:12,408 - pyskl - INFO - Epoch [61][1800/3405] lr: 1.623e-02, eta: 22:10:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 1.6205, loss: 1.6205 +2023-12-26 11:09:37,537 - pyskl - INFO - Epoch [61][1900/3405] lr: 1.622e-02, eta: 22:09:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9712, loss_cls: 1.5851, loss: 1.5851 +2023-12-26 11:10:02,625 - pyskl - INFO - Epoch [61][2000/3405] lr: 1.622e-02, eta: 22:09:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 1.6527, loss: 1.6527 +2023-12-26 11:10:27,678 - pyskl - INFO - Epoch [61][2100/3405] lr: 1.621e-02, eta: 22:08:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.6875, loss: 1.6875 +2023-12-26 11:10:53,598 - pyskl - INFO - Epoch [61][2200/3405] lr: 1.620e-02, eta: 22:08:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9619, loss_cls: 1.6160, loss: 1.6160 +2023-12-26 11:11:19,523 - pyskl - INFO - Epoch [61][2300/3405] lr: 1.619e-02, eta: 22:07:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 1.6424, loss: 1.6424 +2023-12-26 11:11:44,985 - pyskl - INFO - Epoch [61][2400/3405] lr: 1.619e-02, eta: 22:07:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 1.6389, loss: 1.6389 +2023-12-26 11:12:10,229 - pyskl - INFO - Epoch [61][2500/3405] lr: 1.618e-02, eta: 22:06:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 1.6607, loss: 1.6607 +2023-12-26 11:12:35,467 - pyskl - INFO - Epoch [61][2600/3405] lr: 1.617e-02, eta: 22:06:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 1.6704, loss: 1.6704 +2023-12-26 11:13:01,315 - pyskl - INFO - Epoch [61][2700/3405] lr: 1.616e-02, eta: 22:06:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 1.6111, loss: 1.6111 +2023-12-26 11:13:26,750 - pyskl - INFO - Epoch [61][2800/3405] lr: 1.616e-02, eta: 22:05:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 1.6192, loss: 1.6192 +2023-12-26 11:13:52,313 - pyskl - INFO - Epoch [61][2900/3405] lr: 1.615e-02, eta: 22:05:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 1.6630, loss: 1.6630 +2023-12-26 11:14:17,531 - pyskl - INFO - Epoch [61][3000/3405] lr: 1.614e-02, eta: 22:04:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9631, loss_cls: 1.6414, loss: 1.6414 +2023-12-26 11:14:43,456 - pyskl - INFO - Epoch [61][3100/3405] lr: 1.614e-02, eta: 22:04:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 1.6263, loss: 1.6263 +2023-12-26 11:15:08,939 - pyskl - INFO - Epoch [61][3200/3405] lr: 1.613e-02, eta: 22:03:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 1.6565, loss: 1.6565 +2023-12-26 11:15:34,638 - pyskl - INFO - Epoch [61][3300/3405] lr: 1.612e-02, eta: 22:03:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 1.6347, loss: 1.6347 +2023-12-26 11:16:00,207 - pyskl - INFO - Epoch [61][3400/3405] lr: 1.611e-02, eta: 22:02:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 1.6426, loss: 1.6426 +2023-12-26 11:16:02,308 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-26 11:20:28,933 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:20:29,589 - pyskl - INFO - +top1_acc 0.7574 +top5_acc 0.9494 +2023-12-26 11:20:29,614 - pyskl - INFO - Epoch(val) [61][3718] top1_acc: 0.7574, top5_acc: 0.9494 +2023-12-26 11:21:23,635 - pyskl - INFO - Epoch [62][100/3405] lr: 1.611e-02, eta: 22:03:06, time: 0.540, data_time: 0.287, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.5732, loss: 1.5732 +2023-12-26 11:21:49,006 - pyskl - INFO - Epoch [62][200/3405] lr: 1.610e-02, eta: 22:02:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 1.5132, loss: 1.5132 +2023-12-26 11:22:14,390 - pyskl - INFO - Epoch [62][300/3405] lr: 1.609e-02, eta: 22:02:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 1.5717, loss: 1.5717 +2023-12-26 11:22:39,822 - pyskl - INFO - Epoch [62][400/3405] lr: 1.608e-02, eta: 22:01:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 1.6066, loss: 1.6066 +2023-12-26 11:23:05,265 - pyskl - INFO - Epoch [62][500/3405] lr: 1.608e-02, eta: 22:01:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 1.5907, loss: 1.5907 +2023-12-26 11:23:30,636 - pyskl - INFO - Epoch [62][600/3405] lr: 1.607e-02, eta: 22:00:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.6321, loss: 1.6321 +2023-12-26 11:23:56,018 - pyskl - INFO - Epoch [62][700/3405] lr: 1.606e-02, eta: 22:00:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9631, loss_cls: 1.6096, loss: 1.6096 +2023-12-26 11:24:21,510 - pyskl - INFO - Epoch [62][800/3405] lr: 1.605e-02, eta: 21:59:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7919, top5_acc: 0.9706, loss_cls: 1.6382, loss: 1.6382 +2023-12-26 11:24:47,392 - pyskl - INFO - Epoch [62][900/3405] lr: 1.605e-02, eta: 21:59:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 1.6267, loss: 1.6267 +2023-12-26 11:25:12,633 - pyskl - INFO - Epoch [62][1000/3405] lr: 1.604e-02, eta: 21:59:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.5742, loss: 1.5742 +2023-12-26 11:25:37,786 - pyskl - INFO - Epoch [62][1100/3405] lr: 1.603e-02, eta: 21:58:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9569, loss_cls: 1.6414, loss: 1.6414 +2023-12-26 11:26:03,200 - pyskl - INFO - Epoch [62][1200/3405] lr: 1.602e-02, eta: 21:58:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9625, loss_cls: 1.5950, loss: 1.5950 +2023-12-26 11:26:28,641 - pyskl - INFO - Epoch [62][1300/3405] lr: 1.602e-02, eta: 21:57:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 1.5804, loss: 1.5804 +2023-12-26 11:26:53,750 - pyskl - INFO - Epoch [62][1400/3405] lr: 1.601e-02, eta: 21:57:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 1.5591, loss: 1.5591 +2023-12-26 11:27:18,845 - pyskl - INFO - Epoch [62][1500/3405] lr: 1.600e-02, eta: 21:56:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 1.6685, loss: 1.6685 +2023-12-26 11:27:44,164 - pyskl - INFO - Epoch [62][1600/3405] lr: 1.600e-02, eta: 21:56:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9619, loss_cls: 1.6457, loss: 1.6457 +2023-12-26 11:28:09,473 - pyskl - INFO - Epoch [62][1700/3405] lr: 1.599e-02, eta: 21:55:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 1.5813, loss: 1.5813 +2023-12-26 11:28:35,168 - pyskl - INFO - Epoch [62][1800/3405] lr: 1.598e-02, eta: 21:55:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.6744, loss: 1.6744 +2023-12-26 11:29:00,427 - pyskl - INFO - Epoch [62][1900/3405] lr: 1.597e-02, eta: 21:54:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7781, top5_acc: 0.9569, loss_cls: 1.6866, loss: 1.6866 +2023-12-26 11:29:25,480 - pyskl - INFO - Epoch [62][2000/3405] lr: 1.597e-02, eta: 21:54:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9594, loss_cls: 1.6401, loss: 1.6401 +2023-12-26 11:29:50,634 - pyskl - INFO - Epoch [62][2100/3405] lr: 1.596e-02, eta: 21:53:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9606, loss_cls: 1.6567, loss: 1.6567 +2023-12-26 11:30:16,632 - pyskl - INFO - Epoch [62][2200/3405] lr: 1.595e-02, eta: 21:53:31, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9794, loss_cls: 1.5454, loss: 1.5454 +2023-12-26 11:30:42,122 - pyskl - INFO - Epoch [62][2300/3405] lr: 1.594e-02, eta: 21:53:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 1.5820, loss: 1.5820 +2023-12-26 11:31:07,548 - pyskl - INFO - Epoch [62][2400/3405] lr: 1.594e-02, eta: 21:52:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 1.5597, loss: 1.5597 +2023-12-26 11:31:32,742 - pyskl - INFO - Epoch [62][2500/3405] lr: 1.593e-02, eta: 21:52:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 1.5753, loss: 1.5753 +2023-12-26 11:31:57,931 - pyskl - INFO - Epoch [62][2600/3405] lr: 1.592e-02, eta: 21:51:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.6218, loss: 1.6218 +2023-12-26 11:32:23,271 - pyskl - INFO - Epoch [62][2700/3405] lr: 1.591e-02, eta: 21:51:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 1.5897, loss: 1.5897 +2023-12-26 11:32:48,644 - pyskl - INFO - Epoch [62][2800/3405] lr: 1.591e-02, eta: 21:50:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9644, loss_cls: 1.6047, loss: 1.6047 +2023-12-26 11:33:14,022 - pyskl - INFO - Epoch [62][2900/3405] lr: 1.590e-02, eta: 21:50:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 1.5929, loss: 1.5929 +2023-12-26 11:33:39,850 - pyskl - INFO - Epoch [62][3000/3405] lr: 1.589e-02, eta: 21:49:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 1.6908, loss: 1.6908 +2023-12-26 11:34:05,365 - pyskl - INFO - Epoch [62][3100/3405] lr: 1.588e-02, eta: 21:49:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 1.6393, loss: 1.6393 +2023-12-26 11:34:30,933 - pyskl - INFO - Epoch [62][3200/3405] lr: 1.588e-02, eta: 21:48:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9637, loss_cls: 1.5740, loss: 1.5740 +2023-12-26 11:34:56,298 - pyskl - INFO - Epoch [62][3300/3405] lr: 1.587e-02, eta: 21:48:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.6685, loss: 1.6685 +2023-12-26 11:35:21,922 - pyskl - INFO - Epoch [62][3400/3405] lr: 1.586e-02, eta: 21:48:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7775, top5_acc: 0.9637, loss_cls: 1.6467, loss: 1.6467 +2023-12-26 11:35:23,882 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-26 11:39:50,957 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:39:51,645 - pyskl - INFO - +top1_acc 0.7596 +top5_acc 0.9449 +2023-12-26 11:39:51,671 - pyskl - INFO - Epoch(val) [62][3718] top1_acc: 0.7596, top5_acc: 0.9449 +2023-12-26 11:40:46,044 - pyskl - INFO - Epoch [63][100/3405] lr: 1.585e-02, eta: 21:48:14, time: 0.544, data_time: 0.291, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9712, loss_cls: 1.5241, loss: 1.5241 +2023-12-26 11:41:11,651 - pyskl - INFO - Epoch [63][200/3405] lr: 1.585e-02, eta: 21:47:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.5911, loss: 1.5911 +2023-12-26 11:41:36,814 - pyskl - INFO - Epoch [63][300/3405] lr: 1.584e-02, eta: 21:47:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 1.5223, loss: 1.5223 +2023-12-26 11:42:01,897 - pyskl - INFO - Epoch [63][400/3405] lr: 1.583e-02, eta: 21:46:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9675, loss_cls: 1.5957, loss: 1.5957 +2023-12-26 11:42:27,098 - pyskl - INFO - Epoch [63][500/3405] lr: 1.582e-02, eta: 21:46:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 1.5543, loss: 1.5543 +2023-12-26 11:42:52,465 - pyskl - INFO - Epoch [63][600/3405] lr: 1.582e-02, eta: 21:45:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.5694, loss: 1.5694 +2023-12-26 11:43:17,777 - pyskl - INFO - Epoch [63][700/3405] lr: 1.581e-02, eta: 21:45:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9725, loss_cls: 1.5915, loss: 1.5915 +2023-12-26 11:43:42,760 - pyskl - INFO - Epoch [63][800/3405] lr: 1.580e-02, eta: 21:45:01, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 1.6361, loss: 1.6361 +2023-12-26 11:44:07,733 - pyskl - INFO - Epoch [63][900/3405] lr: 1.579e-02, eta: 21:44:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 1.5839, loss: 1.5839 +2023-12-26 11:44:32,720 - pyskl - INFO - Epoch [63][1000/3405] lr: 1.579e-02, eta: 21:44:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 1.5581, loss: 1.5581 +2023-12-26 11:44:57,643 - pyskl - INFO - Epoch [63][1100/3405] lr: 1.578e-02, eta: 21:43:37, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.5988, loss: 1.5988 +2023-12-26 11:45:22,577 - pyskl - INFO - Epoch [63][1200/3405] lr: 1.577e-02, eta: 21:43:09, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9631, loss_cls: 1.5983, loss: 1.5983 +2023-12-26 11:45:47,806 - pyskl - INFO - Epoch [63][1300/3405] lr: 1.577e-02, eta: 21:42:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 1.6022, loss: 1.6022 +2023-12-26 11:46:12,969 - pyskl - INFO - Epoch [63][1400/3405] lr: 1.576e-02, eta: 21:42:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9637, loss_cls: 1.6353, loss: 1.6353 +2023-12-26 11:46:38,492 - pyskl - INFO - Epoch [63][1500/3405] lr: 1.575e-02, eta: 21:41:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9656, loss_cls: 1.6132, loss: 1.6132 +2023-12-26 11:47:03,956 - pyskl - INFO - Epoch [63][1600/3405] lr: 1.574e-02, eta: 21:41:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.5951, loss: 1.5951 +2023-12-26 11:47:29,179 - pyskl - INFO - Epoch [63][1700/3405] lr: 1.574e-02, eta: 21:40:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9719, loss_cls: 1.5647, loss: 1.5647 +2023-12-26 11:47:54,976 - pyskl - INFO - Epoch [63][1800/3405] lr: 1.573e-02, eta: 21:40:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 1.6954, loss: 1.6954 +2023-12-26 11:48:20,152 - pyskl - INFO - Epoch [63][1900/3405] lr: 1.572e-02, eta: 21:39:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9650, loss_cls: 1.6445, loss: 1.6445 +2023-12-26 11:48:45,202 - pyskl - INFO - Epoch [63][2000/3405] lr: 1.571e-02, eta: 21:39:30, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 1.6288, loss: 1.6288 +2023-12-26 11:49:10,264 - pyskl - INFO - Epoch [63][2100/3405] lr: 1.571e-02, eta: 21:39:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9575, loss_cls: 1.6714, loss: 1.6714 +2023-12-26 11:49:35,279 - pyskl - INFO - Epoch [63][2200/3405] lr: 1.570e-02, eta: 21:38:34, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.5975, loss: 1.5975 +2023-12-26 11:50:00,682 - pyskl - INFO - Epoch [63][2300/3405] lr: 1.569e-02, eta: 21:38:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7863, top5_acc: 0.9637, loss_cls: 1.6341, loss: 1.6341 +2023-12-26 11:50:25,983 - pyskl - INFO - Epoch [63][2400/3405] lr: 1.568e-02, eta: 21:37:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 1.5987, loss: 1.5987 +2023-12-26 11:50:51,309 - pyskl - INFO - Epoch [63][2500/3405] lr: 1.568e-02, eta: 21:37:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 1.6090, loss: 1.6090 +2023-12-26 11:51:16,497 - pyskl - INFO - Epoch [63][2600/3405] lr: 1.567e-02, eta: 21:36:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 1.6133, loss: 1.6133 +2023-12-26 11:51:41,695 - pyskl - INFO - Epoch [63][2700/3405] lr: 1.566e-02, eta: 21:36:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9738, loss_cls: 1.5710, loss: 1.5710 +2023-12-26 11:52:06,966 - pyskl - INFO - Epoch [63][2800/3405] lr: 1.565e-02, eta: 21:35:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 1.5630, loss: 1.5630 +2023-12-26 11:52:32,810 - pyskl - INFO - Epoch [63][2900/3405] lr: 1.565e-02, eta: 21:35:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7644, top5_acc: 0.9600, loss_cls: 1.7068, loss: 1.7068 +2023-12-26 11:52:58,359 - pyskl - INFO - Epoch [63][3000/3405] lr: 1.564e-02, eta: 21:34:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.6148, loss: 1.6148 +2023-12-26 11:53:24,026 - pyskl - INFO - Epoch [63][3100/3405] lr: 1.563e-02, eta: 21:34:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9656, loss_cls: 1.6642, loss: 1.6642 +2023-12-26 11:53:49,364 - pyskl - INFO - Epoch [63][3200/3405] lr: 1.562e-02, eta: 21:34:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7731, top5_acc: 0.9550, loss_cls: 1.6869, loss: 1.6869 +2023-12-26 11:54:14,742 - pyskl - INFO - Epoch [63][3300/3405] lr: 1.562e-02, eta: 21:33:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 1.5897, loss: 1.5897 +2023-12-26 11:54:40,438 - pyskl - INFO - Epoch [63][3400/3405] lr: 1.561e-02, eta: 21:33:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 1.6152, loss: 1.6152 +2023-12-26 11:54:42,544 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-26 11:59:09,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:59:10,279 - pyskl - INFO - +top1_acc 0.7769 +top5_acc 0.9546 +2023-12-26 11:59:10,305 - pyskl - INFO - Epoch(val) [63][3718] top1_acc: 0.7769, top5_acc: 0.9546 +2023-12-26 12:00:04,244 - pyskl - INFO - Epoch [64][100/3405] lr: 1.560e-02, eta: 21:33:16, time: 0.539, data_time: 0.288, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 1.5709, loss: 1.5709 +2023-12-26 12:00:29,957 - pyskl - INFO - Epoch [64][200/3405] lr: 1.559e-02, eta: 21:32:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 1.5926, loss: 1.5926 +2023-12-26 12:00:55,549 - pyskl - INFO - Epoch [64][300/3405] lr: 1.559e-02, eta: 21:32:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 1.5526, loss: 1.5526 +2023-12-26 12:01:20,534 - pyskl - INFO - Epoch [64][400/3405] lr: 1.558e-02, eta: 21:31:54, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 1.5509, loss: 1.5509 +2023-12-26 12:01:45,907 - pyskl - INFO - Epoch [64][500/3405] lr: 1.557e-02, eta: 21:31:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.5587, loss: 1.5587 +2023-12-26 12:02:11,054 - pyskl - INFO - Epoch [64][600/3405] lr: 1.556e-02, eta: 21:30:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 1.5800, loss: 1.5800 +2023-12-26 12:02:36,374 - pyskl - INFO - Epoch [64][700/3405] lr: 1.556e-02, eta: 21:30:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 1.6138, loss: 1.6138 +2023-12-26 12:03:01,591 - pyskl - INFO - Epoch [64][800/3405] lr: 1.555e-02, eta: 21:30:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 1.6412, loss: 1.6412 +2023-12-26 12:03:26,705 - pyskl - INFO - Epoch [64][900/3405] lr: 1.554e-02, eta: 21:29:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9688, loss_cls: 1.5725, loss: 1.5725 +2023-12-26 12:03:51,849 - pyskl - INFO - Epoch [64][1000/3405] lr: 1.553e-02, eta: 21:29:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 1.5766, loss: 1.5766 +2023-12-26 12:04:17,135 - pyskl - INFO - Epoch [64][1100/3405] lr: 1.553e-02, eta: 21:28:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.6144, loss: 1.6144 +2023-12-26 12:04:42,635 - pyskl - INFO - Epoch [64][1200/3405] lr: 1.552e-02, eta: 21:28:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9738, loss_cls: 1.6048, loss: 1.6048 +2023-12-26 12:05:07,978 - pyskl - INFO - Epoch [64][1300/3405] lr: 1.551e-02, eta: 21:27:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9675, loss_cls: 1.6067, loss: 1.6067 +2023-12-26 12:05:33,498 - pyskl - INFO - Epoch [64][1400/3405] lr: 1.550e-02, eta: 21:27:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 1.5814, loss: 1.5814 +2023-12-26 12:05:59,082 - pyskl - INFO - Epoch [64][1500/3405] lr: 1.550e-02, eta: 21:26:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 1.6406, loss: 1.6406 +2023-12-26 12:06:25,215 - pyskl - INFO - Epoch [64][1600/3405] lr: 1.549e-02, eta: 21:26:27, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9650, loss_cls: 1.6091, loss: 1.6091 +2023-12-26 12:06:50,520 - pyskl - INFO - Epoch [64][1700/3405] lr: 1.548e-02, eta: 21:25:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.5999, loss: 1.5999 +2023-12-26 12:07:15,784 - pyskl - INFO - Epoch [64][1800/3405] lr: 1.547e-02, eta: 21:25:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 1.6049, loss: 1.6049 +2023-12-26 12:07:41,059 - pyskl - INFO - Epoch [64][1900/3405] lr: 1.547e-02, eta: 21:25:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9594, loss_cls: 1.6063, loss: 1.6063 +2023-12-26 12:08:06,446 - pyskl - INFO - Epoch [64][2000/3405] lr: 1.546e-02, eta: 21:24:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9706, loss_cls: 1.6179, loss: 1.6179 +2023-12-26 12:08:31,935 - pyskl - INFO - Epoch [64][2100/3405] lr: 1.545e-02, eta: 21:24:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9731, loss_cls: 1.5898, loss: 1.5898 +2023-12-26 12:08:57,481 - pyskl - INFO - Epoch [64][2200/3405] lr: 1.544e-02, eta: 21:23:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 1.6060, loss: 1.6060 +2023-12-26 12:09:22,919 - pyskl - INFO - Epoch [64][2300/3405] lr: 1.544e-02, eta: 21:23:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9613, loss_cls: 1.6077, loss: 1.6077 +2023-12-26 12:09:48,845 - pyskl - INFO - Epoch [64][2400/3405] lr: 1.543e-02, eta: 21:22:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 1.5851, loss: 1.5851 +2023-12-26 12:10:14,209 - pyskl - INFO - Epoch [64][2500/3405] lr: 1.542e-02, eta: 21:22:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7906, top5_acc: 0.9575, loss_cls: 1.6516, loss: 1.6516 +2023-12-26 12:10:40,478 - pyskl - INFO - Epoch [64][2600/3405] lr: 1.541e-02, eta: 21:21:56, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.5623, loss: 1.5623 +2023-12-26 12:11:06,062 - pyskl - INFO - Epoch [64][2700/3405] lr: 1.541e-02, eta: 21:21:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 1.5769, loss: 1.5769 +2023-12-26 12:11:31,324 - pyskl - INFO - Epoch [64][2800/3405] lr: 1.540e-02, eta: 21:21:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7950, top5_acc: 0.9675, loss_cls: 1.6363, loss: 1.6363 +2023-12-26 12:11:56,762 - pyskl - INFO - Epoch [64][2900/3405] lr: 1.539e-02, eta: 21:20:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.6346, loss: 1.6346 +2023-12-26 12:12:22,304 - pyskl - INFO - Epoch [64][3000/3405] lr: 1.538e-02, eta: 21:20:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9650, loss_cls: 1.5859, loss: 1.5859 +2023-12-26 12:12:47,905 - pyskl - INFO - Epoch [64][3100/3405] lr: 1.538e-02, eta: 21:19:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 1.6189, loss: 1.6189 +2023-12-26 12:13:13,380 - pyskl - INFO - Epoch [64][3200/3405] lr: 1.537e-02, eta: 21:19:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 1.6165, loss: 1.6165 +2023-12-26 12:13:38,846 - pyskl - INFO - Epoch [64][3300/3405] lr: 1.536e-02, eta: 21:18:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7900, top5_acc: 0.9625, loss_cls: 1.6308, loss: 1.6308 +2023-12-26 12:14:04,372 - pyskl - INFO - Epoch [64][3400/3405] lr: 1.535e-02, eta: 21:18:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 1.5874, loss: 1.5874 +2023-12-26 12:14:06,478 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-26 12:18:33,775 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 12:18:34,464 - pyskl - INFO - +top1_acc 0.7633 +top5_acc 0.9495 +2023-12-26 12:18:34,489 - pyskl - INFO - Epoch(val) [64][3718] top1_acc: 0.7633, top5_acc: 0.9495 +2023-12-26 12:19:28,020 - pyskl - INFO - Epoch [65][100/3405] lr: 1.535e-02, eta: 21:18:26, time: 0.535, data_time: 0.286, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 1.5347, loss: 1.5347 +2023-12-26 12:19:53,710 - pyskl - INFO - Epoch [65][200/3405] lr: 1.534e-02, eta: 21:17:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.5733, loss: 1.5733 +2023-12-26 12:20:19,610 - pyskl - INFO - Epoch [65][300/3405] lr: 1.533e-02, eta: 21:17:32, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9669, loss_cls: 1.5529, loss: 1.5529 +2023-12-26 12:20:44,879 - pyskl - INFO - Epoch [65][400/3405] lr: 1.532e-02, eta: 21:17:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9694, loss_cls: 1.5732, loss: 1.5732 +2023-12-26 12:21:10,105 - pyskl - INFO - Epoch [65][500/3405] lr: 1.532e-02, eta: 21:16:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 1.5755, loss: 1.5755 +2023-12-26 12:21:35,454 - pyskl - INFO - Epoch [65][600/3405] lr: 1.531e-02, eta: 21:16:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.5302, loss: 1.5302 +2023-12-26 12:22:01,185 - pyskl - INFO - Epoch [65][700/3405] lr: 1.530e-02, eta: 21:15:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 1.5622, loss: 1.5622 +2023-12-26 12:22:26,644 - pyskl - INFO - Epoch [65][800/3405] lr: 1.529e-02, eta: 21:15:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.5356, loss: 1.5356 +2023-12-26 12:22:51,857 - pyskl - INFO - Epoch [65][900/3405] lr: 1.529e-02, eta: 21:14:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9694, loss_cls: 1.5997, loss: 1.5997 +2023-12-26 12:23:17,166 - pyskl - INFO - Epoch [65][1000/3405] lr: 1.528e-02, eta: 21:14:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9613, loss_cls: 1.5356, loss: 1.5356 +2023-12-26 12:23:42,683 - pyskl - INFO - Epoch [65][1100/3405] lr: 1.527e-02, eta: 21:13:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.5868, loss: 1.5868 +2023-12-26 12:24:07,842 - pyskl - INFO - Epoch [65][1200/3405] lr: 1.526e-02, eta: 21:13:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9637, loss_cls: 1.6049, loss: 1.6049 +2023-12-26 12:24:32,894 - pyskl - INFO - Epoch [65][1300/3405] lr: 1.526e-02, eta: 21:12:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 1.6362, loss: 1.6362 +2023-12-26 12:24:58,138 - pyskl - INFO - Epoch [65][1400/3405] lr: 1.525e-02, eta: 21:12:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9644, loss_cls: 1.5997, loss: 1.5997 +2023-12-26 12:25:23,829 - pyskl - INFO - Epoch [65][1500/3405] lr: 1.524e-02, eta: 21:12:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.6282, loss: 1.6282 +2023-12-26 12:25:50,332 - pyskl - INFO - Epoch [65][1600/3405] lr: 1.523e-02, eta: 21:11:38, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 1.5460, loss: 1.5460 +2023-12-26 12:26:15,585 - pyskl - INFO - Epoch [65][1700/3405] lr: 1.523e-02, eta: 21:11:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 1.6233, loss: 1.6233 +2023-12-26 12:26:40,657 - pyskl - INFO - Epoch [65][1800/3405] lr: 1.522e-02, eta: 21:10:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 1.6010, loss: 1.6010 +2023-12-26 12:27:05,701 - pyskl - INFO - Epoch [65][1900/3405] lr: 1.521e-02, eta: 21:10:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 1.5337, loss: 1.5337 +2023-12-26 12:27:31,037 - pyskl - INFO - Epoch [65][2000/3405] lr: 1.520e-02, eta: 21:09:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 1.6080, loss: 1.6080 +2023-12-26 12:27:56,129 - pyskl - INFO - Epoch [65][2100/3405] lr: 1.520e-02, eta: 21:09:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9775, loss_cls: 1.5584, loss: 1.5584 +2023-12-26 12:28:21,501 - pyskl - INFO - Epoch [65][2200/3405] lr: 1.519e-02, eta: 21:08:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 1.5854, loss: 1.5854 +2023-12-26 12:28:46,906 - pyskl - INFO - Epoch [65][2300/3405] lr: 1.518e-02, eta: 21:08:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 1.5779, loss: 1.5779 +2023-12-26 12:29:12,351 - pyskl - INFO - Epoch [65][2400/3405] lr: 1.517e-02, eta: 21:07:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 1.5871, loss: 1.5871 +2023-12-26 12:29:38,109 - pyskl - INFO - Epoch [65][2500/3405] lr: 1.517e-02, eta: 21:07:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7913, top5_acc: 0.9594, loss_cls: 1.6904, loss: 1.6904 +2023-12-26 12:30:03,292 - pyskl - INFO - Epoch [65][2600/3405] lr: 1.516e-02, eta: 21:07:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 1.6097, loss: 1.6097 +2023-12-26 12:30:28,453 - pyskl - INFO - Epoch [65][2700/3405] lr: 1.515e-02, eta: 21:06:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 1.5581, loss: 1.5581 +2023-12-26 12:30:53,714 - pyskl - INFO - Epoch [65][2800/3405] lr: 1.514e-02, eta: 21:06:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7925, top5_acc: 0.9781, loss_cls: 1.5886, loss: 1.5886 +2023-12-26 12:31:19,186 - pyskl - INFO - Epoch [65][2900/3405] lr: 1.514e-02, eta: 21:05:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 1.6511, loss: 1.6511 +2023-12-26 12:31:44,934 - pyskl - INFO - Epoch [65][3000/3405] lr: 1.513e-02, eta: 21:05:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 1.6470, loss: 1.6470 +2023-12-26 12:32:10,574 - pyskl - INFO - Epoch [65][3100/3405] lr: 1.512e-02, eta: 21:04:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 1.6895, loss: 1.6895 +2023-12-26 12:32:36,131 - pyskl - INFO - Epoch [65][3200/3405] lr: 1.511e-02, eta: 21:04:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.6596, loss: 1.6596 +2023-12-26 12:33:01,712 - pyskl - INFO - Epoch [65][3300/3405] lr: 1.511e-02, eta: 21:03:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9681, loss_cls: 1.6072, loss: 1.6072 +2023-12-26 12:33:27,082 - pyskl - INFO - Epoch [65][3400/3405] lr: 1.510e-02, eta: 21:03:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9750, loss_cls: 1.5573, loss: 1.5573 +2023-12-26 12:33:29,175 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-26 12:37:55,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 12:37:55,897 - pyskl - INFO - +top1_acc 0.7567 +top5_acc 0.9439 +2023-12-26 12:37:55,927 - pyskl - INFO - Epoch(val) [65][3718] top1_acc: 0.7567, top5_acc: 0.9439 +2023-12-26 12:38:49,514 - pyskl - INFO - Epoch [66][100/3405] lr: 1.509e-02, eta: 21:03:34, time: 0.536, data_time: 0.284, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9762, loss_cls: 1.6127, loss: 1.6127 +2023-12-26 12:39:14,968 - pyskl - INFO - Epoch [66][200/3405] lr: 1.508e-02, eta: 21:03:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 1.5709, loss: 1.5709 +2023-12-26 12:39:40,089 - pyskl - INFO - Epoch [66][300/3405] lr: 1.508e-02, eta: 21:02:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 1.5372, loss: 1.5372 +2023-12-26 12:40:05,702 - pyskl - INFO - Epoch [66][400/3405] lr: 1.507e-02, eta: 21:02:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 1.5638, loss: 1.5638 +2023-12-26 12:40:30,867 - pyskl - INFO - Epoch [66][500/3405] lr: 1.506e-02, eta: 21:01:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.5157, loss: 1.5157 +2023-12-26 12:40:56,137 - pyskl - INFO - Epoch [66][600/3405] lr: 1.505e-02, eta: 21:01:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9587, loss_cls: 1.5832, loss: 1.5832 +2023-12-26 12:41:21,413 - pyskl - INFO - Epoch [66][700/3405] lr: 1.505e-02, eta: 21:00:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.5668, loss: 1.5668 +2023-12-26 12:41:46,562 - pyskl - INFO - Epoch [66][800/3405] lr: 1.504e-02, eta: 21:00:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9637, loss_cls: 1.5950, loss: 1.5950 +2023-12-26 12:42:11,818 - pyskl - INFO - Epoch [66][900/3405] lr: 1.503e-02, eta: 20:59:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.5618, loss: 1.5618 +2023-12-26 12:42:36,972 - pyskl - INFO - Epoch [66][1000/3405] lr: 1.502e-02, eta: 20:59:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 1.5453, loss: 1.5453 +2023-12-26 12:43:02,393 - pyskl - INFO - Epoch [66][1100/3405] lr: 1.502e-02, eta: 20:59:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9738, loss_cls: 1.6070, loss: 1.6070 +2023-12-26 12:43:27,481 - pyskl - INFO - Epoch [66][1200/3405] lr: 1.501e-02, eta: 20:58:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 1.5978, loss: 1.5978 +2023-12-26 12:43:52,684 - pyskl - INFO - Epoch [66][1300/3405] lr: 1.500e-02, eta: 20:58:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.5399, loss: 1.5399 +2023-12-26 12:44:18,331 - pyskl - INFO - Epoch [66][1400/3405] lr: 1.499e-02, eta: 20:57:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9725, loss_cls: 1.5301, loss: 1.5301 +2023-12-26 12:44:43,747 - pyskl - INFO - Epoch [66][1500/3405] lr: 1.499e-02, eta: 20:57:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 1.5265, loss: 1.5265 +2023-12-26 12:45:09,125 - pyskl - INFO - Epoch [66][1600/3405] lr: 1.498e-02, eta: 20:56:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9631, loss_cls: 1.6055, loss: 1.6055 +2023-12-26 12:45:34,459 - pyskl - INFO - Epoch [66][1700/3405] lr: 1.497e-02, eta: 20:56:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9706, loss_cls: 1.5980, loss: 1.5980 +2023-12-26 12:45:59,675 - pyskl - INFO - Epoch [66][1800/3405] lr: 1.496e-02, eta: 20:55:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9762, loss_cls: 1.5629, loss: 1.5629 +2023-12-26 12:46:24,984 - pyskl - INFO - Epoch [66][1900/3405] lr: 1.496e-02, eta: 20:55:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9675, loss_cls: 1.5849, loss: 1.5849 +2023-12-26 12:46:50,350 - pyskl - INFO - Epoch [66][2000/3405] lr: 1.495e-02, eta: 20:54:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 1.5754, loss: 1.5754 +2023-12-26 12:47:15,344 - pyskl - INFO - Epoch [66][2100/3405] lr: 1.494e-02, eta: 20:54:27, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9613, loss_cls: 1.6055, loss: 1.6055 +2023-12-26 12:47:40,925 - pyskl - INFO - Epoch [66][2200/3405] lr: 1.493e-02, eta: 20:54:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 1.5978, loss: 1.5978 +2023-12-26 12:48:06,331 - pyskl - INFO - Epoch [66][2300/3405] lr: 1.493e-02, eta: 20:53:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 1.5867, loss: 1.5867 +2023-12-26 12:48:31,582 - pyskl - INFO - Epoch [66][2400/3405] lr: 1.492e-02, eta: 20:53:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7856, top5_acc: 0.9650, loss_cls: 1.6268, loss: 1.6268 +2023-12-26 12:48:56,955 - pyskl - INFO - Epoch [66][2500/3405] lr: 1.491e-02, eta: 20:52:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9725, loss_cls: 1.5969, loss: 1.5969 +2023-12-26 12:49:22,212 - pyskl - INFO - Epoch [66][2600/3405] lr: 1.490e-02, eta: 20:52:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 1.5950, loss: 1.5950 +2023-12-26 12:49:47,669 - pyskl - INFO - Epoch [66][2700/3405] lr: 1.490e-02, eta: 20:51:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9637, loss_cls: 1.6409, loss: 1.6409 +2023-12-26 12:50:13,076 - pyskl - INFO - Epoch [66][2800/3405] lr: 1.489e-02, eta: 20:51:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9681, loss_cls: 1.6147, loss: 1.6147 +2023-12-26 12:50:38,615 - pyskl - INFO - Epoch [66][2900/3405] lr: 1.488e-02, eta: 20:50:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 1.6312, loss: 1.6312 +2023-12-26 12:51:04,264 - pyskl - INFO - Epoch [66][3000/3405] lr: 1.487e-02, eta: 20:50:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9656, loss_cls: 1.6064, loss: 1.6064 +2023-12-26 12:51:29,823 - pyskl - INFO - Epoch [66][3100/3405] lr: 1.487e-02, eta: 20:49:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 1.6359, loss: 1.6359 +2023-12-26 12:51:55,313 - pyskl - INFO - Epoch [66][3200/3405] lr: 1.486e-02, eta: 20:49:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7894, top5_acc: 0.9663, loss_cls: 1.5983, loss: 1.5983 +2023-12-26 12:52:21,050 - pyskl - INFO - Epoch [66][3300/3405] lr: 1.485e-02, eta: 20:49:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 1.6271, loss: 1.6271 +2023-12-26 12:52:47,286 - pyskl - INFO - Epoch [66][3400/3405] lr: 1.484e-02, eta: 20:48:35, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9712, loss_cls: 1.5549, loss: 1.5549 +2023-12-26 12:52:49,589 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-26 12:57:16,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 12:57:16,762 - pyskl - INFO - +top1_acc 0.7620 +top5_acc 0.9524 +2023-12-26 12:57:16,787 - pyskl - INFO - Epoch(val) [66][3718] top1_acc: 0.7620, top5_acc: 0.9524 +2023-12-26 12:58:10,593 - pyskl - INFO - Epoch [67][100/3405] lr: 1.483e-02, eta: 20:48:41, time: 0.538, data_time: 0.288, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.5551, loss: 1.5551 +2023-12-26 12:58:35,839 - pyskl - INFO - Epoch [67][200/3405] lr: 1.483e-02, eta: 20:48:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 1.5649, loss: 1.5649 +2023-12-26 12:59:00,940 - pyskl - INFO - Epoch [67][300/3405] lr: 1.482e-02, eta: 20:47:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9744, loss_cls: 1.5230, loss: 1.5230 +2023-12-26 12:59:26,530 - pyskl - INFO - Epoch [67][400/3405] lr: 1.481e-02, eta: 20:47:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 1.4942, loss: 1.4942 +2023-12-26 12:59:52,038 - pyskl - INFO - Epoch [67][500/3405] lr: 1.480e-02, eta: 20:46:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9731, loss_cls: 1.5892, loss: 1.5892 +2023-12-26 13:00:17,475 - pyskl - INFO - Epoch [67][600/3405] lr: 1.480e-02, eta: 20:46:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 1.5618, loss: 1.5618 +2023-12-26 13:00:42,449 - pyskl - INFO - Epoch [67][700/3405] lr: 1.479e-02, eta: 20:45:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9688, loss_cls: 1.5753, loss: 1.5753 +2023-12-26 13:01:07,444 - pyskl - INFO - Epoch [67][800/3405] lr: 1.478e-02, eta: 20:45:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9650, loss_cls: 1.6021, loss: 1.6021 +2023-12-26 13:01:32,567 - pyskl - INFO - Epoch [67][900/3405] lr: 1.477e-02, eta: 20:45:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 1.5344, loss: 1.5344 +2023-12-26 13:01:57,712 - pyskl - INFO - Epoch [67][1000/3405] lr: 1.477e-02, eta: 20:44:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 1.6563, loss: 1.6563 +2023-12-26 13:02:22,718 - pyskl - INFO - Epoch [67][1100/3405] lr: 1.476e-02, eta: 20:44:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9644, loss_cls: 1.5813, loss: 1.5813 +2023-12-26 13:02:48,502 - pyskl - INFO - Epoch [67][1200/3405] lr: 1.475e-02, eta: 20:43:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.6003, loss: 1.6003 +2023-12-26 13:03:13,722 - pyskl - INFO - Epoch [67][1300/3405] lr: 1.474e-02, eta: 20:43:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7869, top5_acc: 0.9731, loss_cls: 1.6085, loss: 1.6085 +2023-12-26 13:03:38,789 - pyskl - INFO - Epoch [67][1400/3405] lr: 1.474e-02, eta: 20:42:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 1.5261, loss: 1.5261 +2023-12-26 13:04:04,326 - pyskl - INFO - Epoch [67][1500/3405] lr: 1.473e-02, eta: 20:42:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 1.5714, loss: 1.5714 +2023-12-26 13:04:29,701 - pyskl - INFO - Epoch [67][1600/3405] lr: 1.472e-02, eta: 20:41:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 1.5684, loss: 1.5684 +2023-12-26 13:04:54,927 - pyskl - INFO - Epoch [67][1700/3405] lr: 1.471e-02, eta: 20:41:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 1.5414, loss: 1.5414 +2023-12-26 13:05:20,061 - pyskl - INFO - Epoch [67][1800/3405] lr: 1.471e-02, eta: 20:40:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9656, loss_cls: 1.6151, loss: 1.6151 +2023-12-26 13:05:45,024 - pyskl - INFO - Epoch [67][1900/3405] lr: 1.470e-02, eta: 20:40:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 1.5657, loss: 1.5657 +2023-12-26 13:06:09,978 - pyskl - INFO - Epoch [67][2000/3405] lr: 1.469e-02, eta: 20:40:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9700, loss_cls: 1.6014, loss: 1.6014 +2023-12-26 13:06:34,902 - pyskl - INFO - Epoch [67][2100/3405] lr: 1.468e-02, eta: 20:39:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 1.5897, loss: 1.5897 +2023-12-26 13:07:00,471 - pyskl - INFO - Epoch [67][2200/3405] lr: 1.468e-02, eta: 20:39:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 1.5926, loss: 1.5926 +2023-12-26 13:07:26,971 - pyskl - INFO - Epoch [67][2300/3405] lr: 1.467e-02, eta: 20:38:39, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.7931, top5_acc: 0.9712, loss_cls: 1.6091, loss: 1.6091 +2023-12-26 13:07:53,050 - pyskl - INFO - Epoch [67][2400/3405] lr: 1.466e-02, eta: 20:38:13, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9756, loss_cls: 1.5910, loss: 1.5910 +2023-12-26 13:08:18,513 - pyskl - INFO - Epoch [67][2500/3405] lr: 1.465e-02, eta: 20:37:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9563, loss_cls: 1.6244, loss: 1.6244 +2023-12-26 13:08:44,112 - pyskl - INFO - Epoch [67][2600/3405] lr: 1.465e-02, eta: 20:37:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 1.5628, loss: 1.5628 +2023-12-26 13:09:10,719 - pyskl - INFO - Epoch [67][2700/3405] lr: 1.464e-02, eta: 20:36:53, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 1.5462, loss: 1.5462 +2023-12-26 13:09:37,030 - pyskl - INFO - Epoch [67][2800/3405] lr: 1.463e-02, eta: 20:36:27, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 1.5794, loss: 1.5794 +2023-12-26 13:10:02,475 - pyskl - INFO - Epoch [67][2900/3405] lr: 1.462e-02, eta: 20:36:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7969, top5_acc: 0.9669, loss_cls: 1.6321, loss: 1.6321 +2023-12-26 13:10:28,729 - pyskl - INFO - Epoch [67][3000/3405] lr: 1.462e-02, eta: 20:35:34, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9619, loss_cls: 1.6607, loss: 1.6607 +2023-12-26 13:10:54,400 - pyskl - INFO - Epoch [67][3100/3405] lr: 1.461e-02, eta: 20:35:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9631, loss_cls: 1.6085, loss: 1.6085 +2023-12-26 13:11:20,002 - pyskl - INFO - Epoch [67][3200/3405] lr: 1.460e-02, eta: 20:34:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 1.6035, loss: 1.6035 +2023-12-26 13:11:45,661 - pyskl - INFO - Epoch [67][3300/3405] lr: 1.459e-02, eta: 20:34:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 1.5935, loss: 1.5935 +2023-12-26 13:12:10,973 - pyskl - INFO - Epoch [67][3400/3405] lr: 1.459e-02, eta: 20:33:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 1.5567, loss: 1.5567 +2023-12-26 13:12:13,029 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-26 13:16:39,807 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 13:16:40,477 - pyskl - INFO - +top1_acc 0.7715 +top5_acc 0.9504 +2023-12-26 13:16:40,503 - pyskl - INFO - Epoch(val) [67][3718] top1_acc: 0.7715, top5_acc: 0.9504 +2023-12-26 13:17:34,487 - pyskl - INFO - Epoch [68][100/3405] lr: 1.458e-02, eta: 20:33:51, time: 0.540, data_time: 0.288, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.5917, loss: 1.5917 +2023-12-26 13:18:00,121 - pyskl - INFO - Epoch [68][200/3405] lr: 1.457e-02, eta: 20:33:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9788, loss_cls: 1.5018, loss: 1.5018 +2023-12-26 13:18:25,154 - pyskl - INFO - Epoch [68][300/3405] lr: 1.456e-02, eta: 20:32:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.5280, loss: 1.5280 +2023-12-26 13:18:50,594 - pyskl - INFO - Epoch [68][400/3405] lr: 1.455e-02, eta: 20:32:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 1.5209, loss: 1.5209 +2023-12-26 13:19:15,980 - pyskl - INFO - Epoch [68][500/3405] lr: 1.455e-02, eta: 20:32:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 1.5994, loss: 1.5994 +2023-12-26 13:19:41,128 - pyskl - INFO - Epoch [68][600/3405] lr: 1.454e-02, eta: 20:31:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.5510, loss: 1.5510 +2023-12-26 13:20:06,694 - pyskl - INFO - Epoch [68][700/3405] lr: 1.453e-02, eta: 20:31:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 1.5286, loss: 1.5286 +2023-12-26 13:20:31,882 - pyskl - INFO - Epoch [68][800/3405] lr: 1.452e-02, eta: 20:30:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 1.5416, loss: 1.5416 +2023-12-26 13:20:57,083 - pyskl - INFO - Epoch [68][900/3405] lr: 1.452e-02, eta: 20:30:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 1.5364, loss: 1.5364 +2023-12-26 13:21:22,231 - pyskl - INFO - Epoch [68][1000/3405] lr: 1.451e-02, eta: 20:29:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 1.5744, loss: 1.5744 +2023-12-26 13:21:47,679 - pyskl - INFO - Epoch [68][1100/3405] lr: 1.450e-02, eta: 20:29:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.6492, loss: 1.6492 +2023-12-26 13:22:12,990 - pyskl - INFO - Epoch [68][1200/3405] lr: 1.449e-02, eta: 20:28:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 1.5879, loss: 1.5879 +2023-12-26 13:22:38,179 - pyskl - INFO - Epoch [68][1300/3405] lr: 1.449e-02, eta: 20:28:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9700, loss_cls: 1.5721, loss: 1.5721 +2023-12-26 13:23:03,327 - pyskl - INFO - Epoch [68][1400/3405] lr: 1.448e-02, eta: 20:27:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 1.5819, loss: 1.5819 +2023-12-26 13:23:28,882 - pyskl - INFO - Epoch [68][1500/3405] lr: 1.447e-02, eta: 20:27:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 1.5132, loss: 1.5132 +2023-12-26 13:23:54,040 - pyskl - INFO - Epoch [68][1600/3405] lr: 1.446e-02, eta: 20:27:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9712, loss_cls: 1.5517, loss: 1.5517 +2023-12-26 13:24:19,256 - pyskl - INFO - Epoch [68][1700/3405] lr: 1.446e-02, eta: 20:26:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.5812, loss: 1.5812 +2023-12-26 13:24:44,504 - pyskl - INFO - Epoch [68][1800/3405] lr: 1.445e-02, eta: 20:26:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 1.5502, loss: 1.5502 +2023-12-26 13:25:09,579 - pyskl - INFO - Epoch [68][1900/3405] lr: 1.444e-02, eta: 20:25:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 1.5910, loss: 1.5910 +2023-12-26 13:25:34,588 - pyskl - INFO - Epoch [68][2000/3405] lr: 1.443e-02, eta: 20:25:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 1.5933, loss: 1.5933 +2023-12-26 13:25:59,916 - pyskl - INFO - Epoch [68][2100/3405] lr: 1.443e-02, eta: 20:24:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 1.5745, loss: 1.5745 +2023-12-26 13:26:25,369 - pyskl - INFO - Epoch [68][2200/3405] lr: 1.442e-02, eta: 20:24:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 1.6241, loss: 1.6241 +2023-12-26 13:26:50,949 - pyskl - INFO - Epoch [68][2300/3405] lr: 1.441e-02, eta: 20:23:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 1.5751, loss: 1.5751 +2023-12-26 13:27:16,247 - pyskl - INFO - Epoch [68][2400/3405] lr: 1.440e-02, eta: 20:23:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.5482, loss: 1.5482 +2023-12-26 13:27:41,423 - pyskl - INFO - Epoch [68][2500/3405] lr: 1.439e-02, eta: 20:22:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9700, loss_cls: 1.5684, loss: 1.5684 +2023-12-26 13:28:06,982 - pyskl - INFO - Epoch [68][2600/3405] lr: 1.439e-02, eta: 20:22:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 1.5905, loss: 1.5905 +2023-12-26 13:28:32,237 - pyskl - INFO - Epoch [68][2700/3405] lr: 1.438e-02, eta: 20:22:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 1.6343, loss: 1.6343 +2023-12-26 13:28:57,881 - pyskl - INFO - Epoch [68][2800/3405] lr: 1.437e-02, eta: 20:21:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 1.6201, loss: 1.6201 +2023-12-26 13:29:23,617 - pyskl - INFO - Epoch [68][2900/3405] lr: 1.436e-02, eta: 20:21:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9719, loss_cls: 1.5949, loss: 1.5949 +2023-12-26 13:29:49,152 - pyskl - INFO - Epoch [68][3000/3405] lr: 1.436e-02, eta: 20:20:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 1.6554, loss: 1.6554 +2023-12-26 13:30:15,321 - pyskl - INFO - Epoch [68][3100/3405] lr: 1.435e-02, eta: 20:20:15, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 1.5460, loss: 1.5460 +2023-12-26 13:30:40,989 - pyskl - INFO - Epoch [68][3200/3405] lr: 1.434e-02, eta: 20:19:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9706, loss_cls: 1.5651, loss: 1.5651 +2023-12-26 13:31:06,362 - pyskl - INFO - Epoch [68][3300/3405] lr: 1.433e-02, eta: 20:19:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 1.6014, loss: 1.6014 +2023-12-26 13:31:32,181 - pyskl - INFO - Epoch [68][3400/3405] lr: 1.433e-02, eta: 20:18:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.7881, top5_acc: 0.9500, loss_cls: 1.6658, loss: 1.6658 +2023-12-26 13:31:34,373 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-26 13:36:01,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 13:36:01,939 - pyskl - INFO - +top1_acc 0.7930 +top5_acc 0.9603 +2023-12-26 13:36:01,944 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_52.pth was removed +2023-12-26 13:36:02,153 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2023-12-26 13:36:02,155 - pyskl - INFO - Best top1_acc is 0.7930 at 68 epoch. +2023-12-26 13:36:02,180 - pyskl - INFO - Epoch(val) [68][3718] top1_acc: 0.7930, top5_acc: 0.9603 +2023-12-26 13:36:55,848 - pyskl - INFO - Epoch [69][100/3405] lr: 1.432e-02, eta: 20:18:58, time: 0.537, data_time: 0.286, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 1.5648, loss: 1.5648 +2023-12-26 13:37:21,267 - pyskl - INFO - Epoch [69][200/3405] lr: 1.431e-02, eta: 20:18:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 1.5732, loss: 1.5732 +2023-12-26 13:37:46,306 - pyskl - INFO - Epoch [69][300/3405] lr: 1.430e-02, eta: 20:18:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 1.5461, loss: 1.5461 +2023-12-26 13:38:11,343 - pyskl - INFO - Epoch [69][400/3405] lr: 1.430e-02, eta: 20:17:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8125, top5_acc: 0.9675, loss_cls: 1.5898, loss: 1.5898 +2023-12-26 13:38:36,788 - pyskl - INFO - Epoch [69][500/3405] lr: 1.429e-02, eta: 20:17:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 1.5253, loss: 1.5253 +2023-12-26 13:39:02,124 - pyskl - INFO - Epoch [69][600/3405] lr: 1.428e-02, eta: 20:16:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9775, loss_cls: 1.4823, loss: 1.4823 +2023-12-26 13:39:27,239 - pyskl - INFO - Epoch [69][700/3405] lr: 1.427e-02, eta: 20:16:14, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.5466, loss: 1.5466 +2023-12-26 13:39:52,514 - pyskl - INFO - Epoch [69][800/3405] lr: 1.427e-02, eta: 20:15:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 1.5145, loss: 1.5145 +2023-12-26 13:40:17,746 - pyskl - INFO - Epoch [69][900/3405] lr: 1.426e-02, eta: 20:15:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9706, loss_cls: 1.5381, loss: 1.5381 +2023-12-26 13:40:42,949 - pyskl - INFO - Epoch [69][1000/3405] lr: 1.425e-02, eta: 20:14:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9712, loss_cls: 1.5852, loss: 1.5852 +2023-12-26 13:41:08,372 - pyskl - INFO - Epoch [69][1100/3405] lr: 1.424e-02, eta: 20:14:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 1.5739, loss: 1.5739 +2023-12-26 13:41:33,784 - pyskl - INFO - Epoch [69][1200/3405] lr: 1.423e-02, eta: 20:13:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7987, top5_acc: 0.9613, loss_cls: 1.6181, loss: 1.6181 +2023-12-26 13:41:59,464 - pyskl - INFO - Epoch [69][1300/3405] lr: 1.423e-02, eta: 20:13:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9719, loss_cls: 1.5596, loss: 1.5596 +2023-12-26 13:42:25,724 - pyskl - INFO - Epoch [69][1400/3405] lr: 1.422e-02, eta: 20:13:04, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 1.5066, loss: 1.5066 +2023-12-26 13:42:51,233 - pyskl - INFO - Epoch [69][1500/3405] lr: 1.421e-02, eta: 20:12:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 1.5528, loss: 1.5528 +2023-12-26 13:43:16,679 - pyskl - INFO - Epoch [69][1600/3405] lr: 1.420e-02, eta: 20:12:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9688, loss_cls: 1.5829, loss: 1.5829 +2023-12-26 13:43:42,059 - pyskl - INFO - Epoch [69][1700/3405] lr: 1.420e-02, eta: 20:11:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9731, loss_cls: 1.5669, loss: 1.5669 +2023-12-26 13:44:07,368 - pyskl - INFO - Epoch [69][1800/3405] lr: 1.419e-02, eta: 20:11:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 1.5736, loss: 1.5736 +2023-12-26 13:44:32,421 - pyskl - INFO - Epoch [69][1900/3405] lr: 1.418e-02, eta: 20:10:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 1.5743, loss: 1.5743 +2023-12-26 13:44:57,727 - pyskl - INFO - Epoch [69][2000/3405] lr: 1.417e-02, eta: 20:10:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9675, loss_cls: 1.5894, loss: 1.5894 +2023-12-26 13:45:23,370 - pyskl - INFO - Epoch [69][2100/3405] lr: 1.417e-02, eta: 20:09:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 1.5730, loss: 1.5730 +2023-12-26 13:45:49,244 - pyskl - INFO - Epoch [69][2200/3405] lr: 1.416e-02, eta: 20:09:28, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 1.6027, loss: 1.6027 +2023-12-26 13:46:14,748 - pyskl - INFO - Epoch [69][2300/3405] lr: 1.415e-02, eta: 20:09:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 1.5154, loss: 1.5154 +2023-12-26 13:46:40,400 - pyskl - INFO - Epoch [69][2400/3405] lr: 1.414e-02, eta: 20:08:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.5699, loss: 1.5699 +2023-12-26 13:47:06,093 - pyskl - INFO - Epoch [69][2500/3405] lr: 1.414e-02, eta: 20:08:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 1.5823, loss: 1.5823 +2023-12-26 13:47:31,486 - pyskl - INFO - Epoch [69][2600/3405] lr: 1.413e-02, eta: 20:07:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7794, top5_acc: 0.9706, loss_cls: 1.6679, loss: 1.6679 +2023-12-26 13:47:56,901 - pyskl - INFO - Epoch [69][2700/3405] lr: 1.412e-02, eta: 20:07:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 1.5567, loss: 1.5567 +2023-12-26 13:48:22,537 - pyskl - INFO - Epoch [69][2800/3405] lr: 1.411e-02, eta: 20:06:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 1.5986, loss: 1.5986 +2023-12-26 13:48:48,119 - pyskl - INFO - Epoch [69][2900/3405] lr: 1.411e-02, eta: 20:06:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 1.5728, loss: 1.5728 +2023-12-26 13:49:13,645 - pyskl - INFO - Epoch [69][3000/3405] lr: 1.410e-02, eta: 20:05:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 1.5839, loss: 1.5839 +2023-12-26 13:49:40,050 - pyskl - INFO - Epoch [69][3100/3405] lr: 1.409e-02, eta: 20:05:26, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 1.6150, loss: 1.6150 +2023-12-26 13:50:05,302 - pyskl - INFO - Epoch [69][3200/3405] lr: 1.408e-02, eta: 20:04:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 1.5668, loss: 1.5668 +2023-12-26 13:50:30,743 - pyskl - INFO - Epoch [69][3300/3405] lr: 1.407e-02, eta: 20:04:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 1.6187, loss: 1.6187 +2023-12-26 13:50:57,408 - pyskl - INFO - Epoch [69][3400/3405] lr: 1.407e-02, eta: 20:04:06, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 1.6195, loss: 1.6195 +2023-12-26 13:50:59,636 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-26 13:55:26,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 13:55:27,169 - pyskl - INFO - +top1_acc 0.7787 +top5_acc 0.9551 +2023-12-26 13:55:27,194 - pyskl - INFO - Epoch(val) [69][3718] top1_acc: 0.7787, top5_acc: 0.9551 +2023-12-26 13:56:21,092 - pyskl - INFO - Epoch [70][100/3405] lr: 1.406e-02, eta: 20:04:09, time: 0.539, data_time: 0.286, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9738, loss_cls: 1.5460, loss: 1.5460 +2023-12-26 13:56:46,149 - pyskl - INFO - Epoch [70][200/3405] lr: 1.405e-02, eta: 20:03:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9675, loss_cls: 1.5212, loss: 1.5212 +2023-12-26 13:57:11,356 - pyskl - INFO - Epoch [70][300/3405] lr: 1.404e-02, eta: 20:03:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9688, loss_cls: 1.5305, loss: 1.5305 +2023-12-26 13:57:36,607 - pyskl - INFO - Epoch [70][400/3405] lr: 1.404e-02, eta: 20:02:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 1.5201, loss: 1.5201 +2023-12-26 13:58:02,078 - pyskl - INFO - Epoch [70][500/3405] lr: 1.403e-02, eta: 20:02:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 1.4734, loss: 1.4734 +2023-12-26 13:58:27,211 - pyskl - INFO - Epoch [70][600/3405] lr: 1.402e-02, eta: 20:01:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 1.5098, loss: 1.5098 +2023-12-26 13:58:52,363 - pyskl - INFO - Epoch [70][700/3405] lr: 1.401e-02, eta: 20:01:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 1.5651, loss: 1.5651 +2023-12-26 13:59:17,488 - pyskl - INFO - Epoch [70][800/3405] lr: 1.401e-02, eta: 20:00:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9669, loss_cls: 1.6113, loss: 1.6113 +2023-12-26 13:59:42,843 - pyskl - INFO - Epoch [70][900/3405] lr: 1.400e-02, eta: 20:00:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 1.5133, loss: 1.5133 +2023-12-26 14:00:08,142 - pyskl - INFO - Epoch [70][1000/3405] lr: 1.399e-02, eta: 20:00:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 1.5414, loss: 1.5414 +2023-12-26 14:00:33,233 - pyskl - INFO - Epoch [70][1100/3405] lr: 1.398e-02, eta: 19:59:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9681, loss_cls: 1.5471, loss: 1.5471 +2023-12-26 14:00:58,569 - pyskl - INFO - Epoch [70][1200/3405] lr: 1.398e-02, eta: 19:59:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 1.5635, loss: 1.5635 +2023-12-26 14:01:24,114 - pyskl - INFO - Epoch [70][1300/3405] lr: 1.397e-02, eta: 19:58:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 1.5818, loss: 1.5818 +2023-12-26 14:01:49,555 - pyskl - INFO - Epoch [70][1400/3405] lr: 1.396e-02, eta: 19:58:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 1.5405, loss: 1.5405 +2023-12-26 14:02:14,792 - pyskl - INFO - Epoch [70][1500/3405] lr: 1.395e-02, eta: 19:57:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 1.5411, loss: 1.5411 +2023-12-26 14:02:40,430 - pyskl - INFO - Epoch [70][1600/3405] lr: 1.394e-02, eta: 19:57:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9650, loss_cls: 1.5371, loss: 1.5371 +2023-12-26 14:03:05,558 - pyskl - INFO - Epoch [70][1700/3405] lr: 1.394e-02, eta: 19:56:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 1.5214, loss: 1.5214 +2023-12-26 14:03:30,579 - pyskl - INFO - Epoch [70][1800/3405] lr: 1.393e-02, eta: 19:56:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 1.5744, loss: 1.5744 +2023-12-26 14:03:55,771 - pyskl - INFO - Epoch [70][1900/3405] lr: 1.392e-02, eta: 19:55:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 1.5899, loss: 1.5899 +2023-12-26 14:04:21,494 - pyskl - INFO - Epoch [70][2000/3405] lr: 1.391e-02, eta: 19:55:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 1.5731, loss: 1.5731 +2023-12-26 14:04:46,808 - pyskl - INFO - Epoch [70][2100/3405] lr: 1.391e-02, eta: 19:55:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9731, loss_cls: 1.5454, loss: 1.5454 +2023-12-26 14:05:12,110 - pyskl - INFO - Epoch [70][2200/3405] lr: 1.390e-02, eta: 19:54:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 1.5741, loss: 1.5741 +2023-12-26 14:05:37,798 - pyskl - INFO - Epoch [70][2300/3405] lr: 1.389e-02, eta: 19:54:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 1.6145, loss: 1.6145 +2023-12-26 14:06:03,102 - pyskl - INFO - Epoch [70][2400/3405] lr: 1.388e-02, eta: 19:53:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7956, top5_acc: 0.9694, loss_cls: 1.5989, loss: 1.5989 +2023-12-26 14:06:28,342 - pyskl - INFO - Epoch [70][2500/3405] lr: 1.388e-02, eta: 19:53:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 1.5463, loss: 1.5463 +2023-12-26 14:06:53,793 - pyskl - INFO - Epoch [70][2600/3405] lr: 1.387e-02, eta: 19:52:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 1.5800, loss: 1.5800 +2023-12-26 14:07:19,233 - pyskl - INFO - Epoch [70][2700/3405] lr: 1.386e-02, eta: 19:52:21, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 1.5715, loss: 1.5715 +2023-12-26 14:07:44,465 - pyskl - INFO - Epoch [70][2800/3405] lr: 1.385e-02, eta: 19:51:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.5494, loss: 1.5494 +2023-12-26 14:08:09,902 - pyskl - INFO - Epoch [70][2900/3405] lr: 1.385e-02, eta: 19:51:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9594, loss_cls: 1.6197, loss: 1.6197 +2023-12-26 14:08:35,494 - pyskl - INFO - Epoch [70][3000/3405] lr: 1.384e-02, eta: 19:51:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 1.5264, loss: 1.5264 +2023-12-26 14:09:00,914 - pyskl - INFO - Epoch [70][3100/3405] lr: 1.383e-02, eta: 19:50:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 1.5742, loss: 1.5742 +2023-12-26 14:09:26,427 - pyskl - INFO - Epoch [70][3200/3405] lr: 1.382e-02, eta: 19:50:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 1.4906, loss: 1.4906 +2023-12-26 14:09:51,991 - pyskl - INFO - Epoch [70][3300/3405] lr: 1.381e-02, eta: 19:49:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 1.5774, loss: 1.5774 +2023-12-26 14:10:17,597 - pyskl - INFO - Epoch [70][3400/3405] lr: 1.381e-02, eta: 19:49:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 1.5362, loss: 1.5362 +2023-12-26 14:10:19,728 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-26 14:14:46,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 14:14:47,079 - pyskl - INFO - +top1_acc 0.7833 +top5_acc 0.9588 +2023-12-26 14:14:47,105 - pyskl - INFO - Epoch(val) [70][3718] top1_acc: 0.7833, top5_acc: 0.9588 +2023-12-26 14:15:41,813 - pyskl - INFO - Epoch [71][100/3405] lr: 1.380e-02, eta: 19:49:16, time: 0.547, data_time: 0.287, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 1.5060, loss: 1.5060 +2023-12-26 14:16:07,290 - pyskl - INFO - Epoch [71][200/3405] lr: 1.379e-02, eta: 19:48:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 1.5629, loss: 1.5629 +2023-12-26 14:16:32,481 - pyskl - INFO - Epoch [71][300/3405] lr: 1.378e-02, eta: 19:48:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 1.5679, loss: 1.5679 +2023-12-26 14:16:57,611 - pyskl - INFO - Epoch [71][400/3405] lr: 1.378e-02, eta: 19:47:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 1.4969, loss: 1.4969 +2023-12-26 14:17:22,968 - pyskl - INFO - Epoch [71][500/3405] lr: 1.377e-02, eta: 19:47:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 1.4675, loss: 1.4675 +2023-12-26 14:17:48,320 - pyskl - INFO - Epoch [71][600/3405] lr: 1.376e-02, eta: 19:47:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 1.5067, loss: 1.5067 +2023-12-26 14:18:13,580 - pyskl - INFO - Epoch [71][700/3405] lr: 1.375e-02, eta: 19:46:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9738, loss_cls: 1.5472, loss: 1.5472 +2023-12-26 14:18:38,882 - pyskl - INFO - Epoch [71][800/3405] lr: 1.375e-02, eta: 19:46:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 1.5697, loss: 1.5697 +2023-12-26 14:19:03,972 - pyskl - INFO - Epoch [71][900/3405] lr: 1.374e-02, eta: 19:45:38, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9663, loss_cls: 1.5815, loss: 1.5815 +2023-12-26 14:19:29,520 - pyskl - INFO - Epoch [71][1000/3405] lr: 1.373e-02, eta: 19:45:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9775, loss_cls: 1.5237, loss: 1.5237 +2023-12-26 14:19:54,709 - pyskl - INFO - Epoch [71][1100/3405] lr: 1.372e-02, eta: 19:44:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 1.5971, loss: 1.5971 +2023-12-26 14:20:20,461 - pyskl - INFO - Epoch [71][1200/3405] lr: 1.371e-02, eta: 19:44:17, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9781, loss_cls: 1.5481, loss: 1.5481 +2023-12-26 14:20:46,020 - pyskl - INFO - Epoch [71][1300/3405] lr: 1.371e-02, eta: 19:43:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 1.5738, loss: 1.5738 +2023-12-26 14:21:11,270 - pyskl - INFO - Epoch [71][1400/3405] lr: 1.370e-02, eta: 19:43:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 1.5647, loss: 1.5647 +2023-12-26 14:21:36,637 - pyskl - INFO - Epoch [71][1500/3405] lr: 1.369e-02, eta: 19:42:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 1.5216, loss: 1.5216 +2023-12-26 14:22:02,233 - pyskl - INFO - Epoch [71][1600/3405] lr: 1.368e-02, eta: 19:42:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9675, loss_cls: 1.5608, loss: 1.5608 +2023-12-26 14:22:27,321 - pyskl - INFO - Epoch [71][1700/3405] lr: 1.368e-02, eta: 19:42:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 1.5698, loss: 1.5698 +2023-12-26 14:22:52,344 - pyskl - INFO - Epoch [71][1800/3405] lr: 1.367e-02, eta: 19:41:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 1.5763, loss: 1.5763 +2023-12-26 14:23:17,389 - pyskl - INFO - Epoch [71][1900/3405] lr: 1.366e-02, eta: 19:41:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9675, loss_cls: 1.5720, loss: 1.5720 +2023-12-26 14:23:42,679 - pyskl - INFO - Epoch [71][2000/3405] lr: 1.365e-02, eta: 19:40:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.5068, loss: 1.5068 +2023-12-26 14:24:08,210 - pyskl - INFO - Epoch [71][2100/3405] lr: 1.365e-02, eta: 19:40:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9738, loss_cls: 1.5557, loss: 1.5557 +2023-12-26 14:24:33,932 - pyskl - INFO - Epoch [71][2200/3405] lr: 1.364e-02, eta: 19:39:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9650, loss_cls: 1.5680, loss: 1.5680 +2023-12-26 14:24:59,607 - pyskl - INFO - Epoch [71][2300/3405] lr: 1.363e-02, eta: 19:39:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 1.5795, loss: 1.5795 +2023-12-26 14:25:25,221 - pyskl - INFO - Epoch [71][2400/3405] lr: 1.362e-02, eta: 19:38:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 1.5767, loss: 1.5767 +2023-12-26 14:25:50,612 - pyskl - INFO - Epoch [71][2500/3405] lr: 1.362e-02, eta: 19:38:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 1.5493, loss: 1.5493 +2023-12-26 14:26:15,990 - pyskl - INFO - Epoch [71][2600/3405] lr: 1.361e-02, eta: 19:37:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 1.5138, loss: 1.5138 +2023-12-26 14:26:41,288 - pyskl - INFO - Epoch [71][2700/3405] lr: 1.360e-02, eta: 19:37:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9744, loss_cls: 1.5385, loss: 1.5385 +2023-12-26 14:27:06,699 - pyskl - INFO - Epoch [71][2800/3405] lr: 1.359e-02, eta: 19:37:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9688, loss_cls: 1.5696, loss: 1.5696 +2023-12-26 14:27:32,317 - pyskl - INFO - Epoch [71][2900/3405] lr: 1.358e-02, eta: 19:36:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 1.5231, loss: 1.5231 +2023-12-26 14:27:58,126 - pyskl - INFO - Epoch [71][3000/3405] lr: 1.358e-02, eta: 19:36:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 1.5477, loss: 1.5477 +2023-12-26 14:28:23,762 - pyskl - INFO - Epoch [71][3100/3405] lr: 1.357e-02, eta: 19:35:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9812, loss_cls: 1.4942, loss: 1.4942 +2023-12-26 14:28:49,425 - pyskl - INFO - Epoch [71][3200/3405] lr: 1.356e-02, eta: 19:35:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 1.5501, loss: 1.5501 +2023-12-26 14:29:14,922 - pyskl - INFO - Epoch [71][3300/3405] lr: 1.355e-02, eta: 19:34:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 1.5591, loss: 1.5591 +2023-12-26 14:29:40,448 - pyskl - INFO - Epoch [71][3400/3405] lr: 1.355e-02, eta: 19:34:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 1.5814, loss: 1.5814 +2023-12-26 14:29:42,390 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-26 14:34:08,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 14:34:09,299 - pyskl - INFO - +top1_acc 0.7666 +top5_acc 0.9511 +2023-12-26 14:34:09,326 - pyskl - INFO - Epoch(val) [71][3718] top1_acc: 0.7666, top5_acc: 0.9511 +2023-12-26 14:35:02,552 - pyskl - INFO - Epoch [72][100/3405] lr: 1.354e-02, eta: 19:34:23, time: 0.532, data_time: 0.284, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 1.5285, loss: 1.5285 +2023-12-26 14:35:27,750 - pyskl - INFO - Epoch [72][200/3405] lr: 1.353e-02, eta: 19:33:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 1.5550, loss: 1.5550 +2023-12-26 14:35:53,351 - pyskl - INFO - Epoch [72][300/3405] lr: 1.352e-02, eta: 19:33:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 1.5002, loss: 1.5002 +2023-12-26 14:36:18,437 - pyskl - INFO - Epoch [72][400/3405] lr: 1.352e-02, eta: 19:33:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.5467, loss: 1.5467 +2023-12-26 14:36:43,992 - pyskl - INFO - Epoch [72][500/3405] lr: 1.351e-02, eta: 19:32:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 1.5294, loss: 1.5294 +2023-12-26 14:37:09,383 - pyskl - INFO - Epoch [72][600/3405] lr: 1.350e-02, eta: 19:32:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 1.5071, loss: 1.5071 +2023-12-26 14:37:34,825 - pyskl - INFO - Epoch [72][700/3405] lr: 1.349e-02, eta: 19:31:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 1.5633, loss: 1.5633 +2023-12-26 14:38:00,241 - pyskl - INFO - Epoch [72][800/3405] lr: 1.348e-02, eta: 19:31:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 1.5958, loss: 1.5958 +2023-12-26 14:38:25,600 - pyskl - INFO - Epoch [72][900/3405] lr: 1.348e-02, eta: 19:30:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.5152, loss: 1.5152 +2023-12-26 14:38:50,590 - pyskl - INFO - Epoch [72][1000/3405] lr: 1.347e-02, eta: 19:30:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 1.4758, loss: 1.4758 +2023-12-26 14:39:15,567 - pyskl - INFO - Epoch [72][1100/3405] lr: 1.346e-02, eta: 19:29:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9731, loss_cls: 1.5637, loss: 1.5637 +2023-12-26 14:39:40,882 - pyskl - INFO - Epoch [72][1200/3405] lr: 1.345e-02, eta: 19:29:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.7994, top5_acc: 0.9669, loss_cls: 1.5842, loss: 1.5842 +2023-12-26 14:40:06,366 - pyskl - INFO - Epoch [72][1300/3405] lr: 1.345e-02, eta: 19:28:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 1.5288, loss: 1.5288 +2023-12-26 14:40:32,943 - pyskl - INFO - Epoch [72][1400/3405] lr: 1.344e-02, eta: 19:28:31, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 1.4956, loss: 1.4956 +2023-12-26 14:40:58,822 - pyskl - INFO - Epoch [72][1500/3405] lr: 1.343e-02, eta: 19:28:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8094, top5_acc: 0.9781, loss_cls: 1.5604, loss: 1.5604 +2023-12-26 14:41:24,188 - pyskl - INFO - Epoch [72][1600/3405] lr: 1.342e-02, eta: 19:27:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 1.5483, loss: 1.5483 +2023-12-26 14:41:49,525 - pyskl - INFO - Epoch [72][1700/3405] lr: 1.342e-02, eta: 19:27:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 1.5446, loss: 1.5446 +2023-12-26 14:42:14,531 - pyskl - INFO - Epoch [72][1800/3405] lr: 1.341e-02, eta: 19:26:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.7975, top5_acc: 0.9644, loss_cls: 1.5957, loss: 1.5957 +2023-12-26 14:42:39,600 - pyskl - INFO - Epoch [72][1900/3405] lr: 1.340e-02, eta: 19:26:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 1.5175, loss: 1.5175 +2023-12-26 14:43:05,170 - pyskl - INFO - Epoch [72][2000/3405] lr: 1.339e-02, eta: 19:25:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.5339, loss: 1.5339 +2023-12-26 14:43:30,836 - pyskl - INFO - Epoch [72][2100/3405] lr: 1.339e-02, eta: 19:25:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 1.4946, loss: 1.4946 +2023-12-26 14:43:56,165 - pyskl - INFO - Epoch [72][2200/3405] lr: 1.338e-02, eta: 19:24:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 1.5792, loss: 1.5792 +2023-12-26 14:44:21,784 - pyskl - INFO - Epoch [72][2300/3405] lr: 1.337e-02, eta: 19:24:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 1.5791, loss: 1.5791 +2023-12-26 14:44:47,460 - pyskl - INFO - Epoch [72][2400/3405] lr: 1.336e-02, eta: 19:24:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 1.5215, loss: 1.5215 +2023-12-26 14:45:12,565 - pyskl - INFO - Epoch [72][2500/3405] lr: 1.335e-02, eta: 19:23:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9606, loss_cls: 1.5820, loss: 1.5820 +2023-12-26 14:45:37,886 - pyskl - INFO - Epoch [72][2600/3405] lr: 1.335e-02, eta: 19:23:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 1.5824, loss: 1.5824 +2023-12-26 14:46:03,400 - pyskl - INFO - Epoch [72][2700/3405] lr: 1.334e-02, eta: 19:22:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9675, loss_cls: 1.5119, loss: 1.5119 +2023-12-26 14:46:28,797 - pyskl - INFO - Epoch [72][2800/3405] lr: 1.333e-02, eta: 19:22:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9744, loss_cls: 1.5275, loss: 1.5275 +2023-12-26 14:46:54,327 - pyskl - INFO - Epoch [72][2900/3405] lr: 1.332e-02, eta: 19:21:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 1.5231, loss: 1.5231 +2023-12-26 14:47:20,709 - pyskl - INFO - Epoch [72][3000/3405] lr: 1.332e-02, eta: 19:21:19, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 1.5352, loss: 1.5352 +2023-12-26 14:47:46,301 - pyskl - INFO - Epoch [72][3100/3405] lr: 1.331e-02, eta: 19:20:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 1.5311, loss: 1.5311 +2023-12-26 14:48:12,070 - pyskl - INFO - Epoch [72][3200/3405] lr: 1.330e-02, eta: 19:20:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.5008, loss: 1.5008 +2023-12-26 14:48:37,312 - pyskl - INFO - Epoch [72][3300/3405] lr: 1.329e-02, eta: 19:19:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 1.5326, loss: 1.5326 +2023-12-26 14:49:02,549 - pyskl - INFO - Epoch [72][3400/3405] lr: 1.329e-02, eta: 19:19:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 1.6188, loss: 1.6188 +2023-12-26 14:49:04,474 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-26 14:53:30,958 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 14:53:31,573 - pyskl - INFO - +top1_acc 0.7948 +top5_acc 0.9576 +2023-12-26 14:53:31,577 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_68.pth was removed +2023-12-26 14:53:31,782 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2023-12-26 14:53:31,783 - pyskl - INFO - Best top1_acc is 0.7948 at 72 epoch. +2023-12-26 14:53:31,808 - pyskl - INFO - Epoch(val) [72][3718] top1_acc: 0.7948, top5_acc: 0.9576 +2023-12-26 14:54:25,252 - pyskl - INFO - Epoch [73][100/3405] lr: 1.328e-02, eta: 19:19:32, time: 0.534, data_time: 0.283, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 1.5285, loss: 1.5285 +2023-12-26 14:54:50,556 - pyskl - INFO - Epoch [73][200/3405] lr: 1.327e-02, eta: 19:19:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 1.5020, loss: 1.5020 +2023-12-26 14:55:16,127 - pyskl - INFO - Epoch [73][300/3405] lr: 1.326e-02, eta: 19:18:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 1.4911, loss: 1.4911 +2023-12-26 14:55:41,149 - pyskl - INFO - Epoch [73][400/3405] lr: 1.325e-02, eta: 19:18:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9719, loss_cls: 1.5038, loss: 1.5038 +2023-12-26 14:56:06,198 - pyskl - INFO - Epoch [73][500/3405] lr: 1.325e-02, eta: 19:17:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 1.5269, loss: 1.5269 +2023-12-26 14:56:31,875 - pyskl - INFO - Epoch [73][600/3405] lr: 1.324e-02, eta: 19:17:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 1.4456, loss: 1.4456 +2023-12-26 14:56:57,622 - pyskl - INFO - Epoch [73][700/3405] lr: 1.323e-02, eta: 19:16:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 1.5330, loss: 1.5330 +2023-12-26 14:57:22,923 - pyskl - INFO - Epoch [73][800/3405] lr: 1.322e-02, eta: 19:16:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 1.5516, loss: 1.5516 +2023-12-26 14:57:48,017 - pyskl - INFO - Epoch [73][900/3405] lr: 1.322e-02, eta: 19:15:55, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 1.5449, loss: 1.5449 +2023-12-26 14:58:13,397 - pyskl - INFO - Epoch [73][1000/3405] lr: 1.321e-02, eta: 19:15:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.5517, loss: 1.5517 +2023-12-26 14:58:38,749 - pyskl - INFO - Epoch [73][1100/3405] lr: 1.320e-02, eta: 19:15:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 1.4937, loss: 1.4937 +2023-12-26 14:59:04,121 - pyskl - INFO - Epoch [73][1200/3405] lr: 1.319e-02, eta: 19:14:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9762, loss_cls: 1.5116, loss: 1.5116 +2023-12-26 14:59:29,340 - pyskl - INFO - Epoch [73][1300/3405] lr: 1.319e-02, eta: 19:14:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.5260, loss: 1.5260 +2023-12-26 14:59:54,932 - pyskl - INFO - Epoch [73][1400/3405] lr: 1.318e-02, eta: 19:13:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 1.5752, loss: 1.5752 +2023-12-26 15:00:20,294 - pyskl - INFO - Epoch [73][1500/3405] lr: 1.317e-02, eta: 19:13:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 1.5234, loss: 1.5234 +2023-12-26 15:00:45,570 - pyskl - INFO - Epoch [73][1600/3405] lr: 1.316e-02, eta: 19:12:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 1.5309, loss: 1.5309 +2023-12-26 15:01:11,082 - pyskl - INFO - Epoch [73][1700/3405] lr: 1.315e-02, eta: 19:12:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9644, loss_cls: 1.5794, loss: 1.5794 +2023-12-26 15:01:36,461 - pyskl - INFO - Epoch [73][1800/3405] lr: 1.315e-02, eta: 19:11:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9606, loss_cls: 1.5749, loss: 1.5749 +2023-12-26 15:02:01,612 - pyskl - INFO - Epoch [73][1900/3405] lr: 1.314e-02, eta: 19:11:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 1.5039, loss: 1.5039 +2023-12-26 15:02:27,599 - pyskl - INFO - Epoch [73][2000/3405] lr: 1.313e-02, eta: 19:10:57, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9731, loss_cls: 1.5721, loss: 1.5721 +2023-12-26 15:02:53,972 - pyskl - INFO - Epoch [73][2100/3405] lr: 1.312e-02, eta: 19:10:31, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 1.5683, loss: 1.5683 +2023-12-26 15:03:20,188 - pyskl - INFO - Epoch [73][2200/3405] lr: 1.312e-02, eta: 19:10:05, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 1.5491, loss: 1.5491 +2023-12-26 15:03:45,462 - pyskl - INFO - Epoch [73][2300/3405] lr: 1.311e-02, eta: 19:09:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 1.6009, loss: 1.6009 +2023-12-26 15:04:10,990 - pyskl - INFO - Epoch [73][2400/3405] lr: 1.310e-02, eta: 19:09:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 1.5017, loss: 1.5017 +2023-12-26 15:04:36,191 - pyskl - INFO - Epoch [73][2500/3405] lr: 1.309e-02, eta: 19:08:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 1.5264, loss: 1.5264 +2023-12-26 15:05:01,586 - pyskl - INFO - Epoch [73][2600/3405] lr: 1.309e-02, eta: 19:08:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 1.5335, loss: 1.5335 +2023-12-26 15:05:26,584 - pyskl - INFO - Epoch [73][2700/3405] lr: 1.308e-02, eta: 19:07:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9744, loss_cls: 1.5339, loss: 1.5339 +2023-12-26 15:05:51,942 - pyskl - INFO - Epoch [73][2800/3405] lr: 1.307e-02, eta: 19:07:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9600, loss_cls: 1.6032, loss: 1.6032 +2023-12-26 15:06:17,588 - pyskl - INFO - Epoch [73][2900/3405] lr: 1.306e-02, eta: 19:06:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 1.5605, loss: 1.5605 +2023-12-26 15:06:43,646 - pyskl - INFO - Epoch [73][3000/3405] lr: 1.305e-02, eta: 19:06:29, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 1.5634, loss: 1.5634 +2023-12-26 15:07:09,402 - pyskl - INFO - Epoch [73][3100/3405] lr: 1.305e-02, eta: 19:06:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9731, loss_cls: 1.5613, loss: 1.5613 +2023-12-26 15:07:34,776 - pyskl - INFO - Epoch [73][3200/3405] lr: 1.304e-02, eta: 19:05:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.5414, loss: 1.5414 +2023-12-26 15:07:59,961 - pyskl - INFO - Epoch [73][3300/3405] lr: 1.303e-02, eta: 19:05:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 1.5523, loss: 1.5523 +2023-12-26 15:08:24,940 - pyskl - INFO - Epoch [73][3400/3405] lr: 1.302e-02, eta: 19:04:41, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 1.5394, loss: 1.5394 +2023-12-26 15:08:26,905 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-26 15:12:52,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 15:12:53,413 - pyskl - INFO - +top1_acc 0.7964 +top5_acc 0.9596 +2023-12-26 15:12:53,417 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_72.pth was removed +2023-12-26 15:12:53,623 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2023-12-26 15:12:53,624 - pyskl - INFO - Best top1_acc is 0.7964 at 73 epoch. +2023-12-26 15:12:53,650 - pyskl - INFO - Epoch(val) [73][3718] top1_acc: 0.7964, top5_acc: 0.9596 +2023-12-26 15:13:47,064 - pyskl - INFO - Epoch [74][100/3405] lr: 1.302e-02, eta: 19:04:40, time: 0.534, data_time: 0.284, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 1.5246, loss: 1.5246 +2023-12-26 15:14:12,928 - pyskl - INFO - Epoch [74][200/3405] lr: 1.301e-02, eta: 19:04:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9781, loss_cls: 1.5012, loss: 1.5012 +2023-12-26 15:14:38,592 - pyskl - INFO - Epoch [74][300/3405] lr: 1.300e-02, eta: 19:03:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 1.4781, loss: 1.4781 +2023-12-26 15:15:03,630 - pyskl - INFO - Epoch [74][400/3405] lr: 1.299e-02, eta: 19:03:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 1.4785, loss: 1.4785 +2023-12-26 15:15:28,759 - pyskl - INFO - Epoch [74][500/3405] lr: 1.299e-02, eta: 19:02:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 1.5386, loss: 1.5386 +2023-12-26 15:15:53,803 - pyskl - INFO - Epoch [74][600/3405] lr: 1.298e-02, eta: 19:02:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 1.5181, loss: 1.5181 +2023-12-26 15:16:19,190 - pyskl - INFO - Epoch [74][700/3405] lr: 1.297e-02, eta: 19:01:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 1.5372, loss: 1.5372 +2023-12-26 15:16:44,350 - pyskl - INFO - Epoch [74][800/3405] lr: 1.296e-02, eta: 19:01:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 1.5359, loss: 1.5359 +2023-12-26 15:17:09,466 - pyskl - INFO - Epoch [74][900/3405] lr: 1.295e-02, eta: 19:01:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 1.5186, loss: 1.5186 +2023-12-26 15:17:34,601 - pyskl - INFO - Epoch [74][1000/3405] lr: 1.295e-02, eta: 19:00:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 1.5001, loss: 1.5001 +2023-12-26 15:17:59,761 - pyskl - INFO - Epoch [74][1100/3405] lr: 1.294e-02, eta: 19:00:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9788, loss_cls: 1.4999, loss: 1.4999 +2023-12-26 15:18:24,901 - pyskl - INFO - Epoch [74][1200/3405] lr: 1.293e-02, eta: 18:59:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 1.5564, loss: 1.5564 +2023-12-26 15:18:50,350 - pyskl - INFO - Epoch [74][1300/3405] lr: 1.292e-02, eta: 18:59:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 1.4846, loss: 1.4846 +2023-12-26 15:19:15,782 - pyskl - INFO - Epoch [74][1400/3405] lr: 1.292e-02, eta: 18:58:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 1.4743, loss: 1.4743 +2023-12-26 15:19:41,307 - pyskl - INFO - Epoch [74][1500/3405] lr: 1.291e-02, eta: 18:58:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 1.5069, loss: 1.5069 +2023-12-26 15:20:06,427 - pyskl - INFO - Epoch [74][1600/3405] lr: 1.290e-02, eta: 18:57:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 1.5675, loss: 1.5675 +2023-12-26 15:20:31,919 - pyskl - INFO - Epoch [74][1700/3405] lr: 1.289e-02, eta: 18:57:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 1.5216, loss: 1.5216 +2023-12-26 15:20:58,346 - pyskl - INFO - Epoch [74][1800/3405] lr: 1.289e-02, eta: 18:57:00, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 1.5445, loss: 1.5445 +2023-12-26 15:21:24,245 - pyskl - INFO - Epoch [74][1900/3405] lr: 1.288e-02, eta: 18:56:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 1.5540, loss: 1.5540 +2023-12-26 15:21:49,397 - pyskl - INFO - Epoch [74][2000/3405] lr: 1.287e-02, eta: 18:56:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 1.5601, loss: 1.5601 +2023-12-26 15:22:14,346 - pyskl - INFO - Epoch [74][2100/3405] lr: 1.286e-02, eta: 18:55:39, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 1.5651, loss: 1.5651 +2023-12-26 15:22:39,463 - pyskl - INFO - Epoch [74][2200/3405] lr: 1.285e-02, eta: 18:55:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 1.5094, loss: 1.5094 +2023-12-26 15:23:04,901 - pyskl - INFO - Epoch [74][2300/3405] lr: 1.285e-02, eta: 18:54:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 1.5157, loss: 1.5157 +2023-12-26 15:23:30,103 - pyskl - INFO - Epoch [74][2400/3405] lr: 1.284e-02, eta: 18:54:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9800, loss_cls: 1.5177, loss: 1.5177 +2023-12-26 15:23:55,234 - pyskl - INFO - Epoch [74][2500/3405] lr: 1.283e-02, eta: 18:53:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 1.5360, loss: 1.5360 +2023-12-26 15:24:20,562 - pyskl - INFO - Epoch [74][2600/3405] lr: 1.282e-02, eta: 18:53:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 1.5914, loss: 1.5914 +2023-12-26 15:24:45,737 - pyskl - INFO - Epoch [74][2700/3405] lr: 1.282e-02, eta: 18:52:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 1.5617, loss: 1.5617 +2023-12-26 15:25:10,929 - pyskl - INFO - Epoch [74][2800/3405] lr: 1.281e-02, eta: 18:52:28, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 1.5273, loss: 1.5273 +2023-12-26 15:25:36,444 - pyskl - INFO - Epoch [74][2900/3405] lr: 1.280e-02, eta: 18:52:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 1.5477, loss: 1.5477 +2023-12-26 15:26:02,297 - pyskl - INFO - Epoch [74][3000/3405] lr: 1.279e-02, eta: 18:51:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9762, loss_cls: 1.5173, loss: 1.5173 +2023-12-26 15:26:27,653 - pyskl - INFO - Epoch [74][3100/3405] lr: 1.279e-02, eta: 18:51:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 1.5114, loss: 1.5114 +2023-12-26 15:26:52,919 - pyskl - INFO - Epoch [74][3200/3405] lr: 1.278e-02, eta: 18:50:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 1.4855, loss: 1.4855 +2023-12-26 15:27:18,462 - pyskl - INFO - Epoch [74][3300/3405] lr: 1.277e-02, eta: 18:50:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 1.4962, loss: 1.4962 +2023-12-26 15:27:43,633 - pyskl - INFO - Epoch [74][3400/3405] lr: 1.276e-02, eta: 18:49:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8000, top5_acc: 0.9762, loss_cls: 1.5644, loss: 1.5644 +2023-12-26 15:27:45,638 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-26 15:32:12,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 15:32:13,231 - pyskl - INFO - +top1_acc 0.7713 +top5_acc 0.9549 +2023-12-26 15:32:13,257 - pyskl - INFO - Epoch(val) [74][3718] top1_acc: 0.7713, top5_acc: 0.9549 +2023-12-26 15:33:06,494 - pyskl - INFO - Epoch [75][100/3405] lr: 1.275e-02, eta: 18:49:46, time: 0.532, data_time: 0.280, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 1.4965, loss: 1.4965 +2023-12-26 15:33:31,415 - pyskl - INFO - Epoch [75][200/3405] lr: 1.275e-02, eta: 18:49:18, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 1.4800, loss: 1.4800 +2023-12-26 15:33:56,647 - pyskl - INFO - Epoch [75][300/3405] lr: 1.274e-02, eta: 18:48:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 1.4798, loss: 1.4798 +2023-12-26 15:34:21,784 - pyskl - INFO - Epoch [75][400/3405] lr: 1.273e-02, eta: 18:48:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 1.4897, loss: 1.4897 +2023-12-26 15:34:47,208 - pyskl - INFO - Epoch [75][500/3405] lr: 1.272e-02, eta: 18:47:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.4845, loss: 1.4845 +2023-12-26 15:35:12,503 - pyskl - INFO - Epoch [75][600/3405] lr: 1.272e-02, eta: 18:47:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 1.4445, loss: 1.4445 +2023-12-26 15:35:37,642 - pyskl - INFO - Epoch [75][700/3405] lr: 1.271e-02, eta: 18:47:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 1.5506, loss: 1.5506 +2023-12-26 15:36:02,886 - pyskl - INFO - Epoch [75][800/3405] lr: 1.270e-02, eta: 18:46:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 1.4683, loss: 1.4683 +2023-12-26 15:36:28,034 - pyskl - INFO - Epoch [75][900/3405] lr: 1.269e-02, eta: 18:46:08, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9675, loss_cls: 1.5504, loss: 1.5504 +2023-12-26 15:36:53,214 - pyskl - INFO - Epoch [75][1000/3405] lr: 1.268e-02, eta: 18:45:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 1.5019, loss: 1.5019 +2023-12-26 15:37:19,000 - pyskl - INFO - Epoch [75][1100/3405] lr: 1.268e-02, eta: 18:45:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 1.5181, loss: 1.5181 +2023-12-26 15:37:44,408 - pyskl - INFO - Epoch [75][1200/3405] lr: 1.267e-02, eta: 18:44:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9688, loss_cls: 1.5419, loss: 1.5419 +2023-12-26 15:38:09,722 - pyskl - INFO - Epoch [75][1300/3405] lr: 1.266e-02, eta: 18:44:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 1.5586, loss: 1.5586 +2023-12-26 15:38:35,343 - pyskl - INFO - Epoch [75][1400/3405] lr: 1.265e-02, eta: 18:43:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 1.5532, loss: 1.5532 +2023-12-26 15:39:01,037 - pyskl - INFO - Epoch [75][1500/3405] lr: 1.265e-02, eta: 18:43:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 1.5650, loss: 1.5650 +2023-12-26 15:39:26,966 - pyskl - INFO - Epoch [75][1600/3405] lr: 1.264e-02, eta: 18:43:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 1.5343, loss: 1.5343 +2023-12-26 15:39:52,962 - pyskl - INFO - Epoch [75][1700/3405] lr: 1.263e-02, eta: 18:42:33, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 1.5330, loss: 1.5330 +2023-12-26 15:40:19,109 - pyskl - INFO - Epoch [75][1800/3405] lr: 1.262e-02, eta: 18:42:07, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 1.4465, loss: 1.4465 +2023-12-26 15:40:45,174 - pyskl - INFO - Epoch [75][1900/3405] lr: 1.262e-02, eta: 18:41:41, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 1.5311, loss: 1.5311 +2023-12-26 15:41:10,565 - pyskl - INFO - Epoch [75][2000/3405] lr: 1.261e-02, eta: 18:41:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 1.5465, loss: 1.5465 +2023-12-26 15:41:36,055 - pyskl - INFO - Epoch [75][2100/3405] lr: 1.260e-02, eta: 18:40:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9706, loss_cls: 1.5169, loss: 1.5169 +2023-12-26 15:42:01,960 - pyskl - INFO - Epoch [75][2200/3405] lr: 1.259e-02, eta: 18:40:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 1.5792, loss: 1.5792 +2023-12-26 15:42:27,683 - pyskl - INFO - Epoch [75][2300/3405] lr: 1.259e-02, eta: 18:39:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 1.5772, loss: 1.5772 +2023-12-26 15:42:53,635 - pyskl - INFO - Epoch [75][2400/3405] lr: 1.258e-02, eta: 18:39:27, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 1.5743, loss: 1.5743 +2023-12-26 15:43:19,446 - pyskl - INFO - Epoch [75][2500/3405] lr: 1.257e-02, eta: 18:39:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 1.5743, loss: 1.5743 +2023-12-26 15:43:44,646 - pyskl - INFO - Epoch [75][2600/3405] lr: 1.256e-02, eta: 18:38:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 1.5226, loss: 1.5226 +2023-12-26 15:44:10,141 - pyskl - INFO - Epoch [75][2700/3405] lr: 1.255e-02, eta: 18:38:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 1.5145, loss: 1.5145 +2023-12-26 15:44:35,443 - pyskl - INFO - Epoch [75][2800/3405] lr: 1.255e-02, eta: 18:37:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 1.5125, loss: 1.5125 +2023-12-26 15:45:01,006 - pyskl - INFO - Epoch [75][2900/3405] lr: 1.254e-02, eta: 18:37:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 1.5301, loss: 1.5301 +2023-12-26 15:45:26,597 - pyskl - INFO - Epoch [75][3000/3405] lr: 1.253e-02, eta: 18:36:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9675, loss_cls: 1.5231, loss: 1.5231 +2023-12-26 15:45:52,050 - pyskl - INFO - Epoch [75][3100/3405] lr: 1.252e-02, eta: 18:36:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 1.5668, loss: 1.5668 +2023-12-26 15:46:17,193 - pyskl - INFO - Epoch [75][3200/3405] lr: 1.252e-02, eta: 18:35:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 1.5317, loss: 1.5317 +2023-12-26 15:46:42,379 - pyskl - INFO - Epoch [75][3300/3405] lr: 1.251e-02, eta: 18:35:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 1.5316, loss: 1.5316 +2023-12-26 15:47:07,537 - pyskl - INFO - Epoch [75][3400/3405] lr: 1.250e-02, eta: 18:34:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 1.5170, loss: 1.5170 +2023-12-26 15:47:09,576 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-26 15:51:35,732 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 15:51:36,381 - pyskl - INFO - +top1_acc 0.8084 +top5_acc 0.9615 +2023-12-26 15:51:36,386 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_73.pth was removed +2023-12-26 15:51:36,592 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2023-12-26 15:51:36,594 - pyskl - INFO - Best top1_acc is 0.8084 at 75 epoch. +2023-12-26 15:51:36,619 - pyskl - INFO - Epoch(val) [75][3718] top1_acc: 0.8084, top5_acc: 0.9615 +2023-12-26 15:52:29,647 - pyskl - INFO - Epoch [76][100/3405] lr: 1.249e-02, eta: 18:34:55, time: 0.530, data_time: 0.278, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 1.5716, loss: 1.5716 +2023-12-26 15:52:54,796 - pyskl - INFO - Epoch [76][200/3405] lr: 1.248e-02, eta: 18:34:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 1.4687, loss: 1.4687 +2023-12-26 15:53:20,026 - pyskl - INFO - Epoch [76][300/3405] lr: 1.248e-02, eta: 18:34:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 1.5286, loss: 1.5286 +2023-12-26 15:53:45,137 - pyskl - INFO - Epoch [76][400/3405] lr: 1.247e-02, eta: 18:33:33, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9794, loss_cls: 1.5010, loss: 1.5010 +2023-12-26 15:54:10,612 - pyskl - INFO - Epoch [76][500/3405] lr: 1.246e-02, eta: 18:33:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 1.4529, loss: 1.4529 +2023-12-26 15:54:35,920 - pyskl - INFO - Epoch [76][600/3405] lr: 1.245e-02, eta: 18:32:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 1.4395, loss: 1.4395 +2023-12-26 15:55:01,301 - pyskl - INFO - Epoch [76][700/3405] lr: 1.245e-02, eta: 18:32:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 1.4930, loss: 1.4930 +2023-12-26 15:55:26,900 - pyskl - INFO - Epoch [76][800/3405] lr: 1.244e-02, eta: 18:31:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.4906, loss: 1.4906 +2023-12-26 15:55:51,998 - pyskl - INFO - Epoch [76][900/3405] lr: 1.243e-02, eta: 18:31:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9712, loss_cls: 1.5146, loss: 1.5146 +2023-12-26 15:56:17,263 - pyskl - INFO - Epoch [76][1000/3405] lr: 1.242e-02, eta: 18:30:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 1.5272, loss: 1.5272 +2023-12-26 15:56:42,408 - pyskl - INFO - Epoch [76][1100/3405] lr: 1.242e-02, eta: 18:30:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 1.5473, loss: 1.5473 +2023-12-26 15:57:07,577 - pyskl - INFO - Epoch [76][1200/3405] lr: 1.241e-02, eta: 18:29:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9706, loss_cls: 1.5168, loss: 1.5168 +2023-12-26 15:57:33,110 - pyskl - INFO - Epoch [76][1300/3405] lr: 1.240e-02, eta: 18:29:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 1.5826, loss: 1.5826 +2023-12-26 15:57:58,422 - pyskl - INFO - Epoch [76][1400/3405] lr: 1.239e-02, eta: 18:29:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 1.5253, loss: 1.5253 +2023-12-26 15:58:23,731 - pyskl - INFO - Epoch [76][1500/3405] lr: 1.238e-02, eta: 18:28:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.5046, loss: 1.5046 +2023-12-26 15:58:49,169 - pyskl - INFO - Epoch [76][1600/3405] lr: 1.238e-02, eta: 18:28:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9738, loss_cls: 1.5336, loss: 1.5336 +2023-12-26 15:59:14,274 - pyskl - INFO - Epoch [76][1700/3405] lr: 1.237e-02, eta: 18:27:41, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 1.5219, loss: 1.5219 +2023-12-26 15:59:39,702 - pyskl - INFO - Epoch [76][1800/3405] lr: 1.236e-02, eta: 18:27:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 1.5284, loss: 1.5284 +2023-12-26 16:00:05,162 - pyskl - INFO - Epoch [76][1900/3405] lr: 1.235e-02, eta: 18:26:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.4555, loss: 1.4555 +2023-12-26 16:00:30,640 - pyskl - INFO - Epoch [76][2000/3405] lr: 1.235e-02, eta: 18:26:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 1.5059, loss: 1.5059 +2023-12-26 16:00:57,226 - pyskl - INFO - Epoch [76][2100/3405] lr: 1.234e-02, eta: 18:25:55, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 1.4846, loss: 1.4846 +2023-12-26 16:01:23,815 - pyskl - INFO - Epoch [76][2200/3405] lr: 1.233e-02, eta: 18:25:29, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.4815, loss: 1.4815 +2023-12-26 16:01:50,392 - pyskl - INFO - Epoch [76][2300/3405] lr: 1.232e-02, eta: 18:25:03, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9637, loss_cls: 1.5482, loss: 1.5482 +2023-12-26 16:02:16,998 - pyskl - INFO - Epoch [76][2400/3405] lr: 1.232e-02, eta: 18:24:37, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 1.5504, loss: 1.5504 +2023-12-26 16:02:42,229 - pyskl - INFO - Epoch [76][2500/3405] lr: 1.231e-02, eta: 18:24:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 1.4955, loss: 1.4955 +2023-12-26 16:03:07,325 - pyskl - INFO - Epoch [76][2600/3405] lr: 1.230e-02, eta: 18:23:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 1.5371, loss: 1.5371 +2023-12-26 16:03:32,795 - pyskl - INFO - Epoch [76][2700/3405] lr: 1.229e-02, eta: 18:23:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 1.4947, loss: 1.4947 +2023-12-26 16:03:58,219 - pyskl - INFO - Epoch [76][2800/3405] lr: 1.228e-02, eta: 18:22:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 1.5350, loss: 1.5350 +2023-12-26 16:04:24,122 - pyskl - INFO - Epoch [76][2900/3405] lr: 1.228e-02, eta: 18:22:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 1.4850, loss: 1.4850 +2023-12-26 16:04:50,073 - pyskl - INFO - Epoch [76][3000/3405] lr: 1.227e-02, eta: 18:21:56, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 1.5399, loss: 1.5399 +2023-12-26 16:05:17,273 - pyskl - INFO - Epoch [76][3100/3405] lr: 1.226e-02, eta: 18:21:31, time: 0.272, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 1.4891, loss: 1.4891 +2023-12-26 16:05:45,285 - pyskl - INFO - Epoch [76][3200/3405] lr: 1.225e-02, eta: 18:21:06, time: 0.280, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.4876, loss: 1.4876 +2023-12-26 16:06:12,573 - pyskl - INFO - Epoch [76][3300/3405] lr: 1.225e-02, eta: 18:20:41, time: 0.273, data_time: 0.000, memory: 5236, top1_acc: 0.8156, top5_acc: 0.9731, loss_cls: 1.5240, loss: 1.5240 +2023-12-26 16:06:38,831 - pyskl - INFO - Epoch [76][3400/3405] lr: 1.224e-02, eta: 18:20:15, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 1.5374, loss: 1.5374 +2023-12-26 16:06:41,038 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-26 16:11:08,870 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 16:11:09,487 - pyskl - INFO - +top1_acc 0.7635 +top5_acc 0.9538 +2023-12-26 16:11:09,512 - pyskl - INFO - Epoch(val) [76][3718] top1_acc: 0.7635, top5_acc: 0.9538 +2023-12-26 16:12:01,675 - pyskl - INFO - Epoch [77][100/3405] lr: 1.223e-02, eta: 18:20:12, time: 0.522, data_time: 0.269, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9656, loss_cls: 1.4917, loss: 1.4917 +2023-12-26 16:12:26,686 - pyskl - INFO - Epoch [77][200/3405] lr: 1.222e-02, eta: 18:19:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9819, loss_cls: 1.4610, loss: 1.4610 +2023-12-26 16:12:51,881 - pyskl - INFO - Epoch [77][300/3405] lr: 1.222e-02, eta: 18:19:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 1.5363, loss: 1.5363 +2023-12-26 16:13:17,009 - pyskl - INFO - Epoch [77][400/3405] lr: 1.221e-02, eta: 18:18:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 1.4886, loss: 1.4886 +2023-12-26 16:13:41,965 - pyskl - INFO - Epoch [77][500/3405] lr: 1.220e-02, eta: 18:18:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 1.5083, loss: 1.5083 +2023-12-26 16:14:06,913 - pyskl - INFO - Epoch [77][600/3405] lr: 1.219e-02, eta: 18:17:55, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 1.4978, loss: 1.4978 +2023-12-26 16:14:31,919 - pyskl - INFO - Epoch [77][700/3405] lr: 1.218e-02, eta: 18:17:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9744, loss_cls: 1.5153, loss: 1.5153 +2023-12-26 16:14:57,217 - pyskl - INFO - Epoch [77][800/3405] lr: 1.218e-02, eta: 18:17:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 1.4743, loss: 1.4743 +2023-12-26 16:15:22,245 - pyskl - INFO - Epoch [77][900/3405] lr: 1.217e-02, eta: 18:16:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 1.5190, loss: 1.5190 +2023-12-26 16:15:47,425 - pyskl - INFO - Epoch [77][1000/3405] lr: 1.216e-02, eta: 18:16:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 1.5317, loss: 1.5317 +2023-12-26 16:16:12,632 - pyskl - INFO - Epoch [77][1100/3405] lr: 1.215e-02, eta: 18:15:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 1.5222, loss: 1.5222 +2023-12-26 16:16:38,166 - pyskl - INFO - Epoch [77][1200/3405] lr: 1.215e-02, eta: 18:15:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 1.5333, loss: 1.5333 +2023-12-26 16:17:03,874 - pyskl - INFO - Epoch [77][1300/3405] lr: 1.214e-02, eta: 18:14:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 1.5282, loss: 1.5282 +2023-12-26 16:17:29,346 - pyskl - INFO - Epoch [77][1400/3405] lr: 1.213e-02, eta: 18:14:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 1.5003, loss: 1.5003 +2023-12-26 16:17:54,387 - pyskl - INFO - Epoch [77][1500/3405] lr: 1.212e-02, eta: 18:13:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 1.5026, loss: 1.5026 +2023-12-26 16:18:19,560 - pyskl - INFO - Epoch [77][1600/3405] lr: 1.212e-02, eta: 18:13:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9731, loss_cls: 1.5281, loss: 1.5281 +2023-12-26 16:18:44,660 - pyskl - INFO - Epoch [77][1700/3405] lr: 1.211e-02, eta: 18:12:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 1.5036, loss: 1.5036 +2023-12-26 16:19:09,943 - pyskl - INFO - Epoch [77][1800/3405] lr: 1.210e-02, eta: 18:12:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 1.5280, loss: 1.5280 +2023-12-26 16:19:35,759 - pyskl - INFO - Epoch [77][1900/3405] lr: 1.209e-02, eta: 18:12:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 1.5722, loss: 1.5722 +2023-12-26 16:20:01,827 - pyskl - INFO - Epoch [77][2000/3405] lr: 1.208e-02, eta: 18:11:37, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 1.5291, loss: 1.5291 +2023-12-26 16:20:27,478 - pyskl - INFO - Epoch [77][2100/3405] lr: 1.208e-02, eta: 18:11:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 1.4891, loss: 1.4891 +2023-12-26 16:20:53,564 - pyskl - INFO - Epoch [77][2200/3405] lr: 1.207e-02, eta: 18:10:43, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 1.5002, loss: 1.5002 +2023-12-26 16:21:19,505 - pyskl - INFO - Epoch [77][2300/3405] lr: 1.206e-02, eta: 18:10:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.4645, loss: 1.4645 +2023-12-26 16:21:45,361 - pyskl - INFO - Epoch [77][2400/3405] lr: 1.205e-02, eta: 18:09:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 1.4860, loss: 1.4860 +2023-12-26 16:22:11,041 - pyskl - INFO - Epoch [77][2500/3405] lr: 1.205e-02, eta: 18:09:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.5164, loss: 1.5164 +2023-12-26 16:22:36,923 - pyskl - INFO - Epoch [77][2600/3405] lr: 1.204e-02, eta: 18:08:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 1.4891, loss: 1.4891 +2023-12-26 16:23:02,394 - pyskl - INFO - Epoch [77][2700/3405] lr: 1.203e-02, eta: 18:08:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9781, loss_cls: 1.5193, loss: 1.5193 +2023-12-26 16:23:28,075 - pyskl - INFO - Epoch [77][2800/3405] lr: 1.202e-02, eta: 18:08:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 1.5459, loss: 1.5459 +2023-12-26 16:23:54,007 - pyskl - INFO - Epoch [77][2900/3405] lr: 1.202e-02, eta: 18:07:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 1.4833, loss: 1.4833 +2023-12-26 16:24:20,023 - pyskl - INFO - Epoch [77][3000/3405] lr: 1.201e-02, eta: 18:07:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 1.5079, loss: 1.5079 +2023-12-26 16:24:45,790 - pyskl - INFO - Epoch [77][3100/3405] lr: 1.200e-02, eta: 18:06:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 1.5303, loss: 1.5303 +2023-12-26 16:25:11,593 - pyskl - INFO - Epoch [77][3200/3405] lr: 1.199e-02, eta: 18:06:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 1.5079, loss: 1.5079 +2023-12-26 16:25:37,493 - pyskl - INFO - Epoch [77][3300/3405] lr: 1.198e-02, eta: 18:05:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.5197, loss: 1.5197 +2023-12-26 16:26:03,230 - pyskl - INFO - Epoch [77][3400/3405] lr: 1.198e-02, eta: 18:05:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9681, loss_cls: 1.5523, loss: 1.5523 +2023-12-26 16:26:05,465 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-26 16:30:32,856 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 16:30:33,617 - pyskl - INFO - +top1_acc 0.8158 +top5_acc 0.9636 +2023-12-26 16:30:33,622 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_75.pth was removed +2023-12-26 16:30:33,831 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_77.pth. +2023-12-26 16:30:33,833 - pyskl - INFO - Best top1_acc is 0.8158 at 77 epoch. +2023-12-26 16:30:33,862 - pyskl - INFO - Epoch(val) [77][3718] top1_acc: 0.8158, top5_acc: 0.9636 +2023-12-26 16:31:28,977 - pyskl - INFO - Epoch [78][100/3405] lr: 1.197e-02, eta: 18:05:23, time: 0.551, data_time: 0.296, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 1.4846, loss: 1.4846 +2023-12-26 16:31:54,856 - pyskl - INFO - Epoch [78][200/3405] lr: 1.196e-02, eta: 18:04:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 1.4982, loss: 1.4982 +2023-12-26 16:32:20,455 - pyskl - INFO - Epoch [78][300/3405] lr: 1.195e-02, eta: 18:04:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.4977, loss: 1.4977 +2023-12-26 16:32:46,300 - pyskl - INFO - Epoch [78][400/3405] lr: 1.195e-02, eta: 18:04:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 1.4561, loss: 1.4561 +2023-12-26 16:33:12,048 - pyskl - INFO - Epoch [78][500/3405] lr: 1.194e-02, eta: 18:03:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 1.4876, loss: 1.4876 +2023-12-26 16:33:37,549 - pyskl - INFO - Epoch [78][600/3405] lr: 1.193e-02, eta: 18:03:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 1.4990, loss: 1.4990 +2023-12-26 16:34:03,142 - pyskl - INFO - Epoch [78][700/3405] lr: 1.192e-02, eta: 18:02:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 1.4890, loss: 1.4890 +2023-12-26 16:34:28,995 - pyskl - INFO - Epoch [78][800/3405] lr: 1.192e-02, eta: 18:02:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 1.5068, loss: 1.5068 +2023-12-26 16:34:54,241 - pyskl - INFO - Epoch [78][900/3405] lr: 1.191e-02, eta: 18:01:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 1.4570, loss: 1.4570 +2023-12-26 16:35:19,243 - pyskl - INFO - Epoch [78][1000/3405] lr: 1.190e-02, eta: 18:01:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 1.4828, loss: 1.4828 +2023-12-26 16:35:44,641 - pyskl - INFO - Epoch [78][1100/3405] lr: 1.189e-02, eta: 18:00:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 1.4965, loss: 1.4965 +2023-12-26 16:36:10,312 - pyskl - INFO - Epoch [78][1200/3405] lr: 1.188e-02, eta: 18:00:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 1.4890, loss: 1.4890 +2023-12-26 16:36:35,861 - pyskl - INFO - Epoch [78][1300/3405] lr: 1.188e-02, eta: 18:00:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 1.5281, loss: 1.5281 +2023-12-26 16:37:01,744 - pyskl - INFO - Epoch [78][1400/3405] lr: 1.187e-02, eta: 17:59:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9781, loss_cls: 1.5019, loss: 1.5019 +2023-12-26 16:37:27,605 - pyskl - INFO - Epoch [78][1500/3405] lr: 1.186e-02, eta: 17:59:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 1.4989, loss: 1.4989 +2023-12-26 16:37:53,168 - pyskl - INFO - Epoch [78][1600/3405] lr: 1.185e-02, eta: 17:58:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 1.4731, loss: 1.4731 +2023-12-26 16:38:18,566 - pyskl - INFO - Epoch [78][1700/3405] lr: 1.185e-02, eta: 17:58:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.4583, loss: 1.4583 +2023-12-26 16:38:44,328 - pyskl - INFO - Epoch [78][1800/3405] lr: 1.184e-02, eta: 17:57:48, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 1.4859, loss: 1.4859 +2023-12-26 16:39:10,418 - pyskl - INFO - Epoch [78][1900/3405] lr: 1.183e-02, eta: 17:57:22, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9744, loss_cls: 1.5064, loss: 1.5064 +2023-12-26 16:39:36,103 - pyskl - INFO - Epoch [78][2000/3405] lr: 1.182e-02, eta: 17:56:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 1.4715, loss: 1.4715 +2023-12-26 16:40:02,056 - pyskl - INFO - Epoch [78][2100/3405] lr: 1.182e-02, eta: 17:56:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 1.5082, loss: 1.5082 +2023-12-26 16:40:28,070 - pyskl - INFO - Epoch [78][2200/3405] lr: 1.181e-02, eta: 17:56:02, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9694, loss_cls: 1.5181, loss: 1.5181 +2023-12-26 16:40:54,238 - pyskl - INFO - Epoch [78][2300/3405] lr: 1.180e-02, eta: 17:55:36, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 1.4830, loss: 1.4830 +2023-12-26 16:41:20,058 - pyskl - INFO - Epoch [78][2400/3405] lr: 1.179e-02, eta: 17:55:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9719, loss_cls: 1.5597, loss: 1.5597 +2023-12-26 16:41:45,933 - pyskl - INFO - Epoch [78][2500/3405] lr: 1.178e-02, eta: 17:54:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 1.4778, loss: 1.4778 +2023-12-26 16:42:11,865 - pyskl - INFO - Epoch [78][2600/3405] lr: 1.178e-02, eta: 17:54:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 1.4735, loss: 1.4735 +2023-12-26 16:42:37,797 - pyskl - INFO - Epoch [78][2700/3405] lr: 1.177e-02, eta: 17:53:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 1.5124, loss: 1.5124 +2023-12-26 16:43:03,572 - pyskl - INFO - Epoch [78][2800/3405] lr: 1.176e-02, eta: 17:53:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.4931, loss: 1.4931 +2023-12-26 16:43:29,427 - pyskl - INFO - Epoch [78][2900/3405] lr: 1.175e-02, eta: 17:52:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 1.4856, loss: 1.4856 +2023-12-26 16:43:55,372 - pyskl - INFO - Epoch [78][3000/3405] lr: 1.175e-02, eta: 17:52:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 1.5337, loss: 1.5337 +2023-12-26 16:44:21,365 - pyskl - INFO - Epoch [78][3100/3405] lr: 1.174e-02, eta: 17:52:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 1.5044, loss: 1.5044 +2023-12-26 16:44:47,306 - pyskl - INFO - Epoch [78][3200/3405] lr: 1.173e-02, eta: 17:51:37, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 1.5380, loss: 1.5380 +2023-12-26 16:45:12,660 - pyskl - INFO - Epoch [78][3300/3405] lr: 1.172e-02, eta: 17:51:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 1.4869, loss: 1.4869 +2023-12-26 16:45:38,163 - pyskl - INFO - Epoch [78][3400/3405] lr: 1.172e-02, eta: 17:50:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 1.5172, loss: 1.5172 +2023-12-26 16:45:40,375 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-26 16:50:09,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 16:50:10,242 - pyskl - INFO - +top1_acc 0.7919 +top5_acc 0.9581 +2023-12-26 16:50:10,268 - pyskl - INFO - Epoch(val) [78][3718] top1_acc: 0.7919, top5_acc: 0.9581 +2023-12-26 16:51:05,533 - pyskl - INFO - Epoch [79][100/3405] lr: 1.171e-02, eta: 17:50:42, time: 0.553, data_time: 0.299, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9750, loss_cls: 1.4572, loss: 1.4572 +2023-12-26 16:51:31,088 - pyskl - INFO - Epoch [79][200/3405] lr: 1.170e-02, eta: 17:50:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9725, loss_cls: 1.4883, loss: 1.4883 +2023-12-26 16:51:56,643 - pyskl - INFO - Epoch [79][300/3405] lr: 1.169e-02, eta: 17:49:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 1.4815, loss: 1.4815 +2023-12-26 16:52:22,377 - pyskl - INFO - Epoch [79][400/3405] lr: 1.168e-02, eta: 17:49:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 1.4913, loss: 1.4913 +2023-12-26 16:52:48,130 - pyskl - INFO - Epoch [79][500/3405] lr: 1.168e-02, eta: 17:48:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9794, loss_cls: 1.4499, loss: 1.4499 +2023-12-26 16:53:13,566 - pyskl - INFO - Epoch [79][600/3405] lr: 1.167e-02, eta: 17:48:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 1.4724, loss: 1.4724 +2023-12-26 16:53:39,417 - pyskl - INFO - Epoch [79][700/3405] lr: 1.166e-02, eta: 17:48:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9725, loss_cls: 1.4806, loss: 1.4806 +2023-12-26 16:54:04,966 - pyskl - INFO - Epoch [79][800/3405] lr: 1.165e-02, eta: 17:47:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9806, loss_cls: 1.5235, loss: 1.5235 +2023-12-26 16:54:30,512 - pyskl - INFO - Epoch [79][900/3405] lr: 1.165e-02, eta: 17:47:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 1.4797, loss: 1.4797 +2023-12-26 16:54:55,735 - pyskl - INFO - Epoch [79][1000/3405] lr: 1.164e-02, eta: 17:46:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9812, loss_cls: 1.4673, loss: 1.4673 +2023-12-26 16:55:20,737 - pyskl - INFO - Epoch [79][1100/3405] lr: 1.163e-02, eta: 17:46:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9788, loss_cls: 1.4845, loss: 1.4845 +2023-12-26 16:55:45,737 - pyskl - INFO - Epoch [79][1200/3405] lr: 1.162e-02, eta: 17:45:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 1.4532, loss: 1.4532 +2023-12-26 16:56:10,733 - pyskl - INFO - Epoch [79][1300/3405] lr: 1.162e-02, eta: 17:45:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9788, loss_cls: 1.4576, loss: 1.4576 +2023-12-26 16:56:35,720 - pyskl - INFO - Epoch [79][1400/3405] lr: 1.161e-02, eta: 17:44:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 1.4649, loss: 1.4649 +2023-12-26 16:57:01,072 - pyskl - INFO - Epoch [79][1500/3405] lr: 1.160e-02, eta: 17:44:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 1.4746, loss: 1.4746 +2023-12-26 16:57:27,606 - pyskl - INFO - Epoch [79][1600/3405] lr: 1.159e-02, eta: 17:43:58, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 1.5038, loss: 1.5038 +2023-12-26 16:57:53,948 - pyskl - INFO - Epoch [79][1700/3405] lr: 1.158e-02, eta: 17:43:32, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 1.4974, loss: 1.4974 +2023-12-26 16:58:19,579 - pyskl - INFO - Epoch [79][1800/3405] lr: 1.158e-02, eta: 17:43:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 1.5260, loss: 1.5260 +2023-12-26 16:58:44,972 - pyskl - INFO - Epoch [79][1900/3405] lr: 1.157e-02, eta: 17:42:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9738, loss_cls: 1.4800, loss: 1.4800 +2023-12-26 16:59:10,291 - pyskl - INFO - Epoch [79][2000/3405] lr: 1.156e-02, eta: 17:42:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9700, loss_cls: 1.5494, loss: 1.5494 +2023-12-26 16:59:35,918 - pyskl - INFO - Epoch [79][2100/3405] lr: 1.155e-02, eta: 17:41:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9756, loss_cls: 1.5015, loss: 1.5015 +2023-12-26 17:00:01,300 - pyskl - INFO - Epoch [79][2200/3405] lr: 1.155e-02, eta: 17:41:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 1.5271, loss: 1.5271 +2023-12-26 17:00:26,841 - pyskl - INFO - Epoch [79][2300/3405] lr: 1.154e-02, eta: 17:40:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 1.5214, loss: 1.5214 +2023-12-26 17:00:52,895 - pyskl - INFO - Epoch [79][2400/3405] lr: 1.153e-02, eta: 17:40:25, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9731, loss_cls: 1.4999, loss: 1.4999 +2023-12-26 17:01:18,518 - pyskl - INFO - Epoch [79][2500/3405] lr: 1.152e-02, eta: 17:39:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 1.5310, loss: 1.5310 +2023-12-26 17:01:44,099 - pyskl - INFO - Epoch [79][2600/3405] lr: 1.152e-02, eta: 17:39:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9775, loss_cls: 1.4824, loss: 1.4824 +2023-12-26 17:02:09,686 - pyskl - INFO - Epoch [79][2700/3405] lr: 1.151e-02, eta: 17:39:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9669, loss_cls: 1.5246, loss: 1.5246 +2023-12-26 17:02:35,368 - pyskl - INFO - Epoch [79][2800/3405] lr: 1.150e-02, eta: 17:38:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 1.5392, loss: 1.5392 +2023-12-26 17:03:01,174 - pyskl - INFO - Epoch [79][2900/3405] lr: 1.149e-02, eta: 17:38:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 1.5065, loss: 1.5065 +2023-12-26 17:03:26,763 - pyskl - INFO - Epoch [79][3000/3405] lr: 1.149e-02, eta: 17:37:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 1.4778, loss: 1.4778 +2023-12-26 17:03:52,420 - pyskl - INFO - Epoch [79][3100/3405] lr: 1.148e-02, eta: 17:37:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 1.4817, loss: 1.4817 +2023-12-26 17:04:17,961 - pyskl - INFO - Epoch [79][3200/3405] lr: 1.147e-02, eta: 17:36:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 1.4864, loss: 1.4864 +2023-12-26 17:04:43,467 - pyskl - INFO - Epoch [79][3300/3405] lr: 1.146e-02, eta: 17:36:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9781, loss_cls: 1.5136, loss: 1.5136 +2023-12-26 17:05:08,846 - pyskl - INFO - Epoch [79][3400/3405] lr: 1.145e-02, eta: 17:35:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9706, loss_cls: 1.5511, loss: 1.5511 +2023-12-26 17:05:11,059 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-26 17:09:40,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 17:09:40,943 - pyskl - INFO - +top1_acc 0.7924 +top5_acc 0.9596 +2023-12-26 17:09:40,969 - pyskl - INFO - Epoch(val) [79][3718] top1_acc: 0.7924, top5_acc: 0.9596 +2023-12-26 17:10:36,855 - pyskl - INFO - Epoch [80][100/3405] lr: 1.145e-02, eta: 17:35:55, time: 0.559, data_time: 0.301, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9762, loss_cls: 1.4843, loss: 1.4843 +2023-12-26 17:11:02,621 - pyskl - INFO - Epoch [80][200/3405] lr: 1.144e-02, eta: 17:35:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 1.4722, loss: 1.4722 +2023-12-26 17:11:28,442 - pyskl - INFO - Epoch [80][300/3405] lr: 1.143e-02, eta: 17:35:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 1.5288, loss: 1.5288 +2023-12-26 17:11:54,276 - pyskl - INFO - Epoch [80][400/3405] lr: 1.142e-02, eta: 17:34:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 1.4331, loss: 1.4331 +2023-12-26 17:12:20,082 - pyskl - INFO - Epoch [80][500/3405] lr: 1.142e-02, eta: 17:34:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9750, loss_cls: 1.4847, loss: 1.4847 +2023-12-26 17:12:45,794 - pyskl - INFO - Epoch [80][600/3405] lr: 1.141e-02, eta: 17:33:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 1.4799, loss: 1.4799 +2023-12-26 17:13:11,840 - pyskl - INFO - Epoch [80][700/3405] lr: 1.140e-02, eta: 17:33:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9750, loss_cls: 1.4253, loss: 1.4253 +2023-12-26 17:13:37,422 - pyskl - INFO - Epoch [80][800/3405] lr: 1.139e-02, eta: 17:32:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 1.4897, loss: 1.4897 +2023-12-26 17:14:02,934 - pyskl - INFO - Epoch [80][900/3405] lr: 1.139e-02, eta: 17:32:22, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 1.4514, loss: 1.4514 +2023-12-26 17:14:28,778 - pyskl - INFO - Epoch [80][1000/3405] lr: 1.138e-02, eta: 17:31:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9825, loss_cls: 1.4839, loss: 1.4839 +2023-12-26 17:14:54,412 - pyskl - INFO - Epoch [80][1100/3405] lr: 1.137e-02, eta: 17:31:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 1.4576, loss: 1.4576 +2023-12-26 17:15:22,203 - pyskl - INFO - Epoch [80][1200/3405] lr: 1.136e-02, eta: 17:31:04, time: 0.278, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 1.4680, loss: 1.4680 +2023-12-26 17:15:49,498 - pyskl - INFO - Epoch [80][1300/3405] lr: 1.135e-02, eta: 17:30:39, time: 0.273, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 1.4582, loss: 1.4582 +2023-12-26 17:16:16,396 - pyskl - INFO - Epoch [80][1400/3405] lr: 1.135e-02, eta: 17:30:13, time: 0.269, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 1.5252, loss: 1.5252 +2023-12-26 17:16:42,102 - pyskl - INFO - Epoch [80][1500/3405] lr: 1.134e-02, eta: 17:29:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9781, loss_cls: 1.5225, loss: 1.5225 +2023-12-26 17:17:08,056 - pyskl - INFO - Epoch [80][1600/3405] lr: 1.133e-02, eta: 17:29:20, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 1.4510, loss: 1.4510 +2023-12-26 17:17:33,467 - pyskl - INFO - Epoch [80][1700/3405] lr: 1.132e-02, eta: 17:28:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 1.4669, loss: 1.4669 +2023-12-26 17:17:59,321 - pyskl - INFO - Epoch [80][1800/3405] lr: 1.132e-02, eta: 17:28:26, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9838, loss_cls: 1.4622, loss: 1.4622 +2023-12-26 17:18:25,317 - pyskl - INFO - Epoch [80][1900/3405] lr: 1.131e-02, eta: 17:28:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9881, loss_cls: 1.4878, loss: 1.4878 +2023-12-26 17:18:51,507 - pyskl - INFO - Epoch [80][2000/3405] lr: 1.130e-02, eta: 17:27:34, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9812, loss_cls: 1.4899, loss: 1.4899 +2023-12-26 17:19:17,374 - pyskl - INFO - Epoch [80][2100/3405] lr: 1.129e-02, eta: 17:27:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 1.4916, loss: 1.4916 +2023-12-26 17:19:43,996 - pyskl - INFO - Epoch [80][2200/3405] lr: 1.129e-02, eta: 17:26:41, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 1.4635, loss: 1.4635 +2023-12-26 17:20:09,609 - pyskl - INFO - Epoch [80][2300/3405] lr: 1.128e-02, eta: 17:26:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 1.4584, loss: 1.4584 +2023-12-26 17:20:35,247 - pyskl - INFO - Epoch [80][2400/3405] lr: 1.127e-02, eta: 17:25:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 1.4518, loss: 1.4518 +2023-12-26 17:21:00,910 - pyskl - INFO - Epoch [80][2500/3405] lr: 1.126e-02, eta: 17:25:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 1.5144, loss: 1.5144 +2023-12-26 17:21:26,378 - pyskl - INFO - Epoch [80][2600/3405] lr: 1.126e-02, eta: 17:24:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 1.5028, loss: 1.5028 +2023-12-26 17:21:51,999 - pyskl - INFO - Epoch [80][2700/3405] lr: 1.125e-02, eta: 17:24:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 1.5044, loss: 1.5044 +2023-12-26 17:22:17,700 - pyskl - INFO - Epoch [80][2800/3405] lr: 1.124e-02, eta: 17:24:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 1.4666, loss: 1.4666 +2023-12-26 17:22:43,661 - pyskl - INFO - Epoch [80][2900/3405] lr: 1.123e-02, eta: 17:23:34, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 1.4920, loss: 1.4920 +2023-12-26 17:23:10,071 - pyskl - INFO - Epoch [80][3000/3405] lr: 1.122e-02, eta: 17:23:08, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9731, loss_cls: 1.4799, loss: 1.4799 +2023-12-26 17:23:36,748 - pyskl - INFO - Epoch [80][3100/3405] lr: 1.122e-02, eta: 17:22:43, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 1.4964, loss: 1.4964 +2023-12-26 17:24:03,392 - pyskl - INFO - Epoch [80][3200/3405] lr: 1.121e-02, eta: 17:22:17, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 1.5444, loss: 1.5444 +2023-12-26 17:24:29,459 - pyskl - INFO - Epoch [80][3300/3405] lr: 1.120e-02, eta: 17:21:50, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 1.5346, loss: 1.5346 +2023-12-26 17:24:55,304 - pyskl - INFO - Epoch [80][3400/3405] lr: 1.119e-02, eta: 17:21:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9806, loss_cls: 1.4860, loss: 1.4860 +2023-12-26 17:24:57,262 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-26 17:29:23,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 17:29:24,663 - pyskl - INFO - +top1_acc 0.8091 +top5_acc 0.9637 +2023-12-26 17:29:24,689 - pyskl - INFO - Epoch(val) [80][3718] top1_acc: 0.8091, top5_acc: 0.9637 +2023-12-26 17:30:17,844 - pyskl - INFO - Epoch [81][100/3405] lr: 1.119e-02, eta: 17:21:19, time: 0.531, data_time: 0.282, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9869, loss_cls: 1.4403, loss: 1.4403 +2023-12-26 17:30:43,157 - pyskl - INFO - Epoch [81][200/3405] lr: 1.118e-02, eta: 17:20:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 1.4613, loss: 1.4613 +2023-12-26 17:31:08,784 - pyskl - INFO - Epoch [81][300/3405] lr: 1.117e-02, eta: 17:20:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.4323, loss: 1.4323 +2023-12-26 17:31:34,210 - pyskl - INFO - Epoch [81][400/3405] lr: 1.116e-02, eta: 17:19:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 1.4258, loss: 1.4258 +2023-12-26 17:31:59,995 - pyskl - INFO - Epoch [81][500/3405] lr: 1.116e-02, eta: 17:19:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8294, top5_acc: 0.9800, loss_cls: 1.5014, loss: 1.5014 +2023-12-26 17:32:25,310 - pyskl - INFO - Epoch [81][600/3405] lr: 1.115e-02, eta: 17:19:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 1.4978, loss: 1.4978 +2023-12-26 17:32:50,596 - pyskl - INFO - Epoch [81][700/3405] lr: 1.114e-02, eta: 17:18:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 1.4880, loss: 1.4880 +2023-12-26 17:33:16,121 - pyskl - INFO - Epoch [81][800/3405] lr: 1.113e-02, eta: 17:18:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 1.4735, loss: 1.4735 +2023-12-26 17:33:41,769 - pyskl - INFO - Epoch [81][900/3405] lr: 1.112e-02, eta: 17:17:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8250, top5_acc: 0.9800, loss_cls: 1.4963, loss: 1.4963 +2023-12-26 17:34:06,822 - pyskl - INFO - Epoch [81][1000/3405] lr: 1.112e-02, eta: 17:17:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 1.4420, loss: 1.4420 +2023-12-26 17:34:31,830 - pyskl - INFO - Epoch [81][1100/3405] lr: 1.111e-02, eta: 17:16:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 1.4527, loss: 1.4527 +2023-12-26 17:34:56,833 - pyskl - INFO - Epoch [81][1200/3405] lr: 1.110e-02, eta: 17:16:22, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9744, loss_cls: 1.4918, loss: 1.4918 +2023-12-26 17:35:21,824 - pyskl - INFO - Epoch [81][1300/3405] lr: 1.109e-02, eta: 17:15:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.4624, loss: 1.4624 +2023-12-26 17:35:46,841 - pyskl - INFO - Epoch [81][1400/3405] lr: 1.109e-02, eta: 17:15:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 1.4876, loss: 1.4876 +2023-12-26 17:36:11,855 - pyskl - INFO - Epoch [81][1500/3405] lr: 1.108e-02, eta: 17:15:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 1.4592, loss: 1.4592 +2023-12-26 17:36:36,847 - pyskl - INFO - Epoch [81][1600/3405] lr: 1.107e-02, eta: 17:14:33, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 1.5050, loss: 1.5050 +2023-12-26 17:37:01,969 - pyskl - INFO - Epoch [81][1700/3405] lr: 1.106e-02, eta: 17:14:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 1.4564, loss: 1.4564 +2023-12-26 17:37:27,358 - pyskl - INFO - Epoch [81][1800/3405] lr: 1.106e-02, eta: 17:13:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 1.4645, loss: 1.4645 +2023-12-26 17:37:53,372 - pyskl - INFO - Epoch [81][1900/3405] lr: 1.105e-02, eta: 17:13:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 1.4357, loss: 1.4357 +2023-12-26 17:38:19,875 - pyskl - INFO - Epoch [81][2000/3405] lr: 1.104e-02, eta: 17:12:47, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9812, loss_cls: 1.4751, loss: 1.4751 +2023-12-26 17:38:45,788 - pyskl - INFO - Epoch [81][2100/3405] lr: 1.103e-02, eta: 17:12:20, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9788, loss_cls: 1.4701, loss: 1.4701 +2023-12-26 17:39:10,899 - pyskl - INFO - Epoch [81][2200/3405] lr: 1.103e-02, eta: 17:11:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 1.4734, loss: 1.4734 +2023-12-26 17:39:35,900 - pyskl - INFO - Epoch [81][2300/3405] lr: 1.102e-02, eta: 17:11:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9750, loss_cls: 1.4761, loss: 1.4761 +2023-12-26 17:40:00,974 - pyskl - INFO - Epoch [81][2400/3405] lr: 1.101e-02, eta: 17:10:58, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.4600, loss: 1.4600 +2023-12-26 17:40:26,045 - pyskl - INFO - Epoch [81][2500/3405] lr: 1.100e-02, eta: 17:10:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 1.4752, loss: 1.4752 +2023-12-26 17:40:51,427 - pyskl - INFO - Epoch [81][2600/3405] lr: 1.099e-02, eta: 17:10:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 1.4527, loss: 1.4527 +2023-12-26 17:41:17,524 - pyskl - INFO - Epoch [81][2700/3405] lr: 1.099e-02, eta: 17:09:38, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 1.4880, loss: 1.4880 +2023-12-26 17:41:43,034 - pyskl - INFO - Epoch [81][2800/3405] lr: 1.098e-02, eta: 17:09:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 1.4961, loss: 1.4961 +2023-12-26 17:42:08,259 - pyskl - INFO - Epoch [81][2900/3405] lr: 1.097e-02, eta: 17:08:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 1.5130, loss: 1.5130 +2023-12-26 17:42:33,578 - pyskl - INFO - Epoch [81][3000/3405] lr: 1.096e-02, eta: 17:08:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9738, loss_cls: 1.5067, loss: 1.5067 +2023-12-26 17:42:58,722 - pyskl - INFO - Epoch [81][3100/3405] lr: 1.096e-02, eta: 17:07:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 1.4828, loss: 1.4828 +2023-12-26 17:43:23,750 - pyskl - INFO - Epoch [81][3200/3405] lr: 1.095e-02, eta: 17:07:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 1.4993, loss: 1.4993 +2023-12-26 17:43:48,753 - pyskl - INFO - Epoch [81][3300/3405] lr: 1.094e-02, eta: 17:06:55, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 1.4842, loss: 1.4842 +2023-12-26 17:44:13,740 - pyskl - INFO - Epoch [81][3400/3405] lr: 1.093e-02, eta: 17:06:28, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 1.4901, loss: 1.4901 +2023-12-26 17:44:15,766 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-26 17:48:40,752 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 17:48:41,359 - pyskl - INFO - +top1_acc 0.8168 +top5_acc 0.9638 +2023-12-26 17:48:41,364 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_77.pth was removed +2023-12-26 17:48:41,569 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2023-12-26 17:48:41,571 - pyskl - INFO - Best top1_acc is 0.8168 at 81 epoch. +2023-12-26 17:48:41,596 - pyskl - INFO - Epoch(val) [81][3718] top1_acc: 0.8168, top5_acc: 0.9638 +2023-12-26 17:49:34,219 - pyskl - INFO - Epoch [82][100/3405] lr: 1.093e-02, eta: 17:06:22, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9875, loss_cls: 1.4171, loss: 1.4171 +2023-12-26 17:49:59,510 - pyskl - INFO - Epoch [82][200/3405] lr: 1.092e-02, eta: 17:05:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 1.4260, loss: 1.4260 +2023-12-26 17:50:25,103 - pyskl - INFO - Epoch [82][300/3405] lr: 1.091e-02, eta: 17:05:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9844, loss_cls: 1.4538, loss: 1.4538 +2023-12-26 17:50:50,491 - pyskl - INFO - Epoch [82][400/3405] lr: 1.090e-02, eta: 17:05:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9738, loss_cls: 1.4620, loss: 1.4620 +2023-12-26 17:51:15,647 - pyskl - INFO - Epoch [82][500/3405] lr: 1.090e-02, eta: 17:04:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.4513, loss: 1.4513 +2023-12-26 17:51:40,954 - pyskl - INFO - Epoch [82][600/3405] lr: 1.089e-02, eta: 17:04:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 1.4853, loss: 1.4853 +2023-12-26 17:52:06,235 - pyskl - INFO - Epoch [82][700/3405] lr: 1.088e-02, eta: 17:03:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 1.4802, loss: 1.4802 +2023-12-26 17:52:31,749 - pyskl - INFO - Epoch [82][800/3405] lr: 1.087e-02, eta: 17:03:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.4740, loss: 1.4740 +2023-12-26 17:52:57,133 - pyskl - INFO - Epoch [82][900/3405] lr: 1.086e-02, eta: 17:02:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 1.4607, loss: 1.4607 +2023-12-26 17:53:22,886 - pyskl - INFO - Epoch [82][1000/3405] lr: 1.086e-02, eta: 17:02:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9825, loss_cls: 1.4564, loss: 1.4564 +2023-12-26 17:53:48,355 - pyskl - INFO - Epoch [82][1100/3405] lr: 1.085e-02, eta: 17:01:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 1.4535, loss: 1.4535 +2023-12-26 17:54:13,894 - pyskl - INFO - Epoch [82][1200/3405] lr: 1.084e-02, eta: 17:01:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 1.4806, loss: 1.4806 +2023-12-26 17:54:39,192 - pyskl - INFO - Epoch [82][1300/3405] lr: 1.083e-02, eta: 17:00:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.4756, loss: 1.4756 +2023-12-26 17:55:04,457 - pyskl - INFO - Epoch [82][1400/3405] lr: 1.083e-02, eta: 17:00:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 1.4935, loss: 1.4935 +2023-12-26 17:55:29,591 - pyskl - INFO - Epoch [82][1500/3405] lr: 1.082e-02, eta: 17:00:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 1.4594, loss: 1.4594 +2023-12-26 17:55:55,083 - pyskl - INFO - Epoch [82][1600/3405] lr: 1.081e-02, eta: 16:59:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 1.4208, loss: 1.4208 +2023-12-26 17:56:20,683 - pyskl - INFO - Epoch [82][1700/3405] lr: 1.080e-02, eta: 16:59:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 1.4929, loss: 1.4929 +2023-12-26 17:56:46,319 - pyskl - INFO - Epoch [82][1800/3405] lr: 1.080e-02, eta: 16:58:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 1.4755, loss: 1.4755 +2023-12-26 17:57:11,796 - pyskl - INFO - Epoch [82][1900/3405] lr: 1.079e-02, eta: 16:58:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 1.4254, loss: 1.4254 +2023-12-26 17:57:37,026 - pyskl - INFO - Epoch [82][2000/3405] lr: 1.078e-02, eta: 16:57:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.4440, loss: 1.4440 +2023-12-26 17:58:02,915 - pyskl - INFO - Epoch [82][2100/3405] lr: 1.077e-02, eta: 16:57:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 1.5249, loss: 1.5249 +2023-12-26 17:58:29,360 - pyskl - INFO - Epoch [82][2200/3405] lr: 1.077e-02, eta: 16:56:58, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 1.5195, loss: 1.5195 +2023-12-26 17:58:54,666 - pyskl - INFO - Epoch [82][2300/3405] lr: 1.076e-02, eta: 16:56:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 1.4983, loss: 1.4983 +2023-12-26 17:59:20,073 - pyskl - INFO - Epoch [82][2400/3405] lr: 1.075e-02, eta: 16:56:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 1.4275, loss: 1.4275 +2023-12-26 17:59:45,153 - pyskl - INFO - Epoch [82][2500/3405] lr: 1.074e-02, eta: 16:55:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 1.4975, loss: 1.4975 +2023-12-26 18:00:10,430 - pyskl - INFO - Epoch [82][2600/3405] lr: 1.074e-02, eta: 16:55:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 1.4925, loss: 1.4925 +2023-12-26 18:00:35,964 - pyskl - INFO - Epoch [82][2700/3405] lr: 1.073e-02, eta: 16:54:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 1.4834, loss: 1.4834 +2023-12-26 18:01:01,498 - pyskl - INFO - Epoch [82][2800/3405] lr: 1.072e-02, eta: 16:54:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 1.5074, loss: 1.5074 +2023-12-26 18:01:27,213 - pyskl - INFO - Epoch [82][2900/3405] lr: 1.071e-02, eta: 16:53:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9744, loss_cls: 1.4818, loss: 1.4818 +2023-12-26 18:01:52,682 - pyskl - INFO - Epoch [82][3000/3405] lr: 1.070e-02, eta: 16:53:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.4660, loss: 1.4660 +2023-12-26 18:02:18,057 - pyskl - INFO - Epoch [82][3100/3405] lr: 1.070e-02, eta: 16:52:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 1.4905, loss: 1.4905 +2023-12-26 18:02:43,141 - pyskl - INFO - Epoch [82][3200/3405] lr: 1.069e-02, eta: 16:52:29, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 1.4750, loss: 1.4750 +2023-12-26 18:03:08,211 - pyskl - INFO - Epoch [82][3300/3405] lr: 1.068e-02, eta: 16:52:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 1.4448, loss: 1.4448 +2023-12-26 18:03:33,416 - pyskl - INFO - Epoch [82][3400/3405] lr: 1.067e-02, eta: 16:51:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 1.4767, loss: 1.4767 +2023-12-26 18:03:35,348 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-26 18:08:00,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 18:08:00,994 - pyskl - INFO - +top1_acc 0.8024 +top5_acc 0.9616 +2023-12-26 18:08:01,018 - pyskl - INFO - Epoch(val) [82][3718] top1_acc: 0.8024, top5_acc: 0.9616 +2023-12-26 18:08:53,556 - pyskl - INFO - Epoch [83][100/3405] lr: 1.067e-02, eta: 16:51:28, time: 0.525, data_time: 0.269, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.4388, loss: 1.4388 +2023-12-26 18:09:18,798 - pyskl - INFO - Epoch [83][200/3405] lr: 1.066e-02, eta: 16:51:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9769, loss_cls: 1.4195, loss: 1.4195 +2023-12-26 18:09:44,242 - pyskl - INFO - Epoch [83][300/3405] lr: 1.065e-02, eta: 16:50:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 1.4224, loss: 1.4224 +2023-12-26 18:10:09,711 - pyskl - INFO - Epoch [83][400/3405] lr: 1.064e-02, eta: 16:50:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 1.4217, loss: 1.4217 +2023-12-26 18:10:34,925 - pyskl - INFO - Epoch [83][500/3405] lr: 1.064e-02, eta: 16:49:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 1.4242, loss: 1.4242 +2023-12-26 18:11:00,089 - pyskl - INFO - Epoch [83][600/3405] lr: 1.063e-02, eta: 16:49:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.4194, loss: 1.4194 +2023-12-26 18:11:25,393 - pyskl - INFO - Epoch [83][700/3405] lr: 1.062e-02, eta: 16:48:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9875, loss_cls: 1.4200, loss: 1.4200 +2023-12-26 18:11:50,953 - pyskl - INFO - Epoch [83][800/3405] lr: 1.061e-02, eta: 16:48:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 1.4730, loss: 1.4730 +2023-12-26 18:12:16,854 - pyskl - INFO - Epoch [83][900/3405] lr: 1.061e-02, eta: 16:47:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 1.4303, loss: 1.4303 +2023-12-26 18:12:42,497 - pyskl - INFO - Epoch [83][1000/3405] lr: 1.060e-02, eta: 16:47:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 1.4272, loss: 1.4272 +2023-12-26 18:13:10,385 - pyskl - INFO - Epoch [83][1100/3405] lr: 1.059e-02, eta: 16:47:02, time: 0.279, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 1.3989, loss: 1.3989 +2023-12-26 18:13:38,029 - pyskl - INFO - Epoch [83][1200/3405] lr: 1.058e-02, eta: 16:46:36, time: 0.276, data_time: 0.001, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 1.5081, loss: 1.5081 +2023-12-26 18:14:02,991 - pyskl - INFO - Epoch [83][1300/3405] lr: 1.058e-02, eta: 16:46:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8219, top5_acc: 0.9806, loss_cls: 1.4996, loss: 1.4996 +2023-12-26 18:14:27,884 - pyskl - INFO - Epoch [83][1400/3405] lr: 1.057e-02, eta: 16:45:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 1.4641, loss: 1.4641 +2023-12-26 18:14:52,798 - pyskl - INFO - Epoch [83][1500/3405] lr: 1.056e-02, eta: 16:45:15, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 1.4429, loss: 1.4429 +2023-12-26 18:15:17,723 - pyskl - INFO - Epoch [83][1600/3405] lr: 1.055e-02, eta: 16:44:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9725, loss_cls: 1.4507, loss: 1.4507 +2023-12-26 18:15:42,660 - pyskl - INFO - Epoch [83][1700/3405] lr: 1.054e-02, eta: 16:44:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9688, loss_cls: 1.5032, loss: 1.5032 +2023-12-26 18:16:07,759 - pyskl - INFO - Epoch [83][1800/3405] lr: 1.054e-02, eta: 16:43:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 1.4763, loss: 1.4763 +2023-12-26 18:16:33,965 - pyskl - INFO - Epoch [83][1900/3405] lr: 1.053e-02, eta: 16:43:27, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 1.4900, loss: 1.4900 +2023-12-26 18:16:59,261 - pyskl - INFO - Epoch [83][2000/3405] lr: 1.052e-02, eta: 16:43:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 1.4459, loss: 1.4459 +2023-12-26 18:17:24,189 - pyskl - INFO - Epoch [83][2100/3405] lr: 1.051e-02, eta: 16:42:32, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 1.4787, loss: 1.4787 +2023-12-26 18:17:49,149 - pyskl - INFO - Epoch [83][2200/3405] lr: 1.051e-02, eta: 16:42:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 1.4676, loss: 1.4676 +2023-12-26 18:18:14,113 - pyskl - INFO - Epoch [83][2300/3405] lr: 1.050e-02, eta: 16:41:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 1.5085, loss: 1.5085 +2023-12-26 18:18:39,109 - pyskl - INFO - Epoch [83][2400/3405] lr: 1.049e-02, eta: 16:41:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 1.4652, loss: 1.4652 +2023-12-26 18:19:04,059 - pyskl - INFO - Epoch [83][2500/3405] lr: 1.048e-02, eta: 16:40:44, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 1.4711, loss: 1.4711 +2023-12-26 18:19:31,121 - pyskl - INFO - Epoch [83][2600/3405] lr: 1.048e-02, eta: 16:40:18, time: 0.271, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 1.4519, loss: 1.4519 +2023-12-26 18:19:56,708 - pyskl - INFO - Epoch [83][2700/3405] lr: 1.047e-02, eta: 16:39:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9769, loss_cls: 1.4807, loss: 1.4807 +2023-12-26 18:20:22,606 - pyskl - INFO - Epoch [83][2800/3405] lr: 1.046e-02, eta: 16:39:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 1.5077, loss: 1.5077 +2023-12-26 18:20:50,231 - pyskl - INFO - Epoch [83][2900/3405] lr: 1.045e-02, eta: 16:39:00, time: 0.276, data_time: 0.001, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9769, loss_cls: 1.4258, loss: 1.4258 +2023-12-26 18:21:17,410 - pyskl - INFO - Epoch [83][3000/3405] lr: 1.045e-02, eta: 16:38:34, time: 0.272, data_time: 0.001, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 1.4619, loss: 1.4619 +2023-12-26 18:21:42,729 - pyskl - INFO - Epoch [83][3100/3405] lr: 1.044e-02, eta: 16:38:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.4464, loss: 1.4464 +2023-12-26 18:22:08,034 - pyskl - INFO - Epoch [83][3200/3405] lr: 1.043e-02, eta: 16:37:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8356, top5_acc: 0.9712, loss_cls: 1.5149, loss: 1.5149 +2023-12-26 18:22:33,273 - pyskl - INFO - Epoch [83][3300/3405] lr: 1.042e-02, eta: 16:37:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 1.4622, loss: 1.4622 +2023-12-26 18:22:59,118 - pyskl - INFO - Epoch [83][3400/3405] lr: 1.042e-02, eta: 16:36:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8244, top5_acc: 0.9681, loss_cls: 1.5229, loss: 1.5229 +2023-12-26 18:23:01,336 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-26 18:27:26,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 18:27:27,414 - pyskl - INFO - +top1_acc 0.7911 +top5_acc 0.9602 +2023-12-26 18:27:27,439 - pyskl - INFO - Epoch(val) [83][3718] top1_acc: 0.7911, top5_acc: 0.9602 +2023-12-26 18:28:19,922 - pyskl - INFO - Epoch [84][100/3405] lr: 1.041e-02, eta: 16:36:39, time: 0.525, data_time: 0.270, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 1.4218, loss: 1.4218 +2023-12-26 18:28:45,198 - pyskl - INFO - Epoch [84][200/3405] lr: 1.040e-02, eta: 16:36:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9856, loss_cls: 1.3884, loss: 1.3884 +2023-12-26 18:29:10,723 - pyskl - INFO - Epoch [84][300/3405] lr: 1.039e-02, eta: 16:35:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 1.4063, loss: 1.4063 +2023-12-26 18:29:36,100 - pyskl - INFO - Epoch [84][400/3405] lr: 1.039e-02, eta: 16:35:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 1.4197, loss: 1.4197 +2023-12-26 18:30:01,420 - pyskl - INFO - Epoch [84][500/3405] lr: 1.038e-02, eta: 16:34:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9862, loss_cls: 1.4038, loss: 1.4038 +2023-12-26 18:30:27,049 - pyskl - INFO - Epoch [84][600/3405] lr: 1.037e-02, eta: 16:34:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 1.4236, loss: 1.4236 +2023-12-26 18:30:52,213 - pyskl - INFO - Epoch [84][700/3405] lr: 1.036e-02, eta: 16:33:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 1.4674, loss: 1.4674 +2023-12-26 18:31:17,677 - pyskl - INFO - Epoch [84][800/3405] lr: 1.035e-02, eta: 16:33:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 1.4983, loss: 1.4983 +2023-12-26 18:31:43,256 - pyskl - INFO - Epoch [84][900/3405] lr: 1.035e-02, eta: 16:33:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 1.4604, loss: 1.4604 +2023-12-26 18:32:08,834 - pyskl - INFO - Epoch [84][1000/3405] lr: 1.034e-02, eta: 16:32:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 1.4520, loss: 1.4520 +2023-12-26 18:32:34,043 - pyskl - INFO - Epoch [84][1100/3405] lr: 1.033e-02, eta: 16:32:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9781, loss_cls: 1.4365, loss: 1.4365 +2023-12-26 18:32:59,331 - pyskl - INFO - Epoch [84][1200/3405] lr: 1.032e-02, eta: 16:31:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 1.4814, loss: 1.4814 +2023-12-26 18:33:24,801 - pyskl - INFO - Epoch [84][1300/3405] lr: 1.032e-02, eta: 16:31:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9856, loss_cls: 1.4216, loss: 1.4216 +2023-12-26 18:33:50,236 - pyskl - INFO - Epoch [84][1400/3405] lr: 1.031e-02, eta: 16:30:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.4444, loss: 1.4444 +2023-12-26 18:34:15,735 - pyskl - INFO - Epoch [84][1500/3405] lr: 1.030e-02, eta: 16:30:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 1.4745, loss: 1.4745 +2023-12-26 18:34:41,385 - pyskl - INFO - Epoch [84][1600/3405] lr: 1.029e-02, eta: 16:29:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 1.4253, loss: 1.4253 +2023-12-26 18:35:06,651 - pyskl - INFO - Epoch [84][1700/3405] lr: 1.029e-02, eta: 16:29:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 1.5203, loss: 1.5203 +2023-12-26 18:35:32,333 - pyskl - INFO - Epoch [84][1800/3405] lr: 1.028e-02, eta: 16:29:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 1.4537, loss: 1.4537 +2023-12-26 18:35:57,735 - pyskl - INFO - Epoch [84][1900/3405] lr: 1.027e-02, eta: 16:28:36, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 1.4888, loss: 1.4888 +2023-12-26 18:36:22,718 - pyskl - INFO - Epoch [84][2000/3405] lr: 1.026e-02, eta: 16:28:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 1.4740, loss: 1.4740 +2023-12-26 18:36:47,641 - pyskl - INFO - Epoch [84][2100/3405] lr: 1.026e-02, eta: 16:27:42, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 1.5002, loss: 1.5002 +2023-12-26 18:37:12,563 - pyskl - INFO - Epoch [84][2200/3405] lr: 1.025e-02, eta: 16:27:14, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9838, loss_cls: 1.4756, loss: 1.4756 +2023-12-26 18:37:37,500 - pyskl - INFO - Epoch [84][2300/3405] lr: 1.024e-02, eta: 16:26:47, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 1.4623, loss: 1.4623 +2023-12-26 18:38:02,430 - pyskl - INFO - Epoch [84][2400/3405] lr: 1.023e-02, eta: 16:26:20, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 1.4322, loss: 1.4322 +2023-12-26 18:38:27,354 - pyskl - INFO - Epoch [84][2500/3405] lr: 1.023e-02, eta: 16:25:53, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 1.4547, loss: 1.4547 +2023-12-26 18:38:52,262 - pyskl - INFO - Epoch [84][2600/3405] lr: 1.022e-02, eta: 16:25:25, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 1.4693, loss: 1.4693 +2023-12-26 18:39:17,491 - pyskl - INFO - Epoch [84][2700/3405] lr: 1.021e-02, eta: 16:24:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 1.4556, loss: 1.4556 +2023-12-26 18:39:43,222 - pyskl - INFO - Epoch [84][2800/3405] lr: 1.020e-02, eta: 16:24:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 1.4581, loss: 1.4581 +2023-12-26 18:40:08,872 - pyskl - INFO - Epoch [84][2900/3405] lr: 1.020e-02, eta: 16:24:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9844, loss_cls: 1.4290, loss: 1.4290 +2023-12-26 18:40:34,436 - pyskl - INFO - Epoch [84][3000/3405] lr: 1.019e-02, eta: 16:23:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 1.4802, loss: 1.4802 +2023-12-26 18:40:59,746 - pyskl - INFO - Epoch [84][3100/3405] lr: 1.018e-02, eta: 16:23:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9781, loss_cls: 1.4673, loss: 1.4673 +2023-12-26 18:41:25,942 - pyskl - INFO - Epoch [84][3200/3405] lr: 1.017e-02, eta: 16:22:45, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 1.5242, loss: 1.5242 +2023-12-26 18:41:51,526 - pyskl - INFO - Epoch [84][3300/3405] lr: 1.017e-02, eta: 16:22:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 1.4525, loss: 1.4525 +2023-12-26 18:42:17,111 - pyskl - INFO - Epoch [84][3400/3405] lr: 1.016e-02, eta: 16:21:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 1.4347, loss: 1.4347 +2023-12-26 18:42:19,097 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-26 18:46:44,740 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 18:46:45,376 - pyskl - INFO - +top1_acc 0.8296 +top5_acc 0.9647 +2023-12-26 18:46:45,381 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_81.pth was removed +2023-12-26 18:46:45,612 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2023-12-26 18:46:45,614 - pyskl - INFO - Best top1_acc is 0.8296 at 84 epoch. +2023-12-26 18:46:45,651 - pyskl - INFO - Epoch(val) [84][3718] top1_acc: 0.8296, top5_acc: 0.9647 +2023-12-26 18:47:39,914 - pyskl - INFO - Epoch [85][100/3405] lr: 1.015e-02, eta: 16:21:45, time: 0.543, data_time: 0.283, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 1.4229, loss: 1.4229 +2023-12-26 18:48:05,304 - pyskl - INFO - Epoch [85][200/3405] lr: 1.014e-02, eta: 16:21:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9800, loss_cls: 1.4247, loss: 1.4247 +2023-12-26 18:48:31,148 - pyskl - INFO - Epoch [85][300/3405] lr: 1.014e-02, eta: 16:20:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9906, loss_cls: 1.4193, loss: 1.4193 +2023-12-26 18:48:57,694 - pyskl - INFO - Epoch [85][400/3405] lr: 1.013e-02, eta: 16:20:26, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 1.3833, loss: 1.3833 +2023-12-26 18:49:23,658 - pyskl - INFO - Epoch [85][500/3405] lr: 1.012e-02, eta: 16:20:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 1.4330, loss: 1.4330 +2023-12-26 18:49:48,896 - pyskl - INFO - Epoch [85][600/3405] lr: 1.011e-02, eta: 16:19:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 1.4247, loss: 1.4247 +2023-12-26 18:50:14,016 - pyskl - INFO - Epoch [85][700/3405] lr: 1.010e-02, eta: 16:19:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 1.4195, loss: 1.4195 +2023-12-26 18:50:39,218 - pyskl - INFO - Epoch [85][800/3405] lr: 1.010e-02, eta: 16:18:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 1.4316, loss: 1.4316 +2023-12-26 18:51:04,644 - pyskl - INFO - Epoch [85][900/3405] lr: 1.009e-02, eta: 16:18:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 1.3851, loss: 1.3851 +2023-12-26 18:51:30,592 - pyskl - INFO - Epoch [85][1000/3405] lr: 1.008e-02, eta: 16:17:45, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9844, loss_cls: 1.3931, loss: 1.3931 +2023-12-26 18:51:55,804 - pyskl - INFO - Epoch [85][1100/3405] lr: 1.007e-02, eta: 16:17:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.4218, loss: 1.4218 +2023-12-26 18:52:20,849 - pyskl - INFO - Epoch [85][1200/3405] lr: 1.007e-02, eta: 16:16:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 1.4314, loss: 1.4314 +2023-12-26 18:52:45,960 - pyskl - INFO - Epoch [85][1300/3405] lr: 1.006e-02, eta: 16:16:24, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 1.3912, loss: 1.3912 +2023-12-26 18:53:11,329 - pyskl - INFO - Epoch [85][1400/3405] lr: 1.005e-02, eta: 16:15:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8319, top5_acc: 0.9788, loss_cls: 1.4973, loss: 1.4973 +2023-12-26 18:53:36,534 - pyskl - INFO - Epoch [85][1500/3405] lr: 1.004e-02, eta: 16:15:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 1.4583, loss: 1.4583 +2023-12-26 18:54:01,732 - pyskl - INFO - Epoch [85][1600/3405] lr: 1.004e-02, eta: 16:15:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 1.4780, loss: 1.4780 +2023-12-26 18:54:26,889 - pyskl - INFO - Epoch [85][1700/3405] lr: 1.003e-02, eta: 16:14:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 1.4354, loss: 1.4354 +2023-12-26 18:54:52,116 - pyskl - INFO - Epoch [85][1800/3405] lr: 1.002e-02, eta: 16:14:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 1.4311, loss: 1.4311 +2023-12-26 18:55:17,862 - pyskl - INFO - Epoch [85][1900/3405] lr: 1.001e-02, eta: 16:13:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 1.4173, loss: 1.4173 +2023-12-26 18:55:43,704 - pyskl - INFO - Epoch [85][2000/3405] lr: 1.001e-02, eta: 16:13:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 1.4229, loss: 1.4229 +2023-12-26 18:56:09,309 - pyskl - INFO - Epoch [85][2100/3405] lr: 9.999e-03, eta: 16:12:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 1.4951, loss: 1.4951 +2023-12-26 18:56:34,523 - pyskl - INFO - Epoch [85][2200/3405] lr: 9.992e-03, eta: 16:12:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 1.4480, loss: 1.4480 +2023-12-26 18:56:59,869 - pyskl - INFO - Epoch [85][2300/3405] lr: 9.984e-03, eta: 16:11:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 1.4461, loss: 1.4461 +2023-12-26 18:57:25,120 - pyskl - INFO - Epoch [85][2400/3405] lr: 9.977e-03, eta: 16:11:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 1.4696, loss: 1.4696 +2023-12-26 18:57:50,287 - pyskl - INFO - Epoch [85][2500/3405] lr: 9.969e-03, eta: 16:11:01, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 1.4576, loss: 1.4576 +2023-12-26 18:58:15,521 - pyskl - INFO - Epoch [85][2600/3405] lr: 9.962e-03, eta: 16:10:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.4654, loss: 1.4654 +2023-12-26 18:58:40,825 - pyskl - INFO - Epoch [85][2700/3405] lr: 9.954e-03, eta: 16:10:07, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 1.4589, loss: 1.4589 +2023-12-26 18:59:06,380 - pyskl - INFO - Epoch [85][2800/3405] lr: 9.947e-03, eta: 16:09:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 1.4488, loss: 1.4488 +2023-12-26 18:59:31,928 - pyskl - INFO - Epoch [85][2900/3405] lr: 9.939e-03, eta: 16:09:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 1.4447, loss: 1.4447 +2023-12-26 18:59:57,455 - pyskl - INFO - Epoch [85][3000/3405] lr: 9.932e-03, eta: 16:08:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 1.4294, loss: 1.4294 +2023-12-26 19:00:22,780 - pyskl - INFO - Epoch [85][3100/3405] lr: 9.924e-03, eta: 16:08:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 1.4360, loss: 1.4360 +2023-12-26 19:00:48,255 - pyskl - INFO - Epoch [85][3200/3405] lr: 9.917e-03, eta: 16:07:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9825, loss_cls: 1.4299, loss: 1.4299 +2023-12-26 19:01:14,404 - pyskl - INFO - Epoch [85][3300/3405] lr: 9.909e-03, eta: 16:07:27, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9775, loss_cls: 1.4529, loss: 1.4529 +2023-12-26 19:01:40,680 - pyskl - INFO - Epoch [85][3400/3405] lr: 9.902e-03, eta: 16:07:01, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 1.5172, loss: 1.5172 +2023-12-26 19:01:42,662 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-26 19:06:08,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 19:06:09,345 - pyskl - INFO - +top1_acc 0.8091 +top5_acc 0.9603 +2023-12-26 19:06:09,371 - pyskl - INFO - Epoch(val) [85][3718] top1_acc: 0.8091, top5_acc: 0.9603 +2023-12-26 19:07:01,755 - pyskl - INFO - Epoch [86][100/3405] lr: 9.894e-03, eta: 16:06:53, time: 0.524, data_time: 0.274, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 1.4053, loss: 1.4053 +2023-12-26 19:07:27,065 - pyskl - INFO - Epoch [86][200/3405] lr: 9.886e-03, eta: 16:06:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9894, loss_cls: 1.3677, loss: 1.3677 +2023-12-26 19:07:52,429 - pyskl - INFO - Epoch [86][300/3405] lr: 9.879e-03, eta: 16:05:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9806, loss_cls: 1.4068, loss: 1.4068 +2023-12-26 19:08:17,874 - pyskl - INFO - Epoch [86][400/3405] lr: 9.871e-03, eta: 16:05:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 1.3707, loss: 1.3707 +2023-12-26 19:08:43,180 - pyskl - INFO - Epoch [86][500/3405] lr: 9.864e-03, eta: 16:05:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 1.3744, loss: 1.3744 +2023-12-26 19:09:08,456 - pyskl - INFO - Epoch [86][600/3405] lr: 9.856e-03, eta: 16:04:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 1.4076, loss: 1.4076 +2023-12-26 19:09:33,808 - pyskl - INFO - Epoch [86][700/3405] lr: 9.849e-03, eta: 16:04:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 1.3982, loss: 1.3982 +2023-12-26 19:09:59,597 - pyskl - INFO - Epoch [86][800/3405] lr: 9.841e-03, eta: 16:03:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 1.4375, loss: 1.4375 +2023-12-26 19:10:25,015 - pyskl - INFO - Epoch [86][900/3405] lr: 9.834e-03, eta: 16:03:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 1.4498, loss: 1.4498 +2023-12-26 19:10:50,974 - pyskl - INFO - Epoch [86][1000/3405] lr: 9.826e-03, eta: 16:02:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 1.4309, loss: 1.4309 +2023-12-26 19:11:16,326 - pyskl - INFO - Epoch [86][1100/3405] lr: 9.819e-03, eta: 16:02:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 1.4388, loss: 1.4388 +2023-12-26 19:11:41,715 - pyskl - INFO - Epoch [86][1200/3405] lr: 9.811e-03, eta: 16:01:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 1.4190, loss: 1.4190 +2023-12-26 19:12:07,287 - pyskl - INFO - Epoch [86][1300/3405] lr: 9.803e-03, eta: 16:01:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 1.4586, loss: 1.4586 +2023-12-26 19:12:32,623 - pyskl - INFO - Epoch [86][1400/3405] lr: 9.796e-03, eta: 16:01:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 1.4582, loss: 1.4582 +2023-12-26 19:12:57,846 - pyskl - INFO - Epoch [86][1500/3405] lr: 9.788e-03, eta: 16:00:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 1.4527, loss: 1.4527 +2023-12-26 19:13:23,059 - pyskl - INFO - Epoch [86][1600/3405] lr: 9.781e-03, eta: 16:00:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 1.4078, loss: 1.4078 +2023-12-26 19:13:48,184 - pyskl - INFO - Epoch [86][1700/3405] lr: 9.773e-03, eta: 15:59:43, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 1.4421, loss: 1.4421 +2023-12-26 19:14:13,575 - pyskl - INFO - Epoch [86][1800/3405] lr: 9.766e-03, eta: 15:59:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9738, loss_cls: 1.4181, loss: 1.4181 +2023-12-26 19:14:39,509 - pyskl - INFO - Epoch [86][1900/3405] lr: 9.758e-03, eta: 15:58:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 1.4503, loss: 1.4503 +2023-12-26 19:15:05,123 - pyskl - INFO - Epoch [86][2000/3405] lr: 9.751e-03, eta: 15:58:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 1.4969, loss: 1.4969 +2023-12-26 19:15:30,602 - pyskl - INFO - Epoch [86][2100/3405] lr: 9.743e-03, eta: 15:57:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 1.4375, loss: 1.4375 +2023-12-26 19:15:56,012 - pyskl - INFO - Epoch [86][2200/3405] lr: 9.736e-03, eta: 15:57:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 1.4697, loss: 1.4697 +2023-12-26 19:16:21,328 - pyskl - INFO - Epoch [86][2300/3405] lr: 9.728e-03, eta: 15:57:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 1.4759, loss: 1.4759 +2023-12-26 19:16:46,667 - pyskl - INFO - Epoch [86][2400/3405] lr: 9.721e-03, eta: 15:56:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 1.4732, loss: 1.4732 +2023-12-26 19:17:11,750 - pyskl - INFO - Epoch [86][2500/3405] lr: 9.713e-03, eta: 15:56:09, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 1.4302, loss: 1.4302 +2023-12-26 19:17:36,873 - pyskl - INFO - Epoch [86][2600/3405] lr: 9.706e-03, eta: 15:55:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 1.4954, loss: 1.4954 +2023-12-26 19:18:02,184 - pyskl - INFO - Epoch [86][2700/3405] lr: 9.698e-03, eta: 15:55:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 1.4560, loss: 1.4560 +2023-12-26 19:18:28,422 - pyskl - INFO - Epoch [86][2800/3405] lr: 9.691e-03, eta: 15:54:49, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 1.4509, loss: 1.4509 +2023-12-26 19:18:54,388 - pyskl - INFO - Epoch [86][2900/3405] lr: 9.684e-03, eta: 15:54:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 1.5042, loss: 1.5042 +2023-12-26 19:19:19,914 - pyskl - INFO - Epoch [86][3000/3405] lr: 9.676e-03, eta: 15:53:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9800, loss_cls: 1.4104, loss: 1.4104 +2023-12-26 19:19:45,257 - pyskl - INFO - Epoch [86][3100/3405] lr: 9.669e-03, eta: 15:53:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 1.4250, loss: 1.4250 +2023-12-26 19:20:11,154 - pyskl - INFO - Epoch [86][3200/3405] lr: 9.661e-03, eta: 15:53:02, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 1.4835, loss: 1.4835 +2023-12-26 19:20:36,888 - pyskl - INFO - Epoch [86][3300/3405] lr: 9.654e-03, eta: 15:52:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 1.4742, loss: 1.4742 +2023-12-26 19:21:02,655 - pyskl - INFO - Epoch [86][3400/3405] lr: 9.646e-03, eta: 15:52:09, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 1.4509, loss: 1.4509 +2023-12-26 19:21:04,637 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-26 19:25:30,518 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 19:25:31,155 - pyskl - INFO - +top1_acc 0.7966 +top5_acc 0.9604 +2023-12-26 19:25:31,193 - pyskl - INFO - Epoch(val) [86][3718] top1_acc: 0.7966, top5_acc: 0.9604 +2023-12-26 19:26:25,666 - pyskl - INFO - Epoch [87][100/3405] lr: 9.638e-03, eta: 15:52:01, time: 0.545, data_time: 0.293, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 1.4243, loss: 1.4243 +2023-12-26 19:26:50,917 - pyskl - INFO - Epoch [87][200/3405] lr: 9.631e-03, eta: 15:51:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 1.4059, loss: 1.4059 +2023-12-26 19:27:16,368 - pyskl - INFO - Epoch [87][300/3405] lr: 9.623e-03, eta: 15:51:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.3700, loss: 1.3700 +2023-12-26 19:27:41,776 - pyskl - INFO - Epoch [87][400/3405] lr: 9.616e-03, eta: 15:50:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 1.4049, loss: 1.4049 +2023-12-26 19:28:07,501 - pyskl - INFO - Epoch [87][500/3405] lr: 9.608e-03, eta: 15:50:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 1.4494, loss: 1.4494 +2023-12-26 19:28:32,608 - pyskl - INFO - Epoch [87][600/3405] lr: 9.601e-03, eta: 15:49:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9850, loss_cls: 1.4196, loss: 1.4196 +2023-12-26 19:28:58,015 - pyskl - INFO - Epoch [87][700/3405] lr: 9.593e-03, eta: 15:49:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 1.4233, loss: 1.4233 +2023-12-26 19:29:23,088 - pyskl - INFO - Epoch [87][800/3405] lr: 9.586e-03, eta: 15:48:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 1.3904, loss: 1.3904 +2023-12-26 19:29:48,479 - pyskl - INFO - Epoch [87][900/3405] lr: 9.578e-03, eta: 15:48:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.4039, loss: 1.4039 +2023-12-26 19:30:14,197 - pyskl - INFO - Epoch [87][1000/3405] lr: 9.571e-03, eta: 15:48:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.4082, loss: 1.4082 +2023-12-26 19:30:39,809 - pyskl - INFO - Epoch [87][1100/3405] lr: 9.563e-03, eta: 15:47:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9750, loss_cls: 1.4492, loss: 1.4492 +2023-12-26 19:31:05,125 - pyskl - INFO - Epoch [87][1200/3405] lr: 9.556e-03, eta: 15:47:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 1.4352, loss: 1.4352 +2023-12-26 19:31:30,493 - pyskl - INFO - Epoch [87][1300/3405] lr: 9.548e-03, eta: 15:46:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9812, loss_cls: 1.4164, loss: 1.4164 +2023-12-26 19:31:55,892 - pyskl - INFO - Epoch [87][1400/3405] lr: 9.541e-03, eta: 15:46:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 1.4498, loss: 1.4498 +2023-12-26 19:32:21,104 - pyskl - INFO - Epoch [87][1500/3405] lr: 9.534e-03, eta: 15:45:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 1.4265, loss: 1.4265 +2023-12-26 19:32:46,273 - pyskl - INFO - Epoch [87][1600/3405] lr: 9.526e-03, eta: 15:45:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 1.4457, loss: 1.4457 +2023-12-26 19:33:11,288 - pyskl - INFO - Epoch [87][1700/3405] lr: 9.519e-03, eta: 15:44:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 1.4050, loss: 1.4050 +2023-12-26 19:33:36,392 - pyskl - INFO - Epoch [87][1800/3405] lr: 9.511e-03, eta: 15:44:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 1.4636, loss: 1.4636 +2023-12-26 19:34:01,931 - pyskl - INFO - Epoch [87][1900/3405] lr: 9.504e-03, eta: 15:43:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9775, loss_cls: 1.4119, loss: 1.4119 +2023-12-26 19:34:27,352 - pyskl - INFO - Epoch [87][2000/3405] lr: 9.496e-03, eta: 15:43:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 1.4473, loss: 1.4473 +2023-12-26 19:34:52,840 - pyskl - INFO - Epoch [87][2100/3405] lr: 9.489e-03, eta: 15:43:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 1.4074, loss: 1.4074 +2023-12-26 19:35:18,474 - pyskl - INFO - Epoch [87][2200/3405] lr: 9.481e-03, eta: 15:42:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 1.4046, loss: 1.4046 +2023-12-26 19:35:43,656 - pyskl - INFO - Epoch [87][2300/3405] lr: 9.474e-03, eta: 15:42:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9762, loss_cls: 1.4403, loss: 1.4403 +2023-12-26 19:36:09,810 - pyskl - INFO - Epoch [87][2400/3405] lr: 9.466e-03, eta: 15:41:44, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 1.4187, loss: 1.4187 +2023-12-26 19:36:35,848 - pyskl - INFO - Epoch [87][2500/3405] lr: 9.459e-03, eta: 15:41:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.4186, loss: 1.4186 +2023-12-26 19:37:01,112 - pyskl - INFO - Epoch [87][2600/3405] lr: 9.451e-03, eta: 15:40:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 1.4526, loss: 1.4526 +2023-12-26 19:37:26,761 - pyskl - INFO - Epoch [87][2700/3405] lr: 9.444e-03, eta: 15:40:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 1.4573, loss: 1.4573 +2023-12-26 19:37:52,747 - pyskl - INFO - Epoch [87][2800/3405] lr: 9.437e-03, eta: 15:39:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 1.4144, loss: 1.4144 +2023-12-26 19:38:18,244 - pyskl - INFO - Epoch [87][2900/3405] lr: 9.429e-03, eta: 15:39:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 1.4587, loss: 1.4587 +2023-12-26 19:38:43,445 - pyskl - INFO - Epoch [87][3000/3405] lr: 9.422e-03, eta: 15:39:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8431, top5_acc: 0.9831, loss_cls: 1.4369, loss: 1.4369 +2023-12-26 19:39:08,874 - pyskl - INFO - Epoch [87][3100/3405] lr: 9.414e-03, eta: 15:38:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 1.4386, loss: 1.4386 +2023-12-26 19:39:34,411 - pyskl - INFO - Epoch [87][3200/3405] lr: 9.407e-03, eta: 15:38:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 1.4688, loss: 1.4688 +2023-12-26 19:39:59,750 - pyskl - INFO - Epoch [87][3300/3405] lr: 9.399e-03, eta: 15:37:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 1.4839, loss: 1.4839 +2023-12-26 19:40:25,154 - pyskl - INFO - Epoch [87][3400/3405] lr: 9.392e-03, eta: 15:37:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9769, loss_cls: 1.4455, loss: 1.4455 +2023-12-26 19:40:27,222 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-26 19:44:52,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 19:44:53,250 - pyskl - INFO - +top1_acc 0.8111 +top5_acc 0.9635 +2023-12-26 19:44:53,275 - pyskl - INFO - Epoch(val) [87][3718] top1_acc: 0.8111, top5_acc: 0.9635 +2023-12-26 19:45:45,278 - pyskl - INFO - Epoch [88][100/3405] lr: 9.384e-03, eta: 15:37:07, time: 0.520, data_time: 0.268, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 1.3773, loss: 1.3773 +2023-12-26 19:46:10,432 - pyskl - INFO - Epoch [88][200/3405] lr: 9.377e-03, eta: 15:36:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 1.4233, loss: 1.4233 +2023-12-26 19:46:36,259 - pyskl - INFO - Epoch [88][300/3405] lr: 9.369e-03, eta: 15:36:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.3970, loss: 1.3970 +2023-12-26 19:47:01,659 - pyskl - INFO - Epoch [88][400/3405] lr: 9.362e-03, eta: 15:35:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 1.4017, loss: 1.4017 +2023-12-26 19:47:27,087 - pyskl - INFO - Epoch [88][500/3405] lr: 9.354e-03, eta: 15:35:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 1.4042, loss: 1.4042 +2023-12-26 19:47:52,577 - pyskl - INFO - Epoch [88][600/3405] lr: 9.347e-03, eta: 15:34:54, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 1.3926, loss: 1.3926 +2023-12-26 19:48:17,972 - pyskl - INFO - Epoch [88][700/3405] lr: 9.339e-03, eta: 15:34:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.4096, loss: 1.4096 +2023-12-26 19:48:43,265 - pyskl - INFO - Epoch [88][800/3405] lr: 9.332e-03, eta: 15:34:00, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 1.4048, loss: 1.4048 +2023-12-26 19:49:08,530 - pyskl - INFO - Epoch [88][900/3405] lr: 9.324e-03, eta: 15:33:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9862, loss_cls: 1.4014, loss: 1.4014 +2023-12-26 19:49:34,026 - pyskl - INFO - Epoch [88][1000/3405] lr: 9.317e-03, eta: 15:33:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 1.4036, loss: 1.4036 +2023-12-26 19:49:59,730 - pyskl - INFO - Epoch [88][1100/3405] lr: 9.310e-03, eta: 15:32:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 1.4304, loss: 1.4304 +2023-12-26 19:50:25,255 - pyskl - INFO - Epoch [88][1200/3405] lr: 9.302e-03, eta: 15:32:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 1.4279, loss: 1.4279 +2023-12-26 19:50:50,553 - pyskl - INFO - Epoch [88][1300/3405] lr: 9.295e-03, eta: 15:31:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 1.3749, loss: 1.3749 +2023-12-26 19:51:15,685 - pyskl - INFO - Epoch [88][1400/3405] lr: 9.287e-03, eta: 15:31:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9762, loss_cls: 1.4423, loss: 1.4423 +2023-12-26 19:51:40,985 - pyskl - INFO - Epoch [88][1500/3405] lr: 9.280e-03, eta: 15:30:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 1.4312, loss: 1.4312 +2023-12-26 19:52:06,209 - pyskl - INFO - Epoch [88][1600/3405] lr: 9.272e-03, eta: 15:30:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8544, top5_acc: 0.9838, loss_cls: 1.4128, loss: 1.4128 +2023-12-26 19:52:31,547 - pyskl - INFO - Epoch [88][1700/3405] lr: 9.265e-03, eta: 15:29:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9869, loss_cls: 1.4253, loss: 1.4253 +2023-12-26 19:52:56,916 - pyskl - INFO - Epoch [88][1800/3405] lr: 9.258e-03, eta: 15:29:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 1.4249, loss: 1.4249 +2023-12-26 19:53:22,118 - pyskl - INFO - Epoch [88][1900/3405] lr: 9.250e-03, eta: 15:29:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 1.4348, loss: 1.4348 +2023-12-26 19:53:47,839 - pyskl - INFO - Epoch [88][2000/3405] lr: 9.243e-03, eta: 15:28:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 1.4725, loss: 1.4725 +2023-12-26 19:54:13,628 - pyskl - INFO - Epoch [88][2100/3405] lr: 9.235e-03, eta: 15:28:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 1.4502, loss: 1.4502 +2023-12-26 19:54:39,166 - pyskl - INFO - Epoch [88][2200/3405] lr: 9.228e-03, eta: 15:27:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9806, loss_cls: 1.4173, loss: 1.4173 +2023-12-26 19:55:04,952 - pyskl - INFO - Epoch [88][2300/3405] lr: 9.220e-03, eta: 15:27:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 1.4389, loss: 1.4389 +2023-12-26 19:55:30,277 - pyskl - INFO - Epoch [88][2400/3405] lr: 9.213e-03, eta: 15:26:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 1.4405, loss: 1.4405 +2023-12-26 19:55:55,559 - pyskl - INFO - Epoch [88][2500/3405] lr: 9.206e-03, eta: 15:26:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 1.4191, loss: 1.4191 +2023-12-26 19:56:20,554 - pyskl - INFO - Epoch [88][2600/3405] lr: 9.198e-03, eta: 15:25:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 1.4192, loss: 1.4192 +2023-12-26 19:56:45,893 - pyskl - INFO - Epoch [88][2700/3405] lr: 9.191e-03, eta: 15:25:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 1.4256, loss: 1.4256 +2023-12-26 19:57:11,961 - pyskl - INFO - Epoch [88][2800/3405] lr: 9.183e-03, eta: 15:25:04, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 1.4110, loss: 1.4110 +2023-12-26 19:57:37,477 - pyskl - INFO - Epoch [88][2900/3405] lr: 9.176e-03, eta: 15:24:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 1.4561, loss: 1.4561 +2023-12-26 19:58:03,267 - pyskl - INFO - Epoch [88][3000/3405] lr: 9.169e-03, eta: 15:24:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 1.4873, loss: 1.4873 +2023-12-26 19:58:28,579 - pyskl - INFO - Epoch [88][3100/3405] lr: 9.161e-03, eta: 15:23:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.4140, loss: 1.4140 +2023-12-26 19:58:54,166 - pyskl - INFO - Epoch [88][3200/3405] lr: 9.154e-03, eta: 15:23:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 1.4373, loss: 1.4373 +2023-12-26 19:59:19,184 - pyskl - INFO - Epoch [88][3300/3405] lr: 9.146e-03, eta: 15:22:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9806, loss_cls: 1.4085, loss: 1.4085 +2023-12-26 19:59:44,191 - pyskl - INFO - Epoch [88][3400/3405] lr: 9.139e-03, eta: 15:22:23, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 1.4330, loss: 1.4330 +2023-12-26 19:59:46,140 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-26 20:04:11,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 20:04:11,929 - pyskl - INFO - +top1_acc 0.8159 +top5_acc 0.9647 +2023-12-26 20:04:11,955 - pyskl - INFO - Epoch(val) [88][3718] top1_acc: 0.8159, top5_acc: 0.9647 +2023-12-26 20:05:04,758 - pyskl - INFO - Epoch [89][100/3405] lr: 9.131e-03, eta: 15:22:14, time: 0.528, data_time: 0.277, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 1.3696, loss: 1.3696 +2023-12-26 20:05:29,633 - pyskl - INFO - Epoch [89][200/3405] lr: 9.124e-03, eta: 15:21:46, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 1.3703, loss: 1.3703 +2023-12-26 20:05:54,970 - pyskl - INFO - Epoch [89][300/3405] lr: 9.116e-03, eta: 15:21:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9869, loss_cls: 1.3853, loss: 1.3853 +2023-12-26 20:06:20,534 - pyskl - INFO - Epoch [89][400/3405] lr: 9.109e-03, eta: 15:20:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9881, loss_cls: 1.4125, loss: 1.4125 +2023-12-26 20:06:45,992 - pyskl - INFO - Epoch [89][500/3405] lr: 9.102e-03, eta: 15:20:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 1.4307, loss: 1.4307 +2023-12-26 20:07:11,721 - pyskl - INFO - Epoch [89][600/3405] lr: 9.094e-03, eta: 15:20:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 1.3859, loss: 1.3859 +2023-12-26 20:07:37,279 - pyskl - INFO - Epoch [89][700/3405] lr: 9.087e-03, eta: 15:19:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 1.3806, loss: 1.3806 +2023-12-26 20:08:02,378 - pyskl - INFO - Epoch [89][800/3405] lr: 9.079e-03, eta: 15:19:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 1.4253, loss: 1.4253 +2023-12-26 20:08:27,494 - pyskl - INFO - Epoch [89][900/3405] lr: 9.072e-03, eta: 15:18:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 1.4395, loss: 1.4395 +2023-12-26 20:08:52,675 - pyskl - INFO - Epoch [89][1000/3405] lr: 9.065e-03, eta: 15:18:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 1.4020, loss: 1.4020 +2023-12-26 20:09:18,452 - pyskl - INFO - Epoch [89][1100/3405] lr: 9.057e-03, eta: 15:17:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 1.3848, loss: 1.3848 +2023-12-26 20:09:43,798 - pyskl - INFO - Epoch [89][1200/3405] lr: 9.050e-03, eta: 15:17:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 1.3734, loss: 1.3734 +2023-12-26 20:10:09,999 - pyskl - INFO - Epoch [89][1300/3405] lr: 9.042e-03, eta: 15:16:52, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 1.4242, loss: 1.4242 +2023-12-26 20:10:35,092 - pyskl - INFO - Epoch [89][1400/3405] lr: 9.035e-03, eta: 15:16:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 1.4429, loss: 1.4429 +2023-12-26 20:11:00,430 - pyskl - INFO - Epoch [89][1500/3405] lr: 9.028e-03, eta: 15:15:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 1.3949, loss: 1.3949 +2023-12-26 20:11:26,896 - pyskl - INFO - Epoch [89][1600/3405] lr: 9.020e-03, eta: 15:15:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9756, loss_cls: 1.4183, loss: 1.4183 +2023-12-26 20:11:52,574 - pyskl - INFO - Epoch [89][1700/3405] lr: 9.013e-03, eta: 15:15:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 1.4337, loss: 1.4337 +2023-12-26 20:12:17,791 - pyskl - INFO - Epoch [89][1800/3405] lr: 9.005e-03, eta: 15:14:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 1.4126, loss: 1.4126 +2023-12-26 20:12:43,264 - pyskl - INFO - Epoch [89][1900/3405] lr: 8.998e-03, eta: 15:14:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 1.4532, loss: 1.4532 +2023-12-26 20:13:08,804 - pyskl - INFO - Epoch [89][2000/3405] lr: 8.991e-03, eta: 15:13:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 1.4490, loss: 1.4490 +2023-12-26 20:13:34,394 - pyskl - INFO - Epoch [89][2100/3405] lr: 8.983e-03, eta: 15:13:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 1.4127, loss: 1.4127 +2023-12-26 20:13:59,932 - pyskl - INFO - Epoch [89][2200/3405] lr: 8.976e-03, eta: 15:12:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 1.3957, loss: 1.3957 +2023-12-26 20:14:25,538 - pyskl - INFO - Epoch [89][2300/3405] lr: 8.969e-03, eta: 15:12:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 1.4061, loss: 1.4061 +2023-12-26 20:14:50,822 - pyskl - INFO - Epoch [89][2400/3405] lr: 8.961e-03, eta: 15:11:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 1.4232, loss: 1.4232 +2023-12-26 20:15:16,008 - pyskl - INFO - Epoch [89][2500/3405] lr: 8.954e-03, eta: 15:11:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 1.4025, loss: 1.4025 +2023-12-26 20:15:41,144 - pyskl - INFO - Epoch [89][2600/3405] lr: 8.946e-03, eta: 15:11:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 1.4044, loss: 1.4044 +2023-12-26 20:16:06,395 - pyskl - INFO - Epoch [89][2700/3405] lr: 8.939e-03, eta: 15:10:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 1.4398, loss: 1.4398 +2023-12-26 20:16:32,029 - pyskl - INFO - Epoch [89][2800/3405] lr: 8.932e-03, eta: 15:10:11, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 1.3914, loss: 1.3914 +2023-12-26 20:16:57,524 - pyskl - INFO - Epoch [89][2900/3405] lr: 8.924e-03, eta: 15:09:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 1.4262, loss: 1.4262 +2023-12-26 20:17:22,721 - pyskl - INFO - Epoch [89][3000/3405] lr: 8.917e-03, eta: 15:09:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 1.4442, loss: 1.4442 +2023-12-26 20:17:47,691 - pyskl - INFO - Epoch [89][3100/3405] lr: 8.910e-03, eta: 15:08:51, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 1.3830, loss: 1.3830 +2023-12-26 20:18:12,672 - pyskl - INFO - Epoch [89][3200/3405] lr: 8.902e-03, eta: 15:08:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9838, loss_cls: 1.4251, loss: 1.4251 +2023-12-26 20:18:37,674 - pyskl - INFO - Epoch [89][3300/3405] lr: 8.895e-03, eta: 15:07:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 1.4180, loss: 1.4180 +2023-12-26 20:19:02,671 - pyskl - INFO - Epoch [89][3400/3405] lr: 8.888e-03, eta: 15:07:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 1.4286, loss: 1.4286 +2023-12-26 20:19:04,752 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-26 20:23:29,746 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 20:23:30,357 - pyskl - INFO - +top1_acc 0.8177 +top5_acc 0.9666 +2023-12-26 20:23:30,382 - pyskl - INFO - Epoch(val) [89][3718] top1_acc: 0.8177, top5_acc: 0.9666 +2023-12-26 20:24:22,865 - pyskl - INFO - Epoch [90][100/3405] lr: 8.880e-03, eta: 15:07:19, time: 0.525, data_time: 0.272, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9831, loss_cls: 1.3771, loss: 1.3771 +2023-12-26 20:24:48,206 - pyskl - INFO - Epoch [90][200/3405] lr: 8.872e-03, eta: 15:06:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 1.3699, loss: 1.3699 +2023-12-26 20:25:13,470 - pyskl - INFO - Epoch [90][300/3405] lr: 8.865e-03, eta: 15:06:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 1.3521, loss: 1.3521 +2023-12-26 20:25:38,920 - pyskl - INFO - Epoch [90][400/3405] lr: 8.858e-03, eta: 15:05:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 1.3764, loss: 1.3764 +2023-12-26 20:26:04,314 - pyskl - INFO - Epoch [90][500/3405] lr: 8.850e-03, eta: 15:05:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 1.4313, loss: 1.4313 +2023-12-26 20:26:29,815 - pyskl - INFO - Epoch [90][600/3405] lr: 8.843e-03, eta: 15:05:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 1.4128, loss: 1.4128 +2023-12-26 20:26:55,299 - pyskl - INFO - Epoch [90][700/3405] lr: 8.836e-03, eta: 15:04:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 1.3670, loss: 1.3670 +2023-12-26 20:27:20,481 - pyskl - INFO - Epoch [90][800/3405] lr: 8.828e-03, eta: 15:04:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 1.3882, loss: 1.3882 +2023-12-26 20:27:45,683 - pyskl - INFO - Epoch [90][900/3405] lr: 8.821e-03, eta: 15:03:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9850, loss_cls: 1.3968, loss: 1.3968 +2023-12-26 20:28:10,887 - pyskl - INFO - Epoch [90][1000/3405] lr: 8.814e-03, eta: 15:03:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9888, loss_cls: 1.3559, loss: 1.3559 +2023-12-26 20:28:36,489 - pyskl - INFO - Epoch [90][1100/3405] lr: 8.806e-03, eta: 15:02:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 1.3629, loss: 1.3629 +2023-12-26 20:29:02,323 - pyskl - INFO - Epoch [90][1200/3405] lr: 8.799e-03, eta: 15:02:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.3829, loss: 1.3829 +2023-12-26 20:29:28,461 - pyskl - INFO - Epoch [90][1300/3405] lr: 8.792e-03, eta: 15:01:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 1.3981, loss: 1.3981 +2023-12-26 20:29:53,580 - pyskl - INFO - Epoch [90][1400/3405] lr: 8.784e-03, eta: 15:01:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 1.3717, loss: 1.3717 +2023-12-26 20:30:18,690 - pyskl - INFO - Epoch [90][1500/3405] lr: 8.777e-03, eta: 15:01:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8375, top5_acc: 0.9806, loss_cls: 1.4652, loss: 1.4652 +2023-12-26 20:30:43,781 - pyskl - INFO - Epoch [90][1600/3405] lr: 8.770e-03, eta: 15:00:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9888, loss_cls: 1.3778, loss: 1.3778 +2023-12-26 20:31:08,948 - pyskl - INFO - Epoch [90][1700/3405] lr: 8.762e-03, eta: 15:00:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 1.4230, loss: 1.4230 +2023-12-26 20:31:35,274 - pyskl - INFO - Epoch [90][1800/3405] lr: 8.755e-03, eta: 14:59:44, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 1.4639, loss: 1.4639 +2023-12-26 20:32:00,992 - pyskl - INFO - Epoch [90][1900/3405] lr: 8.748e-03, eta: 14:59:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 1.4343, loss: 1.4343 +2023-12-26 20:32:26,657 - pyskl - INFO - Epoch [90][2000/3405] lr: 8.740e-03, eta: 14:58:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 1.4184, loss: 1.4184 +2023-12-26 20:32:52,248 - pyskl - INFO - Epoch [90][2100/3405] lr: 8.733e-03, eta: 14:58:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 1.4089, loss: 1.4089 +2023-12-26 20:33:17,845 - pyskl - INFO - Epoch [90][2200/3405] lr: 8.726e-03, eta: 14:57:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 1.4105, loss: 1.4105 +2023-12-26 20:33:43,194 - pyskl - INFO - Epoch [90][2300/3405] lr: 8.718e-03, eta: 14:57:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 1.4136, loss: 1.4136 +2023-12-26 20:34:08,250 - pyskl - INFO - Epoch [90][2400/3405] lr: 8.711e-03, eta: 14:57:04, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8475, top5_acc: 0.9775, loss_cls: 1.4447, loss: 1.4447 +2023-12-26 20:34:33,469 - pyskl - INFO - Epoch [90][2500/3405] lr: 8.704e-03, eta: 14:56:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8550, top5_acc: 0.9862, loss_cls: 1.4022, loss: 1.4022 +2023-12-26 20:34:59,041 - pyskl - INFO - Epoch [90][2600/3405] lr: 8.696e-03, eta: 14:56:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 1.3910, loss: 1.3910 +2023-12-26 20:35:24,542 - pyskl - INFO - Epoch [90][2700/3405] lr: 8.689e-03, eta: 14:55:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 1.3805, loss: 1.3805 +2023-12-26 20:35:50,233 - pyskl - INFO - Epoch [90][2800/3405] lr: 8.682e-03, eta: 14:55:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9838, loss_cls: 1.3736, loss: 1.3736 +2023-12-26 20:36:15,843 - pyskl - INFO - Epoch [90][2900/3405] lr: 8.674e-03, eta: 14:54:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 1.4004, loss: 1.4004 +2023-12-26 20:36:41,328 - pyskl - INFO - Epoch [90][3000/3405] lr: 8.667e-03, eta: 14:54:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8569, top5_acc: 0.9756, loss_cls: 1.4544, loss: 1.4544 +2023-12-26 20:37:06,989 - pyskl - INFO - Epoch [90][3100/3405] lr: 8.660e-03, eta: 14:53:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 1.4289, loss: 1.4289 +2023-12-26 20:37:32,646 - pyskl - INFO - Epoch [90][3200/3405] lr: 8.652e-03, eta: 14:53:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8600, top5_acc: 0.9862, loss_cls: 1.3837, loss: 1.3837 +2023-12-26 20:37:58,091 - pyskl - INFO - Epoch [90][3300/3405] lr: 8.645e-03, eta: 14:53:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 1.4031, loss: 1.4031 +2023-12-26 20:38:24,024 - pyskl - INFO - Epoch [90][3400/3405] lr: 8.638e-03, eta: 14:52:38, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 1.4560, loss: 1.4560 +2023-12-26 20:38:26,048 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-26 20:42:51,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 20:42:52,337 - pyskl - INFO - +top1_acc 0.8177 +top5_acc 0.9642 +2023-12-26 20:42:52,363 - pyskl - INFO - Epoch(val) [90][3718] top1_acc: 0.8177, top5_acc: 0.9642 +2023-12-26 20:43:44,878 - pyskl - INFO - Epoch [91][100/3405] lr: 8.630e-03, eta: 14:52:27, time: 0.525, data_time: 0.273, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.3462, loss: 1.3462 +2023-12-26 20:44:10,060 - pyskl - INFO - Epoch [91][200/3405] lr: 8.623e-03, eta: 14:52:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 1.3641, loss: 1.3641 +2023-12-26 20:44:35,533 - pyskl - INFO - Epoch [91][300/3405] lr: 8.615e-03, eta: 14:51:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9869, loss_cls: 1.3629, loss: 1.3629 +2023-12-26 20:45:00,682 - pyskl - INFO - Epoch [91][400/3405] lr: 8.608e-03, eta: 14:51:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9875, loss_cls: 1.3216, loss: 1.3216 +2023-12-26 20:45:26,012 - pyskl - INFO - Epoch [91][500/3405] lr: 8.601e-03, eta: 14:50:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 1.3954, loss: 1.3954 +2023-12-26 20:45:51,508 - pyskl - INFO - Epoch [91][600/3405] lr: 8.594e-03, eta: 14:50:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 1.3988, loss: 1.3988 +2023-12-26 20:46:16,753 - pyskl - INFO - Epoch [91][700/3405] lr: 8.586e-03, eta: 14:49:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9869, loss_cls: 1.3899, loss: 1.3899 +2023-12-26 20:46:41,860 - pyskl - INFO - Epoch [91][800/3405] lr: 8.579e-03, eta: 14:49:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 1.3383, loss: 1.3383 +2023-12-26 20:47:06,903 - pyskl - INFO - Epoch [91][900/3405] lr: 8.572e-03, eta: 14:48:52, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 1.3919, loss: 1.3919 +2023-12-26 20:47:32,267 - pyskl - INFO - Epoch [91][1000/3405] lr: 8.564e-03, eta: 14:48:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 1.4049, loss: 1.4049 +2023-12-26 20:47:58,049 - pyskl - INFO - Epoch [91][1100/3405] lr: 8.557e-03, eta: 14:47:58, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 1.4253, loss: 1.4253 +2023-12-26 20:48:23,301 - 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: 0.8581, top5_acc: 0.9831, loss_cls: 1.4177, loss: 1.4177 +2023-12-26 20:48:48,617 - pyskl - INFO - Epoch [91][1300/3405] lr: 8.542e-03, eta: 14:47:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 1.3812, loss: 1.3812 +2023-12-26 20:49:13,836 - pyskl - INFO - Epoch [91][1400/3405] lr: 8.535e-03, eta: 14:46:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9875, loss_cls: 1.3486, loss: 1.3486 +2023-12-26 20:49:39,136 - pyskl - INFO - Epoch [91][1500/3405] lr: 8.528e-03, eta: 14:46:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 1.3945, loss: 1.3945 +2023-12-26 20:50:04,391 - pyskl - INFO - Epoch [91][1600/3405] lr: 8.521e-03, eta: 14:45:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 1.4014, loss: 1.4014 +2023-12-26 20:50:29,707 - pyskl - INFO - Epoch [91][1700/3405] lr: 8.513e-03, eta: 14:45:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 1.4299, loss: 1.4299 +2023-12-26 20:50:55,045 - pyskl - INFO - Epoch [91][1800/3405] lr: 8.506e-03, eta: 14:44:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 1.4051, loss: 1.4051 +2023-12-26 20:51:20,383 - pyskl - INFO - Epoch [91][1900/3405] lr: 8.499e-03, eta: 14:44:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 1.3870, loss: 1.3870 +2023-12-26 20:51:45,865 - pyskl - INFO - Epoch [91][2000/3405] lr: 8.491e-03, eta: 14:43:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.4118, loss: 1.4118 +2023-12-26 20:52:10,992 - pyskl - INFO - Epoch [91][2100/3405] lr: 8.484e-03, eta: 14:43:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 1.4354, loss: 1.4354 +2023-12-26 20:52:36,484 - pyskl - INFO - Epoch [91][2200/3405] lr: 8.477e-03, eta: 14:43:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 1.3843, loss: 1.3843 +2023-12-26 20:53:01,722 - pyskl - INFO - Epoch [91][2300/3405] lr: 8.470e-03, eta: 14:42:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 1.3619, loss: 1.3619 +2023-12-26 20:53:27,182 - pyskl - INFO - Epoch [91][2400/3405] lr: 8.462e-03, eta: 14:42:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8619, top5_acc: 0.9769, loss_cls: 1.4123, loss: 1.4123 +2023-12-26 20:53:53,049 - pyskl - INFO - Epoch [91][2500/3405] lr: 8.455e-03, eta: 14:41:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 1.3912, loss: 1.3912 +2023-12-26 20:54:18,372 - pyskl - INFO - Epoch [91][2600/3405] lr: 8.448e-03, eta: 14:41:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 1.4248, loss: 1.4248 +2023-12-26 20:54:43,594 - pyskl - INFO - Epoch [91][2700/3405] lr: 8.440e-03, eta: 14:40:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 1.3911, loss: 1.3911 +2023-12-26 20:55:09,360 - pyskl - INFO - Epoch [91][2800/3405] lr: 8.433e-03, eta: 14:40:23, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 1.3994, loss: 1.3994 +2023-12-26 20:55:35,239 - pyskl - INFO - Epoch [91][2900/3405] lr: 8.426e-03, eta: 14:39:57, time: 0.259, data_time: 0.001, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 1.3907, loss: 1.3907 +2023-12-26 20:56:01,557 - pyskl - INFO - Epoch [91][3000/3405] lr: 8.419e-03, eta: 14:39:31, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9862, loss_cls: 1.3673, loss: 1.3673 +2023-12-26 20:56:28,102 - pyskl - INFO - Epoch [91][3100/3405] lr: 8.411e-03, eta: 14:39:05, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 1.3506, loss: 1.3506 +2023-12-26 20:56:54,179 - pyskl - INFO - Epoch [91][3200/3405] lr: 8.404e-03, eta: 14:38:38, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.3819, loss: 1.3819 +2023-12-26 20:57:19,507 - 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: 0.8712, top5_acc: 0.9806, loss_cls: 1.3906, loss: 1.3906 +2023-12-26 20:57:44,716 - pyskl - INFO - Epoch [91][3400/3405] lr: 8.390e-03, eta: 14:37:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9850, loss_cls: 1.4152, loss: 1.4152 +2023-12-26 20:57:46,684 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-26 21:02:12,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 21:02:12,949 - pyskl - INFO - +top1_acc 0.8169 +top5_acc 0.9620 +2023-12-26 21:02:12,975 - pyskl - INFO - Epoch(val) [91][3718] top1_acc: 0.8169, top5_acc: 0.9620 +2023-12-26 21:03:05,540 - pyskl - INFO - Epoch [92][100/3405] lr: 8.382e-03, eta: 14:37:33, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 1.3340, loss: 1.3340 +2023-12-26 21:03:31,102 - pyskl - INFO - Epoch [92][200/3405] lr: 8.375e-03, eta: 14:37:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 1.3500, loss: 1.3500 +2023-12-26 21:03:56,767 - pyskl - INFO - Epoch [92][300/3405] lr: 8.367e-03, eta: 14:36:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 1.3613, loss: 1.3613 +2023-12-26 21:04:22,054 - pyskl - INFO - Epoch [92][400/3405] lr: 8.360e-03, eta: 14:36:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 1.3727, loss: 1.3727 +2023-12-26 21:04:47,492 - pyskl - INFO - Epoch [92][500/3405] lr: 8.353e-03, eta: 14:35:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9856, loss_cls: 1.3962, loss: 1.3962 +2023-12-26 21:05:13,306 - pyskl - INFO - Epoch [92][600/3405] lr: 8.346e-03, eta: 14:35:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9881, loss_cls: 1.3718, loss: 1.3718 +2023-12-26 21:05:38,911 - pyskl - INFO - Epoch [92][700/3405] lr: 8.338e-03, eta: 14:34:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 1.4020, loss: 1.4020 +2023-12-26 21:06:04,063 - pyskl - INFO - Epoch [92][800/3405] lr: 8.331e-03, eta: 14:34:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 1.3750, loss: 1.3750 +2023-12-26 21:06:29,241 - pyskl - INFO - Epoch [92][900/3405] lr: 8.324e-03, eta: 14:34:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 1.3503, loss: 1.3503 +2023-12-26 21:06:54,442 - pyskl - INFO - Epoch [92][1000/3405] lr: 8.317e-03, eta: 14:33:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 1.3663, loss: 1.3663 +2023-12-26 21:07:19,828 - pyskl - INFO - Epoch [92][1100/3405] lr: 8.309e-03, eta: 14:33:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 1.3738, loss: 1.3738 +2023-12-26 21:07:45,610 - pyskl - INFO - Epoch [92][1200/3405] lr: 8.302e-03, eta: 14:32:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9806, loss_cls: 1.4155, loss: 1.4155 +2023-12-26 21:08:11,149 - pyskl - INFO - Epoch [92][1300/3405] lr: 8.295e-03, eta: 14:32:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 1.3612, loss: 1.3612 +2023-12-26 21:08:36,294 - pyskl - INFO - Epoch [92][1400/3405] lr: 8.288e-03, eta: 14:31:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 1.3721, loss: 1.3721 +2023-12-26 21:09:01,371 - pyskl - INFO - Epoch [92][1500/3405] lr: 8.281e-03, eta: 14:31:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 1.4182, loss: 1.4182 +2023-12-26 21:09:26,529 - pyskl - INFO - Epoch [92][1600/3405] lr: 8.273e-03, eta: 14:30:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 1.3508, loss: 1.3508 +2023-12-26 21:09:51,881 - pyskl - INFO - Epoch [92][1700/3405] lr: 8.266e-03, eta: 14:30:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9850, loss_cls: 1.3997, loss: 1.3997 +2023-12-26 21:10:17,453 - pyskl - INFO - Epoch [92][1800/3405] lr: 8.259e-03, eta: 14:29:59, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.3311, loss: 1.3311 +2023-12-26 21:10:43,415 - pyskl - INFO - Epoch [92][1900/3405] lr: 8.252e-03, eta: 14:29:32, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 1.3770, loss: 1.3770 +2023-12-26 21:11:09,065 - pyskl - INFO - Epoch [92][2000/3405] lr: 8.244e-03, eta: 14:29:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 1.3565, loss: 1.3565 +2023-12-26 21:11:34,510 - pyskl - INFO - Epoch [92][2100/3405] lr: 8.237e-03, eta: 14:28:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 1.3941, loss: 1.3941 +2023-12-26 21:12:00,042 - pyskl - INFO - Epoch [92][2200/3405] lr: 8.230e-03, eta: 14:28:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 1.4082, loss: 1.4082 +2023-12-26 21:12:25,541 - pyskl - INFO - Epoch [92][2300/3405] lr: 8.223e-03, eta: 14:27:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 1.3788, loss: 1.3788 +2023-12-26 21:12:50,903 - pyskl - INFO - Epoch [92][2400/3405] lr: 8.215e-03, eta: 14:27:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 1.4289, loss: 1.4289 +2023-12-26 21:13:16,892 - pyskl - INFO - Epoch [92][2500/3405] lr: 8.208e-03, eta: 14:26:53, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 1.4013, loss: 1.4013 +2023-12-26 21:13:42,435 - pyskl - INFO - Epoch [92][2600/3405] lr: 8.201e-03, eta: 14:26:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8525, top5_acc: 0.9781, loss_cls: 1.4455, loss: 1.4455 +2023-12-26 21:14:07,928 - pyskl - INFO - Epoch [92][2700/3405] lr: 8.194e-03, eta: 14:25:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 1.4060, loss: 1.4060 +2023-12-26 21:14:33,584 - pyskl - INFO - Epoch [92][2800/3405] lr: 8.187e-03, eta: 14:25:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 1.3925, loss: 1.3925 +2023-12-26 21:14:59,348 - pyskl - INFO - Epoch [92][2900/3405] lr: 8.179e-03, eta: 14:25:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.3983, loss: 1.3983 +2023-12-26 21:15:24,446 - pyskl - INFO - Epoch [92][3000/3405] lr: 8.172e-03, eta: 14:24:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 1.4301, loss: 1.4301 +2023-12-26 21:15:49,458 - pyskl - INFO - Epoch [92][3100/3405] lr: 8.165e-03, eta: 14:24:12, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9812, loss_cls: 1.3942, loss: 1.3942 +2023-12-26 21:16:14,684 - pyskl - INFO - Epoch [92][3200/3405] lr: 8.158e-03, eta: 14:23:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 1.4129, loss: 1.4129 +2023-12-26 21:16:40,141 - pyskl - INFO - Epoch [92][3300/3405] lr: 8.150e-03, eta: 14:23:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 1.4059, loss: 1.4059 +2023-12-26 21:17:05,420 - pyskl - INFO - Epoch [92][3400/3405] lr: 8.143e-03, eta: 14:22:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 1.3957, loss: 1.3957 +2023-12-26 21:17:07,442 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-26 21:21:33,539 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 21:21:34,191 - pyskl - INFO - +top1_acc 0.8011 +top5_acc 0.9633 +2023-12-26 21:21:34,216 - pyskl - INFO - Epoch(val) [92][3718] top1_acc: 0.8011, top5_acc: 0.9633 +2023-12-26 21:22:27,128 - pyskl - INFO - Epoch [93][100/3405] lr: 8.136e-03, eta: 14:22:40, time: 0.529, data_time: 0.272, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 1.3502, loss: 1.3502 +2023-12-26 21:22:52,744 - pyskl - INFO - Epoch [93][200/3405] lr: 8.129e-03, eta: 14:22:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.3367, loss: 1.3367 +2023-12-26 21:23:18,421 - pyskl - INFO - Epoch [93][300/3405] lr: 8.121e-03, eta: 14:21:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 1.3482, loss: 1.3482 +2023-12-26 21:23:44,771 - pyskl - INFO - Epoch [93][400/3405] lr: 8.114e-03, eta: 14:21:21, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 1.3288, loss: 1.3288 +2023-12-26 21:24:10,665 - pyskl - INFO - Epoch [93][500/3405] lr: 8.107e-03, eta: 14:20:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9881, loss_cls: 1.3609, loss: 1.3609 +2023-12-26 21:24:36,351 - pyskl - INFO - Epoch [93][600/3405] lr: 8.100e-03, eta: 14:20:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 1.3731, loss: 1.3731 +2023-12-26 21:25:01,933 - pyskl - INFO - Epoch [93][700/3405] lr: 8.093e-03, eta: 14:20:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 1.3403, loss: 1.3403 +2023-12-26 21:25:27,215 - pyskl - INFO - Epoch [93][800/3405] lr: 8.085e-03, eta: 14:19:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 1.3620, loss: 1.3620 +2023-12-26 21:25:52,570 - pyskl - INFO - Epoch [93][900/3405] lr: 8.078e-03, eta: 14:19:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.3500, loss: 1.3500 +2023-12-26 21:26:18,027 - pyskl - INFO - Epoch [93][1000/3405] lr: 8.071e-03, eta: 14:18:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 1.3912, loss: 1.3912 +2023-12-26 21:26:43,226 - pyskl - INFO - Epoch [93][1100/3405] lr: 8.064e-03, eta: 14:18:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 1.3436, loss: 1.3436 +2023-12-26 21:27:08,539 - pyskl - INFO - Epoch [93][1200/3405] lr: 8.057e-03, eta: 14:17:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9838, loss_cls: 1.3470, loss: 1.3470 +2023-12-26 21:27:33,798 - pyskl - INFO - Epoch [93][1300/3405] lr: 8.049e-03, eta: 14:17:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 1.3346, loss: 1.3346 +2023-12-26 21:27:59,018 - pyskl - INFO - Epoch [93][1400/3405] lr: 8.042e-03, eta: 14:16:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 1.3828, loss: 1.3828 +2023-12-26 21:28:24,590 - pyskl - INFO - Epoch [93][1500/3405] lr: 8.035e-03, eta: 14:16:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 1.3716, loss: 1.3716 +2023-12-26 21:28:50,215 - pyskl - INFO - Epoch [93][1600/3405] lr: 8.028e-03, eta: 14:16:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 1.3451, loss: 1.3451 +2023-12-26 21:29:15,821 - pyskl - INFO - Epoch [93][1700/3405] lr: 8.021e-03, eta: 14:15:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 1.3924, loss: 1.3924 +2023-12-26 21:29:41,555 - pyskl - INFO - Epoch [93][1800/3405] lr: 8.013e-03, eta: 14:15:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 1.4060, loss: 1.4060 +2023-12-26 21:30:06,961 - pyskl - INFO - Epoch [93][1900/3405] lr: 8.006e-03, eta: 14:14:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 1.4051, loss: 1.4051 +2023-12-26 21:30:32,278 - pyskl - INFO - Epoch [93][2000/3405] lr: 7.999e-03, eta: 14:14:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 1.3402, loss: 1.3402 +2023-12-26 21:30:57,362 - pyskl - INFO - Epoch [93][2100/3405] lr: 7.992e-03, eta: 14:13:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 1.4002, loss: 1.4002 +2023-12-26 21:31:22,667 - pyskl - INFO - Epoch [93][2200/3405] lr: 7.985e-03, eta: 14:13:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 1.4030, loss: 1.4030 +2023-12-26 21:31:47,887 - pyskl - INFO - Epoch [93][2300/3405] lr: 7.978e-03, eta: 14:12:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 1.3666, loss: 1.3666 +2023-12-26 21:32:13,789 - pyskl - INFO - Epoch [93][2400/3405] lr: 7.970e-03, eta: 14:12:27, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 1.3859, loss: 1.3859 +2023-12-26 21:32:40,339 - pyskl - INFO - Epoch [93][2500/3405] lr: 7.963e-03, eta: 14:12:01, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 1.4068, loss: 1.4068 +2023-12-26 21:33:06,882 - pyskl - INFO - Epoch [93][2600/3405] lr: 7.956e-03, eta: 14:11:35, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 1.3628, loss: 1.3628 +2023-12-26 21:33:33,383 - pyskl - INFO - Epoch [93][2700/3405] lr: 7.949e-03, eta: 14:11:09, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 1.4360, loss: 1.4360 +2023-12-26 21:33:59,293 - pyskl - INFO - Epoch [93][2800/3405] lr: 7.942e-03, eta: 14:10:43, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 1.4399, loss: 1.4399 +2023-12-26 21:34:25,072 - pyskl - INFO - Epoch [93][2900/3405] lr: 7.935e-03, eta: 14:10:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 1.4127, loss: 1.4127 +2023-12-26 21:34:50,646 - pyskl - INFO - Epoch [93][3000/3405] lr: 7.927e-03, eta: 14:09:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9812, loss_cls: 1.3597, loss: 1.3597 +2023-12-26 21:35:16,074 - pyskl - INFO - Epoch [93][3100/3405] lr: 7.920e-03, eta: 14:09:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 1.3934, loss: 1.3934 +2023-12-26 21:35:41,546 - pyskl - INFO - Epoch [93][3200/3405] lr: 7.913e-03, eta: 14:08:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.3713, loss: 1.3713 +2023-12-26 21:36:06,731 - pyskl - INFO - Epoch [93][3300/3405] lr: 7.906e-03, eta: 14:08:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 1.4163, loss: 1.4163 +2023-12-26 21:36:31,957 - pyskl - INFO - Epoch [93][3400/3405] lr: 7.899e-03, eta: 14:08:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 1.3755, loss: 1.3755 +2023-12-26 21:36:33,970 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-26 21:40:59,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 21:41:00,048 - pyskl - INFO - +top1_acc 0.8289 +top5_acc 0.9676 +2023-12-26 21:41:00,073 - pyskl - INFO - Epoch(val) [93][3718] top1_acc: 0.8289, top5_acc: 0.9676 +2023-12-26 21:41:53,479 - pyskl - INFO - Epoch [94][100/3405] lr: 7.891e-03, eta: 14:07:51, time: 0.534, data_time: 0.274, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9894, loss_cls: 1.3408, loss: 1.3408 +2023-12-26 21:42:19,473 - pyskl - INFO - Epoch [94][200/3405] lr: 7.884e-03, eta: 14:07:24, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3336, loss: 1.3336 +2023-12-26 21:42:44,790 - pyskl - INFO - Epoch [94][300/3405] lr: 7.877e-03, eta: 14:06:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 1.3009, loss: 1.3009 +2023-12-26 21:43:10,043 - pyskl - INFO - Epoch [94][400/3405] lr: 7.870e-03, eta: 14:06:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 1.3087, loss: 1.3087 +2023-12-26 21:43:35,350 - pyskl - INFO - Epoch [94][500/3405] lr: 7.863e-03, eta: 14:06:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 1.3389, loss: 1.3389 +2023-12-26 21:44:01,079 - pyskl - INFO - Epoch [94][600/3405] lr: 7.856e-03, eta: 14:05:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 1.3115, loss: 1.3115 +2023-12-26 21:44:26,405 - pyskl - INFO - Epoch [94][700/3405] lr: 7.849e-03, eta: 14:05:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 1.3336, loss: 1.3336 +2023-12-26 21:44:52,925 - pyskl - INFO - Epoch [94][800/3405] lr: 7.841e-03, eta: 14:04:45, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 1.3305, loss: 1.3305 +2023-12-26 21:45:18,926 - pyskl - INFO - Epoch [94][900/3405] lr: 7.834e-03, eta: 14:04:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9856, loss_cls: 1.3725, loss: 1.3725 +2023-12-26 21:45:44,303 - pyskl - INFO - Epoch [94][1000/3405] lr: 7.827e-03, eta: 14:03:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 1.3546, loss: 1.3546 +2023-12-26 21:46:09,523 - pyskl - INFO - Epoch [94][1100/3405] lr: 7.820e-03, eta: 14:03:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 1.3604, loss: 1.3604 +2023-12-26 21:46:35,036 - pyskl - INFO - Epoch [94][1200/3405] lr: 7.813e-03, eta: 14:02:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9906, loss_cls: 1.3217, loss: 1.3217 +2023-12-26 21:47:00,515 - pyskl - INFO - Epoch [94][1300/3405] lr: 7.806e-03, eta: 14:02:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 1.3788, loss: 1.3788 +2023-12-26 21:47:25,786 - pyskl - INFO - Epoch [94][1400/3405] lr: 7.799e-03, eta: 14:02:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 1.3814, loss: 1.3814 +2023-12-26 21:47:51,420 - pyskl - INFO - Epoch [94][1500/3405] lr: 7.791e-03, eta: 14:01:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8588, top5_acc: 0.9894, loss_cls: 1.3932, loss: 1.3932 +2023-12-26 21:48:16,844 - pyskl - INFO - Epoch [94][1600/3405] lr: 7.784e-03, eta: 14:01:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 1.3495, loss: 1.3495 +2023-12-26 21:48:42,052 - pyskl - INFO - Epoch [94][1700/3405] lr: 7.777e-03, eta: 14:00:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 1.3684, loss: 1.3684 +2023-12-26 21:49:07,679 - pyskl - INFO - Epoch [94][1800/3405] lr: 7.770e-03, eta: 14:00:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 1.3423, loss: 1.3423 +2023-12-26 21:49:33,070 - pyskl - INFO - Epoch [94][1900/3405] lr: 7.763e-03, eta: 13:59:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9881, loss_cls: 1.3532, loss: 1.3532 +2023-12-26 21:49:58,504 - pyskl - INFO - Epoch [94][2000/3405] lr: 7.756e-03, eta: 13:59:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 1.3839, loss: 1.3839 +2023-12-26 21:50:24,189 - pyskl - INFO - Epoch [94][2100/3405] lr: 7.749e-03, eta: 13:58:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 1.3617, loss: 1.3617 +2023-12-26 21:50:49,593 - pyskl - INFO - Epoch [94][2200/3405] lr: 7.742e-03, eta: 13:58:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 1.3653, loss: 1.3653 +2023-12-26 21:51:15,179 - pyskl - INFO - Epoch [94][2300/3405] lr: 7.735e-03, eta: 13:58:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 1.3796, loss: 1.3796 +2023-12-26 21:51:40,427 - pyskl - INFO - Epoch [94][2400/3405] lr: 7.727e-03, eta: 13:57:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 1.3880, loss: 1.3880 +2023-12-26 21:52:05,619 - pyskl - INFO - Epoch [94][2500/3405] lr: 7.720e-03, eta: 13:57:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9812, loss_cls: 1.4228, loss: 1.4228 +2023-12-26 21:52:30,971 - pyskl - INFO - Epoch [94][2600/3405] lr: 7.713e-03, eta: 13:56:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 1.3836, loss: 1.3836 +2023-12-26 21:52:56,421 - pyskl - INFO - Epoch [94][2700/3405] lr: 7.706e-03, eta: 13:56:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 1.4062, loss: 1.4062 +2023-12-26 21:53:22,222 - pyskl - INFO - Epoch [94][2800/3405] lr: 7.699e-03, eta: 13:55:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8656, top5_acc: 0.9894, loss_cls: 1.3916, loss: 1.3916 +2023-12-26 21:53:48,084 - pyskl - INFO - Epoch [94][2900/3405] lr: 7.692e-03, eta: 13:55:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 1.4086, loss: 1.4086 +2023-12-26 21:54:14,735 - pyskl - INFO - Epoch [94][3000/3405] lr: 7.685e-03, eta: 13:54:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8644, top5_acc: 0.9875, loss_cls: 1.4086, loss: 1.4086 +2023-12-26 21:54:40,460 - pyskl - INFO - Epoch [94][3100/3405] lr: 7.678e-03, eta: 13:54:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 1.3685, loss: 1.3685 +2023-12-26 21:55:05,947 - pyskl - INFO - Epoch [94][3200/3405] lr: 7.671e-03, eta: 13:54:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 1.3673, loss: 1.3673 +2023-12-26 21:55:31,507 - pyskl - INFO - Epoch [94][3300/3405] lr: 7.664e-03, eta: 13:53:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 1.3469, loss: 1.3469 +2023-12-26 21:55:56,957 - pyskl - INFO - Epoch [94][3400/3405] lr: 7.656e-03, eta: 13:53:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 1.4033, loss: 1.4033 +2023-12-26 21:55:59,205 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-26 22:00:24,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:00:24,773 - pyskl - INFO - +top1_acc 0.8175 +top5_acc 0.9680 +2023-12-26 22:00:24,799 - pyskl - INFO - Epoch(val) [94][3718] top1_acc: 0.8175, top5_acc: 0.9680 +2023-12-26 22:01:17,304 - pyskl - INFO - Epoch [95][100/3405] lr: 7.649e-03, eta: 13:53:00, time: 0.525, data_time: 0.271, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 1.3670, loss: 1.3670 +2023-12-26 22:01:42,945 - pyskl - INFO - Epoch [95][200/3405] lr: 7.642e-03, eta: 13:52:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 1.3181, loss: 1.3181 +2023-12-26 22:02:08,327 - pyskl - INFO - Epoch [95][300/3405] lr: 7.635e-03, eta: 13:52:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 1.3396, loss: 1.3396 +2023-12-26 22:02:33,636 - pyskl - INFO - Epoch [95][400/3405] lr: 7.628e-03, eta: 13:51:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 1.3188, loss: 1.3188 +2023-12-26 22:02:59,058 - pyskl - INFO - Epoch [95][500/3405] lr: 7.621e-03, eta: 13:51:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9831, loss_cls: 1.3093, loss: 1.3093 +2023-12-26 22:03:24,893 - pyskl - INFO - Epoch [95][600/3405] lr: 7.614e-03, eta: 13:50:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9894, loss_cls: 1.3407, loss: 1.3407 +2023-12-26 22:03:50,995 - pyskl - INFO - Epoch [95][700/3405] lr: 7.607e-03, eta: 13:50:20, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 1.3202, loss: 1.3202 +2023-12-26 22:04:17,424 - pyskl - INFO - Epoch [95][800/3405] lr: 7.599e-03, eta: 13:49:54, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 1.3599, loss: 1.3599 +2023-12-26 22:04:43,395 - pyskl - INFO - Epoch [95][900/3405] lr: 7.592e-03, eta: 13:49:28, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9806, loss_cls: 1.3860, loss: 1.3860 +2023-12-26 22:05:08,529 - pyskl - INFO - Epoch [95][1000/3405] lr: 7.585e-03, eta: 13:49:01, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 1.3514, loss: 1.3514 +2023-12-26 22:05:34,021 - pyskl - INFO - Epoch [95][1100/3405] lr: 7.578e-03, eta: 13:48:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 1.3690, loss: 1.3690 +2023-12-26 22:05:59,900 - pyskl - INFO - Epoch [95][1200/3405] lr: 7.571e-03, eta: 13:48:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 1.3437, loss: 1.3437 +2023-12-26 22:06:25,485 - pyskl - INFO - Epoch [95][1300/3405] lr: 7.564e-03, eta: 13:47:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3336, loss: 1.3336 +2023-12-26 22:06:51,120 - pyskl - INFO - Epoch [95][1400/3405] lr: 7.557e-03, eta: 13:47:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9881, loss_cls: 1.3290, loss: 1.3290 +2023-12-26 22:07:16,667 - pyskl - INFO - Epoch [95][1500/3405] lr: 7.550e-03, eta: 13:46:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 1.3678, loss: 1.3678 +2023-12-26 22:07:41,786 - pyskl - INFO - Epoch [95][1600/3405] lr: 7.543e-03, eta: 13:46:21, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 1.3747, loss: 1.3747 +2023-12-26 22:08:07,072 - pyskl - INFO - Epoch [95][1700/3405] lr: 7.536e-03, eta: 13:45:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 1.3338, loss: 1.3338 +2023-12-26 22:08:32,619 - pyskl - INFO - Epoch [95][1800/3405] lr: 7.529e-03, eta: 13:45:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 1.3673, loss: 1.3673 +2023-12-26 22:08:58,248 - pyskl - INFO - Epoch [95][1900/3405] lr: 7.522e-03, eta: 13:45:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 1.3587, loss: 1.3587 +2023-12-26 22:09:23,359 - pyskl - INFO - Epoch [95][2000/3405] lr: 7.515e-03, eta: 13:44:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 1.3958, loss: 1.3958 +2023-12-26 22:09:48,848 - pyskl - INFO - Epoch [95][2100/3405] lr: 7.508e-03, eta: 13:44:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 1.3817, loss: 1.3817 +2023-12-26 22:10:14,317 - pyskl - INFO - Epoch [95][2200/3405] lr: 7.501e-03, eta: 13:43:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 1.3941, loss: 1.3941 +2023-12-26 22:10:39,911 - pyskl - INFO - Epoch [95][2300/3405] lr: 7.494e-03, eta: 13:43:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9919, loss_cls: 1.3437, loss: 1.3437 +2023-12-26 22:11:05,540 - pyskl - INFO - Epoch [95][2400/3405] lr: 7.487e-03, eta: 13:42:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 1.3580, loss: 1.3580 +2023-12-26 22:11:30,992 - pyskl - INFO - Epoch [95][2500/3405] lr: 7.480e-03, eta: 13:42:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 1.3524, loss: 1.3524 +2023-12-26 22:11:56,217 - pyskl - INFO - Epoch [95][2600/3405] lr: 7.472e-03, eta: 13:41:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9900, loss_cls: 1.3174, loss: 1.3174 +2023-12-26 22:12:21,618 - pyskl - INFO - Epoch [95][2700/3405] lr: 7.465e-03, eta: 13:41:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 1.3688, loss: 1.3688 +2023-12-26 22:12:47,192 - pyskl - INFO - Epoch [95][2800/3405] lr: 7.458e-03, eta: 13:41:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 1.3600, loss: 1.3600 +2023-12-26 22:13:12,582 - pyskl - INFO - Epoch [95][2900/3405] lr: 7.451e-03, eta: 13:40:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 1.3540, loss: 1.3540 +2023-12-26 22:13:37,576 - pyskl - INFO - Epoch [95][3000/3405] lr: 7.444e-03, eta: 13:40:07, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 1.3806, loss: 1.3806 +2023-12-26 22:14:02,575 - pyskl - INFO - Epoch [95][3100/3405] lr: 7.437e-03, eta: 13:39:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 1.4120, loss: 1.4120 +2023-12-26 22:14:27,553 - pyskl - INFO - Epoch [95][3200/3405] lr: 7.430e-03, eta: 13:39:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 1.3917, loss: 1.3917 +2023-12-26 22:14:52,540 - pyskl - INFO - Epoch [95][3300/3405] lr: 7.423e-03, eta: 13:38:47, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 1.3441, loss: 1.3441 +2023-12-26 22:15:17,514 - pyskl - INFO - Epoch [95][3400/3405] lr: 7.416e-03, eta: 13:38:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9844, loss_cls: 1.3200, loss: 1.3200 +2023-12-26 22:15:19,489 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-26 22:19:44,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:19:45,202 - pyskl - INFO - +top1_acc 0.8317 +top5_acc 0.9666 +2023-12-26 22:19:45,207 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_84.pth was removed +2023-12-26 22:19:45,414 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2023-12-26 22:19:45,415 - pyskl - INFO - Best top1_acc is 0.8317 at 95 epoch. +2023-12-26 22:19:45,440 - pyskl - INFO - Epoch(val) [95][3718] top1_acc: 0.8317, top5_acc: 0.9666 +2023-12-26 22:20:37,800 - pyskl - INFO - Epoch [96][100/3405] lr: 7.409e-03, eta: 13:38:06, time: 0.524, data_time: 0.269, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 1.3398, loss: 1.3398 +2023-12-26 22:21:02,987 - pyskl - INFO - Epoch [96][200/3405] lr: 7.402e-03, eta: 13:37:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 1.3141, loss: 1.3141 +2023-12-26 22:21:28,138 - pyskl - INFO - Epoch [96][300/3405] lr: 7.395e-03, eta: 13:37:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9919, loss_cls: 1.3139, loss: 1.3139 +2023-12-26 22:21:53,772 - pyskl - INFO - Epoch [96][400/3405] lr: 7.388e-03, eta: 13:36:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 1.3160, loss: 1.3160 +2023-12-26 22:22:19,601 - pyskl - INFO - Epoch [96][500/3405] lr: 7.381e-03, eta: 13:36:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 1.3137, loss: 1.3137 +2023-12-26 22:22:46,481 - pyskl - INFO - Epoch [96][600/3405] lr: 7.374e-03, eta: 13:35:54, time: 0.269, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 1.3604, loss: 1.3604 +2023-12-26 22:23:12,073 - pyskl - INFO - Epoch [96][700/3405] lr: 7.367e-03, eta: 13:35:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 1.3618, loss: 1.3618 +2023-12-26 22:23:37,209 - pyskl - INFO - Epoch [96][800/3405] lr: 7.360e-03, eta: 13:35:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 1.3336, loss: 1.3336 +2023-12-26 22:24:02,585 - pyskl - INFO - Epoch [96][900/3405] lr: 7.353e-03, eta: 13:34:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9912, loss_cls: 1.3077, loss: 1.3077 +2023-12-26 22:24:27,955 - pyskl - INFO - Epoch [96][1000/3405] lr: 7.346e-03, eta: 13:34:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 1.3010, loss: 1.3010 +2023-12-26 22:24:52,993 - pyskl - INFO - Epoch [96][1100/3405] lr: 7.339e-03, eta: 13:33:40, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.3194, loss: 1.3194 +2023-12-26 22:25:18,252 - pyskl - INFO - Epoch [96][1200/3405] lr: 7.332e-03, eta: 13:33:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3463, loss: 1.3463 +2023-12-26 22:25:43,484 - pyskl - INFO - Epoch [96][1300/3405] lr: 7.325e-03, eta: 13:32:47, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 1.3604, loss: 1.3604 +2023-12-26 22:26:08,842 - pyskl - INFO - Epoch [96][1400/3405] lr: 7.318e-03, eta: 13:32:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 1.3361, loss: 1.3361 +2023-12-26 22:26:34,706 - pyskl - INFO - Epoch [96][1500/3405] lr: 7.311e-03, eta: 13:31:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 1.4062, loss: 1.4062 +2023-12-26 22:27:00,418 - pyskl - INFO - Epoch [96][1600/3405] lr: 7.304e-03, eta: 13:31:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9938, loss_cls: 1.3370, loss: 1.3370 +2023-12-26 22:27:25,604 - pyskl - INFO - Epoch [96][1700/3405] lr: 7.297e-03, eta: 13:31:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 1.3596, loss: 1.3596 +2023-12-26 22:27:51,018 - pyskl - INFO - Epoch [96][1800/3405] lr: 7.290e-03, eta: 13:30:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9838, loss_cls: 1.3510, loss: 1.3510 +2023-12-26 22:28:16,208 - pyskl - INFO - Epoch [96][1900/3405] lr: 7.283e-03, eta: 13:30:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 1.3217, loss: 1.3217 +2023-12-26 22:28:41,558 - pyskl - INFO - Epoch [96][2000/3405] lr: 7.276e-03, eta: 13:29:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.3593, loss: 1.3593 +2023-12-26 22:29:07,655 - pyskl - INFO - Epoch [96][2100/3405] lr: 7.269e-03, eta: 13:29:14, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 1.3261, loss: 1.3261 +2023-12-26 22:29:33,459 - pyskl - INFO - Epoch [96][2200/3405] lr: 7.262e-03, eta: 13:28:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 1.3418, loss: 1.3418 +2023-12-26 22:29:59,142 - pyskl - INFO - Epoch [96][2300/3405] lr: 7.255e-03, eta: 13:28:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 1.3435, loss: 1.3435 +2023-12-26 22:30:24,457 - pyskl - INFO - Epoch [96][2400/3405] lr: 7.248e-03, eta: 13:27:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9906, loss_cls: 1.3470, loss: 1.3470 +2023-12-26 22:30:49,725 - pyskl - INFO - Epoch [96][2500/3405] lr: 7.241e-03, eta: 13:27:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 1.3348, loss: 1.3348 +2023-12-26 22:31:16,039 - pyskl - INFO - Epoch [96][2600/3405] lr: 7.234e-03, eta: 13:27:01, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 1.3300, loss: 1.3300 +2023-12-26 22:31:41,160 - pyskl - INFO - Epoch [96][2700/3405] lr: 7.227e-03, eta: 13:26:34, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9812, loss_cls: 1.3483, loss: 1.3483 +2023-12-26 22:32:06,950 - pyskl - INFO - Epoch [96][2800/3405] lr: 7.220e-03, eta: 13:26:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 1.3551, loss: 1.3551 +2023-12-26 22:32:32,535 - pyskl - INFO - Epoch [96][2900/3405] lr: 7.213e-03, eta: 13:25:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3277, loss: 1.3277 +2023-12-26 22:32:58,134 - pyskl - INFO - Epoch [96][3000/3405] lr: 7.206e-03, eta: 13:25:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9838, loss_cls: 1.3660, loss: 1.3660 +2023-12-26 22:33:24,714 - pyskl - INFO - Epoch [96][3100/3405] lr: 7.199e-03, eta: 13:24:48, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 1.3701, loss: 1.3701 +2023-12-26 22:33:50,294 - pyskl - INFO - Epoch [96][3200/3405] lr: 7.192e-03, eta: 13:24:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 1.3495, loss: 1.3495 +2023-12-26 22:34:15,624 - pyskl - INFO - Epoch [96][3300/3405] lr: 7.185e-03, eta: 13:23:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 1.3652, loss: 1.3652 +2023-12-26 22:34:40,955 - pyskl - INFO - Epoch [96][3400/3405] lr: 7.178e-03, eta: 13:23:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 1.3472, loss: 1.3472 +2023-12-26 22:34:42,997 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-26 22:39:08,643 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:39:09,292 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9685 +2023-12-26 22:39:09,318 - pyskl - INFO - Epoch(val) [96][3718] top1_acc: 0.8314, top5_acc: 0.9685 +2023-12-26 22:40:02,791 - pyskl - INFO - Epoch [97][100/3405] lr: 7.171e-03, eta: 13:23:16, time: 0.535, data_time: 0.279, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9838, loss_cls: 1.3124, loss: 1.3124 +2023-12-26 22:40:28,475 - pyskl - INFO - Epoch [97][200/3405] lr: 7.164e-03, eta: 13:22:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 1.2921, loss: 1.2921 +2023-12-26 22:40:54,773 - pyskl - INFO - Epoch [97][300/3405] lr: 7.157e-03, eta: 13:22:23, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 1.2656, loss: 1.2656 +2023-12-26 22:41:20,208 - pyskl - INFO - Epoch [97][400/3405] lr: 7.150e-03, eta: 13:21:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 1.3325, loss: 1.3325 +2023-12-26 22:41:45,921 - pyskl - INFO - Epoch [97][500/3405] lr: 7.143e-03, eta: 13:21:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.3006, loss: 1.3006 +2023-12-26 22:42:11,557 - pyskl - INFO - Epoch [97][600/3405] lr: 7.136e-03, eta: 13:21:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9944, loss_cls: 1.3078, loss: 1.3078 +2023-12-26 22:42:38,009 - pyskl - INFO - Epoch [97][700/3405] lr: 7.129e-03, eta: 13:20:37, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 1.2995, loss: 1.2995 +2023-12-26 22:43:04,059 - pyskl - INFO - Epoch [97][800/3405] lr: 7.122e-03, eta: 13:20:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9850, loss_cls: 1.3072, loss: 1.3072 +2023-12-26 22:43:29,605 - pyskl - INFO - Epoch [97][900/3405] lr: 7.115e-03, eta: 13:19:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 1.3430, loss: 1.3430 +2023-12-26 22:43:55,884 - pyskl - INFO - Epoch [97][1000/3405] lr: 7.108e-03, eta: 13:19:18, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3198, loss: 1.3198 +2023-12-26 22:44:22,655 - pyskl - INFO - Epoch [97][1100/3405] lr: 7.101e-03, eta: 13:18:52, time: 0.268, data_time: 0.000, memory: 5236, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 1.3724, loss: 1.3724 +2023-12-26 22:44:48,096 - pyskl - INFO - Epoch [97][1200/3405] lr: 7.094e-03, eta: 13:18:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9912, loss_cls: 1.3290, loss: 1.3290 +2023-12-26 22:45:13,802 - pyskl - INFO - Epoch [97][1300/3405] lr: 7.088e-03, eta: 13:17:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 1.3295, loss: 1.3295 +2023-12-26 22:45:39,222 - pyskl - INFO - Epoch [97][1400/3405] lr: 7.081e-03, eta: 13:17:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 1.3224, loss: 1.3224 +2023-12-26 22:46:05,248 - pyskl - INFO - Epoch [97][1500/3405] lr: 7.074e-03, eta: 13:17:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 1.2891, loss: 1.2891 +2023-12-26 22:46:30,420 - pyskl - INFO - Epoch [97][1600/3405] lr: 7.067e-03, eta: 13:16:39, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.3094, loss: 1.3094 +2023-12-26 22:46:55,835 - pyskl - INFO - Epoch [97][1700/3405] lr: 7.060e-03, eta: 13:16:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 1.3698, loss: 1.3698 +2023-12-26 22:47:21,444 - pyskl - INFO - Epoch [97][1800/3405] lr: 7.053e-03, eta: 13:15:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 1.3277, loss: 1.3277 +2023-12-26 22:47:46,800 - pyskl - INFO - Epoch [97][1900/3405] lr: 7.046e-03, eta: 13:15:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.3545, loss: 1.3545 +2023-12-26 22:48:11,900 - pyskl - INFO - Epoch [97][2000/3405] lr: 7.039e-03, eta: 13:14:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 1.3528, loss: 1.3528 +2023-12-26 22:48:37,404 - pyskl - INFO - Epoch [97][2100/3405] lr: 7.032e-03, eta: 13:14:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 1.3814, loss: 1.3814 +2023-12-26 22:49:02,720 - pyskl - INFO - Epoch [97][2200/3405] lr: 7.025e-03, eta: 13:13:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 1.3606, loss: 1.3606 +2023-12-26 22:49:28,434 - pyskl - INFO - Epoch [97][2300/3405] lr: 7.018e-03, eta: 13:13:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 1.3547, loss: 1.3547 +2023-12-26 22:49:53,519 - pyskl - INFO - Epoch [97][2400/3405] lr: 7.011e-03, eta: 13:13:05, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 1.3379, loss: 1.3379 +2023-12-26 22:50:18,817 - pyskl - INFO - Epoch [97][2500/3405] lr: 7.005e-03, eta: 13:12:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 1.3501, loss: 1.3501 +2023-12-26 22:50:44,081 - pyskl - INFO - Epoch [97][2600/3405] lr: 6.998e-03, eta: 13:12:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 1.3349, loss: 1.3349 +2023-12-26 22:51:09,753 - pyskl - INFO - Epoch [97][2700/3405] lr: 6.991e-03, eta: 13:11:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 1.3082, loss: 1.3082 +2023-12-26 22:51:35,626 - pyskl - INFO - Epoch [97][2800/3405] lr: 6.984e-03, eta: 13:11:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.3348, loss: 1.3348 +2023-12-26 22:52:01,257 - pyskl - INFO - Epoch [97][2900/3405] lr: 6.977e-03, eta: 13:10:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9894, loss_cls: 1.3360, loss: 1.3360 +2023-12-26 22:52:26,674 - pyskl - INFO - Epoch [97][3000/3405] lr: 6.970e-03, eta: 13:10:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 1.3759, loss: 1.3759 +2023-12-26 22:52:52,131 - pyskl - INFO - Epoch [97][3100/3405] lr: 6.963e-03, eta: 13:09:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 1.3534, loss: 1.3534 +2023-12-26 22:53:17,815 - pyskl - INFO - Epoch [97][3200/3405] lr: 6.956e-03, eta: 13:09:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9919, loss_cls: 1.3585, loss: 1.3585 +2023-12-26 22:53:43,485 - pyskl - INFO - Epoch [97][3300/3405] lr: 6.949e-03, eta: 13:09:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 1.3984, loss: 1.3984 +2023-12-26 22:54:09,087 - pyskl - INFO - Epoch [97][3400/3405] lr: 6.942e-03, eta: 13:08:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 1.3566, loss: 1.3566 +2023-12-26 22:54:11,031 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-26 22:58:38,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:58:39,222 - pyskl - INFO - +top1_acc 0.8269 +top5_acc 0.9663 +2023-12-26 22:58:39,263 - pyskl - INFO - Epoch(val) [97][3718] top1_acc: 0.8269, top5_acc: 0.9663 +2023-12-26 22:59:33,388 - pyskl - INFO - Epoch [98][100/3405] lr: 6.935e-03, eta: 13:08:27, time: 0.541, data_time: 0.282, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 1.2895, loss: 1.2895 +2023-12-26 22:59:59,161 - pyskl - INFO - Epoch [98][200/3405] lr: 6.928e-03, eta: 13:08:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.2850, loss: 1.2850 +2023-12-26 23:00:24,893 - pyskl - INFO - Epoch [98][300/3405] lr: 6.921e-03, eta: 13:07:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 1.3025, loss: 1.3025 +2023-12-26 23:00:50,041 - pyskl - INFO - Epoch [98][400/3405] lr: 6.915e-03, eta: 13:07:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 1.3338, loss: 1.3338 +2023-12-26 23:01:15,531 - pyskl - INFO - Epoch [98][500/3405] lr: 6.908e-03, eta: 13:06:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9856, loss_cls: 1.3307, loss: 1.3307 +2023-12-26 23:01:40,995 - pyskl - INFO - Epoch [98][600/3405] lr: 6.901e-03, eta: 13:06:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 1.3036, loss: 1.3036 +2023-12-26 23:02:06,490 - pyskl - INFO - Epoch [98][700/3405] lr: 6.894e-03, eta: 13:05:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.3003, loss: 1.3003 +2023-12-26 23:02:31,609 - pyskl - INFO - Epoch [98][800/3405] lr: 6.887e-03, eta: 13:05:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 1.3115, loss: 1.3115 +2023-12-26 23:02:56,763 - pyskl - INFO - Epoch [98][900/3405] lr: 6.880e-03, eta: 13:04:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.2989, loss: 1.2989 +2023-12-26 23:03:22,016 - pyskl - INFO - Epoch [98][1000/3405] lr: 6.873e-03, eta: 13:04:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 1.3419, loss: 1.3419 +2023-12-26 23:03:47,399 - pyskl - INFO - Epoch [98][1100/3405] lr: 6.867e-03, eta: 13:04:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9881, loss_cls: 1.3284, loss: 1.3284 +2023-12-26 23:04:12,803 - pyskl - INFO - Epoch [98][1200/3405] lr: 6.860e-03, eta: 13:03:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.3022, loss: 1.3022 +2023-12-26 23:04:38,006 - pyskl - INFO - Epoch [98][1300/3405] lr: 6.853e-03, eta: 13:03:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 1.3250, loss: 1.3250 +2023-12-26 23:05:02,986 - pyskl - INFO - Epoch [98][1400/3405] lr: 6.846e-03, eta: 13:02:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 1.2989, loss: 1.2989 +2023-12-26 23:05:27,961 - pyskl - INFO - Epoch [98][1500/3405] lr: 6.839e-03, eta: 13:02:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 1.2936, loss: 1.2936 +2023-12-26 23:05:52,920 - pyskl - INFO - Epoch [98][1600/3405] lr: 6.832e-03, eta: 13:01:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 1.3336, loss: 1.3336 +2023-12-26 23:06:17,965 - pyskl - INFO - Epoch [98][1700/3405] lr: 6.825e-03, eta: 13:01:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 1.3196, loss: 1.3196 +2023-12-26 23:06:43,512 - pyskl - INFO - Epoch [98][1800/3405] lr: 6.819e-03, eta: 13:00:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 1.3413, loss: 1.3413 +2023-12-26 23:07:08,970 - pyskl - INFO - Epoch [98][1900/3405] lr: 6.812e-03, eta: 13:00:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 1.3457, loss: 1.3457 +2023-12-26 23:07:34,353 - pyskl - INFO - Epoch [98][2000/3405] lr: 6.805e-03, eta: 12:59:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9862, loss_cls: 1.3134, loss: 1.3134 +2023-12-26 23:07:59,788 - pyskl - INFO - Epoch [98][2100/3405] lr: 6.798e-03, eta: 12:59:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9856, loss_cls: 1.2893, loss: 1.2893 +2023-12-26 23:08:25,229 - pyskl - INFO - Epoch [98][2200/3405] lr: 6.791e-03, eta: 12:59:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9819, loss_cls: 1.3463, loss: 1.3463 +2023-12-26 23:08:50,723 - pyskl - INFO - Epoch [98][2300/3405] lr: 6.784e-03, eta: 12:58:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 1.3320, loss: 1.3320 +2023-12-26 23:09:15,966 - pyskl - INFO - Epoch [98][2400/3405] lr: 6.777e-03, eta: 12:58:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8669, top5_acc: 0.9900, loss_cls: 1.3607, loss: 1.3607 +2023-12-26 23:09:41,169 - pyskl - INFO - Epoch [98][2500/3405] lr: 6.771e-03, eta: 12:57:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 1.3554, loss: 1.3554 +2023-12-26 23:10:06,201 - pyskl - INFO - Epoch [98][2600/3405] lr: 6.764e-03, eta: 12:57:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 1.3284, loss: 1.3284 +2023-12-26 23:10:31,376 - pyskl - INFO - Epoch [98][2700/3405] lr: 6.757e-03, eta: 12:56:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 1.3562, loss: 1.3562 +2023-12-26 23:10:57,245 - pyskl - INFO - Epoch [98][2800/3405] lr: 6.750e-03, eta: 12:56:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9912, loss_cls: 1.3112, loss: 1.3112 +2023-12-26 23:11:22,525 - pyskl - INFO - Epoch [98][2900/3405] lr: 6.743e-03, eta: 12:55:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 1.3077, loss: 1.3077 +2023-12-26 23:11:47,809 - pyskl - INFO - Epoch [98][3000/3405] lr: 6.736e-03, eta: 12:55:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8825, top5_acc: 0.9906, loss_cls: 1.3501, loss: 1.3501 +2023-12-26 23:12:14,096 - pyskl - INFO - Epoch [98][3100/3405] lr: 6.730e-03, eta: 12:55:06, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9838, loss_cls: 1.2836, loss: 1.2836 +2023-12-26 23:12:40,711 - pyskl - INFO - Epoch [98][3200/3405] lr: 6.723e-03, eta: 12:54:40, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9788, loss_cls: 1.3605, loss: 1.3605 +2023-12-26 23:13:07,313 - pyskl - INFO - Epoch [98][3300/3405] lr: 6.716e-03, eta: 12:54:14, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 1.3318, loss: 1.3318 +2023-12-26 23:13:33,913 - pyskl - INFO - Epoch [98][3400/3405] lr: 6.709e-03, eta: 12:53:48, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.3229, loss: 1.3229 +2023-12-26 23:13:36,028 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-26 23:18:01,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 23:18:01,756 - pyskl - INFO - +top1_acc 0.8363 +top5_acc 0.9682 +2023-12-26 23:18:01,761 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_95.pth was removed +2023-12-26 23:18:01,967 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2023-12-26 23:18:01,968 - pyskl - INFO - Best top1_acc is 0.8363 at 98 epoch. +2023-12-26 23:18:01,993 - pyskl - INFO - Epoch(val) [98][3718] top1_acc: 0.8363, top5_acc: 0.9682 +2023-12-26 23:18:54,290 - pyskl - INFO - Epoch [99][100/3405] lr: 6.702e-03, eta: 12:53:33, time: 0.523, data_time: 0.273, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 1.3020, loss: 1.3020 +2023-12-26 23:19:19,729 - pyskl - INFO - Epoch [99][200/3405] lr: 6.695e-03, eta: 12:53:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 1.3081, loss: 1.3081 +2023-12-26 23:19:45,119 - pyskl - INFO - Epoch [99][300/3405] lr: 6.688e-03, eta: 12:52:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9894, loss_cls: 1.2912, loss: 1.2912 +2023-12-26 23:20:10,217 - pyskl - INFO - Epoch [99][400/3405] lr: 6.682e-03, eta: 12:52:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 1.3111, loss: 1.3111 +2023-12-26 23:20:35,351 - pyskl - INFO - Epoch [99][500/3405] lr: 6.675e-03, eta: 12:51:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 1.3128, loss: 1.3128 +2023-12-26 23:21:00,495 - pyskl - INFO - Epoch [99][600/3405] lr: 6.668e-03, eta: 12:51:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9825, loss_cls: 1.3371, loss: 1.3371 +2023-12-26 23:21:25,894 - pyskl - INFO - Epoch [99][700/3405] lr: 6.661e-03, eta: 12:50:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 1.2960, loss: 1.2960 +2023-12-26 23:21:51,303 - pyskl - INFO - Epoch [99][800/3405] lr: 6.654e-03, eta: 12:50:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 1.2772, loss: 1.2772 +2023-12-26 23:22:17,307 - pyskl - INFO - Epoch [99][900/3405] lr: 6.648e-03, eta: 12:50:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 1.3034, loss: 1.3034 +2023-12-26 23:22:42,599 - pyskl - INFO - Epoch [99][1000/3405] lr: 6.641e-03, eta: 12:49:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9844, loss_cls: 1.3009, loss: 1.3009 +2023-12-26 23:23:07,686 - pyskl - INFO - Epoch [99][1100/3405] lr: 6.634e-03, eta: 12:49:06, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 1.3114, loss: 1.3114 +2023-12-26 23:23:33,060 - pyskl - INFO - Epoch [99][1200/3405] lr: 6.627e-03, eta: 12:48:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 1.2935, loss: 1.2935 +2023-12-26 23:23:58,555 - pyskl - INFO - Epoch [99][1300/3405] lr: 6.620e-03, eta: 12:48:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8794, top5_acc: 0.9888, loss_cls: 1.3508, loss: 1.3508 +2023-12-26 23:24:23,796 - pyskl - INFO - Epoch [99][1400/3405] lr: 6.614e-03, eta: 12:47:46, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 1.3546, loss: 1.3546 +2023-12-26 23:24:48,858 - pyskl - INFO - Epoch [99][1500/3405] lr: 6.607e-03, eta: 12:47:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 1.3304, loss: 1.3304 +2023-12-26 23:25:14,085 - pyskl - INFO - Epoch [99][1600/3405] lr: 6.600e-03, eta: 12:46:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9869, loss_cls: 1.3229, loss: 1.3229 +2023-12-26 23:25:39,527 - pyskl - INFO - Epoch [99][1700/3405] lr: 6.593e-03, eta: 12:46:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8744, top5_acc: 0.9912, loss_cls: 1.3556, loss: 1.3556 +2023-12-26 23:26:05,089 - pyskl - INFO - Epoch [99][1800/3405] lr: 6.587e-03, eta: 12:46:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 1.3245, loss: 1.3245 +2023-12-26 23:26:30,420 - pyskl - INFO - Epoch [99][1900/3405] lr: 6.580e-03, eta: 12:45:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 1.2954, loss: 1.2954 +2023-12-26 23:26:55,733 - pyskl - INFO - Epoch [99][2000/3405] lr: 6.573e-03, eta: 12:45:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 1.3022, loss: 1.3022 +2023-12-26 23:27:21,220 - pyskl - INFO - Epoch [99][2100/3405] lr: 6.566e-03, eta: 12:44:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9888, loss_cls: 1.3010, loss: 1.3010 +2023-12-26 23:27:46,533 - pyskl - INFO - Epoch [99][2200/3405] lr: 6.559e-03, eta: 12:44:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9888, loss_cls: 1.3232, loss: 1.3232 +2023-12-26 23:28:12,043 - pyskl - INFO - Epoch [99][2300/3405] lr: 6.553e-03, eta: 12:43:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9869, loss_cls: 1.3171, loss: 1.3171 +2023-12-26 23:28:37,503 - pyskl - INFO - Epoch [99][2400/3405] lr: 6.546e-03, eta: 12:43:20, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 1.3224, loss: 1.3224 +2023-12-26 23:29:03,674 - pyskl - INFO - Epoch [99][2500/3405] lr: 6.539e-03, eta: 12:42:53, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 1.3262, loss: 1.3262 +2023-12-26 23:29:29,259 - pyskl - INFO - Epoch [99][2600/3405] lr: 6.532e-03, eta: 12:42:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 1.3256, loss: 1.3256 +2023-12-26 23:29:55,445 - pyskl - INFO - Epoch [99][2700/3405] lr: 6.526e-03, eta: 12:42:01, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 1.3470, loss: 1.3470 +2023-12-26 23:30:21,207 - pyskl - INFO - Epoch [99][2800/3405] lr: 6.519e-03, eta: 12:41:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 1.2876, loss: 1.2876 +2023-12-26 23:30:47,215 - pyskl - INFO - Epoch [99][2900/3405] lr: 6.512e-03, eta: 12:41:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 1.3361, loss: 1.3361 +2023-12-26 23:31:12,535 - pyskl - INFO - Epoch [99][3000/3405] lr: 6.505e-03, eta: 12:40:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.3202, loss: 1.3202 +2023-12-26 23:31:37,850 - pyskl - INFO - Epoch [99][3100/3405] lr: 6.499e-03, eta: 12:40:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 1.3150, loss: 1.3150 +2023-12-26 23:32:03,377 - pyskl - INFO - Epoch [99][3200/3405] lr: 6.492e-03, eta: 12:39:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 1.3143, loss: 1.3143 +2023-12-26 23:32:29,213 - pyskl - INFO - Epoch [99][3300/3405] lr: 6.485e-03, eta: 12:39:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 1.3456, loss: 1.3456 +2023-12-26 23:32:54,609 - pyskl - INFO - Epoch [99][3400/3405] lr: 6.478e-03, eta: 12:38:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 1.3525, loss: 1.3525 +2023-12-26 23:32:56,512 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-26 23:37:23,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 23:37:24,447 - pyskl - INFO - +top1_acc 0.8337 +top5_acc 0.9684 +2023-12-26 23:37:24,485 - pyskl - INFO - Epoch(val) [99][3718] top1_acc: 0.8337, top5_acc: 0.9684 +2023-12-26 23:38:19,884 - pyskl - INFO - Epoch [100][100/3405] lr: 6.471e-03, eta: 12:38:42, time: 0.554, data_time: 0.291, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 1.2612, loss: 1.2612 +2023-12-26 23:38:45,234 - pyskl - INFO - Epoch [100][200/3405] lr: 6.465e-03, eta: 12:38:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 1.2628, loss: 1.2628 +2023-12-26 23:39:10,578 - pyskl - INFO - Epoch [100][300/3405] lr: 6.458e-03, eta: 12:37:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9938, loss_cls: 1.2829, loss: 1.2829 +2023-12-26 23:39:35,892 - pyskl - INFO - Epoch [100][400/3405] lr: 6.451e-03, eta: 12:37:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 1.2558, loss: 1.2558 +2023-12-26 23:40:01,055 - pyskl - INFO - Epoch [100][500/3405] lr: 6.444e-03, eta: 12:36:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 1.2819, loss: 1.2819 +2023-12-26 23:40:26,568 - pyskl - INFO - Epoch [100][600/3405] lr: 6.438e-03, eta: 12:36:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 1.2779, loss: 1.2779 +2023-12-26 23:40:51,985 - pyskl - INFO - Epoch [100][700/3405] lr: 6.431e-03, eta: 12:36:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.2920, loss: 1.2920 +2023-12-26 23:41:17,056 - pyskl - INFO - Epoch [100][800/3405] lr: 6.424e-03, eta: 12:35:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 1.2875, loss: 1.2875 +2023-12-26 23:41:42,245 - pyskl - INFO - Epoch [100][900/3405] lr: 6.418e-03, eta: 12:35:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9919, loss_cls: 1.2820, loss: 1.2820 +2023-12-26 23:42:07,483 - pyskl - INFO - Epoch [100][1000/3405] lr: 6.411e-03, eta: 12:34:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9938, loss_cls: 1.2602, loss: 1.2602 +2023-12-26 23:42:34,010 - pyskl - INFO - Epoch [100][1100/3405] lr: 6.404e-03, eta: 12:34:15, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 1.2985, loss: 1.2985 +2023-12-26 23:43:00,542 - pyskl - INFO - Epoch [100][1200/3405] lr: 6.397e-03, eta: 12:33:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 1.3274, loss: 1.3274 +2023-12-26 23:43:26,156 - pyskl - INFO - Epoch [100][1300/3405] lr: 6.391e-03, eta: 12:33:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 1.3098, loss: 1.3098 +2023-12-26 23:43:51,766 - pyskl - INFO - Epoch [100][1400/3405] lr: 6.384e-03, eta: 12:32:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 1.3595, loss: 1.3595 +2023-12-26 23:44:18,093 - pyskl - INFO - Epoch [100][1500/3405] lr: 6.377e-03, eta: 12:32:30, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 1.3321, loss: 1.3321 +2023-12-26 23:44:44,726 - pyskl - INFO - Epoch [100][1600/3405] lr: 6.371e-03, eta: 12:32:04, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 1.3025, loss: 1.3025 +2023-12-26 23:45:10,851 - pyskl - INFO - Epoch [100][1700/3405] lr: 6.364e-03, eta: 12:31:37, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.3084, loss: 1.3084 +2023-12-26 23:45:36,398 - pyskl - INFO - Epoch [100][1800/3405] lr: 6.357e-03, eta: 12:31:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 1.3416, loss: 1.3416 +2023-12-26 23:46:01,781 - pyskl - INFO - Epoch [100][1900/3405] lr: 6.351e-03, eta: 12:30:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 1.3167, loss: 1.3167 +2023-12-26 23:46:27,227 - pyskl - INFO - Epoch [100][2000/3405] lr: 6.344e-03, eta: 12:30:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 1.3350, loss: 1.3350 +2023-12-26 23:46:52,844 - pyskl - INFO - Epoch [100][2100/3405] lr: 6.337e-03, eta: 12:29:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 1.3164, loss: 1.3164 +2023-12-26 23:47:18,375 - pyskl - INFO - Epoch [100][2200/3405] lr: 6.330e-03, eta: 12:29:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8881, top5_acc: 0.9875, loss_cls: 1.3221, loss: 1.3221 +2023-12-26 23:47:43,976 - pyskl - INFO - Epoch [100][2300/3405] lr: 6.324e-03, eta: 12:28:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 1.2864, loss: 1.2864 +2023-12-26 23:48:10,512 - pyskl - INFO - Epoch [100][2400/3405] lr: 6.317e-03, eta: 12:28:32, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9894, loss_cls: 1.3473, loss: 1.3473 +2023-12-26 23:48:36,174 - pyskl - INFO - Epoch [100][2500/3405] lr: 6.310e-03, eta: 12:28:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 1.3601, loss: 1.3601 +2023-12-26 23:49:01,484 - pyskl - INFO - Epoch [100][2600/3405] lr: 6.304e-03, eta: 12:27:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 1.3497, loss: 1.3497 +2023-12-26 23:49:26,810 - pyskl - INFO - Epoch [100][2700/3405] lr: 6.297e-03, eta: 12:27:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 1.3271, loss: 1.3271 +2023-12-26 23:49:52,292 - pyskl - INFO - Epoch [100][2800/3405] lr: 6.290e-03, eta: 12:26:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9912, loss_cls: 1.3091, loss: 1.3091 +2023-12-26 23:50:17,697 - pyskl - INFO - Epoch [100][2900/3405] lr: 6.284e-03, eta: 12:26:19, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 1.3381, loss: 1.3381 +2023-12-26 23:50:43,258 - pyskl - INFO - Epoch [100][3000/3405] lr: 6.277e-03, eta: 12:25:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 1.3895, loss: 1.3895 +2023-12-26 23:51:08,606 - pyskl - INFO - Epoch [100][3100/3405] lr: 6.270e-03, eta: 12:25:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 1.3292, loss: 1.3292 +2023-12-26 23:51:33,867 - pyskl - INFO - Epoch [100][3200/3405] lr: 6.264e-03, eta: 12:24:59, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 1.3090, loss: 1.3090 +2023-12-26 23:51:59,102 - pyskl - INFO - Epoch [100][3300/3405] lr: 6.257e-03, eta: 12:24:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 1.3120, loss: 1.3120 +2023-12-26 23:52:24,262 - pyskl - INFO - Epoch [100][3400/3405] lr: 6.250e-03, eta: 12:24:05, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 1.3207, loss: 1.3207 +2023-12-26 23:52:26,414 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-26 23:56:52,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 23:56:53,315 - pyskl - INFO - +top1_acc 0.8352 +top5_acc 0.9697 +2023-12-26 23:56:53,342 - pyskl - INFO - Epoch(val) [100][3718] top1_acc: 0.8352, top5_acc: 0.9697 +2023-12-26 23:57:47,003 - pyskl - INFO - Epoch [101][100/3405] lr: 6.243e-03, eta: 12:23:51, time: 0.537, data_time: 0.277, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 1.2252, loss: 1.2252 +2023-12-26 23:58:13,446 - pyskl - INFO - Epoch [101][200/3405] lr: 6.237e-03, eta: 12:23:25, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.2427, loss: 1.2427 +2023-12-26 23:58:40,022 - pyskl - INFO - Epoch [101][300/3405] lr: 6.230e-03, eta: 12:22:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 1.2189, loss: 1.2189 +2023-12-26 23:59:06,631 - pyskl - INFO - Epoch [101][400/3405] lr: 6.223e-03, eta: 12:22:33, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 1.2739, loss: 1.2739 +2023-12-26 23:59:33,269 - pyskl - INFO - Epoch [101][500/3405] lr: 6.217e-03, eta: 12:22:07, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9856, loss_cls: 1.3221, loss: 1.3221 +2023-12-26 23:59:58,954 - pyskl - INFO - Epoch [101][600/3405] lr: 6.210e-03, eta: 12:21:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 1.3053, loss: 1.3053 +2023-12-27 00:00:24,196 - pyskl - INFO - Epoch [101][700/3405] lr: 6.204e-03, eta: 12:21:13, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 1.2708, loss: 1.2708 +2023-12-27 00:00:49,342 - pyskl - INFO - Epoch [101][800/3405] lr: 6.197e-03, eta: 12:20:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 1.3155, loss: 1.3155 +2023-12-27 00:01:15,072 - pyskl - INFO - Epoch [101][900/3405] lr: 6.190e-03, eta: 12:20:20, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9900, loss_cls: 1.2659, loss: 1.2659 +2023-12-27 00:01:40,939 - pyskl - INFO - Epoch [101][1000/3405] lr: 6.184e-03, eta: 12:19:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 1.2676, loss: 1.2676 +2023-12-27 00:02:06,488 - pyskl - INFO - Epoch [101][1100/3405] lr: 6.177e-03, eta: 12:19:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 1.2977, loss: 1.2977 +2023-12-27 00:02:32,368 - pyskl - INFO - Epoch [101][1200/3405] lr: 6.170e-03, eta: 12:19:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 1.2695, loss: 1.2695 +2023-12-27 00:02:58,005 - pyskl - INFO - Epoch [101][1300/3405] lr: 6.164e-03, eta: 12:18:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 1.3236, loss: 1.3236 +2023-12-27 00:03:23,758 - pyskl - INFO - Epoch [101][1400/3405] lr: 6.157e-03, eta: 12:18:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 1.2791, loss: 1.2791 +2023-12-27 00:03:48,996 - pyskl - INFO - Epoch [101][1500/3405] lr: 6.150e-03, eta: 12:17:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.2978, loss: 1.2978 +2023-12-27 00:04:14,183 - pyskl - INFO - Epoch [101][1600/3405] lr: 6.144e-03, eta: 12:17:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9931, loss_cls: 1.2794, loss: 1.2794 +2023-12-27 00:04:39,653 - pyskl - INFO - Epoch [101][1700/3405] lr: 6.137e-03, eta: 12:16:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 1.2918, loss: 1.2918 +2023-12-27 00:05:05,221 - pyskl - INFO - Epoch [101][1800/3405] lr: 6.131e-03, eta: 12:16:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9094, top5_acc: 0.9888, loss_cls: 1.2601, loss: 1.2601 +2023-12-27 00:05:30,495 - pyskl - INFO - Epoch [101][1900/3405] lr: 6.124e-03, eta: 12:15:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 1.2824, loss: 1.2824 +2023-12-27 00:05:55,639 - pyskl - INFO - Epoch [101][2000/3405] lr: 6.117e-03, eta: 12:15:28, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.2698, loss: 1.2698 +2023-12-27 00:06:21,296 - pyskl - INFO - Epoch [101][2100/3405] lr: 6.111e-03, eta: 12:15:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 1.3388, loss: 1.3388 +2023-12-27 00:06:46,713 - pyskl - INFO - Epoch [101][2200/3405] lr: 6.104e-03, eta: 12:14:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 1.2814, loss: 1.2814 +2023-12-27 00:07:12,340 - pyskl - INFO - Epoch [101][2300/3405] lr: 6.098e-03, eta: 12:14:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9938, loss_cls: 1.2628, loss: 1.2628 +2023-12-27 00:07:38,666 - pyskl - INFO - Epoch [101][2400/3405] lr: 6.091e-03, eta: 12:13:42, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 1.3025, loss: 1.3025 +2023-12-27 00:08:05,309 - pyskl - INFO - Epoch [101][2500/3405] lr: 6.084e-03, eta: 12:13:16, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 1.3123, loss: 1.3123 +2023-12-27 00:08:31,427 - pyskl - INFO - Epoch [101][2600/3405] lr: 6.078e-03, eta: 12:12:50, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 1.2891, loss: 1.2891 +2023-12-27 00:08:57,000 - pyskl - INFO - Epoch [101][2700/3405] lr: 6.071e-03, eta: 12:12:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 1.2625, loss: 1.2625 +2023-12-27 00:09:22,816 - pyskl - INFO - Epoch [101][2800/3405] lr: 6.065e-03, eta: 12:11:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 1.2774, loss: 1.2774 +2023-12-27 00:09:48,412 - pyskl - INFO - Epoch [101][2900/3405] lr: 6.058e-03, eta: 12:11:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8625, top5_acc: 0.9831, loss_cls: 1.3669, loss: 1.3669 +2023-12-27 00:10:13,769 - pyskl - INFO - Epoch [101][3000/3405] lr: 6.051e-03, eta: 12:11:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8850, top5_acc: 0.9819, loss_cls: 1.3335, loss: 1.3335 +2023-12-27 00:10:39,918 - pyskl - INFO - Epoch [101][3100/3405] lr: 6.045e-03, eta: 12:10:37, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 1.2923, loss: 1.2923 +2023-12-27 00:11:05,332 - pyskl - INFO - Epoch [101][3200/3405] lr: 6.038e-03, eta: 12:10:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8838, top5_acc: 0.9875, loss_cls: 1.3292, loss: 1.3292 +2023-12-27 00:11:30,837 - pyskl - INFO - Epoch [101][3300/3405] lr: 6.032e-03, eta: 12:09:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 1.2987, loss: 1.2987 +2023-12-27 00:11:56,368 - pyskl - INFO - Epoch [101][3400/3405] lr: 6.025e-03, eta: 12:09:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 1.3197, loss: 1.3197 +2023-12-27 00:11:58,528 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-27 00:16:23,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 00:16:24,205 - pyskl - INFO - +top1_acc 0.8294 +top5_acc 0.9662 +2023-12-27 00:16:24,230 - pyskl - INFO - Epoch(val) [101][3718] top1_acc: 0.8294, top5_acc: 0.9662 +2023-12-27 00:17:17,914 - pyskl - INFO - Epoch [102][100/3405] lr: 6.018e-03, eta: 12:09:03, time: 0.537, data_time: 0.276, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 1.3256, loss: 1.3256 +2023-12-27 00:17:43,123 - pyskl - INFO - Epoch [102][200/3405] lr: 6.012e-03, eta: 12:08:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 1.2987, loss: 1.2987 +2023-12-27 00:18:09,103 - pyskl - INFO - Epoch [102][300/3405] lr: 6.005e-03, eta: 12:08:09, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 1.2905, loss: 1.2905 +2023-12-27 00:18:35,728 - pyskl - INFO - Epoch [102][400/3405] lr: 5.998e-03, eta: 12:07:43, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 1.2529, loss: 1.2529 +2023-12-27 00:19:02,329 - pyskl - INFO - Epoch [102][500/3405] lr: 5.992e-03, eta: 12:07:17, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 1.2977, loss: 1.2977 +2023-12-27 00:19:28,174 - pyskl - INFO - Epoch [102][600/3405] lr: 5.985e-03, eta: 12:06:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 1.2477, loss: 1.2477 +2023-12-27 00:19:53,465 - pyskl - INFO - Epoch [102][700/3405] lr: 5.979e-03, eta: 12:06:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 1.3066, loss: 1.3066 +2023-12-27 00:20:18,597 - pyskl - INFO - Epoch [102][800/3405] lr: 5.972e-03, eta: 12:05:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 1.2636, loss: 1.2636 +2023-12-27 00:20:43,701 - pyskl - INFO - Epoch [102][900/3405] lr: 5.966e-03, eta: 12:05:31, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 1.2426, loss: 1.2426 +2023-12-27 00:21:09,206 - pyskl - INFO - Epoch [102][1000/3405] lr: 5.959e-03, eta: 12:05:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9950, loss_cls: 1.2686, loss: 1.2686 +2023-12-27 00:21:34,353 - pyskl - INFO - Epoch [102][1100/3405] lr: 5.953e-03, eta: 12:04:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9881, loss_cls: 1.2656, loss: 1.2656 +2023-12-27 00:21:59,507 - pyskl - INFO - Epoch [102][1200/3405] lr: 5.946e-03, eta: 12:04:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 1.2747, loss: 1.2747 +2023-12-27 00:22:25,433 - pyskl - INFO - Epoch [102][1300/3405] lr: 5.939e-03, eta: 12:03:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 1.2395, loss: 1.2395 +2023-12-27 00:22:50,460 - pyskl - INFO - Epoch [102][1400/3405] lr: 5.933e-03, eta: 12:03:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.2791, loss: 1.2791 +2023-12-27 00:23:15,691 - pyskl - INFO - Epoch [102][1500/3405] lr: 5.926e-03, eta: 12:02:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 1.3020, loss: 1.3020 +2023-12-27 00:23:41,097 - pyskl - INFO - Epoch [102][1600/3405] lr: 5.920e-03, eta: 12:02:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9056, top5_acc: 0.9919, loss_cls: 1.2594, loss: 1.2594 +2023-12-27 00:24:06,415 - pyskl - INFO - Epoch [102][1700/3405] lr: 5.913e-03, eta: 12:01:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 1.3335, loss: 1.3335 +2023-12-27 00:24:31,738 - pyskl - INFO - Epoch [102][1800/3405] lr: 5.907e-03, eta: 12:01:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 1.2774, loss: 1.2774 +2023-12-27 00:24:57,448 - pyskl - INFO - Epoch [102][1900/3405] lr: 5.900e-03, eta: 12:01:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 1.3112, loss: 1.3112 +2023-12-27 00:25:22,599 - pyskl - INFO - Epoch [102][2000/3405] lr: 5.894e-03, eta: 12:00:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9900, loss_cls: 1.2723, loss: 1.2723 +2023-12-27 00:25:47,788 - pyskl - INFO - Epoch [102][2100/3405] lr: 5.887e-03, eta: 12:00:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 1.2767, loss: 1.2767 +2023-12-27 00:26:13,165 - pyskl - INFO - Epoch [102][2200/3405] lr: 5.881e-03, eta: 11:59:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 1.2659, loss: 1.2659 +2023-12-27 00:26:38,582 - pyskl - INFO - Epoch [102][2300/3405] lr: 5.874e-03, eta: 11:59:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9962, loss_cls: 1.2426, loss: 1.2426 +2023-12-27 00:27:03,935 - pyskl - INFO - Epoch [102][2400/3405] lr: 5.868e-03, eta: 11:58:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9912, loss_cls: 1.2708, loss: 1.2708 +2023-12-27 00:27:29,496 - pyskl - INFO - Epoch [102][2500/3405] lr: 5.861e-03, eta: 11:58:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9906, loss_cls: 1.2859, loss: 1.2859 +2023-12-27 00:27:55,067 - pyskl - INFO - Epoch [102][2600/3405] lr: 5.855e-03, eta: 11:57:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9906, loss_cls: 1.2840, loss: 1.2840 +2023-12-27 00:28:20,849 - pyskl - INFO - Epoch [102][2700/3405] lr: 5.848e-03, eta: 11:57:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9856, loss_cls: 1.3084, loss: 1.3084 +2023-12-27 00:28:46,412 - pyskl - INFO - Epoch [102][2800/3405] lr: 5.842e-03, eta: 11:57:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 1.3135, loss: 1.3135 +2023-12-27 00:29:11,872 - pyskl - INFO - Epoch [102][2900/3405] lr: 5.835e-03, eta: 11:56:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 1.2868, loss: 1.2868 +2023-12-27 00:29:37,629 - pyskl - INFO - Epoch [102][3000/3405] lr: 5.829e-03, eta: 11:56:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 1.2825, loss: 1.2825 +2023-12-27 00:30:02,957 - pyskl - INFO - Epoch [102][3100/3405] lr: 5.822e-03, eta: 11:55:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.3053, loss: 1.3053 +2023-12-27 00:30:28,662 - pyskl - INFO - Epoch [102][3200/3405] lr: 5.816e-03, eta: 11:55:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 1.3266, loss: 1.3266 +2023-12-27 00:30:54,298 - pyskl - INFO - Epoch [102][3300/3405] lr: 5.809e-03, eta: 11:54:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 1.3373, loss: 1.3373 +2023-12-27 00:31:19,531 - pyskl - INFO - Epoch [102][3400/3405] lr: 5.803e-03, eta: 11:54:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9894, loss_cls: 1.3092, loss: 1.3092 +2023-12-27 00:31:21,655 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-27 00:35:46,969 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 00:35:47,605 - pyskl - INFO - +top1_acc 0.8431 +top5_acc 0.9682 +2023-12-27 00:35:47,611 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_98.pth was removed +2023-12-27 00:35:47,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2023-12-27 00:35:47,844 - pyskl - INFO - Best top1_acc is 0.8431 at 102 epoch. +2023-12-27 00:35:47,882 - pyskl - INFO - Epoch(val) [102][3718] top1_acc: 0.8431, top5_acc: 0.9682 +2023-12-27 00:36:41,260 - pyskl - INFO - Epoch [103][100/3405] lr: 5.796e-03, eta: 11:54:10, time: 0.534, data_time: 0.281, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 1.2340, loss: 1.2340 +2023-12-27 00:37:06,519 - pyskl - INFO - Epoch [103][200/3405] lr: 5.789e-03, eta: 11:53:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.2496, loss: 1.2496 +2023-12-27 00:37:31,705 - pyskl - INFO - Epoch [103][300/3405] lr: 5.783e-03, eta: 11:53:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 1.2474, loss: 1.2474 +2023-12-27 00:37:57,004 - pyskl - INFO - Epoch [103][400/3405] lr: 5.776e-03, eta: 11:52:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 1.2666, loss: 1.2666 +2023-12-27 00:38:22,266 - pyskl - INFO - Epoch [103][500/3405] lr: 5.770e-03, eta: 11:52:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 1.2510, loss: 1.2510 +2023-12-27 00:38:47,722 - pyskl - INFO - Epoch [103][600/3405] lr: 5.763e-03, eta: 11:51:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 1.2636, loss: 1.2636 +2023-12-27 00:39:12,937 - pyskl - INFO - Epoch [103][700/3405] lr: 5.757e-03, eta: 11:51:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.2410, loss: 1.2410 +2023-12-27 00:39:38,258 - pyskl - INFO - Epoch [103][800/3405] lr: 5.750e-03, eta: 11:51:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 1.2501, loss: 1.2501 +2023-12-27 00:40:03,614 - pyskl - INFO - Epoch [103][900/3405] lr: 5.744e-03, eta: 11:50:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 1.2417, loss: 1.2417 +2023-12-27 00:40:29,056 - pyskl - INFO - Epoch [103][1000/3405] lr: 5.737e-03, eta: 11:50:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 1.2677, loss: 1.2677 +2023-12-27 00:40:54,442 - pyskl - INFO - Epoch [103][1100/3405] lr: 5.731e-03, eta: 11:49:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9850, loss_cls: 1.2917, loss: 1.2917 +2023-12-27 00:41:19,484 - pyskl - INFO - Epoch [103][1200/3405] lr: 5.725e-03, eta: 11:49:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.2596, loss: 1.2596 +2023-12-27 00:41:44,691 - pyskl - INFO - Epoch [103][1300/3405] lr: 5.718e-03, eta: 11:48:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9944, loss_cls: 1.2967, loss: 1.2967 +2023-12-27 00:42:10,080 - pyskl - INFO - Epoch [103][1400/3405] lr: 5.712e-03, eta: 11:48:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9850, loss_cls: 1.2868, loss: 1.2868 +2023-12-27 00:42:35,439 - pyskl - INFO - Epoch [103][1500/3405] lr: 5.705e-03, eta: 11:47:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 1.2660, loss: 1.2660 +2023-12-27 00:43:00,933 - pyskl - INFO - Epoch [103][1600/3405] lr: 5.699e-03, eta: 11:47:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 1.2658, loss: 1.2658 +2023-12-27 00:43:27,089 - pyskl - INFO - Epoch [103][1700/3405] lr: 5.692e-03, eta: 11:47:04, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 1.3013, loss: 1.3013 +2023-12-27 00:43:52,689 - pyskl - INFO - Epoch [103][1800/3405] lr: 5.686e-03, eta: 11:46:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 1.2552, loss: 1.2552 +2023-12-27 00:44:17,995 - pyskl - INFO - Epoch [103][1900/3405] lr: 5.679e-03, eta: 11:46:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 1.2800, loss: 1.2800 +2023-12-27 00:44:43,396 - pyskl - INFO - Epoch [103][2000/3405] lr: 5.673e-03, eta: 11:45:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 1.2903, loss: 1.2903 +2023-12-27 00:45:08,478 - pyskl - INFO - Epoch [103][2100/3405] lr: 5.666e-03, eta: 11:45:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 1.2836, loss: 1.2836 +2023-12-27 00:45:34,040 - pyskl - INFO - Epoch [103][2200/3405] lr: 5.660e-03, eta: 11:44:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 1.3146, loss: 1.3146 +2023-12-27 00:45:59,929 - pyskl - INFO - Epoch [103][2300/3405] lr: 5.654e-03, eta: 11:44:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9931, loss_cls: 1.2562, loss: 1.2562 +2023-12-27 00:46:25,338 - pyskl - INFO - Epoch [103][2400/3405] lr: 5.647e-03, eta: 11:43:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9850, loss_cls: 1.2891, loss: 1.2891 +2023-12-27 00:46:50,596 - pyskl - INFO - Epoch [103][2500/3405] lr: 5.641e-03, eta: 11:43:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 1.2790, loss: 1.2790 +2023-12-27 00:47:15,901 - pyskl - INFO - Epoch [103][2600/3405] lr: 5.634e-03, eta: 11:43:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9944, loss_cls: 1.2789, loss: 1.2789 +2023-12-27 00:47:41,695 - pyskl - INFO - Epoch [103][2700/3405] lr: 5.628e-03, eta: 11:42:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 1.3101, loss: 1.3101 +2023-12-27 00:48:07,267 - pyskl - INFO - Epoch [103][2800/3405] lr: 5.621e-03, eta: 11:42:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 1.2875, loss: 1.2875 +2023-12-27 00:48:32,693 - pyskl - INFO - Epoch [103][2900/3405] lr: 5.615e-03, eta: 11:41:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.2960, loss: 1.2960 +2023-12-27 00:48:58,321 - pyskl - INFO - Epoch [103][3000/3405] lr: 5.609e-03, eta: 11:41:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 1.2990, loss: 1.2990 +2023-12-27 00:49:23,802 - pyskl - INFO - Epoch [103][3100/3405] lr: 5.602e-03, eta: 11:40:52, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 1.3076, loss: 1.3076 +2023-12-27 00:49:49,576 - pyskl - INFO - Epoch [103][3200/3405] lr: 5.596e-03, eta: 11:40:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 1.3051, loss: 1.3051 +2023-12-27 00:50:14,997 - pyskl - INFO - Epoch [103][3300/3405] lr: 5.589e-03, eta: 11:39:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 1.2867, loss: 1.2867 +2023-12-27 00:50:40,238 - pyskl - INFO - Epoch [103][3400/3405] lr: 5.583e-03, eta: 11:39:32, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9875, loss_cls: 1.3088, loss: 1.3088 +2023-12-27 00:50:42,129 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-27 00:55:08,061 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 00:55:08,725 - pyskl - INFO - +top1_acc 0.8414 +top5_acc 0.9696 +2023-12-27 00:55:08,751 - pyskl - INFO - Epoch(val) [103][3718] top1_acc: 0.8414, top5_acc: 0.9696 +2023-12-27 00:56:02,033 - pyskl - INFO - Epoch [104][100/3405] lr: 5.576e-03, eta: 11:39:16, time: 0.533, data_time: 0.278, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 1.2264, loss: 1.2264 +2023-12-27 00:56:27,125 - pyskl - INFO - Epoch [104][200/3405] lr: 5.570e-03, eta: 11:38:50, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 1.2422, loss: 1.2422 +2023-12-27 00:56:52,368 - pyskl - INFO - Epoch [104][300/3405] lr: 5.563e-03, eta: 11:38:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 1.2700, loss: 1.2700 +2023-12-27 00:57:17,946 - pyskl - INFO - Epoch [104][400/3405] lr: 5.557e-03, eta: 11:37:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9906, loss_cls: 1.2244, loss: 1.2244 +2023-12-27 00:57:43,535 - pyskl - INFO - Epoch [104][500/3405] lr: 5.551e-03, eta: 11:37:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.2334, loss: 1.2334 +2023-12-27 00:58:09,138 - pyskl - INFO - Epoch [104][600/3405] lr: 5.544e-03, eta: 11:37:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 1.2577, loss: 1.2577 +2023-12-27 00:58:34,480 - pyskl - INFO - Epoch [104][700/3405] lr: 5.538e-03, eta: 11:36:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.2525, loss: 1.2525 +2023-12-27 00:58:59,776 - pyskl - INFO - Epoch [104][800/3405] lr: 5.532e-03, eta: 11:36:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9925, loss_cls: 1.2328, loss: 1.2328 +2023-12-27 00:59:25,143 - pyskl - INFO - Epoch [104][900/3405] lr: 5.525e-03, eta: 11:35:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 1.2414, loss: 1.2414 +2023-12-27 00:59:50,140 - pyskl - INFO - Epoch [104][1000/3405] lr: 5.519e-03, eta: 11:35:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9900, loss_cls: 1.2304, loss: 1.2304 +2023-12-27 01:00:15,128 - pyskl - INFO - Epoch [104][1100/3405] lr: 5.512e-03, eta: 11:34:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 1.2808, loss: 1.2808 +2023-12-27 01:00:40,075 - pyskl - INFO - Epoch [104][1200/3405] lr: 5.506e-03, eta: 11:34:23, time: 0.249, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 1.2577, loss: 1.2577 +2023-12-27 01:01:05,263 - pyskl - INFO - Epoch [104][1300/3405] lr: 5.500e-03, eta: 11:33:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 1.2820, loss: 1.2820 +2023-12-27 01:01:31,506 - pyskl - INFO - Epoch [104][1400/3405] lr: 5.493e-03, eta: 11:33:30, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 1.2636, loss: 1.2636 +2023-12-27 01:01:57,372 - pyskl - INFO - Epoch [104][1500/3405] lr: 5.487e-03, eta: 11:33:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9938, loss_cls: 1.2507, loss: 1.2507 +2023-12-27 01:02:22,851 - pyskl - INFO - Epoch [104][1600/3405] lr: 5.481e-03, eta: 11:32:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 1.2656, loss: 1.2656 +2023-12-27 01:02:48,215 - pyskl - INFO - Epoch [104][1700/3405] lr: 5.474e-03, eta: 11:32:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 1.2512, loss: 1.2512 +2023-12-27 01:03:13,532 - pyskl - INFO - Epoch [104][1800/3405] lr: 5.468e-03, eta: 11:31:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9912, loss_cls: 1.2483, loss: 1.2483 +2023-12-27 01:03:38,813 - pyskl - INFO - Epoch [104][1900/3405] lr: 5.461e-03, eta: 11:31:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 1.2592, loss: 1.2592 +2023-12-27 01:04:04,403 - pyskl - INFO - Epoch [104][2000/3405] lr: 5.455e-03, eta: 11:30:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9931, loss_cls: 1.2610, loss: 1.2610 +2023-12-27 01:04:31,059 - pyskl - INFO - Epoch [104][2100/3405] lr: 5.449e-03, eta: 11:30:25, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 1.2785, loss: 1.2785 +2023-12-27 01:04:57,633 - pyskl - INFO - Epoch [104][2200/3405] lr: 5.442e-03, eta: 11:29:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9944, loss_cls: 1.2820, loss: 1.2820 +2023-12-27 01:05:24,254 - pyskl - INFO - Epoch [104][2300/3405] lr: 5.436e-03, eta: 11:29:33, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 1.2902, loss: 1.2902 +2023-12-27 01:05:50,290 - pyskl - INFO - Epoch [104][2400/3405] lr: 5.430e-03, eta: 11:29:06, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 1.2816, loss: 1.2816 +2023-12-27 01:06:16,177 - pyskl - INFO - Epoch [104][2500/3405] lr: 5.423e-03, eta: 11:28:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 1.2597, loss: 1.2597 +2023-12-27 01:06:42,593 - pyskl - INFO - Epoch [104][2600/3405] lr: 5.417e-03, eta: 11:28:14, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.8925, top5_acc: 0.9919, loss_cls: 1.2778, loss: 1.2778 +2023-12-27 01:07:08,757 - pyskl - INFO - Epoch [104][2700/3405] lr: 5.411e-03, eta: 11:27:47, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 1.2748, loss: 1.2748 +2023-12-27 01:07:34,608 - pyskl - INFO - Epoch [104][2800/3405] lr: 5.404e-03, eta: 11:27:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 1.2833, loss: 1.2833 +2023-12-27 01:08:00,221 - pyskl - INFO - Epoch [104][2900/3405] lr: 5.398e-03, eta: 11:26:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 1.2669, loss: 1.2669 +2023-12-27 01:08:25,582 - pyskl - INFO - Epoch [104][3000/3405] lr: 5.392e-03, eta: 11:26:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 1.2931, loss: 1.2931 +2023-12-27 01:08:51,223 - pyskl - INFO - Epoch [104][3100/3405] lr: 5.385e-03, eta: 11:26:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 1.3370, loss: 1.3370 +2023-12-27 01:09:16,765 - pyskl - INFO - Epoch [104][3200/3405] lr: 5.379e-03, eta: 11:25:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 1.2975, loss: 1.2975 +2023-12-27 01:09:42,558 - pyskl - INFO - Epoch [104][3300/3405] lr: 5.373e-03, eta: 11:25:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 1.2840, loss: 1.2840 +2023-12-27 01:10:07,564 - pyskl - INFO - Epoch [104][3400/3405] lr: 5.366e-03, eta: 11:24:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 1.3072, loss: 1.3072 +2023-12-27 01:10:09,553 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-27 01:14:34,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 01:14:35,200 - pyskl - INFO - +top1_acc 0.8487 +top5_acc 0.9702 +2023-12-27 01:14:35,205 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_102.pth was removed +2023-12-27 01:14:35,413 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2023-12-27 01:14:35,414 - pyskl - INFO - Best top1_acc is 0.8487 at 104 epoch. +2023-12-27 01:14:35,440 - pyskl - INFO - Epoch(val) [104][3718] top1_acc: 0.8487, top5_acc: 0.9702 +2023-12-27 01:15:27,725 - pyskl - INFO - Epoch [105][100/3405] lr: 5.360e-03, eta: 11:24:25, time: 0.523, data_time: 0.270, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 1.2442, loss: 1.2442 +2023-12-27 01:15:52,745 - pyskl - INFO - Epoch [105][200/3405] lr: 5.354e-03, eta: 11:23:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 1.2034, loss: 1.2034 +2023-12-27 01:16:17,833 - pyskl - INFO - Epoch [105][300/3405] lr: 5.347e-03, eta: 11:23:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9962, loss_cls: 1.2095, loss: 1.2095 +2023-12-27 01:16:43,779 - pyskl - INFO - Epoch [105][400/3405] lr: 5.341e-03, eta: 11:23:05, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9969, loss_cls: 1.2175, loss: 1.2175 +2023-12-27 01:17:10,105 - pyskl - INFO - Epoch [105][500/3405] lr: 5.335e-03, eta: 11:22:39, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 1.2111, loss: 1.2111 +2023-12-27 01:17:35,506 - pyskl - INFO - Epoch [105][600/3405] lr: 5.328e-03, eta: 11:22:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 1.2046, loss: 1.2046 +2023-12-27 01:18:00,824 - pyskl - INFO - Epoch [105][700/3405] lr: 5.322e-03, eta: 11:21:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 1.2413, loss: 1.2413 +2023-12-27 01:18:25,849 - pyskl - INFO - Epoch [105][800/3405] lr: 5.316e-03, eta: 11:21:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 1.2321, loss: 1.2321 +2023-12-27 01:18:50,948 - pyskl - INFO - Epoch [105][900/3405] lr: 5.309e-03, eta: 11:20:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 1.2267, loss: 1.2267 +2023-12-27 01:19:16,273 - pyskl - INFO - Epoch [105][1000/3405] lr: 5.303e-03, eta: 11:20:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9956, loss_cls: 1.2394, loss: 1.2394 +2023-12-27 01:19:41,249 - pyskl - INFO - Epoch [105][1100/3405] lr: 5.297e-03, eta: 11:19:59, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 1.2807, loss: 1.2807 +2023-12-27 01:20:06,367 - pyskl - INFO - Epoch [105][1200/3405] lr: 5.291e-03, eta: 11:19:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8969, top5_acc: 0.9938, loss_cls: 1.2733, loss: 1.2733 +2023-12-27 01:20:31,727 - pyskl - INFO - Epoch [105][1300/3405] lr: 5.284e-03, eta: 11:19:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 1.2595, loss: 1.2595 +2023-12-27 01:20:57,286 - pyskl - INFO - Epoch [105][1400/3405] lr: 5.278e-03, eta: 11:18:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9912, loss_cls: 1.2601, loss: 1.2601 +2023-12-27 01:21:22,436 - pyskl - INFO - Epoch [105][1500/3405] lr: 5.272e-03, eta: 11:18:12, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 1.2517, loss: 1.2517 +2023-12-27 01:21:47,691 - pyskl - INFO - Epoch [105][1600/3405] lr: 5.265e-03, eta: 11:17:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 1.2397, loss: 1.2397 +2023-12-27 01:22:13,630 - pyskl - INFO - Epoch [105][1700/3405] lr: 5.259e-03, eta: 11:17:19, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 1.2539, loss: 1.2539 +2023-12-27 01:22:39,120 - pyskl - INFO - Epoch [105][1800/3405] lr: 5.253e-03, eta: 11:16:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 1.2875, loss: 1.2875 +2023-12-27 01:23:04,637 - pyskl - INFO - Epoch [105][1900/3405] lr: 5.247e-03, eta: 11:16:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9894, loss_cls: 1.2413, loss: 1.2413 +2023-12-27 01:23:30,016 - pyskl - INFO - Epoch [105][2000/3405] lr: 5.240e-03, eta: 11:16:00, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 1.2773, loss: 1.2773 +2023-12-27 01:23:55,415 - pyskl - INFO - Epoch [105][2100/3405] lr: 5.234e-03, eta: 11:15:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 1.2495, loss: 1.2495 +2023-12-27 01:24:20,895 - pyskl - INFO - Epoch [105][2200/3405] lr: 5.228e-03, eta: 11:15:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9912, loss_cls: 1.2684, loss: 1.2684 +2023-12-27 01:24:46,486 - pyskl - INFO - Epoch [105][2300/3405] lr: 5.222e-03, eta: 11:14:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 1.3213, loss: 1.3213 +2023-12-27 01:25:12,318 - pyskl - INFO - Epoch [105][2400/3405] lr: 5.215e-03, eta: 11:14:14, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 1.2485, loss: 1.2485 +2023-12-27 01:25:37,902 - pyskl - INFO - Epoch [105][2500/3405] lr: 5.209e-03, eta: 11:13:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9938, loss_cls: 1.2500, loss: 1.2500 +2023-12-27 01:26:03,089 - pyskl - INFO - Epoch [105][2600/3405] lr: 5.203e-03, eta: 11:13:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9944, loss_cls: 1.2502, loss: 1.2502 +2023-12-27 01:26:28,791 - pyskl - INFO - Epoch [105][2700/3405] lr: 5.197e-03, eta: 11:12:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 1.2767, loss: 1.2767 +2023-12-27 01:26:54,488 - pyskl - INFO - Epoch [105][2800/3405] lr: 5.190e-03, eta: 11:12:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 1.2730, loss: 1.2730 +2023-12-27 01:27:20,257 - pyskl - INFO - Epoch [105][2900/3405] lr: 5.184e-03, eta: 11:12:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.8919, top5_acc: 0.9925, loss_cls: 1.2964, loss: 1.2964 +2023-12-27 01:27:45,947 - pyskl - INFO - Epoch [105][3000/3405] lr: 5.178e-03, eta: 11:11:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 1.2642, loss: 1.2642 +2023-12-27 01:28:11,417 - pyskl - INFO - Epoch [105][3100/3405] lr: 5.172e-03, eta: 11:11:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9875, loss_cls: 1.2927, loss: 1.2927 +2023-12-27 01:28:36,905 - pyskl - INFO - Epoch [105][3200/3405] lr: 5.166e-03, eta: 11:10:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 1.3001, loss: 1.3001 +2023-12-27 01:29:02,518 - pyskl - INFO - Epoch [105][3300/3405] lr: 5.159e-03, eta: 11:10:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 1.2602, loss: 1.2602 +2023-12-27 01:29:27,794 - pyskl - INFO - Epoch [105][3400/3405] lr: 5.153e-03, eta: 11:09:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 1.2678, loss: 1.2678 +2023-12-27 01:29:29,807 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-27 01:33:56,012 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 01:33:56,649 - pyskl - INFO - +top1_acc 0.8389 +top5_acc 0.9687 +2023-12-27 01:33:56,687 - pyskl - INFO - Epoch(val) [105][3718] top1_acc: 0.8389, top5_acc: 0.9687 +2023-12-27 01:34:50,484 - pyskl - INFO - Epoch [106][100/3405] lr: 5.147e-03, eta: 11:09:32, time: 0.538, data_time: 0.281, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 1.2601, loss: 1.2601 +2023-12-27 01:35:16,249 - pyskl - INFO - Epoch [106][200/3405] lr: 5.140e-03, eta: 11:09:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 1.2360, loss: 1.2360 +2023-12-27 01:35:41,623 - pyskl - INFO - Epoch [106][300/3405] lr: 5.134e-03, eta: 11:08:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.2219, loss: 1.2219 +2023-12-27 01:36:06,809 - pyskl - INFO - Epoch [106][400/3405] lr: 5.128e-03, eta: 11:08:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.2092, loss: 1.2092 +2023-12-27 01:36:32,221 - pyskl - INFO - Epoch [106][500/3405] lr: 5.122e-03, eta: 11:07:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 1.2236, loss: 1.2236 +2023-12-27 01:36:57,759 - pyskl - INFO - Epoch [106][600/3405] lr: 5.115e-03, eta: 11:07:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 1.2149, loss: 1.2149 +2023-12-27 01:37:23,371 - pyskl - INFO - Epoch [106][700/3405] lr: 5.109e-03, eta: 11:06:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 1.2205, loss: 1.2205 +2023-12-27 01:37:49,327 - pyskl - INFO - Epoch [106][800/3405] lr: 5.103e-03, eta: 11:06:26, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 1.2466, loss: 1.2466 +2023-12-27 01:38:15,871 - pyskl - INFO - Epoch [106][900/3405] lr: 5.097e-03, eta: 11:06:00, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 1.2610, loss: 1.2610 +2023-12-27 01:38:42,408 - pyskl - INFO - Epoch [106][1000/3405] lr: 5.091e-03, eta: 11:05:34, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.2058, loss: 1.2058 +2023-12-27 01:39:08,954 - pyskl - INFO - Epoch [106][1100/3405] lr: 5.084e-03, eta: 11:05:08, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 1.2556, loss: 1.2556 +2023-12-27 01:39:35,485 - pyskl - INFO - Epoch [106][1200/3405] lr: 5.078e-03, eta: 11:04:42, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9912, loss_cls: 1.2405, loss: 1.2405 +2023-12-27 01:40:01,980 - pyskl - INFO - Epoch [106][1300/3405] lr: 5.072e-03, eta: 11:04:16, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9038, top5_acc: 0.9969, loss_cls: 1.2416, loss: 1.2416 +2023-12-27 01:40:27,519 - pyskl - INFO - Epoch [106][1400/3405] lr: 5.066e-03, eta: 11:03:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 1.2198, loss: 1.2198 +2023-12-27 01:40:52,706 - pyskl - INFO - Epoch [106][1500/3405] lr: 5.060e-03, eta: 11:03:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 1.2170, loss: 1.2170 +2023-12-27 01:41:18,101 - pyskl - INFO - Epoch [106][1600/3405] lr: 5.054e-03, eta: 11:02:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9938, loss_cls: 1.2273, loss: 1.2273 +2023-12-27 01:41:43,635 - pyskl - INFO - Epoch [106][1700/3405] lr: 5.047e-03, eta: 11:02:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 1.2436, loss: 1.2436 +2023-12-27 01:42:08,644 - pyskl - INFO - Epoch [106][1800/3405] lr: 5.041e-03, eta: 11:02:03, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 1.2820, loss: 1.2820 +2023-12-27 01:42:33,667 - pyskl - INFO - Epoch [106][1900/3405] lr: 5.035e-03, eta: 11:01:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 1.2288, loss: 1.2288 +2023-12-27 01:42:58,675 - pyskl - INFO - Epoch [106][2000/3405] lr: 5.029e-03, eta: 11:01:09, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 1.2545, loss: 1.2545 +2023-12-27 01:43:23,711 - pyskl - INFO - Epoch [106][2100/3405] lr: 5.023e-03, eta: 11:00:42, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9113, top5_acc: 0.9950, loss_cls: 1.2337, loss: 1.2337 +2023-12-27 01:43:48,776 - pyskl - INFO - Epoch [106][2200/3405] lr: 5.017e-03, eta: 11:00:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.8888, top5_acc: 0.9912, loss_cls: 1.2939, loss: 1.2939 +2023-12-27 01:44:13,805 - pyskl - INFO - Epoch [106][2300/3405] lr: 5.010e-03, eta: 10:59:49, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 1.2361, loss: 1.2361 +2023-12-27 01:44:39,217 - pyskl - INFO - Epoch [106][2400/3405] lr: 5.004e-03, eta: 10:59:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 1.2377, loss: 1.2377 +2023-12-27 01:45:04,361 - pyskl - INFO - Epoch [106][2500/3405] lr: 4.998e-03, eta: 10:58:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 1.2657, loss: 1.2657 +2023-12-27 01:45:29,588 - pyskl - INFO - Epoch [106][2600/3405] lr: 4.992e-03, eta: 10:58:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 1.2135, loss: 1.2135 +2023-12-27 01:45:55,217 - pyskl - INFO - Epoch [106][2700/3405] lr: 4.986e-03, eta: 10:58:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 1.2010, loss: 1.2010 +2023-12-27 01:46:21,165 - pyskl - INFO - Epoch [106][2800/3405] lr: 4.980e-03, eta: 10:57:36, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 1.2674, loss: 1.2674 +2023-12-27 01:46:47,052 - pyskl - INFO - Epoch [106][2900/3405] lr: 4.974e-03, eta: 10:57:10, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 1.2333, loss: 1.2333 +2023-12-27 01:47:12,310 - pyskl - INFO - Epoch [106][3000/3405] lr: 4.967e-03, eta: 10:56:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9050, top5_acc: 0.9906, loss_cls: 1.2688, loss: 1.2688 +2023-12-27 01:47:37,518 - pyskl - INFO - Epoch [106][3100/3405] lr: 4.961e-03, eta: 10:56:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8962, top5_acc: 0.9950, loss_cls: 1.2929, loss: 1.2929 +2023-12-27 01:48:03,470 - pyskl - INFO - Epoch [106][3200/3405] lr: 4.955e-03, eta: 10:55:50, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9006, top5_acc: 0.9944, loss_cls: 1.2693, loss: 1.2693 +2023-12-27 01:48:28,697 - pyskl - INFO - Epoch [106][3300/3405] lr: 4.949e-03, eta: 10:55:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 1.2815, loss: 1.2815 +2023-12-27 01:48:53,856 - pyskl - INFO - Epoch [106][3400/3405] lr: 4.943e-03, eta: 10:54:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 1.2886, loss: 1.2886 +2023-12-27 01:48:55,806 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-27 01:53:21,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 01:53:21,759 - pyskl - INFO - +top1_acc 0.8450 +top5_acc 0.9707 +2023-12-27 01:53:21,785 - pyskl - INFO - Epoch(val) [106][3718] top1_acc: 0.8450, top5_acc: 0.9707 +2023-12-27 01:54:13,997 - pyskl - INFO - Epoch [107][100/3405] lr: 4.936e-03, eta: 10:54:40, time: 0.522, data_time: 0.270, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 1.2354, loss: 1.2354 +2023-12-27 01:54:40,014 - pyskl - INFO - Epoch [107][200/3405] lr: 4.930e-03, eta: 10:54:13, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9975, loss_cls: 1.1915, loss: 1.1915 +2023-12-27 01:55:06,155 - pyskl - INFO - Epoch [107][300/3405] lr: 4.924e-03, eta: 10:53:47, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.1727, loss: 1.1727 +2023-12-27 01:55:31,720 - pyskl - INFO - Epoch [107][400/3405] lr: 4.918e-03, eta: 10:53:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9956, loss_cls: 1.2418, loss: 1.2418 +2023-12-27 01:55:57,328 - pyskl - INFO - Epoch [107][500/3405] lr: 4.912e-03, eta: 10:52:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 1.2105, loss: 1.2105 +2023-12-27 01:56:22,866 - pyskl - INFO - Epoch [107][600/3405] lr: 4.906e-03, eta: 10:52:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.2180, loss: 1.2180 +2023-12-27 01:56:48,404 - pyskl - INFO - Epoch [107][700/3405] lr: 4.900e-03, eta: 10:52:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9950, loss_cls: 1.1980, loss: 1.1980 +2023-12-27 01:57:13,584 - pyskl - INFO - Epoch [107][800/3405] lr: 4.894e-03, eta: 10:51:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9950, loss_cls: 1.1993, loss: 1.1993 +2023-12-27 01:57:40,046 - pyskl - INFO - Epoch [107][900/3405] lr: 4.888e-03, eta: 10:51:08, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9956, loss_cls: 1.2174, loss: 1.2174 +2023-12-27 01:58:05,904 - pyskl - INFO - Epoch [107][1000/3405] lr: 4.881e-03, eta: 10:50:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 1.2349, loss: 1.2349 +2023-12-27 01:58:30,996 - pyskl - INFO - Epoch [107][1100/3405] lr: 4.875e-03, eta: 10:50:15, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 1.2285, loss: 1.2285 +2023-12-27 01:58:56,425 - pyskl - INFO - Epoch [107][1200/3405] lr: 4.869e-03, eta: 10:49:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.2029, loss: 1.2029 +2023-12-27 01:59:22,072 - pyskl - INFO - Epoch [107][1300/3405] lr: 4.863e-03, eta: 10:49:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 1.2223, loss: 1.2223 +2023-12-27 01:59:47,298 - pyskl - INFO - Epoch [107][1400/3405] lr: 4.857e-03, eta: 10:48:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.1921, loss: 1.1921 +2023-12-27 02:00:12,258 - pyskl - INFO - Epoch [107][1500/3405] lr: 4.851e-03, eta: 10:48:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 1.2246, loss: 1.2246 +2023-12-27 02:00:37,520 - pyskl - INFO - Epoch [107][1600/3405] lr: 4.845e-03, eta: 10:48:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 1.2326, loss: 1.2326 +2023-12-27 02:01:02,878 - pyskl - INFO - Epoch [107][1700/3405] lr: 4.839e-03, eta: 10:47:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9931, loss_cls: 1.2334, loss: 1.2334 +2023-12-27 02:01:28,440 - pyskl - INFO - Epoch [107][1800/3405] lr: 4.833e-03, eta: 10:47:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 1.2435, loss: 1.2435 +2023-12-27 02:01:54,048 - pyskl - INFO - Epoch [107][1900/3405] lr: 4.827e-03, eta: 10:46:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9869, loss_cls: 1.2491, loss: 1.2491 +2023-12-27 02:02:19,543 - pyskl - INFO - Epoch [107][2000/3405] lr: 4.821e-03, eta: 10:46:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 1.2712, loss: 1.2712 +2023-12-27 02:02:44,755 - pyskl - INFO - Epoch [107][2100/3405] lr: 4.815e-03, eta: 10:45:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 1.2339, loss: 1.2339 +2023-12-27 02:03:10,129 - pyskl - INFO - Epoch [107][2200/3405] lr: 4.809e-03, eta: 10:45:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.2661, loss: 1.2661 +2023-12-27 02:03:35,653 - pyskl - INFO - Epoch [107][2300/3405] lr: 4.802e-03, eta: 10:44:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 1.2507, loss: 1.2507 +2023-12-27 02:04:01,168 - pyskl - INFO - Epoch [107][2400/3405] lr: 4.796e-03, eta: 10:44:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9906, loss_cls: 1.2400, loss: 1.2400 +2023-12-27 02:04:26,466 - pyskl - INFO - Epoch [107][2500/3405] lr: 4.790e-03, eta: 10:44:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 1.2345, loss: 1.2345 +2023-12-27 02:04:51,995 - pyskl - INFO - Epoch [107][2600/3405] lr: 4.784e-03, eta: 10:43:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 1.2451, loss: 1.2451 +2023-12-27 02:05:18,009 - pyskl - INFO - Epoch [107][2700/3405] lr: 4.778e-03, eta: 10:43:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 1.2457, loss: 1.2457 +2023-12-27 02:05:43,581 - pyskl - INFO - Epoch [107][2800/3405] lr: 4.772e-03, eta: 10:42:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9962, loss_cls: 1.2353, loss: 1.2353 +2023-12-27 02:06:09,038 - pyskl - INFO - Epoch [107][2900/3405] lr: 4.766e-03, eta: 10:42:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 1.2051, loss: 1.2051 +2023-12-27 02:06:34,434 - pyskl - INFO - Epoch [107][3000/3405] lr: 4.760e-03, eta: 10:41:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9912, loss_cls: 1.2098, loss: 1.2098 +2023-12-27 02:06:59,737 - pyskl - INFO - Epoch [107][3100/3405] lr: 4.754e-03, eta: 10:41:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 1.2908, loss: 1.2908 +2023-12-27 02:07:25,061 - pyskl - INFO - Epoch [107][3200/3405] lr: 4.748e-03, eta: 10:40:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 1.2518, loss: 1.2518 +2023-12-27 02:07:50,458 - pyskl - INFO - Epoch [107][3300/3405] lr: 4.742e-03, eta: 10:40:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 1.2473, loss: 1.2473 +2023-12-27 02:08:15,783 - pyskl - INFO - Epoch [107][3400/3405] lr: 4.736e-03, eta: 10:40:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 1.2495, loss: 1.2495 +2023-12-27 02:08:17,943 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-27 02:12:44,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 02:12:44,652 - pyskl - INFO - +top1_acc 0.8479 +top5_acc 0.9693 +2023-12-27 02:12:44,678 - pyskl - INFO - Epoch(val) [107][3718] top1_acc: 0.8479, top5_acc: 0.9693 +2023-12-27 02:13:38,700 - pyskl - INFO - Epoch [108][100/3405] lr: 4.730e-03, eta: 10:39:47, time: 0.540, data_time: 0.284, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 1.1941, loss: 1.1941 +2023-12-27 02:14:03,901 - pyskl - INFO - Epoch [108][200/3405] lr: 4.724e-03, eta: 10:39:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 1.1898, loss: 1.1898 +2023-12-27 02:14:29,193 - pyskl - INFO - Epoch [108][300/3405] lr: 4.718e-03, eta: 10:38:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.2018, loss: 1.2018 +2023-12-27 02:14:54,631 - pyskl - INFO - Epoch [108][400/3405] lr: 4.712e-03, eta: 10:38:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 1.1767, loss: 1.1767 +2023-12-27 02:15:20,238 - pyskl - INFO - Epoch [108][500/3405] lr: 4.706e-03, eta: 10:38:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.2218, loss: 1.2218 +2023-12-27 02:15:46,098 - pyskl - INFO - Epoch [108][600/3405] lr: 4.700e-03, eta: 10:37:35, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.2031, loss: 1.2031 +2023-12-27 02:16:11,656 - pyskl - INFO - Epoch [108][700/3405] lr: 4.694e-03, eta: 10:37:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.2022, loss: 1.2022 +2023-12-27 02:16:36,840 - pyskl - INFO - Epoch [108][800/3405] lr: 4.688e-03, eta: 10:36:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9944, loss_cls: 1.2056, loss: 1.2056 +2023-12-27 02:17:02,205 - pyskl - INFO - Epoch [108][900/3405] lr: 4.682e-03, eta: 10:36:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.1934, loss: 1.1934 +2023-12-27 02:17:27,628 - pyskl - INFO - Epoch [108][1000/3405] lr: 4.676e-03, eta: 10:35:48, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 1.2475, loss: 1.2475 +2023-12-27 02:17:52,868 - pyskl - INFO - Epoch [108][1100/3405] lr: 4.670e-03, eta: 10:35:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 1.2071, loss: 1.2071 +2023-12-27 02:18:18,152 - pyskl - INFO - Epoch [108][1200/3405] lr: 4.664e-03, eta: 10:34:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9906, loss_cls: 1.2247, loss: 1.2247 +2023-12-27 02:18:43,447 - pyskl - INFO - Epoch [108][1300/3405] lr: 4.658e-03, eta: 10:34:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 1.2479, loss: 1.2479 +2023-12-27 02:19:09,112 - pyskl - INFO - Epoch [108][1400/3405] lr: 4.652e-03, eta: 10:34:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.2168, loss: 1.2168 +2023-12-27 02:19:34,420 - pyskl - INFO - Epoch [108][1500/3405] lr: 4.646e-03, eta: 10:33:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9925, loss_cls: 1.2075, loss: 1.2075 +2023-12-27 02:19:59,820 - pyskl - INFO - Epoch [108][1600/3405] lr: 4.640e-03, eta: 10:33:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.2243, loss: 1.2243 +2023-12-27 02:20:25,385 - pyskl - INFO - Epoch [108][1700/3405] lr: 4.634e-03, eta: 10:32:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.2400, loss: 1.2400 +2023-12-27 02:20:50,811 - pyskl - INFO - Epoch [108][1800/3405] lr: 4.628e-03, eta: 10:32:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 1.2537, loss: 1.2537 +2023-12-27 02:21:16,055 - pyskl - INFO - Epoch [108][1900/3405] lr: 4.622e-03, eta: 10:31:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 1.2458, loss: 1.2458 +2023-12-27 02:21:41,643 - pyskl - INFO - Epoch [108][2000/3405] lr: 4.616e-03, eta: 10:31:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 1.2114, loss: 1.2114 +2023-12-27 02:22:06,989 - pyskl - INFO - Epoch [108][2100/3405] lr: 4.610e-03, eta: 10:30:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 1.2050, loss: 1.2050 +2023-12-27 02:22:33,052 - pyskl - INFO - Epoch [108][2200/3405] lr: 4.604e-03, eta: 10:30:30, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9938, loss_cls: 1.2136, loss: 1.2136 +2023-12-27 02:22:58,518 - pyskl - INFO - Epoch [108][2300/3405] lr: 4.598e-03, eta: 10:30:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9956, loss_cls: 1.2292, loss: 1.2292 +2023-12-27 02:23:24,069 - pyskl - INFO - Epoch [108][2400/3405] lr: 4.592e-03, eta: 10:29:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 1.2344, loss: 1.2344 +2023-12-27 02:23:49,278 - pyskl - INFO - Epoch [108][2500/3405] lr: 4.586e-03, eta: 10:29:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 1.2327, loss: 1.2327 +2023-12-27 02:24:14,308 - pyskl - INFO - Epoch [108][2600/3405] lr: 4.580e-03, eta: 10:28:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 1.2465, loss: 1.2465 +2023-12-27 02:24:40,004 - pyskl - INFO - Epoch [108][2700/3405] lr: 4.574e-03, eta: 10:28:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.2227, loss: 1.2227 +2023-12-27 02:25:05,783 - pyskl - INFO - Epoch [108][2800/3405] lr: 4.568e-03, eta: 10:27:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9962, loss_cls: 1.2238, loss: 1.2238 +2023-12-27 02:25:31,594 - pyskl - INFO - Epoch [108][2900/3405] lr: 4.562e-03, eta: 10:27:24, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9912, loss_cls: 1.2330, loss: 1.2330 +2023-12-27 02:25:57,661 - pyskl - INFO - Epoch [108][3000/3405] lr: 4.556e-03, eta: 10:26:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 1.2390, loss: 1.2390 +2023-12-27 02:26:23,023 - pyskl - INFO - Epoch [108][3100/3405] lr: 4.550e-03, eta: 10:26:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 1.2250, loss: 1.2250 +2023-12-27 02:26:48,551 - pyskl - INFO - Epoch [108][3200/3405] lr: 4.544e-03, eta: 10:26:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9100, top5_acc: 0.9850, loss_cls: 1.2632, loss: 1.2632 +2023-12-27 02:27:14,034 - pyskl - INFO - Epoch [108][3300/3405] lr: 4.538e-03, eta: 10:25:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9125, top5_acc: 0.9956, loss_cls: 1.2389, loss: 1.2389 +2023-12-27 02:27:39,320 - pyskl - INFO - Epoch [108][3400/3405] lr: 4.533e-03, eta: 10:25:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 1.2364, loss: 1.2364 +2023-12-27 02:27:41,334 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-27 02:32:07,613 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 02:32:08,257 - pyskl - INFO - +top1_acc 0.8397 +top5_acc 0.9693 +2023-12-27 02:32:08,282 - pyskl - INFO - Epoch(val) [108][3718] top1_acc: 0.8397, top5_acc: 0.9693 +2023-12-27 02:33:00,568 - pyskl - INFO - Epoch [109][100/3405] lr: 4.526e-03, eta: 10:24:54, time: 0.523, data_time: 0.271, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 1.1878, loss: 1.1878 +2023-12-27 02:33:26,001 - pyskl - INFO - Epoch [109][200/3405] lr: 4.520e-03, eta: 10:24:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9962, loss_cls: 1.1727, loss: 1.1727 +2023-12-27 02:33:52,429 - pyskl - INFO - Epoch [109][300/3405] lr: 4.515e-03, eta: 10:24:01, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9969, loss_cls: 1.1938, loss: 1.1938 +2023-12-27 02:34:18,051 - pyskl - INFO - Epoch [109][400/3405] lr: 4.509e-03, eta: 10:23:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.1950, loss: 1.1950 +2023-12-27 02:34:43,284 - pyskl - INFO - Epoch [109][500/3405] lr: 4.503e-03, eta: 10:23:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 1.1659, loss: 1.1659 +2023-12-27 02:35:08,588 - pyskl - INFO - Epoch [109][600/3405] lr: 4.497e-03, eta: 10:22:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.2072, loss: 1.2072 +2023-12-27 02:35:34,051 - pyskl - INFO - Epoch [109][700/3405] lr: 4.491e-03, eta: 10:22:15, time: 0.255, data_time: 0.001, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9988, loss_cls: 1.1830, loss: 1.1830 +2023-12-27 02:35:59,523 - pyskl - INFO - Epoch [109][800/3405] lr: 4.485e-03, eta: 10:21:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.1767, loss: 1.1767 +2023-12-27 02:36:24,882 - pyskl - INFO - Epoch [109][900/3405] lr: 4.479e-03, eta: 10:21:22, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 1.1891, loss: 1.1891 +2023-12-27 02:36:50,201 - pyskl - INFO - Epoch [109][1000/3405] lr: 4.473e-03, eta: 10:20:55, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9219, top5_acc: 0.9912, loss_cls: 1.2175, loss: 1.2175 +2023-12-27 02:37:15,464 - pyskl - INFO - Epoch [109][1100/3405] lr: 4.467e-03, eta: 10:20:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 1.1758, loss: 1.1758 +2023-12-27 02:37:41,625 - pyskl - INFO - Epoch [109][1200/3405] lr: 4.461e-03, eta: 10:20:02, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 1.1904, loss: 1.1904 +2023-12-27 02:38:07,324 - pyskl - INFO - Epoch [109][1300/3405] lr: 4.455e-03, eta: 10:19:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.1539, loss: 1.1539 +2023-12-27 02:38:32,784 - pyskl - INFO - Epoch [109][1400/3405] lr: 4.450e-03, eta: 10:19:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 1.2314, loss: 1.2314 +2023-12-27 02:38:58,185 - pyskl - INFO - Epoch [109][1500/3405] lr: 4.444e-03, eta: 10:18:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 1.2032, loss: 1.2032 +2023-12-27 02:39:23,545 - pyskl - INFO - Epoch [109][1600/3405] lr: 4.438e-03, eta: 10:18:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9925, loss_cls: 1.2271, loss: 1.2271 +2023-12-27 02:39:48,698 - pyskl - INFO - Epoch [109][1700/3405] lr: 4.432e-03, eta: 10:17:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.2342, loss: 1.2342 +2023-12-27 02:40:14,194 - pyskl - INFO - Epoch [109][1800/3405] lr: 4.426e-03, eta: 10:17:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 1.2157, loss: 1.2157 +2023-12-27 02:40:39,780 - pyskl - INFO - Epoch [109][1900/3405] lr: 4.420e-03, eta: 10:16:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 1.1852, loss: 1.1852 +2023-12-27 02:41:05,296 - pyskl - INFO - Epoch [109][2000/3405] lr: 4.414e-03, eta: 10:16:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9962, loss_cls: 1.2387, loss: 1.2387 +2023-12-27 02:41:30,584 - pyskl - INFO - Epoch [109][2100/3405] lr: 4.409e-03, eta: 10:16:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 1.2357, loss: 1.2357 +2023-12-27 02:41:56,053 - pyskl - INFO - Epoch [109][2200/3405] lr: 4.403e-03, eta: 10:15:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 1.2361, loss: 1.2361 +2023-12-27 02:42:21,445 - pyskl - INFO - Epoch [109][2300/3405] lr: 4.397e-03, eta: 10:15:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 1.2169, loss: 1.2169 +2023-12-27 02:42:46,722 - pyskl - INFO - Epoch [109][2400/3405] lr: 4.391e-03, eta: 10:14:44, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 1.2243, loss: 1.2243 +2023-12-27 02:43:12,247 - pyskl - INFO - Epoch [109][2500/3405] lr: 4.385e-03, eta: 10:14:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 1.2229, loss: 1.2229 +2023-12-27 02:43:37,816 - pyskl - INFO - Epoch [109][2600/3405] lr: 4.379e-03, eta: 10:13:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 1.2419, loss: 1.2419 +2023-12-27 02:44:03,331 - pyskl - INFO - Epoch [109][2700/3405] lr: 4.373e-03, eta: 10:13:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 1.2392, loss: 1.2392 +2023-12-27 02:44:29,471 - pyskl - INFO - Epoch [109][2800/3405] lr: 4.368e-03, eta: 10:12:58, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 1.2182, loss: 1.2182 +2023-12-27 02:44:54,935 - pyskl - INFO - Epoch [109][2900/3405] lr: 4.362e-03, eta: 10:12:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 1.2295, loss: 1.2295 +2023-12-27 02:45:20,588 - pyskl - INFO - Epoch [109][3000/3405] lr: 4.356e-03, eta: 10:12:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 1.2270, loss: 1.2270 +2023-12-27 02:45:46,320 - pyskl - INFO - Epoch [109][3100/3405] lr: 4.350e-03, eta: 10:11:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9950, loss_cls: 1.2392, loss: 1.2392 +2023-12-27 02:46:12,504 - pyskl - INFO - Epoch [109][3200/3405] lr: 4.344e-03, eta: 10:11:12, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9950, loss_cls: 1.2450, loss: 1.2450 +2023-12-27 02:46:38,269 - pyskl - INFO - Epoch [109][3300/3405] lr: 4.338e-03, eta: 10:10:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 1.2118, loss: 1.2118 +2023-12-27 02:47:03,416 - pyskl - INFO - Epoch [109][3400/3405] lr: 4.333e-03, eta: 10:10:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9900, loss_cls: 1.2361, loss: 1.2361 +2023-12-27 02:47:05,407 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-27 02:51:30,864 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 02:51:31,490 - pyskl - INFO - +top1_acc 0.8484 +top5_acc 0.9707 +2023-12-27 02:51:31,515 - pyskl - INFO - Epoch(val) [109][3718] top1_acc: 0.8484, top5_acc: 0.9707 +2023-12-27 02:52:24,860 - pyskl - INFO - Epoch [110][100/3405] lr: 4.326e-03, eta: 10:10:01, time: 0.533, data_time: 0.280, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 1.2269, loss: 1.2269 +2023-12-27 02:52:50,243 - pyskl - INFO - Epoch [110][200/3405] lr: 4.321e-03, eta: 10:09:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 1.1715, loss: 1.1715 +2023-12-27 02:53:15,663 - pyskl - INFO - Epoch [110][300/3405] lr: 4.315e-03, eta: 10:09:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1753, loss: 1.1753 +2023-12-27 02:53:41,055 - pyskl - INFO - Epoch [110][400/3405] lr: 4.309e-03, eta: 10:08:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9950, loss_cls: 1.1682, loss: 1.1682 +2023-12-27 02:54:06,392 - pyskl - INFO - Epoch [110][500/3405] lr: 4.303e-03, eta: 10:08:15, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 1.1801, loss: 1.1801 +2023-12-27 02:54:31,868 - pyskl - INFO - Epoch [110][600/3405] lr: 4.297e-03, eta: 10:07:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 1.1768, loss: 1.1768 +2023-12-27 02:54:57,525 - pyskl - INFO - Epoch [110][700/3405] lr: 4.292e-03, eta: 10:07:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.1829, loss: 1.1829 +2023-12-27 02:55:23,131 - pyskl - INFO - Epoch [110][800/3405] lr: 4.286e-03, eta: 10:06:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.1741, loss: 1.1741 +2023-12-27 02:55:48,153 - pyskl - INFO - Epoch [110][900/3405] lr: 4.280e-03, eta: 10:06:29, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 1.1662, loss: 1.1662 +2023-12-27 02:56:13,172 - pyskl - INFO - Epoch [110][1000/3405] lr: 4.274e-03, eta: 10:06:02, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.1529, loss: 1.1529 +2023-12-27 02:56:38,177 - pyskl - INFO - Epoch [110][1100/3405] lr: 4.268e-03, eta: 10:05:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 1.1782, loss: 1.1782 +2023-12-27 02:57:03,543 - pyskl - INFO - Epoch [110][1200/3405] lr: 4.263e-03, eta: 10:05:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 1.1954, loss: 1.1954 +2023-12-27 02:57:28,784 - pyskl - INFO - Epoch [110][1300/3405] lr: 4.257e-03, eta: 10:04:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 1.2004, loss: 1.2004 +2023-12-27 02:57:54,378 - pyskl - INFO - Epoch [110][1400/3405] lr: 4.251e-03, eta: 10:04:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 1.1985, loss: 1.1985 +2023-12-27 02:58:19,915 - pyskl - INFO - Epoch [110][1500/3405] lr: 4.245e-03, eta: 10:03:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9975, loss_cls: 1.1815, loss: 1.1815 +2023-12-27 02:58:45,481 - pyskl - INFO - Epoch [110][1600/3405] lr: 4.240e-03, eta: 10:03:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 1.1769, loss: 1.1769 +2023-12-27 02:59:11,096 - pyskl - INFO - Epoch [110][1700/3405] lr: 4.234e-03, eta: 10:02:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 1.2003, loss: 1.2003 +2023-12-27 02:59:36,607 - pyskl - INFO - Epoch [110][1800/3405] lr: 4.228e-03, eta: 10:02:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.2031, loss: 1.2031 +2023-12-27 03:00:01,889 - pyskl - INFO - Epoch [110][1900/3405] lr: 4.222e-03, eta: 10:02:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 1.2258, loss: 1.2258 +2023-12-27 03:00:26,895 - pyskl - INFO - Epoch [110][2000/3405] lr: 4.217e-03, eta: 10:01:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 1.2282, loss: 1.2282 +2023-12-27 03:00:51,898 - pyskl - INFO - Epoch [110][2100/3405] lr: 4.211e-03, eta: 10:01:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9938, loss_cls: 1.2028, loss: 1.2028 +2023-12-27 03:01:16,863 - pyskl - INFO - Epoch [110][2200/3405] lr: 4.205e-03, eta: 10:00:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 1.2189, loss: 1.2189 +2023-12-27 03:01:41,858 - pyskl - INFO - Epoch [110][2300/3405] lr: 4.199e-03, eta: 10:00:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 1.2238, loss: 1.2238 +2023-12-27 03:02:06,855 - pyskl - INFO - Epoch [110][2400/3405] lr: 4.194e-03, eta: 9:59:50, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 1.1969, loss: 1.1969 +2023-12-27 03:02:32,109 - pyskl - INFO - Epoch [110][2500/3405] lr: 4.188e-03, eta: 9:59:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 1.2059, loss: 1.2059 +2023-12-27 03:02:57,805 - pyskl - INFO - Epoch [110][2600/3405] lr: 4.182e-03, eta: 9:58:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9075, top5_acc: 0.9975, loss_cls: 1.2581, loss: 1.2581 +2023-12-27 03:03:23,130 - pyskl - INFO - Epoch [110][2700/3405] lr: 4.176e-03, eta: 9:58:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.2053, loss: 1.2053 +2023-12-27 03:03:49,135 - pyskl - INFO - Epoch [110][2800/3405] lr: 4.171e-03, eta: 9:58:04, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 1.2153, loss: 1.2153 +2023-12-27 03:04:14,840 - pyskl - INFO - Epoch [110][2900/3405] lr: 4.165e-03, eta: 9:57:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.1974, loss: 1.1974 +2023-12-27 03:04:40,236 - pyskl - INFO - Epoch [110][3000/3405] lr: 4.159e-03, eta: 9:57:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9237, top5_acc: 0.9944, loss_cls: 1.2045, loss: 1.2045 +2023-12-27 03:05:05,247 - pyskl - INFO - Epoch [110][3100/3405] lr: 4.153e-03, eta: 9:56:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 1.2056, loss: 1.2056 +2023-12-27 03:05:30,267 - pyskl - INFO - Epoch [110][3200/3405] lr: 4.148e-03, eta: 9:56:18, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 1.2376, loss: 1.2376 +2023-12-27 03:05:55,323 - pyskl - INFO - Epoch [110][3300/3405] lr: 4.142e-03, eta: 9:55:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 1.2359, loss: 1.2359 +2023-12-27 03:06:20,374 - pyskl - INFO - Epoch [110][3400/3405] lr: 4.136e-03, eta: 9:55:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9119, top5_acc: 0.9931, loss_cls: 1.2500, loss: 1.2500 +2023-12-27 03:06:22,362 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-27 03:10:48,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 03:10:49,328 - pyskl - INFO - +top1_acc 0.8224 +top5_acc 0.9645 +2023-12-27 03:10:49,367 - pyskl - INFO - Epoch(val) [110][3718] top1_acc: 0.8224, top5_acc: 0.9645 +2023-12-27 03:11:43,322 - pyskl - INFO - Epoch [111][100/3405] lr: 4.130e-03, eta: 9:55:07, time: 0.539, data_time: 0.284, memory: 5236, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 1.2088, loss: 1.2088 +2023-12-27 03:12:09,295 - pyskl - INFO - Epoch [111][200/3405] lr: 4.125e-03, eta: 9:54:40, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 1.1654, loss: 1.1654 +2023-12-27 03:12:34,937 - pyskl - INFO - Epoch [111][300/3405] lr: 4.119e-03, eta: 9:54:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 1.1914, loss: 1.1914 +2023-12-27 03:13:00,401 - pyskl - INFO - Epoch [111][400/3405] lr: 4.113e-03, eta: 9:53:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.1865, loss: 1.1865 +2023-12-27 03:13:26,833 - pyskl - INFO - Epoch [111][500/3405] lr: 4.107e-03, eta: 9:53:21, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.1615, loss: 1.1615 +2023-12-27 03:13:53,445 - pyskl - INFO - Epoch [111][600/3405] lr: 4.102e-03, eta: 9:52:55, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9950, loss_cls: 1.2060, loss: 1.2060 +2023-12-27 03:14:19,172 - pyskl - INFO - Epoch [111][700/3405] lr: 4.096e-03, eta: 9:52:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 1.2085, loss: 1.2085 +2023-12-27 03:14:44,579 - pyskl - INFO - Epoch [111][800/3405] lr: 4.090e-03, eta: 9:52:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9962, loss_cls: 1.1992, loss: 1.1992 +2023-12-27 03:15:09,764 - pyskl - INFO - Epoch [111][900/3405] lr: 4.085e-03, eta: 9:51:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9981, loss_cls: 1.1838, loss: 1.1838 +2023-12-27 03:15:35,123 - pyskl - INFO - Epoch [111][1000/3405] lr: 4.079e-03, eta: 9:51:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.1662, loss: 1.1662 +2023-12-27 03:16:00,220 - pyskl - INFO - Epoch [111][1100/3405] lr: 4.073e-03, eta: 9:50:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 1.1990, loss: 1.1990 +2023-12-27 03:16:25,288 - pyskl - INFO - Epoch [111][1200/3405] lr: 4.068e-03, eta: 9:50:16, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 1.2062, loss: 1.2062 +2023-12-27 03:16:50,523 - pyskl - INFO - Epoch [111][1300/3405] lr: 4.062e-03, eta: 9:49:49, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 1.1951, loss: 1.1951 +2023-12-27 03:17:16,097 - pyskl - INFO - Epoch [111][1400/3405] lr: 4.056e-03, eta: 9:49:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9950, loss_cls: 1.1532, loss: 1.1532 +2023-12-27 03:17:41,548 - pyskl - INFO - Epoch [111][1500/3405] lr: 4.051e-03, eta: 9:48:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 1.1890, loss: 1.1890 +2023-12-27 03:18:07,101 - pyskl - INFO - Epoch [111][1600/3405] lr: 4.045e-03, eta: 9:48:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.1718, loss: 1.1718 +2023-12-27 03:18:32,646 - pyskl - INFO - Epoch [111][1700/3405] lr: 4.039e-03, eta: 9:48:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 1.2019, loss: 1.2019 +2023-12-27 03:18:58,164 - pyskl - INFO - Epoch [111][1800/3405] lr: 4.034e-03, eta: 9:47:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9950, loss_cls: 1.1950, loss: 1.1950 +2023-12-27 03:19:24,327 - pyskl - INFO - Epoch [111][1900/3405] lr: 4.028e-03, eta: 9:47:10, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9906, loss_cls: 1.2030, loss: 1.2030 +2023-12-27 03:19:49,893 - pyskl - INFO - Epoch [111][2000/3405] lr: 4.022e-03, eta: 9:46:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 1.1972, loss: 1.1972 +2023-12-27 03:20:15,473 - pyskl - INFO - Epoch [111][2100/3405] lr: 4.017e-03, eta: 9:46:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 1.2010, loss: 1.2010 +2023-12-27 03:20:40,947 - pyskl - INFO - Epoch [111][2200/3405] lr: 4.011e-03, eta: 9:45:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9231, top5_acc: 0.9969, loss_cls: 1.2268, loss: 1.2268 +2023-12-27 03:21:06,477 - pyskl - INFO - Epoch [111][2300/3405] lr: 4.005e-03, eta: 9:45:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9975, loss_cls: 1.1974, loss: 1.1974 +2023-12-27 03:21:31,845 - pyskl - INFO - Epoch [111][2400/3405] lr: 4.000e-03, eta: 9:44:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.1926, loss: 1.1926 +2023-12-27 03:21:57,306 - pyskl - INFO - Epoch [111][2500/3405] lr: 3.994e-03, eta: 9:44:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9163, top5_acc: 0.9962, loss_cls: 1.2295, loss: 1.2295 +2023-12-27 03:22:22,972 - pyskl - INFO - Epoch [111][2600/3405] lr: 3.988e-03, eta: 9:44:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 1.2398, loss: 1.2398 +2023-12-27 03:22:48,406 - pyskl - INFO - Epoch [111][2700/3405] lr: 3.983e-03, eta: 9:43:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.2069, loss: 1.2069 +2023-12-27 03:23:13,842 - pyskl - INFO - Epoch [111][2800/3405] lr: 3.977e-03, eta: 9:43:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 1.1822, loss: 1.1822 +2023-12-27 03:23:39,367 - pyskl - INFO - Epoch [111][2900/3405] lr: 3.972e-03, eta: 9:42:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 1.2355, loss: 1.2355 +2023-12-27 03:24:05,909 - pyskl - INFO - Epoch [111][3000/3405] lr: 3.966e-03, eta: 9:42:19, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.2049, loss: 1.2049 +2023-12-27 03:24:32,557 - pyskl - INFO - Epoch [111][3100/3405] lr: 3.960e-03, eta: 9:41:53, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 1.1932, loss: 1.1932 +2023-12-27 03:24:59,200 - pyskl - INFO - Epoch [111][3200/3405] lr: 3.955e-03, eta: 9:41:27, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 1.1875, loss: 1.1875 +2023-12-27 03:25:25,534 - pyskl - INFO - Epoch [111][3300/3405] lr: 3.949e-03, eta: 9:41:01, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9988, loss_cls: 1.1832, loss: 1.1832 +2023-12-27 03:25:51,970 - pyskl - INFO - Epoch [111][3400/3405] lr: 3.943e-03, eta: 9:40:35, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 1.2136, loss: 1.2136 +2023-12-27 03:25:54,007 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-27 03:30:20,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 03:30:20,850 - pyskl - INFO - +top1_acc 0.8465 +top5_acc 0.9691 +2023-12-27 03:30:20,875 - pyskl - INFO - Epoch(val) [111][3718] top1_acc: 0.8465, top5_acc: 0.9691 +2023-12-27 03:31:13,675 - pyskl - INFO - Epoch [112][100/3405] lr: 3.938e-03, eta: 9:40:16, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 1.1802, loss: 1.1802 +2023-12-27 03:31:39,232 - pyskl - INFO - Epoch [112][200/3405] lr: 3.932e-03, eta: 9:39:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 1.1721, loss: 1.1721 +2023-12-27 03:32:04,414 - pyskl - INFO - Epoch [112][300/3405] lr: 3.926e-03, eta: 9:39:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 1.1655, loss: 1.1655 +2023-12-27 03:32:29,467 - pyskl - INFO - Epoch [112][400/3405] lr: 3.921e-03, eta: 9:38:56, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 1.1450, loss: 1.1450 +2023-12-27 03:32:54,531 - pyskl - INFO - Epoch [112][500/3405] lr: 3.915e-03, eta: 9:38:30, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.1432, loss: 1.1432 +2023-12-27 03:33:19,621 - pyskl - INFO - Epoch [112][600/3405] lr: 3.910e-03, eta: 9:38:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.1446, loss: 1.1446 +2023-12-27 03:33:45,133 - pyskl - INFO - Epoch [112][700/3405] lr: 3.904e-03, eta: 9:37:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 1.1603, loss: 1.1603 +2023-12-27 03:34:10,508 - pyskl - INFO - Epoch [112][800/3405] lr: 3.898e-03, eta: 9:37:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.1438, loss: 1.1438 +2023-12-27 03:34:35,906 - pyskl - INFO - Epoch [112][900/3405] lr: 3.893e-03, eta: 9:36:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9969, loss_cls: 1.1747, loss: 1.1747 +2023-12-27 03:35:01,290 - pyskl - INFO - Epoch [112][1000/3405] lr: 3.887e-03, eta: 9:36:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 1.1656, loss: 1.1656 +2023-12-27 03:35:26,641 - pyskl - INFO - Epoch [112][1100/3405] lr: 3.882e-03, eta: 9:35:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 1.1753, loss: 1.1753 +2023-12-27 03:35:51,663 - pyskl - INFO - Epoch [112][1200/3405] lr: 3.876e-03, eta: 9:35:24, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.1687, loss: 1.1687 +2023-12-27 03:36:16,686 - pyskl - INFO - Epoch [112][1300/3405] lr: 3.871e-03, eta: 9:34:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 1.1861, loss: 1.1861 +2023-12-27 03:36:41,883 - pyskl - INFO - Epoch [112][1400/3405] lr: 3.865e-03, eta: 9:34:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9938, loss_cls: 1.1823, loss: 1.1823 +2023-12-27 03:37:07,789 - pyskl - INFO - Epoch [112][1500/3405] lr: 3.860e-03, eta: 9:34:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.1541, loss: 1.1541 +2023-12-27 03:37:33,538 - pyskl - INFO - Epoch [112][1600/3405] lr: 3.854e-03, eta: 9:33:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 1.1640, loss: 1.1640 +2023-12-27 03:37:59,083 - pyskl - INFO - Epoch [112][1700/3405] lr: 3.848e-03, eta: 9:33:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9950, loss_cls: 1.1683, loss: 1.1683 +2023-12-27 03:38:24,480 - pyskl - INFO - Epoch [112][1800/3405] lr: 3.843e-03, eta: 9:32:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 1.1590, loss: 1.1590 +2023-12-27 03:38:49,925 - pyskl - INFO - Epoch [112][1900/3405] lr: 3.837e-03, eta: 9:32:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 1.2184, loss: 1.2184 +2023-12-27 03:39:16,196 - pyskl - INFO - Epoch [112][2000/3405] lr: 3.832e-03, eta: 9:31:52, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 1.2034, loss: 1.2034 +2023-12-27 03:39:42,010 - pyskl - INFO - Epoch [112][2100/3405] lr: 3.826e-03, eta: 9:31:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 1.1857, loss: 1.1857 +2023-12-27 03:40:07,871 - pyskl - INFO - Epoch [112][2200/3405] lr: 3.821e-03, eta: 9:30:59, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 1.1814, loss: 1.1814 +2023-12-27 03:40:33,080 - pyskl - INFO - Epoch [112][2300/3405] lr: 3.815e-03, eta: 9:30:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 1.1682, loss: 1.1682 +2023-12-27 03:40:58,490 - pyskl - INFO - Epoch [112][2400/3405] lr: 3.810e-03, eta: 9:30:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9344, top5_acc: 0.9962, loss_cls: 1.1864, loss: 1.1864 +2023-12-27 03:41:24,006 - pyskl - INFO - Epoch [112][2500/3405] lr: 3.804e-03, eta: 9:29:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 1.1888, loss: 1.1888 +2023-12-27 03:41:49,525 - pyskl - INFO - Epoch [112][2600/3405] lr: 3.799e-03, eta: 9:29:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 1.1898, loss: 1.1898 +2023-12-27 03:42:15,641 - pyskl - INFO - Epoch [112][2700/3405] lr: 3.793e-03, eta: 9:28:47, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.1587, loss: 1.1587 +2023-12-27 03:42:41,317 - pyskl - INFO - Epoch [112][2800/3405] lr: 3.788e-03, eta: 9:28:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 1.1885, loss: 1.1885 +2023-12-27 03:43:06,933 - pyskl - INFO - Epoch [112][2900/3405] lr: 3.782e-03, eta: 9:27:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 1.1741, loss: 1.1741 +2023-12-27 03:43:33,587 - pyskl - INFO - Epoch [112][3000/3405] lr: 3.777e-03, eta: 9:27:28, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 1.0000, loss_cls: 1.1847, loss: 1.1847 +2023-12-27 03:44:00,197 - pyskl - INFO - Epoch [112][3100/3405] lr: 3.771e-03, eta: 9:27:02, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9956, loss_cls: 1.1813, loss: 1.1813 +2023-12-27 03:44:26,803 - pyskl - INFO - Epoch [112][3200/3405] lr: 3.766e-03, eta: 9:26:36, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 1.1751, loss: 1.1751 +2023-12-27 03:44:53,393 - pyskl - INFO - Epoch [112][3300/3405] lr: 3.760e-03, eta: 9:26:10, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 1.1705, loss: 1.1705 +2023-12-27 03:45:19,419 - pyskl - INFO - Epoch [112][3400/3405] lr: 3.755e-03, eta: 9:25:43, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 1.2005, loss: 1.2005 +2023-12-27 03:45:21,394 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-27 03:49:47,167 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 03:49:47,824 - pyskl - INFO - +top1_acc 0.8566 +top5_acc 0.9729 +2023-12-27 03:49:47,829 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_104.pth was removed +2023-12-27 03:49:48,036 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2023-12-27 03:49:48,037 - pyskl - INFO - Best top1_acc is 0.8566 at 112 epoch. +2023-12-27 03:49:48,062 - pyskl - INFO - Epoch(val) [112][3718] top1_acc: 0.8566, top5_acc: 0.9729 +2023-12-27 03:50:41,126 - pyskl - INFO - Epoch [113][100/3405] lr: 3.749e-03, eta: 9:25:25, time: 0.531, data_time: 0.274, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 1.1520, loss: 1.1520 +2023-12-27 03:51:06,563 - pyskl - INFO - Epoch [113][200/3405] lr: 3.743e-03, eta: 9:24:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.1364, loss: 1.1364 +2023-12-27 03:51:31,911 - pyskl - INFO - Epoch [113][300/3405] lr: 3.738e-03, eta: 9:24:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.1180, loss: 1.1180 +2023-12-27 03:51:57,424 - pyskl - INFO - Epoch [113][400/3405] lr: 3.732e-03, eta: 9:24:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.1439, loss: 1.1439 +2023-12-27 03:52:22,787 - pyskl - INFO - Epoch [113][500/3405] lr: 3.727e-03, eta: 9:23:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 1.1326, loss: 1.1326 +2023-12-27 03:52:48,345 - pyskl - INFO - Epoch [113][600/3405] lr: 3.721e-03, eta: 9:23:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.1154, loss: 1.1154 +2023-12-27 03:53:13,948 - pyskl - INFO - Epoch [113][700/3405] lr: 3.716e-03, eta: 9:22:46, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.1240, loss: 1.1240 +2023-12-27 03:53:39,479 - pyskl - INFO - Epoch [113][800/3405] lr: 3.710e-03, eta: 9:22:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 1.1161, loss: 1.1161 +2023-12-27 03:54:05,383 - pyskl - INFO - Epoch [113][900/3405] lr: 3.705e-03, eta: 9:21:53, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9413, top5_acc: 0.9975, loss_cls: 1.1576, loss: 1.1576 +2023-12-27 03:54:31,973 - pyskl - INFO - Epoch [113][1000/3405] lr: 3.699e-03, eta: 9:21:27, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 1.1584, loss: 1.1584 +2023-12-27 03:54:58,551 - pyskl - INFO - Epoch [113][1100/3405] lr: 3.694e-03, eta: 9:21:00, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 1.1473, loss: 1.1473 +2023-12-27 03:55:25,143 - pyskl - INFO - Epoch [113][1200/3405] lr: 3.689e-03, eta: 9:20:34, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 1.1676, loss: 1.1676 +2023-12-27 03:55:51,704 - pyskl - INFO - Epoch [113][1300/3405] lr: 3.683e-03, eta: 9:20:08, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 1.1437, loss: 1.1437 +2023-12-27 03:56:17,933 - pyskl - INFO - Epoch [113][1400/3405] lr: 3.678e-03, eta: 9:19:42, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 1.1564, loss: 1.1564 +2023-12-27 03:56:43,468 - pyskl - INFO - Epoch [113][1500/3405] lr: 3.672e-03, eta: 9:19:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9981, loss_cls: 1.1637, loss: 1.1637 +2023-12-27 03:57:09,219 - pyskl - INFO - Epoch [113][1600/3405] lr: 3.667e-03, eta: 9:18:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 1.1656, loss: 1.1656 +2023-12-27 03:57:34,779 - pyskl - INFO - Epoch [113][1700/3405] lr: 3.661e-03, eta: 9:18:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.1587, loss: 1.1587 +2023-12-27 03:57:59,998 - pyskl - INFO - Epoch [113][1800/3405] lr: 3.656e-03, eta: 9:17:56, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.1824, loss: 1.1824 +2023-12-27 03:58:25,392 - pyskl - INFO - Epoch [113][1900/3405] lr: 3.650e-03, eta: 9:17:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 1.1906, loss: 1.1906 +2023-12-27 03:58:50,814 - pyskl - INFO - Epoch [113][2000/3405] lr: 3.645e-03, eta: 9:17:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 1.1505, loss: 1.1505 +2023-12-27 03:59:16,241 - pyskl - INFO - Epoch [113][2100/3405] lr: 3.640e-03, eta: 9:16:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9981, loss_cls: 1.1484, loss: 1.1484 +2023-12-27 03:59:41,380 - pyskl - INFO - Epoch [113][2200/3405] lr: 3.634e-03, eta: 9:16:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.1903, loss: 1.1903 +2023-12-27 04:00:06,687 - pyskl - INFO - Epoch [113][2300/3405] lr: 3.629e-03, eta: 9:15:43, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9988, loss_cls: 1.1887, loss: 1.1887 +2023-12-27 04:00:31,939 - pyskl - INFO - Epoch [113][2400/3405] lr: 3.623e-03, eta: 9:15:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.1792, loss: 1.1792 +2023-12-27 04:00:57,626 - pyskl - INFO - Epoch [113][2500/3405] lr: 3.618e-03, eta: 9:14:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.1858, loss: 1.1858 +2023-12-27 04:01:23,243 - pyskl - INFO - Epoch [113][2600/3405] lr: 3.613e-03, eta: 9:14:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 1.1556, loss: 1.1556 +2023-12-27 04:01:48,738 - pyskl - INFO - Epoch [113][2700/3405] lr: 3.607e-03, eta: 9:13:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 1.1733, loss: 1.1733 +2023-12-27 04:02:14,595 - pyskl - INFO - Epoch [113][2800/3405] lr: 3.602e-03, eta: 9:13:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9187, top5_acc: 0.9962, loss_cls: 1.2000, loss: 1.2000 +2023-12-27 04:02:40,197 - pyskl - INFO - Epoch [113][2900/3405] lr: 3.596e-03, eta: 9:13:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9069, top5_acc: 0.9969, loss_cls: 1.2270, loss: 1.2270 +2023-12-27 04:03:05,642 - pyskl - INFO - Epoch [113][3000/3405] lr: 3.591e-03, eta: 9:12:38, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 1.2032, loss: 1.2032 +2023-12-27 04:03:31,406 - pyskl - INFO - Epoch [113][3100/3405] lr: 3.586e-03, eta: 9:12:12, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 1.1808, loss: 1.1808 +2023-12-27 04:03:56,713 - pyskl - INFO - Epoch [113][3200/3405] lr: 3.580e-03, eta: 9:11:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 1.1641, loss: 1.1641 +2023-12-27 04:04:23,004 - pyskl - INFO - Epoch [113][3300/3405] lr: 3.575e-03, eta: 9:11:19, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 1.2008, loss: 1.2008 +2023-12-27 04:04:48,382 - pyskl - INFO - Epoch [113][3400/3405] lr: 3.569e-03, eta: 9:10:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 1.1748, loss: 1.1748 +2023-12-27 04:04:50,440 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-27 04:09:16,413 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 04:09:17,053 - pyskl - INFO - +top1_acc 0.8582 +top5_acc 0.9719 +2023-12-27 04:09:17,058 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_112.pth was removed +2023-12-27 04:09:17,285 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2023-12-27 04:09:17,287 - pyskl - INFO - Best top1_acc is 0.8582 at 113 epoch. +2023-12-27 04:09:17,324 - pyskl - INFO - Epoch(val) [113][3718] top1_acc: 0.8582, top5_acc: 0.9719 +2023-12-27 04:10:12,691 - pyskl - INFO - Epoch [114][100/3405] lr: 3.564e-03, eta: 9:10:34, time: 0.554, data_time: 0.293, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.1423, loss: 1.1423 +2023-12-27 04:10:38,257 - pyskl - INFO - Epoch [114][200/3405] lr: 3.558e-03, eta: 9:10:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 1.1267, loss: 1.1267 +2023-12-27 04:11:04,014 - pyskl - INFO - Epoch [114][300/3405] lr: 3.553e-03, eta: 9:09:41, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 1.1590, loss: 1.1590 +2023-12-27 04:11:29,787 - pyskl - INFO - Epoch [114][400/3405] lr: 3.548e-03, eta: 9:09:15, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1411, loss: 1.1411 +2023-12-27 04:11:55,745 - pyskl - INFO - Epoch [114][500/3405] lr: 3.542e-03, eta: 9:08:49, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 1.1402, loss: 1.1402 +2023-12-27 04:12:21,483 - pyskl - INFO - Epoch [114][600/3405] lr: 3.537e-03, eta: 9:08:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.1280, loss: 1.1280 +2023-12-27 04:12:47,247 - pyskl - INFO - Epoch [114][700/3405] lr: 3.532e-03, eta: 9:07:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.1325, loss: 1.1325 +2023-12-27 04:13:12,811 - pyskl - INFO - Epoch [114][800/3405] lr: 3.526e-03, eta: 9:07:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 1.1233, loss: 1.1233 +2023-12-27 04:13:38,617 - pyskl - INFO - Epoch [114][900/3405] lr: 3.521e-03, eta: 9:07:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9994, loss_cls: 1.1436, loss: 1.1436 +2023-12-27 04:14:03,731 - pyskl - INFO - Epoch [114][1000/3405] lr: 3.516e-03, eta: 9:06:36, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.1461, loss: 1.1461 +2023-12-27 04:14:28,956 - pyskl - INFO - Epoch [114][1100/3405] lr: 3.510e-03, eta: 9:06:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.1433, loss: 1.1433 +2023-12-27 04:14:54,194 - pyskl - INFO - Epoch [114][1200/3405] lr: 3.505e-03, eta: 9:05:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 1.1476, loss: 1.1476 +2023-12-27 04:15:19,305 - pyskl - INFO - Epoch [114][1300/3405] lr: 3.499e-03, eta: 9:05:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 1.1780, loss: 1.1780 +2023-12-27 04:15:44,850 - pyskl - INFO - Epoch [114][1400/3405] lr: 3.494e-03, eta: 9:04:50, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.1659, loss: 1.1659 +2023-12-27 04:16:10,306 - pyskl - INFO - Epoch [114][1500/3405] lr: 3.489e-03, eta: 9:04:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 1.1587, loss: 1.1587 +2023-12-27 04:16:35,576 - pyskl - INFO - Epoch [114][1600/3405] lr: 3.484e-03, eta: 9:03:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.1537, loss: 1.1537 +2023-12-27 04:17:00,887 - pyskl - INFO - Epoch [114][1700/3405] lr: 3.478e-03, eta: 9:03:30, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9975, loss_cls: 1.1445, loss: 1.1445 +2023-12-27 04:17:26,389 - pyskl - INFO - Epoch [114][1800/3405] lr: 3.473e-03, eta: 9:03:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 1.1472, loss: 1.1472 +2023-12-27 04:17:51,819 - pyskl - INFO - Epoch [114][1900/3405] lr: 3.468e-03, eta: 9:02:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 1.1724, loss: 1.1724 +2023-12-27 04:18:17,481 - pyskl - INFO - Epoch [114][2000/3405] lr: 3.462e-03, eta: 9:02:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 1.1404, loss: 1.1404 +2023-12-27 04:18:42,600 - pyskl - INFO - Epoch [114][2100/3405] lr: 3.457e-03, eta: 9:01:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 1.1450, loss: 1.1450 +2023-12-27 04:19:08,205 - pyskl - INFO - Epoch [114][2200/3405] lr: 3.452e-03, eta: 9:01:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 1.1400, loss: 1.1400 +2023-12-27 04:19:33,421 - pyskl - INFO - Epoch [114][2300/3405] lr: 3.446e-03, eta: 9:00:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 1.1616, loss: 1.1616 +2023-12-27 04:19:59,309 - pyskl - INFO - Epoch [114][2400/3405] lr: 3.441e-03, eta: 9:00:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 1.1551, loss: 1.1551 +2023-12-27 04:20:25,880 - pyskl - INFO - Epoch [114][2500/3405] lr: 3.436e-03, eta: 8:59:59, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 1.1969, loss: 1.1969 +2023-12-27 04:20:51,547 - pyskl - INFO - Epoch [114][2600/3405] lr: 3.430e-03, eta: 8:59:33, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9969, loss_cls: 1.1775, loss: 1.1775 +2023-12-27 04:21:17,453 - pyskl - INFO - Epoch [114][2700/3405] lr: 3.425e-03, eta: 8:59:06, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 1.1549, loss: 1.1549 +2023-12-27 04:21:43,326 - pyskl - INFO - Epoch [114][2800/3405] lr: 3.420e-03, eta: 8:58:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9325, top5_acc: 0.9975, loss_cls: 1.1749, loss: 1.1749 +2023-12-27 04:22:08,998 - pyskl - INFO - Epoch [114][2900/3405] lr: 3.415e-03, eta: 8:58:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 1.1853, loss: 1.1853 +2023-12-27 04:22:34,499 - pyskl - INFO - Epoch [114][3000/3405] lr: 3.409e-03, eta: 8:57:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.1695, loss: 1.1695 +2023-12-27 04:23:00,115 - pyskl - INFO - Epoch [114][3100/3405] lr: 3.404e-03, eta: 8:57:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 1.1725, loss: 1.1725 +2023-12-27 04:23:25,432 - pyskl - INFO - Epoch [114][3200/3405] lr: 3.399e-03, eta: 8:56:54, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 1.1699, loss: 1.1699 +2023-12-27 04:23:51,653 - pyskl - INFO - Epoch [114][3300/3405] lr: 3.393e-03, eta: 8:56:28, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9363, top5_acc: 0.9981, loss_cls: 1.1675, loss: 1.1675 +2023-12-27 04:24:17,302 - pyskl - INFO - Epoch [114][3400/3405] lr: 3.388e-03, eta: 8:56:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 1.1740, loss: 1.1740 +2023-12-27 04:24:19,289 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-27 04:28:47,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 04:28:48,121 - pyskl - INFO - +top1_acc 0.8588 +top5_acc 0.9733 +2023-12-27 04:28:48,131 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_113.pth was removed +2023-12-27 04:28:48,344 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2023-12-27 04:28:48,346 - pyskl - INFO - Best top1_acc is 0.8588 at 114 epoch. +2023-12-27 04:28:48,372 - pyskl - INFO - Epoch(val) [114][3718] top1_acc: 0.8588, top5_acc: 0.9733 +2023-12-27 04:29:42,468 - pyskl - INFO - Epoch [115][100/3405] lr: 3.383e-03, eta: 8:55:42, time: 0.541, data_time: 0.288, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.1264, loss: 1.1264 +2023-12-27 04:30:08,313 - pyskl - INFO - Epoch [115][200/3405] lr: 3.377e-03, eta: 8:55:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 1.1413, loss: 1.1413 +2023-12-27 04:30:34,920 - pyskl - INFO - Epoch [115][300/3405] lr: 3.372e-03, eta: 8:54:50, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 1.1274, loss: 1.1274 +2023-12-27 04:31:01,564 - pyskl - INFO - Epoch [115][400/3405] lr: 3.367e-03, eta: 8:54:24, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 1.1342, loss: 1.1342 +2023-12-27 04:31:27,384 - pyskl - INFO - Epoch [115][500/3405] lr: 3.362e-03, eta: 8:53:57, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 1.1435, loss: 1.1435 +2023-12-27 04:31:53,268 - pyskl - INFO - Epoch [115][600/3405] lr: 3.356e-03, eta: 8:53:31, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.1349, loss: 1.1349 +2023-12-27 04:32:19,078 - pyskl - INFO - Epoch [115][700/3405] lr: 3.351e-03, eta: 8:53:04, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 1.1137, loss: 1.1137 +2023-12-27 04:32:44,399 - pyskl - INFO - Epoch [115][800/3405] lr: 3.346e-03, eta: 8:52:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.1332, loss: 1.1332 +2023-12-27 04:33:09,624 - pyskl - INFO - Epoch [115][900/3405] lr: 3.341e-03, eta: 8:52:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.1072, loss: 1.1072 +2023-12-27 04:33:34,839 - pyskl - INFO - Epoch [115][1000/3405] lr: 3.335e-03, eta: 8:51:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.1304, loss: 1.1304 +2023-12-27 04:34:00,311 - pyskl - INFO - Epoch [115][1100/3405] lr: 3.330e-03, eta: 8:51:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 1.1241, loss: 1.1241 +2023-12-27 04:34:25,545 - pyskl - INFO - Epoch [115][1200/3405] lr: 3.325e-03, eta: 8:50:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.1411, loss: 1.1411 +2023-12-27 04:34:51,365 - pyskl - INFO - Epoch [115][1300/3405] lr: 3.320e-03, eta: 8:50:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 1.1394, loss: 1.1394 +2023-12-27 04:35:17,363 - pyskl - INFO - Epoch [115][1400/3405] lr: 3.315e-03, eta: 8:49:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 1.1398, loss: 1.1398 +2023-12-27 04:35:42,731 - pyskl - INFO - Epoch [115][1500/3405] lr: 3.309e-03, eta: 8:49:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 1.1533, loss: 1.1533 +2023-12-27 04:36:07,775 - pyskl - INFO - Epoch [115][1600/3405] lr: 3.304e-03, eta: 8:49:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.1489, loss: 1.1489 +2023-12-27 04:36:32,817 - pyskl - INFO - Epoch [115][1700/3405] lr: 3.299e-03, eta: 8:48:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.1390, loss: 1.1390 +2023-12-27 04:36:57,858 - pyskl - INFO - Epoch [115][1800/3405] lr: 3.294e-03, eta: 8:48:13, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 1.1302, loss: 1.1302 +2023-12-27 04:37:22,870 - pyskl - INFO - Epoch [115][1900/3405] lr: 3.289e-03, eta: 8:47:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9419, top5_acc: 0.9994, loss_cls: 1.1429, loss: 1.1429 +2023-12-27 04:37:47,992 - pyskl - INFO - Epoch [115][2000/3405] lr: 3.283e-03, eta: 8:47:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 1.1558, loss: 1.1558 +2023-12-27 04:38:13,408 - pyskl - INFO - Epoch [115][2100/3405] lr: 3.278e-03, eta: 8:46:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.1432, loss: 1.1432 +2023-12-27 04:38:39,100 - pyskl - INFO - Epoch [115][2200/3405] lr: 3.273e-03, eta: 8:46:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 1.1247, loss: 1.1247 +2023-12-27 04:39:04,589 - pyskl - INFO - Epoch [115][2300/3405] lr: 3.268e-03, eta: 8:46:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.1197, loss: 1.1197 +2023-12-27 04:39:30,079 - pyskl - INFO - Epoch [115][2400/3405] lr: 3.263e-03, eta: 8:45:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.1455, loss: 1.1455 +2023-12-27 04:39:55,668 - pyskl - INFO - Epoch [115][2500/3405] lr: 3.257e-03, eta: 8:45:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.1550, loss: 1.1550 +2023-12-27 04:40:21,286 - pyskl - INFO - Epoch [115][2600/3405] lr: 3.252e-03, eta: 8:44:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 1.1427, loss: 1.1427 +2023-12-27 04:40:46,913 - pyskl - INFO - Epoch [115][2700/3405] lr: 3.247e-03, eta: 8:44:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 1.1441, loss: 1.1441 +2023-12-27 04:41:12,623 - pyskl - INFO - Epoch [115][2800/3405] lr: 3.242e-03, eta: 8:43:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 1.1436, loss: 1.1436 +2023-12-27 04:41:38,622 - pyskl - INFO - Epoch [115][2900/3405] lr: 3.237e-03, eta: 8:43:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9319, top5_acc: 0.9962, loss_cls: 1.1752, loss: 1.1752 +2023-12-27 04:42:05,256 - pyskl - INFO - Epoch [115][3000/3405] lr: 3.232e-03, eta: 8:42:56, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9969, loss_cls: 1.1407, loss: 1.1407 +2023-12-27 04:42:31,863 - pyskl - INFO - Epoch [115][3100/3405] lr: 3.226e-03, eta: 8:42:29, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 1.1563, loss: 1.1563 +2023-12-27 04:42:58,469 - pyskl - INFO - Epoch [115][3200/3405] lr: 3.221e-03, eta: 8:42:03, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 1.1851, loss: 1.1851 +2023-12-27 04:43:25,087 - pyskl - INFO - Epoch [115][3300/3405] lr: 3.216e-03, eta: 8:41:37, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 1.1683, loss: 1.1683 +2023-12-27 04:43:51,083 - pyskl - INFO - Epoch [115][3400/3405] lr: 3.211e-03, eta: 8:41:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 1.1802, loss: 1.1802 +2023-12-27 04:43:53,277 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-27 04:48:19,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 04:48:20,359 - pyskl - INFO - +top1_acc 0.8574 +top5_acc 0.9712 +2023-12-27 04:48:20,392 - pyskl - INFO - Epoch(val) [115][3718] top1_acc: 0.8574, top5_acc: 0.9712 +2023-12-27 04:49:14,001 - pyskl - INFO - Epoch [116][100/3405] lr: 3.206e-03, eta: 8:40:51, time: 0.536, data_time: 0.283, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9994, loss_cls: 1.1449, loss: 1.1449 +2023-12-27 04:49:39,382 - pyskl - INFO - Epoch [116][200/3405] lr: 3.200e-03, eta: 8:40:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 1.1352, loss: 1.1352 +2023-12-27 04:50:04,808 - pyskl - INFO - Epoch [116][300/3405] lr: 3.195e-03, eta: 8:39:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 1.1372, loss: 1.1372 +2023-12-27 04:50:30,163 - pyskl - INFO - Epoch [116][400/3405] lr: 3.190e-03, eta: 8:39:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.1258, loss: 1.1258 +2023-12-27 04:50:55,582 - pyskl - INFO - Epoch [116][500/3405] lr: 3.185e-03, eta: 8:39:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.0991, loss: 1.0991 +2023-12-27 04:51:20,997 - pyskl - INFO - Epoch [116][600/3405] lr: 3.180e-03, eta: 8:38:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 1.0000, loss_cls: 1.1215, loss: 1.1215 +2023-12-27 04:51:46,279 - pyskl - INFO - Epoch [116][700/3405] lr: 3.175e-03, eta: 8:38:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.1236, loss: 1.1236 +2023-12-27 04:52:11,772 - pyskl - INFO - Epoch [116][800/3405] lr: 3.170e-03, eta: 8:37:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.1166, loss: 1.1166 +2023-12-27 04:52:37,615 - pyskl - INFO - Epoch [116][900/3405] lr: 3.165e-03, eta: 8:37:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 1.1319, loss: 1.1319 +2023-12-27 04:53:03,194 - pyskl - INFO - Epoch [116][1000/3405] lr: 3.159e-03, eta: 8:36:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.1119, loss: 1.1119 +2023-12-27 04:53:28,443 - pyskl - INFO - Epoch [116][1100/3405] lr: 3.154e-03, eta: 8:36:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 1.1313, loss: 1.1313 +2023-12-27 04:53:53,921 - pyskl - INFO - Epoch [116][1200/3405] lr: 3.149e-03, eta: 8:36:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.1254, loss: 1.1254 +2023-12-27 04:54:19,388 - pyskl - INFO - Epoch [116][1300/3405] lr: 3.144e-03, eta: 8:35:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.1238, loss: 1.1238 +2023-12-27 04:54:44,743 - pyskl - INFO - Epoch [116][1400/3405] lr: 3.139e-03, eta: 8:35:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 1.1306, loss: 1.1306 +2023-12-27 04:55:10,446 - pyskl - INFO - Epoch [116][1500/3405] lr: 3.134e-03, eta: 8:34:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 1.1206, loss: 1.1206 +2023-12-27 04:55:35,710 - pyskl - INFO - Epoch [116][1600/3405] lr: 3.129e-03, eta: 8:34:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9994, loss_cls: 1.1369, loss: 1.1369 +2023-12-27 04:56:01,078 - pyskl - INFO - Epoch [116][1700/3405] lr: 3.124e-03, eta: 8:33:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9356, top5_acc: 0.9969, loss_cls: 1.1568, loss: 1.1568 +2023-12-27 04:56:26,414 - pyskl - INFO - Epoch [116][1800/3405] lr: 3.119e-03, eta: 8:33:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.1260, loss: 1.1260 +2023-12-27 04:56:51,662 - pyskl - INFO - Epoch [116][1900/3405] lr: 3.114e-03, eta: 8:32:54, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 1.1261, loss: 1.1261 +2023-12-27 04:57:17,115 - pyskl - INFO - Epoch [116][2000/3405] lr: 3.109e-03, eta: 8:32:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 1.1513, loss: 1.1513 +2023-12-27 04:57:42,412 - pyskl - INFO - Epoch [116][2100/3405] lr: 3.103e-03, eta: 8:32:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9981, loss_cls: 1.1258, loss: 1.1258 +2023-12-27 04:58:07,904 - pyskl - INFO - Epoch [116][2200/3405] lr: 3.098e-03, eta: 8:31:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 1.0000, loss_cls: 1.1273, loss: 1.1273 +2023-12-27 04:58:33,354 - pyskl - INFO - Epoch [116][2300/3405] lr: 3.093e-03, eta: 8:31:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 1.1415, loss: 1.1415 +2023-12-27 04:58:58,789 - pyskl - INFO - Epoch [116][2400/3405] lr: 3.088e-03, eta: 8:30:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 1.1324, loss: 1.1324 +2023-12-27 04:59:24,289 - pyskl - INFO - Epoch [116][2500/3405] lr: 3.083e-03, eta: 8:30:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 1.1302, loss: 1.1302 +2023-12-27 04:59:50,062 - pyskl - INFO - Epoch [116][2600/3405] lr: 3.078e-03, eta: 8:29:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.1259, loss: 1.1259 +2023-12-27 05:00:15,675 - pyskl - INFO - Epoch [116][2700/3405] lr: 3.073e-03, eta: 8:29:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.1268, loss: 1.1268 +2023-12-27 05:00:41,644 - pyskl - INFO - Epoch [116][2800/3405] lr: 3.068e-03, eta: 8:28:56, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9950, loss_cls: 1.1375, loss: 1.1375 +2023-12-27 05:01:07,361 - pyskl - INFO - Epoch [116][2900/3405] lr: 3.063e-03, eta: 8:28:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.1194, loss: 1.1194 +2023-12-27 05:01:32,455 - pyskl - INFO - Epoch [116][3000/3405] lr: 3.058e-03, eta: 8:28:03, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 1.1455, loss: 1.1455 +2023-12-27 05:01:57,456 - pyskl - INFO - Epoch [116][3100/3405] lr: 3.053e-03, eta: 8:27:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 1.1370, loss: 1.1370 +2023-12-27 05:02:22,443 - pyskl - INFO - Epoch [116][3200/3405] lr: 3.048e-03, eta: 8:27:10, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.1402, loss: 1.1402 +2023-12-27 05:02:47,444 - pyskl - INFO - Epoch [116][3300/3405] lr: 3.043e-03, eta: 8:26:44, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 1.1396, loss: 1.1396 +2023-12-27 05:03:13,370 - pyskl - INFO - Epoch [116][3400/3405] lr: 3.038e-03, eta: 8:26:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9975, loss_cls: 1.1353, loss: 1.1353 +2023-12-27 05:03:15,346 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-27 05:07:40,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 05:07:41,239 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9726 +2023-12-27 05:07:41,243 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_114.pth was removed +2023-12-27 05:07:41,455 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-27 05:07:41,456 - pyskl - INFO - Best top1_acc is 0.8595 at 116 epoch. +2023-12-27 05:07:41,482 - pyskl - INFO - Epoch(val) [116][3718] top1_acc: 0.8595, top5_acc: 0.9726 +2023-12-27 05:08:35,324 - pyskl - INFO - Epoch [117][100/3405] lr: 3.033e-03, eta: 8:25:57, time: 0.538, data_time: 0.282, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.0716, loss: 1.0716 +2023-12-27 05:09:00,718 - pyskl - INFO - Epoch [117][200/3405] lr: 3.028e-03, eta: 8:25:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.1088, loss: 1.1088 +2023-12-27 05:09:26,347 - pyskl - INFO - Epoch [117][300/3405] lr: 3.023e-03, eta: 8:25:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 1.1033, loss: 1.1033 +2023-12-27 05:09:51,568 - pyskl - INFO - Epoch [117][400/3405] lr: 3.018e-03, eta: 8:24:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9994, loss_cls: 1.1078, loss: 1.1078 +2023-12-27 05:10:16,532 - pyskl - INFO - Epoch [117][500/3405] lr: 3.013e-03, eta: 8:24:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.1250, loss: 1.1250 +2023-12-27 05:10:41,569 - pyskl - INFO - Epoch [117][600/3405] lr: 3.008e-03, eta: 8:23:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 1.1247, loss: 1.1247 +2023-12-27 05:11:07,070 - pyskl - INFO - Epoch [117][700/3405] lr: 3.003e-03, eta: 8:23:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 1.1048, loss: 1.1048 +2023-12-27 05:11:32,416 - pyskl - INFO - Epoch [117][800/3405] lr: 2.998e-03, eta: 8:22:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.1192, loss: 1.1192 +2023-12-27 05:11:57,846 - pyskl - INFO - Epoch [117][900/3405] lr: 2.993e-03, eta: 8:22:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.0933, loss: 1.0933 +2023-12-27 05:12:22,987 - pyskl - INFO - Epoch [117][1000/3405] lr: 2.988e-03, eta: 8:21:59, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 1.0959, loss: 1.0959 +2023-12-27 05:12:48,425 - pyskl - INFO - Epoch [117][1100/3405] lr: 2.983e-03, eta: 8:21:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.1089, loss: 1.1089 +2023-12-27 05:13:14,135 - pyskl - INFO - Epoch [117][1200/3405] lr: 2.978e-03, eta: 8:21:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 1.0994, loss: 1.0994 +2023-12-27 05:13:39,533 - pyskl - INFO - Epoch [117][1300/3405] lr: 2.973e-03, eta: 8:20:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 1.1230, loss: 1.1230 +2023-12-27 05:14:05,010 - pyskl - INFO - Epoch [117][1400/3405] lr: 2.968e-03, eta: 8:20:13, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.0951, loss: 1.0951 +2023-12-27 05:14:30,345 - pyskl - INFO - Epoch [117][1500/3405] lr: 2.963e-03, eta: 8:19:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.0954, loss: 1.0954 +2023-12-27 05:14:55,732 - pyskl - INFO - Epoch [117][1600/3405] lr: 2.958e-03, eta: 8:19:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.1166, loss: 1.1166 +2023-12-27 05:15:21,522 - pyskl - INFO - Epoch [117][1700/3405] lr: 2.953e-03, eta: 8:18:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.1129, loss: 1.1129 +2023-12-27 05:15:46,634 - pyskl - INFO - Epoch [117][1800/3405] lr: 2.948e-03, eta: 8:18:27, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 1.1270, loss: 1.1270 +2023-12-27 05:16:11,594 - pyskl - INFO - Epoch [117][1900/3405] lr: 2.943e-03, eta: 8:18:00, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 1.1198, loss: 1.1198 +2023-12-27 05:16:37,007 - pyskl - INFO - Epoch [117][2000/3405] lr: 2.938e-03, eta: 8:17:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 1.1077, loss: 1.1077 +2023-12-27 05:17:02,108 - pyskl - INFO - Epoch [117][2100/3405] lr: 2.933e-03, eta: 8:17:07, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.1047, loss: 1.1047 +2023-12-27 05:17:27,342 - pyskl - INFO - Epoch [117][2200/3405] lr: 2.928e-03, eta: 8:16:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 1.1236, loss: 1.1236 +2023-12-27 05:17:52,703 - pyskl - INFO - Epoch [117][2300/3405] lr: 2.923e-03, eta: 8:16:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.1148, loss: 1.1148 +2023-12-27 05:18:17,849 - pyskl - INFO - Epoch [117][2400/3405] lr: 2.918e-03, eta: 8:15:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 1.1335, loss: 1.1335 +2023-12-27 05:18:43,137 - pyskl - INFO - Epoch [117][2500/3405] lr: 2.913e-03, eta: 8:15:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 1.1282, loss: 1.1282 +2023-12-27 05:19:08,636 - pyskl - INFO - Epoch [117][2600/3405] lr: 2.908e-03, eta: 8:14:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 1.1057, loss: 1.1057 +2023-12-27 05:19:34,041 - pyskl - INFO - Epoch [117][2700/3405] lr: 2.903e-03, eta: 8:14:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 1.1205, loss: 1.1205 +2023-12-27 05:19:59,783 - pyskl - INFO - Epoch [117][2800/3405] lr: 2.898e-03, eta: 8:14:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.1375, loss: 1.1375 +2023-12-27 05:20:25,176 - pyskl - INFO - Epoch [117][2900/3405] lr: 2.893e-03, eta: 8:13:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.1062, loss: 1.1062 +2023-12-27 05:20:50,732 - pyskl - INFO - Epoch [117][3000/3405] lr: 2.889e-03, eta: 8:13:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 1.1218, loss: 1.1218 +2023-12-27 05:21:15,820 - pyskl - INFO - Epoch [117][3100/3405] lr: 2.884e-03, eta: 8:12:42, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9406, top5_acc: 0.9994, loss_cls: 1.1509, loss: 1.1509 +2023-12-27 05:21:40,775 - pyskl - INFO - Epoch [117][3200/3405] lr: 2.879e-03, eta: 8:12:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9456, top5_acc: 0.9988, loss_cls: 1.1486, loss: 1.1486 +2023-12-27 05:22:06,072 - pyskl - INFO - Epoch [117][3300/3405] lr: 2.874e-03, eta: 8:11:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 1.1148, loss: 1.1148 +2023-12-27 05:22:31,188 - pyskl - INFO - Epoch [117][3400/3405] lr: 2.869e-03, eta: 8:11:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 1.1489, loss: 1.1489 +2023-12-27 05:22:33,175 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-27 05:26:58,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 05:26:58,847 - pyskl - INFO - +top1_acc 0.8488 +top5_acc 0.9689 +2023-12-27 05:26:58,872 - pyskl - INFO - Epoch(val) [117][3718] top1_acc: 0.8488, top5_acc: 0.9689 +2023-12-27 05:27:51,648 - pyskl - INFO - Epoch [118][100/3405] lr: 2.864e-03, eta: 8:11:02, time: 0.528, data_time: 0.275, memory: 5236, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 1.0881, loss: 1.0881 +2023-12-27 05:28:16,890 - pyskl - INFO - Epoch [118][200/3405] lr: 2.859e-03, eta: 8:10:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.1005, loss: 1.1005 +2023-12-27 05:28:42,080 - pyskl - INFO - Epoch [118][300/3405] lr: 2.854e-03, eta: 8:10:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9975, loss_cls: 1.0893, loss: 1.0893 +2023-12-27 05:29:07,237 - pyskl - INFO - Epoch [118][400/3405] lr: 2.849e-03, eta: 8:09:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.0833, loss: 1.0833 +2023-12-27 05:29:32,432 - pyskl - INFO - Epoch [118][500/3405] lr: 2.844e-03, eta: 8:09:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.0861, loss: 1.0861 +2023-12-27 05:29:57,684 - pyskl - INFO - Epoch [118][600/3405] lr: 2.839e-03, eta: 8:08:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.0852, loss: 1.0852 +2023-12-27 05:30:23,246 - pyskl - INFO - Epoch [118][700/3405] lr: 2.834e-03, eta: 8:08:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 1.0877, loss: 1.0877 +2023-12-27 05:30:48,769 - pyskl - INFO - Epoch [118][800/3405] lr: 2.830e-03, eta: 8:07:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 1.0869, loss: 1.0869 +2023-12-27 05:31:14,392 - pyskl - INFO - Epoch [118][900/3405] lr: 2.825e-03, eta: 8:07:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 1.0990, loss: 1.0990 +2023-12-27 05:31:39,593 - pyskl - INFO - Epoch [118][1000/3405] lr: 2.820e-03, eta: 8:07:04, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9994, loss_cls: 1.1049, loss: 1.1049 +2023-12-27 05:32:04,848 - pyskl - INFO - Epoch [118][1100/3405] lr: 2.815e-03, eta: 8:06:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.1117, loss: 1.1117 +2023-12-27 05:32:29,978 - pyskl - INFO - Epoch [118][1200/3405] lr: 2.810e-03, eta: 8:06:11, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 1.1047, loss: 1.1047 +2023-12-27 05:32:55,152 - pyskl - INFO - Epoch [118][1300/3405] lr: 2.805e-03, eta: 8:05:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 1.0746, loss: 1.0746 +2023-12-27 05:33:20,856 - pyskl - INFO - Epoch [118][1400/3405] lr: 2.800e-03, eta: 8:05:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 1.0981, loss: 1.0981 +2023-12-27 05:33:46,712 - pyskl - INFO - Epoch [118][1500/3405] lr: 2.796e-03, eta: 8:04:51, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9575, top5_acc: 1.0000, loss_cls: 1.1040, loss: 1.1040 +2023-12-27 05:34:12,122 - pyskl - INFO - Epoch [118][1600/3405] lr: 2.791e-03, eta: 8:04:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 1.1070, loss: 1.1070 +2023-12-27 05:34:37,643 - pyskl - INFO - Epoch [118][1700/3405] lr: 2.786e-03, eta: 8:03:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 1.1125, loss: 1.1125 +2023-12-27 05:35:03,048 - pyskl - INFO - Epoch [118][1800/3405] lr: 2.781e-03, eta: 8:03:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 1.1199, loss: 1.1199 +2023-12-27 05:35:28,657 - pyskl - INFO - Epoch [118][1900/3405] lr: 2.776e-03, eta: 8:03:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 1.1070, loss: 1.1070 +2023-12-27 05:35:53,978 - pyskl - INFO - Epoch [118][2000/3405] lr: 2.771e-03, eta: 8:02:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9969, loss_cls: 1.1229, loss: 1.1229 +2023-12-27 05:36:19,111 - pyskl - INFO - Epoch [118][2100/3405] lr: 2.767e-03, eta: 8:02:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 1.1125, loss: 1.1125 +2023-12-27 05:36:44,260 - pyskl - INFO - Epoch [118][2200/3405] lr: 2.762e-03, eta: 8:01:46, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9544, top5_acc: 0.9994, loss_cls: 1.1134, loss: 1.1134 +2023-12-27 05:37:09,309 - pyskl - INFO - Epoch [118][2300/3405] lr: 2.757e-03, eta: 8:01:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 1.1043, loss: 1.1043 +2023-12-27 05:37:34,640 - pyskl - INFO - Epoch [118][2400/3405] lr: 2.752e-03, eta: 8:00:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 1.0000, loss_cls: 1.1004, loss: 1.1004 +2023-12-27 05:38:00,096 - pyskl - INFO - Epoch [118][2500/3405] lr: 2.747e-03, eta: 8:00:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 1.1030, loss: 1.1030 +2023-12-27 05:38:25,787 - pyskl - INFO - Epoch [118][2600/3405] lr: 2.742e-03, eta: 8:00:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 1.1106, loss: 1.1106 +2023-12-27 05:38:51,232 - pyskl - INFO - Epoch [118][2700/3405] lr: 2.738e-03, eta: 7:59:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9487, top5_acc: 0.9962, loss_cls: 1.1375, loss: 1.1375 +2023-12-27 05:39:16,838 - pyskl - INFO - Epoch [118][2800/3405] lr: 2.733e-03, eta: 7:59:07, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 1.1381, loss: 1.1381 +2023-12-27 05:39:42,254 - pyskl - INFO - Epoch [118][2900/3405] lr: 2.728e-03, eta: 7:58:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 1.1377, loss: 1.1377 +2023-12-27 05:40:07,638 - pyskl - INFO - Epoch [118][3000/3405] lr: 2.723e-03, eta: 7:58:14, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9431, top5_acc: 1.0000, loss_cls: 1.1383, loss: 1.1383 +2023-12-27 05:40:33,224 - pyskl - INFO - Epoch [118][3100/3405] lr: 2.718e-03, eta: 7:57:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 1.1318, loss: 1.1318 +2023-12-27 05:40:59,048 - pyskl - INFO - Epoch [118][3200/3405] lr: 2.714e-03, eta: 7:57:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 1.1278, loss: 1.1278 +2023-12-27 05:41:24,769 - pyskl - INFO - Epoch [118][3300/3405] lr: 2.709e-03, eta: 7:56:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 1.1165, loss: 1.1165 +2023-12-27 05:41:50,207 - pyskl - INFO - Epoch [118][3400/3405] lr: 2.704e-03, eta: 7:56:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 1.1250, loss: 1.1250 +2023-12-27 05:41:52,347 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-27 05:46:17,989 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 05:46:18,620 - pyskl - INFO - +top1_acc 0.8636 +top5_acc 0.9724 +2023-12-27 05:46:18,625 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_116.pth was removed +2023-12-27 05:46:18,848 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2023-12-27 05:46:18,850 - pyskl - INFO - Best top1_acc is 0.8636 at 118 epoch. +2023-12-27 05:46:18,886 - pyskl - INFO - Epoch(val) [118][3718] top1_acc: 0.8636, top5_acc: 0.9724 +2023-12-27 05:47:13,001 - pyskl - INFO - Epoch [119][100/3405] lr: 2.699e-03, eta: 7:56:08, time: 0.541, data_time: 0.287, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 1.0932, loss: 1.0932 +2023-12-27 05:47:38,449 - pyskl - INFO - Epoch [119][200/3405] lr: 2.694e-03, eta: 7:55:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.0799, loss: 1.0799 +2023-12-27 05:48:03,762 - pyskl - INFO - Epoch [119][300/3405] lr: 2.690e-03, eta: 7:55:16, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.0876, loss: 1.0876 +2023-12-27 05:48:29,453 - pyskl - INFO - Epoch [119][400/3405] lr: 2.685e-03, eta: 7:54:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.0658, loss: 1.0658 +2023-12-27 05:48:54,513 - pyskl - INFO - Epoch [119][500/3405] lr: 2.680e-03, eta: 7:54:23, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 1.0759, loss: 1.0759 +2023-12-27 05:49:19,516 - pyskl - INFO - Epoch [119][600/3405] lr: 2.675e-03, eta: 7:53:56, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.0657, loss: 1.0657 +2023-12-27 05:49:44,738 - pyskl - INFO - Epoch [119][700/3405] lr: 2.671e-03, eta: 7:53:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.0521, loss: 1.0521 +2023-12-27 05:50:10,220 - pyskl - INFO - Epoch [119][800/3405] lr: 2.666e-03, eta: 7:53:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.0751, loss: 1.0751 +2023-12-27 05:50:35,248 - pyskl - INFO - Epoch [119][900/3405] lr: 2.661e-03, eta: 7:52:36, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.0700, loss: 1.0700 +2023-12-27 05:51:00,390 - pyskl - INFO - Epoch [119][1000/3405] lr: 2.656e-03, eta: 7:52:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.1029, loss: 1.1029 +2023-12-27 05:51:25,618 - pyskl - INFO - Epoch [119][1100/3405] lr: 2.652e-03, eta: 7:51:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0727, loss: 1.0727 +2023-12-27 05:51:50,791 - pyskl - INFO - Epoch [119][1200/3405] lr: 2.647e-03, eta: 7:51:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 1.1057, loss: 1.1057 +2023-12-27 05:52:16,110 - pyskl - INFO - Epoch [119][1300/3405] lr: 2.642e-03, eta: 7:50:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 1.0966, loss: 1.0966 +2023-12-27 05:52:41,968 - pyskl - INFO - Epoch [119][1400/3405] lr: 2.637e-03, eta: 7:50:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.0791, loss: 1.0791 +2023-12-27 05:53:07,424 - pyskl - INFO - Epoch [119][1500/3405] lr: 2.633e-03, eta: 7:49:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 1.0733, loss: 1.0733 +2023-12-27 05:53:32,815 - pyskl - INFO - Epoch [119][1600/3405] lr: 2.628e-03, eta: 7:49:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.0777, loss: 1.0777 +2023-12-27 05:53:58,264 - pyskl - INFO - Epoch [119][1700/3405] lr: 2.623e-03, eta: 7:49:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 1.1078, loss: 1.1078 +2023-12-27 05:54:23,253 - pyskl - INFO - Epoch [119][1800/3405] lr: 2.619e-03, eta: 7:48:38, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 1.0962, loss: 1.0962 +2023-12-27 05:54:48,508 - pyskl - INFO - Epoch [119][1900/3405] lr: 2.614e-03, eta: 7:48:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.0883, loss: 1.0883 +2023-12-27 05:55:13,819 - pyskl - INFO - Epoch [119][2000/3405] lr: 2.609e-03, eta: 7:47:45, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 1.0994, loss: 1.0994 +2023-12-27 05:55:39,070 - pyskl - INFO - Epoch [119][2100/3405] lr: 2.604e-03, eta: 7:47:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.0816, loss: 1.0816 +2023-12-27 05:56:04,641 - pyskl - INFO - Epoch [119][2200/3405] lr: 2.600e-03, eta: 7:46:52, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 1.0972, loss: 1.0972 +2023-12-27 05:56:29,940 - pyskl - INFO - Epoch [119][2300/3405] lr: 2.595e-03, eta: 7:46:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.0911, loss: 1.0911 +2023-12-27 05:56:55,409 - pyskl - INFO - Epoch [119][2400/3405] lr: 2.590e-03, eta: 7:45:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 1.0900, loss: 1.0900 +2023-12-27 05:57:21,308 - pyskl - INFO - Epoch [119][2500/3405] lr: 2.586e-03, eta: 7:45:33, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 1.1025, loss: 1.1025 +2023-12-27 05:57:47,248 - pyskl - INFO - Epoch [119][2600/3405] lr: 2.581e-03, eta: 7:45:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 1.1158, loss: 1.1158 +2023-12-27 05:58:13,435 - pyskl - INFO - Epoch [119][2700/3405] lr: 2.576e-03, eta: 7:44:40, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 1.1256, loss: 1.1256 +2023-12-27 05:58:39,001 - pyskl - INFO - Epoch [119][2800/3405] lr: 2.572e-03, eta: 7:44:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 1.1258, loss: 1.1258 +2023-12-27 05:59:04,998 - pyskl - INFO - Epoch [119][2900/3405] lr: 2.567e-03, eta: 7:43:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 1.0000, loss_cls: 1.1040, loss: 1.1040 +2023-12-27 05:59:30,249 - pyskl - INFO - Epoch [119][3000/3405] lr: 2.562e-03, eta: 7:43:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9569, top5_acc: 0.9994, loss_cls: 1.1092, loss: 1.1092 +2023-12-27 05:59:55,409 - pyskl - INFO - Epoch [119][3100/3405] lr: 2.558e-03, eta: 7:42:55, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 1.1067, loss: 1.1067 +2023-12-27 06:00:21,259 - pyskl - INFO - Epoch [119][3200/3405] lr: 2.553e-03, eta: 7:42:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.0977, loss: 1.0977 +2023-12-27 06:00:46,727 - pyskl - INFO - Epoch [119][3300/3405] lr: 2.548e-03, eta: 7:42:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 1.0873, loss: 1.0873 +2023-12-27 06:01:12,346 - pyskl - INFO - Epoch [119][3400/3405] lr: 2.544e-03, eta: 7:41:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 1.1084, loss: 1.1084 +2023-12-27 06:01:14,272 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-27 06:05:40,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 06:05:40,770 - pyskl - INFO - +top1_acc 0.8629 +top5_acc 0.9724 +2023-12-27 06:05:40,806 - pyskl - INFO - Epoch(val) [119][3718] top1_acc: 0.8629, top5_acc: 0.9724 +2023-12-27 06:06:34,754 - pyskl - INFO - Epoch [120][100/3405] lr: 2.539e-03, eta: 7:41:15, time: 0.539, data_time: 0.287, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 1.0759, loss: 1.0759 +2023-12-27 06:07:00,255 - pyskl - INFO - Epoch [120][200/3405] lr: 2.534e-03, eta: 7:40:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.0722, loss: 1.0722 +2023-12-27 06:07:25,962 - pyskl - INFO - Epoch [120][300/3405] lr: 2.529e-03, eta: 7:40:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 1.0758, loss: 1.0758 +2023-12-27 06:07:51,470 - pyskl - INFO - Epoch [120][400/3405] lr: 2.525e-03, eta: 7:39:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 1.0630, loss: 1.0630 +2023-12-27 06:08:16,896 - pyskl - INFO - Epoch [120][500/3405] lr: 2.520e-03, eta: 7:39:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0847, loss: 1.0847 +2023-12-27 06:08:42,447 - pyskl - INFO - Epoch [120][600/3405] lr: 2.516e-03, eta: 7:39:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.0619, loss: 1.0619 +2023-12-27 06:09:07,766 - pyskl - INFO - Epoch [120][700/3405] lr: 2.511e-03, eta: 7:38:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 1.0786, loss: 1.0786 +2023-12-27 06:09:33,160 - pyskl - INFO - Epoch [120][800/3405] lr: 2.506e-03, eta: 7:38:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.0707, loss: 1.0707 +2023-12-27 06:09:58,588 - pyskl - INFO - Epoch [120][900/3405] lr: 2.502e-03, eta: 7:37:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 1.0808, loss: 1.0808 +2023-12-27 06:10:24,150 - pyskl - INFO - Epoch [120][1000/3405] lr: 2.497e-03, eta: 7:37:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9981, loss_cls: 1.0806, loss: 1.0806 +2023-12-27 06:10:49,443 - pyskl - INFO - Epoch [120][1100/3405] lr: 2.493e-03, eta: 7:36:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.0533, loss: 1.0533 +2023-12-27 06:11:14,960 - pyskl - INFO - Epoch [120][1200/3405] lr: 2.488e-03, eta: 7:36:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.0614, loss: 1.0614 +2023-12-27 06:11:39,963 - pyskl - INFO - Epoch [120][1300/3405] lr: 2.483e-03, eta: 7:35:57, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.0750, loss: 1.0750 +2023-12-27 06:12:05,637 - pyskl - INFO - Epoch [120][1400/3405] lr: 2.479e-03, eta: 7:35:31, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 1.0943, loss: 1.0943 +2023-12-27 06:12:30,965 - pyskl - INFO - Epoch [120][1500/3405] lr: 2.474e-03, eta: 7:35:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 1.0953, loss: 1.0953 +2023-12-27 06:12:56,928 - pyskl - INFO - Epoch [120][1600/3405] lr: 2.470e-03, eta: 7:34:38, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 1.0929, loss: 1.0929 +2023-12-27 06:13:22,301 - pyskl - INFO - Epoch [120][1700/3405] lr: 2.465e-03, eta: 7:34:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.0913, loss: 1.0913 +2023-12-27 06:13:47,736 - pyskl - INFO - Epoch [120][1800/3405] lr: 2.460e-03, eta: 7:33:45, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.0940, loss: 1.0940 +2023-12-27 06:14:13,227 - pyskl - INFO - Epoch [120][1900/3405] lr: 2.456e-03, eta: 7:33:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 1.0802, loss: 1.0802 +2023-12-27 06:14:38,529 - pyskl - INFO - Epoch [120][2000/3405] lr: 2.451e-03, eta: 7:32:52, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 1.0867, loss: 1.0867 +2023-12-27 06:15:04,066 - pyskl - INFO - Epoch [120][2100/3405] lr: 2.447e-03, eta: 7:32:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0710, loss: 1.0710 +2023-12-27 06:15:29,231 - pyskl - INFO - Epoch [120][2200/3405] lr: 2.442e-03, eta: 7:31:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.0954, loss: 1.0954 +2023-12-27 06:15:54,441 - pyskl - INFO - Epoch [120][2300/3405] lr: 2.438e-03, eta: 7:31:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 1.0000, loss_cls: 1.0805, loss: 1.0805 +2023-12-27 06:16:19,870 - pyskl - INFO - Epoch [120][2400/3405] lr: 2.433e-03, eta: 7:31:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.0968, loss: 1.0968 +2023-12-27 06:16:45,431 - pyskl - INFO - Epoch [120][2500/3405] lr: 2.428e-03, eta: 7:30:40, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.0885, loss: 1.0885 +2023-12-27 06:17:11,108 - pyskl - INFO - Epoch [120][2600/3405] lr: 2.424e-03, eta: 7:30:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 1.0943, loss: 1.0943 +2023-12-27 06:17:36,365 - pyskl - INFO - Epoch [120][2700/3405] lr: 2.419e-03, eta: 7:29:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 1.0804, loss: 1.0804 +2023-12-27 06:18:02,021 - pyskl - INFO - Epoch [120][2800/3405] lr: 2.415e-03, eta: 7:29:21, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.0933, loss: 1.0933 +2023-12-27 06:18:27,795 - pyskl - INFO - Epoch [120][2900/3405] lr: 2.410e-03, eta: 7:28:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.0841, loss: 1.0841 +2023-12-27 06:18:53,889 - pyskl - INFO - Epoch [120][3000/3405] lr: 2.406e-03, eta: 7:28:28, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.0838, loss: 1.0838 +2023-12-27 06:19:20,495 - pyskl - INFO - Epoch [120][3100/3405] lr: 2.401e-03, eta: 7:28:02, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 1.0915, loss: 1.0915 +2023-12-27 06:19:47,104 - pyskl - INFO - Epoch [120][3200/3405] lr: 2.397e-03, eta: 7:27:36, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 1.0797, loss: 1.0797 +2023-12-27 06:20:13,748 - pyskl - INFO - Epoch [120][3300/3405] lr: 2.392e-03, eta: 7:27:10, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 1.0976, loss: 1.0976 +2023-12-27 06:20:40,339 - pyskl - INFO - Epoch [120][3400/3405] lr: 2.388e-03, eta: 7:26:44, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 1.0963, loss: 1.0963 +2023-12-27 06:20:42,526 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-27 06:25:07,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 06:25:08,569 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9726 +2023-12-27 06:25:08,574 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_118.pth was removed +2023-12-27 06:25:08,786 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2023-12-27 06:25:08,788 - pyskl - INFO - Best top1_acc is 0.8638 at 120 epoch. +2023-12-27 06:25:08,813 - pyskl - INFO - Epoch(val) [120][3718] top1_acc: 0.8638, top5_acc: 0.9726 +2023-12-27 06:26:01,989 - pyskl - INFO - Epoch [121][100/3405] lr: 2.383e-03, eta: 7:26:22, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 1.0909, loss: 1.0909 +2023-12-27 06:26:27,339 - pyskl - INFO - Epoch [121][200/3405] lr: 2.378e-03, eta: 7:25:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0465, loss: 1.0465 +2023-12-27 06:26:53,303 - pyskl - INFO - Epoch [121][300/3405] lr: 2.374e-03, eta: 7:25:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.0529, loss: 1.0529 +2023-12-27 06:27:18,851 - pyskl - INFO - Epoch [121][400/3405] lr: 2.369e-03, eta: 7:25:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 1.0573, loss: 1.0573 +2023-12-27 06:27:43,881 - pyskl - INFO - Epoch [121][500/3405] lr: 2.365e-03, eta: 7:24:37, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 1.0695, loss: 1.0695 +2023-12-27 06:28:09,067 - pyskl - INFO - Epoch [121][600/3405] lr: 2.360e-03, eta: 7:24:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.0582, loss: 1.0582 +2023-12-27 06:28:34,993 - pyskl - INFO - Epoch [121][700/3405] lr: 2.356e-03, eta: 7:23:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 1.0568, loss: 1.0568 +2023-12-27 06:29:00,891 - pyskl - INFO - Epoch [121][800/3405] lr: 2.351e-03, eta: 7:23:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.0486, loss: 1.0486 +2023-12-27 06:29:26,077 - pyskl - INFO - Epoch [121][900/3405] lr: 2.347e-03, eta: 7:22:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.0535, loss: 1.0535 +2023-12-27 06:29:51,237 - pyskl - INFO - Epoch [121][1000/3405] lr: 2.342e-03, eta: 7:22:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9700, top5_acc: 1.0000, loss_cls: 1.0693, loss: 1.0693 +2023-12-27 06:30:16,390 - pyskl - INFO - Epoch [121][1100/3405] lr: 2.338e-03, eta: 7:21:58, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 1.0609, loss: 1.0609 +2023-12-27 06:30:41,439 - pyskl - INFO - Epoch [121][1200/3405] lr: 2.333e-03, eta: 7:21:31, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0540, loss: 1.0540 +2023-12-27 06:31:07,024 - pyskl - INFO - Epoch [121][1300/3405] lr: 2.329e-03, eta: 7:21:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.0539, loss: 1.0539 +2023-12-27 06:31:32,719 - pyskl - INFO - Epoch [121][1400/3405] lr: 2.324e-03, eta: 7:20:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.0469, loss: 1.0469 +2023-12-27 06:31:58,347 - pyskl - INFO - Epoch [121][1500/3405] lr: 2.320e-03, eta: 7:20:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 1.0666, loss: 1.0666 +2023-12-27 06:32:23,884 - pyskl - INFO - Epoch [121][1600/3405] lr: 2.316e-03, eta: 7:19:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 1.0865, loss: 1.0865 +2023-12-27 06:32:49,440 - pyskl - INFO - Epoch [121][1700/3405] lr: 2.311e-03, eta: 7:19:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 1.0885, loss: 1.0885 +2023-12-27 06:33:14,961 - pyskl - INFO - Epoch [121][1800/3405] lr: 2.307e-03, eta: 7:18:53, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 1.0769, loss: 1.0769 +2023-12-27 06:33:40,716 - pyskl - INFO - Epoch [121][1900/3405] lr: 2.302e-03, eta: 7:18:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 1.0766, loss: 1.0766 +2023-12-27 06:34:06,683 - pyskl - INFO - Epoch [121][2000/3405] lr: 2.298e-03, eta: 7:18:00, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.0739, loss: 1.0739 +2023-12-27 06:34:33,295 - pyskl - INFO - Epoch [121][2100/3405] lr: 2.293e-03, eta: 7:17:34, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9650, top5_acc: 1.0000, loss_cls: 1.0867, loss: 1.0867 +2023-12-27 06:34:59,710 - pyskl - INFO - Epoch [121][2200/3405] lr: 2.289e-03, eta: 7:17:08, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0864, loss: 1.0864 +2023-12-27 06:35:24,929 - pyskl - INFO - Epoch [121][2300/3405] lr: 2.284e-03, eta: 7:16:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 1.0822, loss: 1.0822 +2023-12-27 06:35:50,510 - pyskl - INFO - Epoch [121][2400/3405] lr: 2.280e-03, eta: 7:16:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.0720, loss: 1.0720 +2023-12-27 06:36:16,122 - pyskl - INFO - Epoch [121][2500/3405] lr: 2.276e-03, eta: 7:15:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 1.0564, loss: 1.0564 +2023-12-27 06:36:41,944 - pyskl - INFO - Epoch [121][2600/3405] lr: 2.271e-03, eta: 7:15:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 1.0911, loss: 1.0911 +2023-12-27 06:37:07,751 - pyskl - INFO - Epoch [121][2700/3405] lr: 2.267e-03, eta: 7:14:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 1.0844, loss: 1.0844 +2023-12-27 06:37:33,463 - pyskl - INFO - Epoch [121][2800/3405] lr: 2.262e-03, eta: 7:14:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 1.0745, loss: 1.0745 +2023-12-27 06:37:58,809 - pyskl - INFO - Epoch [121][2900/3405] lr: 2.258e-03, eta: 7:14:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 1.0664, loss: 1.0664 +2023-12-27 06:38:24,106 - pyskl - INFO - Epoch [121][3000/3405] lr: 2.253e-03, eta: 7:13:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 1.1059, loss: 1.1059 +2023-12-27 06:38:49,571 - pyskl - INFO - Epoch [121][3100/3405] lr: 2.249e-03, eta: 7:13:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 1.0975, loss: 1.0975 +2023-12-27 06:39:15,037 - pyskl - INFO - Epoch [121][3200/3405] lr: 2.245e-03, eta: 7:12:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.0709, loss: 1.0709 +2023-12-27 06:39:40,895 - pyskl - INFO - Epoch [121][3300/3405] lr: 2.240e-03, eta: 7:12:18, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 1.0870, loss: 1.0870 +2023-12-27 06:40:06,112 - pyskl - INFO - Epoch [121][3400/3405] lr: 2.236e-03, eta: 7:11:51, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0663, loss: 1.0663 +2023-12-27 06:40:08,182 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-27 06:44:33,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 06:44:33,841 - pyskl - INFO - +top1_acc 0.8680 +top5_acc 0.9738 +2023-12-27 06:44:33,848 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_120.pth was removed +2023-12-27 06:44:34,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-27 06:44:34,111 - pyskl - INFO - Best top1_acc is 0.8680 at 121 epoch. +2023-12-27 06:44:34,136 - pyskl - INFO - Epoch(val) [121][3718] top1_acc: 0.8680, top5_acc: 0.9738 +2023-12-27 06:45:27,001 - pyskl - INFO - Epoch [122][100/3405] lr: 2.231e-03, eta: 7:11:30, time: 0.529, data_time: 0.272, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.0566, loss: 1.0566 +2023-12-27 06:45:52,219 - pyskl - INFO - Epoch [122][200/3405] lr: 2.227e-03, eta: 7:11:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0473, loss: 1.0473 +2023-12-27 06:46:17,354 - pyskl - INFO - Epoch [122][300/3405] lr: 2.223e-03, eta: 7:10:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2023-12-27 06:46:42,539 - pyskl - INFO - Epoch [122][400/3405] lr: 2.218e-03, eta: 7:10:10, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.0497, loss: 1.0497 +2023-12-27 06:47:08,195 - pyskl - INFO - Epoch [122][500/3405] lr: 2.214e-03, eta: 7:09:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.0626, loss: 1.0626 +2023-12-27 06:47:33,570 - pyskl - INFO - Epoch [122][600/3405] lr: 2.209e-03, eta: 7:09:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0352, loss: 1.0352 +2023-12-27 06:47:59,586 - pyskl - INFO - Epoch [122][700/3405] lr: 2.205e-03, eta: 7:08:51, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 1.0417, loss: 1.0417 +2023-12-27 06:48:25,854 - pyskl - INFO - Epoch [122][800/3405] lr: 2.201e-03, eta: 7:08:25, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0660, loss: 1.0660 +2023-12-27 06:48:51,834 - pyskl - INFO - Epoch [122][900/3405] lr: 2.196e-03, eta: 7:07:58, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 1.0591, loss: 1.0591 +2023-12-27 06:49:17,125 - pyskl - INFO - Epoch [122][1000/3405] lr: 2.192e-03, eta: 7:07:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0387, loss: 1.0387 +2023-12-27 06:49:42,503 - pyskl - INFO - Epoch [122][1100/3405] lr: 2.188e-03, eta: 7:07:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 1.0635, loss: 1.0635 +2023-12-27 06:50:08,182 - pyskl - INFO - Epoch [122][1200/3405] lr: 2.183e-03, eta: 7:06:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 1.0728, loss: 1.0728 +2023-12-27 06:50:33,461 - pyskl - INFO - Epoch [122][1300/3405] lr: 2.179e-03, eta: 7:06:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 1.0665, loss: 1.0665 +2023-12-27 06:50:58,836 - pyskl - INFO - Epoch [122][1400/3405] lr: 2.175e-03, eta: 7:05:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 1.0591, loss: 1.0591 +2023-12-27 06:51:24,102 - pyskl - INFO - Epoch [122][1500/3405] lr: 2.170e-03, eta: 7:05:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.0694, loss: 1.0694 +2023-12-27 06:51:49,457 - pyskl - INFO - Epoch [122][1600/3405] lr: 2.166e-03, eta: 7:04:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0515, loss: 1.0515 +2023-12-27 06:52:14,862 - pyskl - INFO - Epoch [122][1700/3405] lr: 2.162e-03, eta: 7:04:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 1.0562, loss: 1.0562 +2023-12-27 06:52:40,344 - pyskl - INFO - Epoch [122][1800/3405] lr: 2.157e-03, eta: 7:04:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 1.0619, loss: 1.0619 +2023-12-27 06:53:05,713 - pyskl - INFO - Epoch [122][1900/3405] lr: 2.153e-03, eta: 7:03:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 1.0741, loss: 1.0741 +2023-12-27 06:53:31,273 - pyskl - INFO - Epoch [122][2000/3405] lr: 2.149e-03, eta: 7:03:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.0622, loss: 1.0622 +2023-12-27 06:53:56,644 - pyskl - INFO - Epoch [122][2100/3405] lr: 2.144e-03, eta: 7:02:41, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 1.0629, loss: 1.0629 +2023-12-27 06:54:22,051 - pyskl - INFO - Epoch [122][2200/3405] lr: 2.140e-03, eta: 7:02:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.0575, loss: 1.0575 +2023-12-27 06:54:47,365 - pyskl - INFO - Epoch [122][2300/3405] lr: 2.136e-03, eta: 7:01:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 1.0625, loss: 1.0625 +2023-12-27 06:55:12,614 - pyskl - INFO - Epoch [122][2400/3405] lr: 2.131e-03, eta: 7:01:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.0770, loss: 1.0770 +2023-12-27 06:55:38,000 - pyskl - INFO - Epoch [122][2500/3405] lr: 2.127e-03, eta: 7:00:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0545, loss: 1.0545 +2023-12-27 06:56:03,561 - pyskl - INFO - Epoch [122][2600/3405] lr: 2.123e-03, eta: 7:00:29, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.0737, loss: 1.0737 +2023-12-27 06:56:29,263 - pyskl - INFO - Epoch [122][2700/3405] lr: 2.119e-03, eta: 7:00:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.0573, loss: 1.0573 +2023-12-27 06:56:54,864 - pyskl - INFO - Epoch [122][2800/3405] lr: 2.114e-03, eta: 6:59:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9981, loss_cls: 1.0599, loss: 1.0599 +2023-12-27 06:57:20,433 - pyskl - INFO - Epoch [122][2900/3405] lr: 2.110e-03, eta: 6:59:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.0677, loss: 1.0677 +2023-12-27 06:57:46,145 - pyskl - INFO - Epoch [122][3000/3405] lr: 2.106e-03, eta: 6:58:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 1.0573, loss: 1.0573 +2023-12-27 06:58:11,279 - pyskl - INFO - Epoch [122][3100/3405] lr: 2.102e-03, eta: 6:58:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 1.0763, loss: 1.0763 +2023-12-27 06:58:36,718 - pyskl - INFO - Epoch [122][3200/3405] lr: 2.097e-03, eta: 6:57:50, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9581, top5_acc: 1.0000, loss_cls: 1.0916, loss: 1.0916 +2023-12-27 06:59:02,225 - pyskl - INFO - Epoch [122][3300/3405] lr: 2.093e-03, eta: 6:57:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 1.0671, loss: 1.0671 +2023-12-27 06:59:27,716 - pyskl - INFO - Epoch [122][3400/3405] lr: 2.089e-03, eta: 6:56:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 1.0589, loss: 1.0589 +2023-12-27 06:59:29,750 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-27 07:03:54,749 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 07:03:55,404 - pyskl - INFO - +top1_acc 0.8667 +top5_acc 0.9716 +2023-12-27 07:03:55,429 - pyskl - INFO - Epoch(val) [122][3718] top1_acc: 0.8667, top5_acc: 0.9716 +2023-12-27 07:04:47,718 - pyskl - INFO - Epoch [123][100/3405] lr: 2.084e-03, eta: 6:56:36, time: 0.523, data_time: 0.268, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0492, loss: 1.0492 +2023-12-27 07:05:13,231 - pyskl - INFO - Epoch [123][200/3405] lr: 2.080e-03, eta: 6:56:09, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 1.0357, loss: 1.0357 +2023-12-27 07:05:38,449 - pyskl - INFO - Epoch [123][300/3405] lr: 2.076e-03, eta: 6:55:43, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0405, loss: 1.0405 +2023-12-27 07:06:03,460 - pyskl - INFO - Epoch [123][400/3405] lr: 2.072e-03, eta: 6:55:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.0379, loss: 1.0379 +2023-12-27 07:06:28,614 - pyskl - INFO - Epoch [123][500/3405] lr: 2.067e-03, eta: 6:54:50, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0386, loss: 1.0386 +2023-12-27 07:06:54,086 - pyskl - INFO - Epoch [123][600/3405] lr: 2.063e-03, eta: 6:54:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 1.0494, loss: 1.0494 +2023-12-27 07:07:19,578 - pyskl - INFO - Epoch [123][700/3405] lr: 2.059e-03, eta: 6:53:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0420, loss: 1.0420 +2023-12-27 07:07:45,188 - pyskl - INFO - Epoch [123][800/3405] lr: 2.055e-03, eta: 6:53:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.0420, loss: 1.0420 +2023-12-27 07:08:10,625 - pyskl - INFO - Epoch [123][900/3405] lr: 2.050e-03, eta: 6:53:04, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2023-12-27 07:08:35,824 - pyskl - INFO - Epoch [123][1000/3405] lr: 2.046e-03, eta: 6:52:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0409, loss: 1.0409 +2023-12-27 07:09:00,835 - pyskl - INFO - Epoch [123][1100/3405] lr: 2.042e-03, eta: 6:52:11, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.0473, loss: 1.0473 +2023-12-27 07:09:25,860 - pyskl - INFO - Epoch [123][1200/3405] lr: 2.038e-03, eta: 6:51:45, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 1.0521, loss: 1.0521 +2023-12-27 07:09:51,705 - pyskl - INFO - Epoch [123][1300/3405] lr: 2.034e-03, eta: 6:51:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 1.0648, loss: 1.0648 +2023-12-27 07:10:17,134 - pyskl - INFO - Epoch [123][1400/3405] lr: 2.029e-03, eta: 6:50:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.0458, loss: 1.0458 +2023-12-27 07:10:42,525 - pyskl - INFO - Epoch [123][1500/3405] lr: 2.025e-03, eta: 6:50:26, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 1.0579, loss: 1.0579 +2023-12-27 07:11:08,018 - pyskl - INFO - Epoch [123][1600/3405] lr: 2.021e-03, eta: 6:49:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0418, loss: 1.0418 +2023-12-27 07:11:33,311 - pyskl - INFO - Epoch [123][1700/3405] lr: 2.017e-03, eta: 6:49:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0404, loss: 1.0404 +2023-12-27 07:11:58,345 - pyskl - INFO - Epoch [123][1800/3405] lr: 2.013e-03, eta: 6:49:06, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 1.0424, loss: 1.0424 +2023-12-27 07:12:23,550 - pyskl - INFO - Epoch [123][1900/3405] lr: 2.008e-03, eta: 6:48:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.0512, loss: 1.0512 +2023-12-27 07:12:48,817 - pyskl - INFO - Epoch [123][2000/3405] lr: 2.004e-03, eta: 6:48:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.0422, loss: 1.0422 +2023-12-27 07:13:14,256 - pyskl - INFO - Epoch [123][2100/3405] lr: 2.000e-03, eta: 6:47:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.0654, loss: 1.0654 +2023-12-27 07:13:39,566 - pyskl - INFO - Epoch [123][2200/3405] lr: 1.996e-03, eta: 6:47:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 1.0632, loss: 1.0632 +2023-12-27 07:14:04,917 - pyskl - INFO - Epoch [123][2300/3405] lr: 1.992e-03, eta: 6:46:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.0651, loss: 1.0651 +2023-12-27 07:14:30,532 - pyskl - INFO - Epoch [123][2400/3405] lr: 1.988e-03, eta: 6:46:27, time: 0.256, data_time: 0.001, memory: 5236, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 1.0535, loss: 1.0535 +2023-12-27 07:14:55,835 - pyskl - INFO - Epoch [123][2500/3405] lr: 1.983e-03, eta: 6:46:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 1.0607, loss: 1.0607 +2023-12-27 07:15:21,574 - pyskl - INFO - Epoch [123][2600/3405] lr: 1.979e-03, eta: 6:45:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 1.0819, loss: 1.0819 +2023-12-27 07:15:47,505 - pyskl - INFO - Epoch [123][2700/3405] lr: 1.975e-03, eta: 6:45:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 1.0669, loss: 1.0669 +2023-12-27 07:16:13,168 - pyskl - INFO - Epoch [123][2800/3405] lr: 1.971e-03, eta: 6:44:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.0443, loss: 1.0443 +2023-12-27 07:16:39,142 - pyskl - INFO - Epoch [123][2900/3405] lr: 1.967e-03, eta: 6:44:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9706, top5_acc: 1.0000, loss_cls: 1.0646, loss: 1.0646 +2023-12-27 07:17:04,442 - pyskl - INFO - Epoch [123][3000/3405] lr: 1.963e-03, eta: 6:43:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 1.0618, loss: 1.0618 +2023-12-27 07:17:29,832 - pyskl - INFO - Epoch [123][3100/3405] lr: 1.959e-03, eta: 6:43:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 1.0522, loss: 1.0522 +2023-12-27 07:17:55,238 - pyskl - INFO - Epoch [123][3200/3405] lr: 1.954e-03, eta: 6:42:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 1.0605, loss: 1.0605 +2023-12-27 07:18:20,662 - pyskl - INFO - Epoch [123][3300/3405] lr: 1.950e-03, eta: 6:42:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 1.0613, loss: 1.0613 +2023-12-27 07:18:46,890 - pyskl - INFO - Epoch [123][3400/3405] lr: 1.946e-03, eta: 6:42:04, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 1.0667, loss: 1.0667 +2023-12-27 07:18:48,962 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-27 07:23:14,707 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 07:23:15,345 - pyskl - INFO - +top1_acc 0.8692 +top5_acc 0.9727 +2023-12-27 07:23:15,350 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_121.pth was removed +2023-12-27 07:23:15,557 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-27 07:23:15,558 - pyskl - INFO - Best top1_acc is 0.8692 at 123 epoch. +2023-12-27 07:23:15,583 - pyskl - INFO - Epoch(val) [123][3718] top1_acc: 0.8692, top5_acc: 0.9727 +2023-12-27 07:24:08,115 - pyskl - INFO - Epoch [124][100/3405] lr: 1.942e-03, eta: 6:41:42, time: 0.525, data_time: 0.273, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0412, loss: 1.0412 +2023-12-27 07:24:33,688 - pyskl - INFO - Epoch [124][200/3405] lr: 1.938e-03, eta: 6:41:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0290, loss: 1.0290 +2023-12-27 07:24:59,292 - pyskl - INFO - Epoch [124][300/3405] lr: 1.934e-03, eta: 6:40:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0445, loss: 1.0445 +2023-12-27 07:25:24,476 - pyskl - INFO - Epoch [124][400/3405] lr: 1.929e-03, eta: 6:40:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0291, loss: 1.0291 +2023-12-27 07:25:49,811 - pyskl - INFO - Epoch [124][500/3405] lr: 1.925e-03, eta: 6:39:56, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2023-12-27 07:26:15,217 - pyskl - INFO - Epoch [124][600/3405] lr: 1.921e-03, eta: 6:39:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.0276, loss: 1.0276 +2023-12-27 07:26:40,560 - pyskl - INFO - Epoch [124][700/3405] lr: 1.917e-03, eta: 6:39:03, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0367, loss: 1.0367 +2023-12-27 07:27:05,867 - pyskl - INFO - Epoch [124][800/3405] lr: 1.913e-03, eta: 6:38:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0323, loss: 1.0323 +2023-12-27 07:27:31,411 - pyskl - INFO - Epoch [124][900/3405] lr: 1.909e-03, eta: 6:38:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0385, loss: 1.0385 +2023-12-27 07:27:56,540 - pyskl - INFO - Epoch [124][1000/3405] lr: 1.905e-03, eta: 6:37:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.0351, loss: 1.0351 +2023-12-27 07:28:22,737 - pyskl - INFO - Epoch [124][1100/3405] lr: 1.901e-03, eta: 6:37:18, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 1.0248, loss: 1.0248 +2023-12-27 07:28:49,303 - pyskl - INFO - Epoch [124][1200/3405] lr: 1.897e-03, eta: 6:36:51, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0325, loss: 1.0325 +2023-12-27 07:29:15,290 - pyskl - INFO - Epoch [124][1300/3405] lr: 1.893e-03, eta: 6:36:25, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 1.0258, loss: 1.0258 +2023-12-27 07:29:40,754 - pyskl - INFO - Epoch [124][1400/3405] lr: 1.889e-03, eta: 6:35:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0303, loss: 1.0303 +2023-12-27 07:30:05,904 - pyskl - INFO - Epoch [124][1500/3405] lr: 1.885e-03, eta: 6:35:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0330, loss: 1.0330 +2023-12-27 07:30:31,548 - pyskl - INFO - Epoch [124][1600/3405] lr: 1.881e-03, eta: 6:35:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 1.0319, loss: 1.0319 +2023-12-27 07:30:57,343 - pyskl - INFO - Epoch [124][1700/3405] lr: 1.876e-03, eta: 6:34:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.0327, loss: 1.0327 +2023-12-27 07:31:22,395 - pyskl - INFO - Epoch [124][1800/3405] lr: 1.872e-03, eta: 6:34:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 1.0376, loss: 1.0376 +2023-12-27 07:31:47,386 - pyskl - INFO - Epoch [124][1900/3405] lr: 1.868e-03, eta: 6:33:46, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 1.0507, loss: 1.0507 +2023-12-27 07:32:12,359 - pyskl - INFO - Epoch [124][2000/3405] lr: 1.864e-03, eta: 6:33:20, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.0461, loss: 1.0461 +2023-12-27 07:32:37,424 - pyskl - INFO - Epoch [124][2100/3405] lr: 1.860e-03, eta: 6:32:53, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 1.0457, loss: 1.0457 +2023-12-27 07:33:02,726 - pyskl - INFO - Epoch [124][2200/3405] lr: 1.856e-03, eta: 6:32:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0483, loss: 1.0483 +2023-12-27 07:33:28,043 - pyskl - INFO - Epoch [124][2300/3405] lr: 1.852e-03, eta: 6:32:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.0503, loss: 1.0503 +2023-12-27 07:33:53,429 - pyskl - INFO - Epoch [124][2400/3405] lr: 1.848e-03, eta: 6:31:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.0419, loss: 1.0419 +2023-12-27 07:34:19,023 - pyskl - INFO - Epoch [124][2500/3405] lr: 1.844e-03, eta: 6:31:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0312, loss: 1.0312 +2023-12-27 07:34:44,633 - pyskl - INFO - Epoch [124][2600/3405] lr: 1.840e-03, eta: 6:30:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2023-12-27 07:35:10,281 - pyskl - INFO - Epoch [124][2700/3405] lr: 1.836e-03, eta: 6:30:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0459, loss: 1.0459 +2023-12-27 07:35:36,152 - pyskl - INFO - Epoch [124][2800/3405] lr: 1.832e-03, eta: 6:29:49, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.0495, loss: 1.0495 +2023-12-27 07:36:01,847 - pyskl - INFO - Epoch [124][2900/3405] lr: 1.828e-03, eta: 6:29:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0379, loss: 1.0379 +2023-12-27 07:36:27,273 - pyskl - INFO - Epoch [124][3000/3405] lr: 1.824e-03, eta: 6:28:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2023-12-27 07:36:52,807 - pyskl - INFO - Epoch [124][3100/3405] lr: 1.820e-03, eta: 6:28:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0415, loss: 1.0415 +2023-12-27 07:37:18,029 - pyskl - INFO - Epoch [124][3200/3405] lr: 1.816e-03, eta: 6:28:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 1.0575, loss: 1.0575 +2023-12-27 07:37:43,481 - pyskl - INFO - Epoch [124][3300/3405] lr: 1.812e-03, eta: 6:27:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.0453, loss: 1.0453 +2023-12-27 07:38:08,854 - pyskl - INFO - Epoch [124][3400/3405] lr: 1.808e-03, eta: 6:27:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 1.0407, loss: 1.0407 +2023-12-27 07:38:10,930 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-27 07:42:36,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 07:42:36,751 - pyskl - INFO - +top1_acc 0.8715 +top5_acc 0.9730 +2023-12-27 07:42:36,756 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_123.pth was removed +2023-12-27 07:42:36,964 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2023-12-27 07:42:36,965 - pyskl - INFO - Best top1_acc is 0.8715 at 124 epoch. +2023-12-27 07:42:36,991 - pyskl - INFO - Epoch(val) [124][3718] top1_acc: 0.8715, top5_acc: 0.9730 +2023-12-27 07:43:30,356 - pyskl - INFO - Epoch [125][100/3405] lr: 1.804e-03, eta: 6:26:48, time: 0.534, data_time: 0.275, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0372, loss: 1.0372 +2023-12-27 07:43:55,580 - pyskl - INFO - Epoch [125][200/3405] lr: 1.800e-03, eta: 6:26:22, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0134, loss: 1.0134 +2023-12-27 07:44:21,056 - pyskl - INFO - Epoch [125][300/3405] lr: 1.796e-03, eta: 6:25:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0065, loss: 1.0065 +2023-12-27 07:44:46,305 - pyskl - INFO - Epoch [125][400/3405] lr: 1.792e-03, eta: 6:25:29, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0162, loss: 1.0162 +2023-12-27 07:45:11,371 - pyskl - INFO - Epoch [125][500/3405] lr: 1.788e-03, eta: 6:25:02, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.0195, loss: 1.0195 +2023-12-27 07:45:37,801 - pyskl - INFO - Epoch [125][600/3405] lr: 1.784e-03, eta: 6:24:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0210, loss: 1.0210 +2023-12-27 07:46:03,592 - pyskl - INFO - Epoch [125][700/3405] lr: 1.780e-03, eta: 6:24:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0245, loss: 1.0245 +2023-12-27 07:46:29,025 - pyskl - INFO - Epoch [125][800/3405] lr: 1.776e-03, eta: 6:23:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0236, loss: 1.0236 +2023-12-27 07:46:54,326 - pyskl - INFO - Epoch [125][900/3405] lr: 1.772e-03, eta: 6:23:17, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0242, loss: 1.0242 +2023-12-27 07:47:19,607 - pyskl - INFO - Epoch [125][1000/3405] lr: 1.768e-03, eta: 6:22:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0271, loss: 1.0271 +2023-12-27 07:47:44,890 - pyskl - INFO - Epoch [125][1100/3405] lr: 1.764e-03, eta: 6:22:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0280, loss: 1.0280 +2023-12-27 07:48:10,312 - pyskl - INFO - Epoch [125][1200/3405] lr: 1.760e-03, eta: 6:21:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0298, loss: 1.0298 +2023-12-27 07:48:35,588 - pyskl - INFO - Epoch [125][1300/3405] lr: 1.757e-03, eta: 6:21:31, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 1.0307, loss: 1.0307 +2023-12-27 07:49:00,907 - pyskl - INFO - Epoch [125][1400/3405] lr: 1.753e-03, eta: 6:21:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 1.0345, loss: 1.0345 +2023-12-27 07:49:26,227 - pyskl - INFO - Epoch [125][1500/3405] lr: 1.749e-03, eta: 6:20:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 1.0386, loss: 1.0386 +2023-12-27 07:49:52,336 - pyskl - INFO - Epoch [125][1600/3405] lr: 1.745e-03, eta: 6:20:12, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0238, loss: 1.0238 +2023-12-27 07:50:17,675 - pyskl - INFO - Epoch [125][1700/3405] lr: 1.741e-03, eta: 6:19:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0226, loss: 1.0226 +2023-12-27 07:50:42,690 - pyskl - INFO - Epoch [125][1800/3405] lr: 1.737e-03, eta: 6:19:19, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 1.0336, loss: 1.0336 +2023-12-27 07:51:07,702 - pyskl - INFO - Epoch [125][1900/3405] lr: 1.733e-03, eta: 6:18:53, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.0237, loss: 1.0237 +2023-12-27 07:51:32,731 - pyskl - INFO - Epoch [125][2000/3405] lr: 1.729e-03, eta: 6:18:26, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 1.0249, loss: 1.0249 +2023-12-27 07:51:57,800 - pyskl - INFO - Epoch [125][2100/3405] lr: 1.725e-03, eta: 6:18:00, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0294, loss: 1.0294 +2023-12-27 07:52:23,311 - pyskl - INFO - Epoch [125][2200/3405] lr: 1.721e-03, eta: 6:17:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 1.0245, loss: 1.0245 +2023-12-27 07:52:48,852 - pyskl - INFO - Epoch [125][2300/3405] lr: 1.717e-03, eta: 6:17:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0325, loss: 1.0325 +2023-12-27 07:53:14,286 - pyskl - INFO - Epoch [125][2400/3405] lr: 1.714e-03, eta: 6:16:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 1.0420, loss: 1.0420 +2023-12-27 07:53:39,537 - pyskl - INFO - Epoch [125][2500/3405] lr: 1.710e-03, eta: 6:16:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0434, loss: 1.0434 +2023-12-27 07:54:04,846 - pyskl - INFO - Epoch [125][2600/3405] lr: 1.706e-03, eta: 6:15:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 1.0405, loss: 1.0405 +2023-12-27 07:54:30,650 - pyskl - INFO - Epoch [125][2700/3405] lr: 1.702e-03, eta: 6:15:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0297, loss: 1.0297 +2023-12-27 07:54:56,146 - pyskl - INFO - Epoch [125][2800/3405] lr: 1.698e-03, eta: 6:14:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 1.0475, loss: 1.0475 +2023-12-27 07:55:21,908 - pyskl - INFO - Epoch [125][2900/3405] lr: 1.694e-03, eta: 6:14:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 1.0411, loss: 1.0411 +2023-12-27 07:55:47,429 - pyskl - INFO - Epoch [125][3000/3405] lr: 1.690e-03, eta: 6:14:02, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0175, loss: 1.0175 +2023-12-27 07:56:13,593 - pyskl - INFO - Epoch [125][3100/3405] lr: 1.686e-03, eta: 6:13:36, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 1.0360, loss: 1.0360 +2023-12-27 07:56:38,825 - pyskl - INFO - Epoch [125][3200/3405] lr: 1.683e-03, eta: 6:13:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 1.0442, loss: 1.0442 +2023-12-27 07:57:03,795 - pyskl - INFO - Epoch [125][3300/3405] lr: 1.679e-03, eta: 6:12:43, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 1.0471, loss: 1.0471 +2023-12-27 07:57:28,765 - pyskl - INFO - Epoch [125][3400/3405] lr: 1.675e-03, eta: 6:12:16, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0344, loss: 1.0344 +2023-12-27 07:57:30,679 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-27 08:01:56,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:01:56,722 - pyskl - INFO - +top1_acc 0.8695 +top5_acc 0.9738 +2023-12-27 08:01:56,749 - pyskl - INFO - Epoch(val) [125][3718] top1_acc: 0.8695, top5_acc: 0.9738 +2023-12-27 08:02:49,066 - pyskl - INFO - Epoch [126][100/3405] lr: 1.671e-03, eta: 6:11:54, time: 0.523, data_time: 0.273, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0324, loss: 1.0324 +2023-12-27 08:03:14,518 - pyskl - INFO - Epoch [126][200/3405] lr: 1.667e-03, eta: 6:11:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0280, loss: 1.0280 +2023-12-27 08:03:39,849 - pyskl - INFO - Epoch [126][300/3405] lr: 1.663e-03, eta: 6:11:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 1.0341, loss: 1.0341 +2023-12-27 08:04:05,072 - pyskl - INFO - Epoch [126][400/3405] lr: 1.659e-03, eta: 6:10:35, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0057, loss: 1.0057 +2023-12-27 08:04:30,365 - pyskl - INFO - Epoch [126][500/3405] lr: 1.656e-03, eta: 6:10:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0148, loss: 1.0148 +2023-12-27 08:04:55,735 - pyskl - INFO - Epoch [126][600/3405] lr: 1.652e-03, eta: 6:09:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0238, loss: 1.0238 +2023-12-27 08:05:20,986 - pyskl - INFO - Epoch [126][700/3405] lr: 1.648e-03, eta: 6:09:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2023-12-27 08:05:46,708 - pyskl - INFO - Epoch [126][800/3405] lr: 1.644e-03, eta: 6:08:49, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0172, loss: 1.0172 +2023-12-27 08:06:12,092 - pyskl - INFO - Epoch [126][900/3405] lr: 1.640e-03, eta: 6:08:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 1.0264, loss: 1.0264 +2023-12-27 08:06:37,561 - pyskl - INFO - Epoch [126][1000/3405] lr: 1.636e-03, eta: 6:07:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2023-12-27 08:07:02,773 - pyskl - INFO - Epoch [126][1100/3405] lr: 1.633e-03, eta: 6:07:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0215, loss: 1.0215 +2023-12-27 08:07:28,152 - pyskl - INFO - Epoch [126][1200/3405] lr: 1.629e-03, eta: 6:07:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2023-12-27 08:07:53,301 - pyskl - INFO - Epoch [126][1300/3405] lr: 1.625e-03, eta: 6:06:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0174, loss: 1.0174 +2023-12-27 08:08:18,578 - pyskl - INFO - Epoch [126][1400/3405] lr: 1.621e-03, eta: 6:06:10, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0173, loss: 1.0173 +2023-12-27 08:08:43,735 - pyskl - INFO - Epoch [126][1500/3405] lr: 1.618e-03, eta: 6:05:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0247, loss: 1.0247 +2023-12-27 08:09:08,720 - pyskl - INFO - Epoch [126][1600/3405] lr: 1.614e-03, eta: 6:05:17, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 1.0275, loss: 1.0275 +2023-12-27 08:09:34,134 - pyskl - INFO - Epoch [126][1700/3405] lr: 1.610e-03, eta: 6:04:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0121, loss: 1.0121 +2023-12-27 08:09:59,122 - pyskl - INFO - Epoch [126][1800/3405] lr: 1.606e-03, eta: 6:04:25, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0135, loss: 1.0135 +2023-12-27 08:10:24,131 - pyskl - INFO - Epoch [126][1900/3405] lr: 1.602e-03, eta: 6:03:58, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2023-12-27 08:10:49,136 - pyskl - INFO - Epoch [126][2000/3405] lr: 1.599e-03, eta: 6:03:32, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2023-12-27 08:11:14,144 - pyskl - INFO - Epoch [126][2100/3405] lr: 1.595e-03, eta: 6:03:05, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0134, loss: 1.0134 +2023-12-27 08:11:39,124 - pyskl - INFO - Epoch [126][2200/3405] lr: 1.591e-03, eta: 6:02:39, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0204, loss: 1.0204 +2023-12-27 08:12:04,286 - pyskl - INFO - Epoch [126][2300/3405] lr: 1.587e-03, eta: 6:02:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0133, loss: 1.0133 +2023-12-27 08:12:29,803 - pyskl - INFO - Epoch [126][2400/3405] lr: 1.584e-03, eta: 6:01:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0146, loss: 1.0146 +2023-12-27 08:12:54,910 - pyskl - INFO - Epoch [126][2500/3405] lr: 1.580e-03, eta: 6:01:19, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 1.0186, loss: 1.0186 +2023-12-27 08:13:20,290 - pyskl - INFO - Epoch [126][2600/3405] lr: 1.576e-03, eta: 6:00:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0199, loss: 1.0199 +2023-12-27 08:13:45,964 - pyskl - INFO - Epoch [126][2700/3405] lr: 1.572e-03, eta: 6:00:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0157, loss: 1.0157 +2023-12-27 08:14:11,621 - pyskl - INFO - Epoch [126][2800/3405] lr: 1.569e-03, eta: 6:00:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 1.0195, loss: 1.0195 +2023-12-27 08:14:37,389 - pyskl - INFO - Epoch [126][2900/3405] lr: 1.565e-03, eta: 5:59:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0164, loss: 1.0164 +2023-12-27 08:15:02,624 - pyskl - INFO - Epoch [126][3000/3405] lr: 1.561e-03, eta: 5:59:08, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0231, loss: 1.0231 +2023-12-27 08:15:27,870 - pyskl - INFO - Epoch [126][3100/3405] lr: 1.558e-03, eta: 5:58:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0234, loss: 1.0234 +2023-12-27 08:15:52,912 - pyskl - INFO - Epoch [126][3200/3405] lr: 1.554e-03, eta: 5:58:15, time: 0.250, data_time: 0.000, memory: 5236, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 1.0251, loss: 1.0251 +2023-12-27 08:16:18,202 - pyskl - INFO - Epoch [126][3300/3405] lr: 1.550e-03, eta: 5:57:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 1.0267, loss: 1.0267 +2023-12-27 08:16:43,352 - pyskl - INFO - Epoch [126][3400/3405] lr: 1.546e-03, eta: 5:57:22, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2023-12-27 08:16:45,320 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-27 08:21:10,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:21:11,082 - pyskl - INFO - +top1_acc 0.8787 +top5_acc 0.9746 +2023-12-27 08:21:11,088 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_124.pth was removed +2023-12-27 08:21:11,318 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-27 08:21:11,320 - pyskl - INFO - Best top1_acc is 0.8787 at 126 epoch. +2023-12-27 08:21:11,346 - pyskl - INFO - Epoch(val) [126][3718] top1_acc: 0.8787, top5_acc: 0.9746 +2023-12-27 08:22:03,879 - pyskl - INFO - Epoch [127][100/3405] lr: 1.543e-03, eta: 5:56:59, time: 0.525, data_time: 0.273, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0115, loss: 1.0115 +2023-12-27 08:22:29,109 - pyskl - INFO - Epoch [127][200/3405] lr: 1.539e-03, eta: 5:56:33, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0024, loss: 1.0024 +2023-12-27 08:22:54,320 - pyskl - INFO - Epoch [127][300/3405] lr: 1.535e-03, eta: 5:56:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0033, loss: 1.0033 +2023-12-27 08:23:19,787 - pyskl - INFO - Epoch [127][400/3405] lr: 1.531e-03, eta: 5:55:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9995, loss: 0.9995 +2023-12-27 08:23:44,861 - pyskl - INFO - Epoch [127][500/3405] lr: 1.528e-03, eta: 5:55:13, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2023-12-27 08:24:09,967 - pyskl - INFO - Epoch [127][600/3405] lr: 1.524e-03, eta: 5:54:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0168, loss: 1.0168 +2023-12-27 08:24:35,410 - pyskl - INFO - Epoch [127][700/3405] lr: 1.520e-03, eta: 5:54:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0023, loss: 1.0023 +2023-12-27 08:25:01,284 - pyskl - INFO - Epoch [127][800/3405] lr: 1.517e-03, eta: 5:53:54, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 1.0147, loss: 1.0147 +2023-12-27 08:25:26,586 - pyskl - INFO - Epoch [127][900/3405] lr: 1.513e-03, eta: 5:53:28, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0101, loss: 1.0101 +2023-12-27 08:25:52,286 - pyskl - INFO - Epoch [127][1000/3405] lr: 1.509e-03, eta: 5:53:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0083, loss: 1.0083 +2023-12-27 08:26:17,366 - pyskl - INFO - Epoch [127][1100/3405] lr: 1.506e-03, eta: 5:52:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0006, loss: 1.0006 +2023-12-27 08:26:42,638 - pyskl - INFO - Epoch [127][1200/3405] lr: 1.502e-03, eta: 5:52:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0018, loss: 1.0018 +2023-12-27 08:27:07,803 - pyskl - INFO - Epoch [127][1300/3405] lr: 1.498e-03, eta: 5:51:42, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 1.0098, loss: 1.0098 +2023-12-27 08:27:33,002 - pyskl - INFO - Epoch [127][1400/3405] lr: 1.495e-03, eta: 5:51:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0090, loss: 1.0090 +2023-12-27 08:27:58,357 - pyskl - INFO - Epoch [127][1500/3405] lr: 1.491e-03, eta: 5:50:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0079, loss: 1.0079 +2023-12-27 08:28:24,360 - pyskl - INFO - Epoch [127][1600/3405] lr: 1.487e-03, eta: 5:50:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9986, loss: 0.9986 +2023-12-27 08:28:49,808 - pyskl - INFO - Epoch [127][1700/3405] lr: 1.484e-03, eta: 5:49:56, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0048, loss: 1.0048 +2023-12-27 08:29:14,970 - pyskl - INFO - Epoch [127][1800/3405] lr: 1.480e-03, eta: 5:49:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9998, loss: 0.9998 +2023-12-27 08:29:40,432 - pyskl - INFO - Epoch [127][1900/3405] lr: 1.477e-03, eta: 5:49:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9971, loss: 0.9971 +2023-12-27 08:30:05,925 - pyskl - INFO - Epoch [127][2000/3405] lr: 1.473e-03, eta: 5:48:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0061, loss: 1.0061 +2023-12-27 08:30:31,307 - pyskl - INFO - Epoch [127][2100/3405] lr: 1.469e-03, eta: 5:48:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0036, loss: 1.0036 +2023-12-27 08:30:56,447 - pyskl - INFO - Epoch [127][2200/3405] lr: 1.466e-03, eta: 5:47:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0072, loss: 1.0072 +2023-12-27 08:31:21,900 - pyskl - INFO - Epoch [127][2300/3405] lr: 1.462e-03, eta: 5:47:18, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0110, loss: 1.0110 +2023-12-27 08:31:47,604 - pyskl - INFO - Epoch [127][2400/3405] lr: 1.459e-03, eta: 5:46:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0078, loss: 1.0078 +2023-12-27 08:32:12,670 - pyskl - INFO - Epoch [127][2500/3405] lr: 1.455e-03, eta: 5:46:25, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0219, loss: 1.0219 +2023-12-27 08:32:38,171 - pyskl - INFO - Epoch [127][2600/3405] lr: 1.451e-03, eta: 5:45:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0076, loss: 1.0076 +2023-12-27 08:33:03,729 - pyskl - INFO - Epoch [127][2700/3405] lr: 1.448e-03, eta: 5:45:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2023-12-27 08:33:29,392 - pyskl - INFO - Epoch [127][2800/3405] lr: 1.444e-03, eta: 5:45:06, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 1.0207, loss: 1.0207 +2023-12-27 08:33:54,521 - pyskl - INFO - Epoch [127][2900/3405] lr: 1.441e-03, eta: 5:44:40, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0113, loss: 1.0113 +2023-12-27 08:34:19,809 - pyskl - INFO - Epoch [127][3000/3405] lr: 1.437e-03, eta: 5:44:13, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 1.0028, loss: 1.0028 +2023-12-27 08:34:44,904 - pyskl - INFO - Epoch [127][3100/3405] lr: 1.433e-03, eta: 5:43:47, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0108, loss: 1.0108 +2023-12-27 08:35:10,143 - pyskl - INFO - Epoch [127][3200/3405] lr: 1.430e-03, eta: 5:43:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0155, loss: 1.0155 +2023-12-27 08:35:35,893 - pyskl - INFO - Epoch [127][3300/3405] lr: 1.426e-03, eta: 5:42:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 1.0211, loss: 1.0211 +2023-12-27 08:36:02,460 - pyskl - INFO - Epoch [127][3400/3405] lr: 1.423e-03, eta: 5:42:28, time: 0.266, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0184, loss: 1.0184 +2023-12-27 08:36:04,479 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-27 08:40:30,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:40:30,806 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9737 +2023-12-27 08:40:30,831 - pyskl - INFO - Epoch(val) [127][3718] top1_acc: 0.8730, top5_acc: 0.9737 +2023-12-27 08:41:23,938 - pyskl - INFO - Epoch [128][100/3405] lr: 1.419e-03, eta: 5:42:05, time: 0.531, data_time: 0.278, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0152, loss: 1.0152 +2023-12-27 08:41:49,706 - pyskl - INFO - Epoch [128][200/3405] lr: 1.415e-03, eta: 5:41:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0091, loss: 1.0091 +2023-12-27 08:42:15,237 - pyskl - INFO - Epoch [128][300/3405] lr: 1.412e-03, eta: 5:41:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2023-12-27 08:42:40,969 - pyskl - INFO - Epoch [128][400/3405] lr: 1.408e-03, eta: 5:40:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0039, loss: 1.0039 +2023-12-27 08:43:06,750 - pyskl - INFO - Epoch [128][500/3405] lr: 1.405e-03, eta: 5:40:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0035, loss: 1.0035 +2023-12-27 08:43:32,505 - pyskl - INFO - Epoch [128][600/3405] lr: 1.401e-03, eta: 5:39:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0005, loss: 1.0005 +2023-12-27 08:43:57,995 - pyskl - INFO - Epoch [128][700/3405] lr: 1.398e-03, eta: 5:39:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0097, loss: 1.0097 +2023-12-27 08:44:23,447 - pyskl - INFO - Epoch [128][800/3405] lr: 1.394e-03, eta: 5:39:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0037, loss: 1.0037 +2023-12-27 08:44:48,656 - pyskl - INFO - Epoch [128][900/3405] lr: 1.391e-03, eta: 5:38:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 1.0094, loss: 1.0094 +2023-12-27 08:45:14,502 - pyskl - INFO - Epoch [128][1000/3405] lr: 1.387e-03, eta: 5:38:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0069, loss: 1.0069 +2023-12-27 08:45:40,070 - pyskl - INFO - Epoch [128][1100/3405] lr: 1.384e-03, eta: 5:37:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0056, loss: 1.0056 +2023-12-27 08:46:05,675 - pyskl - INFO - Epoch [128][1200/3405] lr: 1.380e-03, eta: 5:37:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0178, loss: 1.0178 +2023-12-27 08:46:31,118 - pyskl - INFO - Epoch [128][1300/3405] lr: 1.377e-03, eta: 5:36:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0062, loss: 1.0062 +2023-12-27 08:46:56,677 - pyskl - INFO - Epoch [128][1400/3405] lr: 1.373e-03, eta: 5:36:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0063, loss: 1.0063 +2023-12-27 08:47:22,492 - pyskl - INFO - Epoch [128][1500/3405] lr: 1.370e-03, eta: 5:35:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2023-12-27 08:47:47,992 - pyskl - INFO - Epoch [128][1600/3405] lr: 1.366e-03, eta: 5:35:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 1.0223, loss: 1.0223 +2023-12-27 08:48:13,729 - pyskl - INFO - Epoch [128][1700/3405] lr: 1.363e-03, eta: 5:35:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 1.0091, loss: 1.0091 +2023-12-27 08:48:39,078 - pyskl - INFO - Epoch [128][1800/3405] lr: 1.359e-03, eta: 5:34:37, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0100, loss: 1.0100 +2023-12-27 08:49:04,339 - pyskl - INFO - Epoch [128][1900/3405] lr: 1.356e-03, eta: 5:34:11, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 1.0036, loss: 1.0036 +2023-12-27 08:49:29,694 - pyskl - INFO - Epoch [128][2000/3405] lr: 1.352e-03, eta: 5:33:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0088, loss: 1.0088 +2023-12-27 08:49:55,138 - pyskl - INFO - Epoch [128][2100/3405] lr: 1.349e-03, eta: 5:33:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 1.0029, loss: 1.0029 +2023-12-27 08:50:20,687 - pyskl - INFO - Epoch [128][2200/3405] lr: 1.345e-03, eta: 5:32:51, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0028, loss: 1.0028 +2023-12-27 08:50:45,920 - pyskl - INFO - Epoch [128][2300/3405] lr: 1.342e-03, eta: 5:32:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 1.0093, loss: 1.0093 +2023-12-27 08:51:11,960 - pyskl - INFO - Epoch [128][2400/3405] lr: 1.338e-03, eta: 5:31:59, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 1.0287, loss: 1.0287 +2023-12-27 08:51:37,660 - pyskl - INFO - Epoch [128][2500/3405] lr: 1.335e-03, eta: 5:31:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0119, loss: 1.0119 +2023-12-27 08:52:03,133 - pyskl - INFO - Epoch [128][2600/3405] lr: 1.331e-03, eta: 5:31:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0044, loss: 1.0044 +2023-12-27 08:52:28,338 - pyskl - INFO - Epoch [128][2700/3405] lr: 1.328e-03, eta: 5:30:40, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0139, loss: 1.0139 +2023-12-27 08:52:53,960 - pyskl - INFO - Epoch [128][2800/3405] lr: 1.324e-03, eta: 5:30:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 1.0079, loss: 1.0079 +2023-12-27 08:53:19,790 - pyskl - INFO - Epoch [128][2900/3405] lr: 1.321e-03, eta: 5:29:47, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 1.0140, loss: 1.0140 +2023-12-27 08:53:46,002 - pyskl - INFO - Epoch [128][3000/3405] lr: 1.318e-03, eta: 5:29:21, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 1.0124, loss: 1.0124 +2023-12-27 08:54:11,563 - pyskl - INFO - Epoch [128][3100/3405] lr: 1.314e-03, eta: 5:28:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 1.0182, loss: 1.0182 +2023-12-27 08:54:37,047 - pyskl - INFO - Epoch [128][3200/3405] lr: 1.311e-03, eta: 5:28:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0050, loss: 1.0050 +2023-12-27 08:55:02,488 - pyskl - INFO - Epoch [128][3300/3405] lr: 1.307e-03, eta: 5:28:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0068, loss: 1.0068 +2023-12-27 08:55:27,945 - pyskl - INFO - Epoch [128][3400/3405] lr: 1.304e-03, eta: 5:27:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0029, loss: 1.0029 +2023-12-27 08:55:29,870 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-27 08:59:55,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:59:55,796 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9744 +2023-12-27 08:59:55,822 - pyskl - INFO - Epoch(val) [128][3718] top1_acc: 0.8771, top5_acc: 0.9744 +2023-12-27 09:00:48,871 - pyskl - INFO - Epoch [129][100/3405] lr: 1.300e-03, eta: 5:27:12, time: 0.530, data_time: 0.275, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0054, loss: 1.0054 +2023-12-27 09:01:14,212 - pyskl - INFO - Epoch [129][200/3405] lr: 1.297e-03, eta: 5:26:46, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2023-12-27 09:01:39,748 - pyskl - INFO - Epoch [129][300/3405] lr: 1.293e-03, eta: 5:26:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9912, loss: 0.9912 +2023-12-27 09:02:05,446 - pyskl - INFO - Epoch [129][400/3405] lr: 1.290e-03, eta: 5:25:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9975, loss: 0.9975 +2023-12-27 09:02:31,505 - pyskl - INFO - Epoch [129][500/3405] lr: 1.287e-03, eta: 5:25:27, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9984, loss: 0.9984 +2023-12-27 09:02:57,080 - pyskl - INFO - Epoch [129][600/3405] lr: 1.283e-03, eta: 5:25:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2023-12-27 09:03:23,002 - pyskl - INFO - Epoch [129][700/3405] lr: 1.280e-03, eta: 5:24:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0015, loss: 1.0015 +2023-12-27 09:03:49,038 - pyskl - INFO - Epoch [129][800/3405] lr: 1.276e-03, eta: 5:24:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9909, loss: 0.9909 +2023-12-27 09:04:14,289 - pyskl - INFO - Epoch [129][900/3405] lr: 1.273e-03, eta: 5:23:41, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9954, loss: 0.9954 +2023-12-27 09:04:39,708 - pyskl - INFO - Epoch [129][1000/3405] lr: 1.270e-03, eta: 5:23:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9982, loss: 0.9982 +2023-12-27 09:05:05,014 - pyskl - INFO - Epoch [129][1100/3405] lr: 1.266e-03, eta: 5:22:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9927, loss: 0.9927 +2023-12-27 09:05:31,150 - pyskl - INFO - Epoch [129][1200/3405] lr: 1.263e-03, eta: 5:22:22, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9953, loss: 0.9953 +2023-12-27 09:05:56,651 - pyskl - INFO - Epoch [129][1300/3405] lr: 1.260e-03, eta: 5:21:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2023-12-27 09:06:22,642 - pyskl - INFO - Epoch [129][1400/3405] lr: 1.256e-03, eta: 5:21:30, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9932, loss: 0.9932 +2023-12-27 09:06:48,065 - pyskl - INFO - Epoch [129][1500/3405] lr: 1.253e-03, eta: 5:21:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9932, loss: 0.9932 +2023-12-27 09:07:13,545 - pyskl - INFO - Epoch [129][1600/3405] lr: 1.249e-03, eta: 5:20:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9947, loss: 0.9947 +2023-12-27 09:07:39,080 - pyskl - INFO - Epoch [129][1700/3405] lr: 1.246e-03, eta: 5:20:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0012, loss: 1.0012 +2023-12-27 09:08:04,798 - pyskl - INFO - Epoch [129][1800/3405] lr: 1.243e-03, eta: 5:19:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9974, loss: 0.9974 +2023-12-27 09:08:30,826 - pyskl - INFO - Epoch [129][1900/3405] lr: 1.239e-03, eta: 5:19:18, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9901, loss: 0.9901 +2023-12-27 09:08:55,988 - pyskl - INFO - Epoch [129][2000/3405] lr: 1.236e-03, eta: 5:18:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 1.0023, loss: 1.0023 +2023-12-27 09:09:21,334 - pyskl - INFO - Epoch [129][2100/3405] lr: 1.233e-03, eta: 5:18:25, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 1.0032, loss: 1.0032 +2023-12-27 09:09:46,778 - pyskl - INFO - Epoch [129][2200/3405] lr: 1.229e-03, eta: 5:17:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9970, loss: 0.9970 +2023-12-27 09:10:12,588 - pyskl - INFO - Epoch [129][2300/3405] lr: 1.226e-03, eta: 5:17:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9996, loss: 0.9996 +2023-12-27 09:10:38,715 - pyskl - INFO - Epoch [129][2400/3405] lr: 1.223e-03, eta: 5:17:06, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2023-12-27 09:11:04,234 - pyskl - INFO - Epoch [129][2500/3405] lr: 1.219e-03, eta: 5:16:40, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 1.0021, loss: 1.0021 +2023-12-27 09:11:30,348 - pyskl - INFO - Epoch [129][2600/3405] lr: 1.216e-03, eta: 5:16:14, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.9982, loss: 0.9982 +2023-12-27 09:11:56,517 - pyskl - INFO - Epoch [129][2700/3405] lr: 1.213e-03, eta: 5:15:47, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2023-12-27 09:12:22,801 - pyskl - INFO - Epoch [129][2800/3405] lr: 1.210e-03, eta: 5:15:21, time: 0.263, data_time: 0.001, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9966, loss: 0.9966 +2023-12-27 09:12:49,181 - pyskl - INFO - Epoch [129][2900/3405] lr: 1.206e-03, eta: 5:14:55, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 1.0021, loss: 1.0021 +2023-12-27 09:13:15,161 - pyskl - INFO - Epoch [129][3000/3405] lr: 1.203e-03, eta: 5:14:29, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2023-12-27 09:13:41,613 - pyskl - INFO - Epoch [129][3100/3405] lr: 1.200e-03, eta: 5:14:02, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9900, loss: 0.9900 +2023-12-27 09:14:08,035 - pyskl - INFO - Epoch [129][3200/3405] lr: 1.196e-03, eta: 5:13:36, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2023-12-27 09:14:33,885 - pyskl - INFO - Epoch [129][3300/3405] lr: 1.193e-03, eta: 5:13:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.9999, loss: 0.9999 +2023-12-27 09:14:59,955 - pyskl - INFO - Epoch [129][3400/3405] lr: 1.190e-03, eta: 5:12:44, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9935, loss: 0.9935 +2023-12-27 09:15:02,049 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-27 09:19:27,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 09:19:27,832 - pyskl - INFO - +top1_acc 0.8841 +top5_acc 0.9750 +2023-12-27 09:19:27,837 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_126.pth was removed +2023-12-27 09:19:28,063 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-27 09:19:28,065 - pyskl - INFO - Best top1_acc is 0.8841 at 129 epoch. +2023-12-27 09:19:28,091 - pyskl - INFO - Epoch(val) [129][3718] top1_acc: 0.8841, top5_acc: 0.9750 +2023-12-27 09:20:20,870 - pyskl - INFO - Epoch [130][100/3405] lr: 1.186e-03, eta: 5:12:20, time: 0.528, data_time: 0.273, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9899, loss: 0.9899 +2023-12-27 09:20:46,861 - pyskl - INFO - Epoch [130][200/3405] lr: 1.183e-03, eta: 5:11:54, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9888, loss: 0.9888 +2023-12-27 09:21:12,185 - pyskl - INFO - Epoch [130][300/3405] lr: 1.180e-03, eta: 5:11:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2023-12-27 09:21:37,534 - pyskl - INFO - Epoch [130][400/3405] lr: 1.177e-03, eta: 5:11:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9887, loss: 0.9887 +2023-12-27 09:22:02,839 - pyskl - INFO - Epoch [130][500/3405] lr: 1.173e-03, eta: 5:10:35, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9888, loss: 0.9888 +2023-12-27 09:22:28,475 - pyskl - INFO - Epoch [130][600/3405] lr: 1.170e-03, eta: 5:10:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2023-12-27 09:22:54,049 - pyskl - INFO - Epoch [130][700/3405] lr: 1.167e-03, eta: 5:09:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9862, loss: 0.9862 +2023-12-27 09:23:19,263 - pyskl - INFO - Epoch [130][800/3405] lr: 1.164e-03, eta: 5:09:16, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9881, loss: 0.9881 +2023-12-27 09:23:44,571 - pyskl - INFO - Epoch [130][900/3405] lr: 1.160e-03, eta: 5:08:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9867, loss: 0.9867 +2023-12-27 09:24:09,936 - pyskl - INFO - Epoch [130][1000/3405] lr: 1.157e-03, eta: 5:08:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9899, loss: 0.9899 +2023-12-27 09:24:35,418 - pyskl - INFO - Epoch [130][1100/3405] lr: 1.154e-03, eta: 5:07:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9891, loss: 0.9891 +2023-12-27 09:25:00,845 - pyskl - INFO - Epoch [130][1200/3405] lr: 1.151e-03, eta: 5:07:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9864, loss: 0.9864 +2023-12-27 09:25:26,359 - pyskl - INFO - Epoch [130][1300/3405] lr: 1.147e-03, eta: 5:07:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2023-12-27 09:25:51,564 - pyskl - INFO - Epoch [130][1400/3405] lr: 1.144e-03, eta: 5:06:37, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2023-12-27 09:26:16,814 - pyskl - INFO - Epoch [130][1500/3405] lr: 1.141e-03, eta: 5:06:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9847, loss: 0.9847 +2023-12-27 09:26:41,865 - pyskl - INFO - Epoch [130][1600/3405] lr: 1.138e-03, eta: 5:05:44, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9857, loss: 0.9857 +2023-12-27 09:27:07,073 - pyskl - INFO - Epoch [130][1700/3405] lr: 1.135e-03, eta: 5:05:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9864, loss: 0.9864 +2023-12-27 09:27:33,409 - pyskl - INFO - Epoch [130][1800/3405] lr: 1.131e-03, eta: 5:04:52, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9939, loss: 0.9939 +2023-12-27 09:27:59,037 - pyskl - INFO - Epoch [130][1900/3405] lr: 1.128e-03, eta: 5:04:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9893, loss: 0.9893 +2023-12-27 09:28:24,234 - pyskl - INFO - Epoch [130][2000/3405] lr: 1.125e-03, eta: 5:03:59, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9882, loss: 0.9882 +2023-12-27 09:28:49,655 - pyskl - INFO - Epoch [130][2100/3405] lr: 1.122e-03, eta: 5:03:33, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9850, loss: 0.9850 +2023-12-27 09:29:14,974 - pyskl - INFO - Epoch [130][2200/3405] lr: 1.119e-03, eta: 5:03:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9894, loss: 0.9894 +2023-12-27 09:29:40,396 - pyskl - INFO - Epoch [130][2300/3405] lr: 1.116e-03, eta: 5:02:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9829, loss: 0.9829 +2023-12-27 09:30:05,990 - pyskl - INFO - Epoch [130][2400/3405] lr: 1.112e-03, eta: 5:02:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9843, loss: 0.9843 +2023-12-27 09:30:31,253 - pyskl - INFO - Epoch [130][2500/3405] lr: 1.109e-03, eta: 5:01:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9940, loss: 0.9940 +2023-12-27 09:30:57,023 - pyskl - INFO - Epoch [130][2600/3405] lr: 1.106e-03, eta: 5:01:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.9920, loss: 0.9920 +2023-12-27 09:31:22,653 - pyskl - INFO - Epoch [130][2700/3405] lr: 1.103e-03, eta: 5:00:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 +2023-12-27 09:31:48,087 - pyskl - INFO - Epoch [130][2800/3405] lr: 1.100e-03, eta: 5:00:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9858, loss: 0.9858 +2023-12-27 09:32:13,406 - pyskl - INFO - Epoch [130][2900/3405] lr: 1.097e-03, eta: 5:00:02, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9906, loss: 0.9906 +2023-12-27 09:32:38,808 - pyskl - INFO - Epoch [130][3000/3405] lr: 1.093e-03, eta: 4:59:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9929, loss: 0.9929 +2023-12-27 09:33:04,046 - pyskl - INFO - Epoch [130][3100/3405] lr: 1.090e-03, eta: 4:59:09, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9856, loss: 0.9856 +2023-12-27 09:33:29,408 - pyskl - INFO - Epoch [130][3200/3405] lr: 1.087e-03, eta: 4:58:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9865, loss: 0.9865 +2023-12-27 09:33:54,853 - pyskl - INFO - Epoch [130][3300/3405] lr: 1.084e-03, eta: 4:58:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9933, loss: 0.9933 +2023-12-27 09:34:20,114 - pyskl - INFO - Epoch [130][3400/3405] lr: 1.081e-03, eta: 4:57:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.9936, loss: 0.9936 +2023-12-27 09:34:22,090 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-27 09:38:47,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 09:38:47,906 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9757 +2023-12-27 09:38:47,932 - pyskl - INFO - Epoch(val) [130][3718] top1_acc: 0.8840, top5_acc: 0.9757 +2023-12-27 09:39:41,323 - pyskl - INFO - Epoch [131][100/3405] lr: 1.078e-03, eta: 4:57:26, time: 0.534, data_time: 0.271, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9864, loss: 0.9864 +2023-12-27 09:40:06,859 - pyskl - INFO - Epoch [131][200/3405] lr: 1.074e-03, eta: 4:57:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.9894, loss: 0.9894 +2023-12-27 09:40:32,220 - pyskl - INFO - Epoch [131][300/3405] lr: 1.071e-03, eta: 4:56:34, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9911, loss: 0.9911 +2023-12-27 09:40:57,716 - pyskl - INFO - Epoch [131][400/3405] lr: 1.068e-03, eta: 4:56:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9853, loss: 0.9853 +2023-12-27 09:41:23,710 - pyskl - INFO - Epoch [131][500/3405] lr: 1.065e-03, eta: 4:55:41, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9854, loss: 0.9854 +2023-12-27 09:41:49,065 - pyskl - INFO - Epoch [131][600/3405] lr: 1.062e-03, eta: 4:55:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9811, loss: 0.9811 +2023-12-27 09:42:14,645 - pyskl - INFO - Epoch [131][700/3405] lr: 1.059e-03, eta: 4:54:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9827, loss: 0.9827 +2023-12-27 09:42:39,909 - pyskl - INFO - Epoch [131][800/3405] lr: 1.056e-03, eta: 4:54:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9858, loss: 0.9858 +2023-12-27 09:43:05,285 - pyskl - INFO - Epoch [131][900/3405] lr: 1.053e-03, eta: 4:53:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9811, loss: 0.9811 +2023-12-27 09:43:31,038 - pyskl - INFO - Epoch [131][1000/3405] lr: 1.050e-03, eta: 4:53:29, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9818, loss: 0.9818 +2023-12-27 09:43:56,470 - pyskl - INFO - Epoch [131][1100/3405] lr: 1.047e-03, eta: 4:53:03, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9842, loss: 0.9842 +2023-12-27 09:44:22,074 - pyskl - INFO - Epoch [131][1200/3405] lr: 1.043e-03, eta: 4:52:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9877, loss: 0.9877 +2023-12-27 09:44:47,516 - pyskl - INFO - Epoch [131][1300/3405] lr: 1.040e-03, eta: 4:52:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9830, loss: 0.9830 +2023-12-27 09:45:12,760 - pyskl - INFO - Epoch [131][1400/3405] lr: 1.037e-03, eta: 4:51:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9862, loss: 0.9862 +2023-12-27 09:45:37,922 - pyskl - INFO - Epoch [131][1500/3405] lr: 1.034e-03, eta: 4:51:17, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9880, loss: 0.9880 +2023-12-27 09:46:04,467 - pyskl - INFO - Epoch [131][1600/3405] lr: 1.031e-03, eta: 4:50:51, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.9955, loss: 0.9955 +2023-12-27 09:46:30,909 - pyskl - INFO - Epoch [131][1700/3405] lr: 1.028e-03, eta: 4:50:25, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9860, loss: 0.9860 +2023-12-27 09:46:56,346 - pyskl - INFO - Epoch [131][1800/3405] lr: 1.025e-03, eta: 4:49:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9844, loss: 0.9844 +2023-12-27 09:47:21,959 - pyskl - INFO - Epoch [131][1900/3405] lr: 1.022e-03, eta: 4:49:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9862, loss: 0.9862 +2023-12-27 09:47:47,227 - pyskl - INFO - Epoch [131][2000/3405] lr: 1.019e-03, eta: 4:49:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9865, loss: 0.9865 +2023-12-27 09:48:12,362 - pyskl - INFO - Epoch [131][2100/3405] lr: 1.016e-03, eta: 4:48:39, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9879, loss: 0.9879 +2023-12-27 09:48:37,724 - pyskl - INFO - Epoch [131][2200/3405] lr: 1.013e-03, eta: 4:48:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9892, loss: 0.9892 +2023-12-27 09:49:03,251 - pyskl - INFO - Epoch [131][2300/3405] lr: 1.010e-03, eta: 4:47:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9867, loss: 0.9867 +2023-12-27 09:49:28,524 - pyskl - INFO - Epoch [131][2400/3405] lr: 1.007e-03, eta: 4:47:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9851, loss: 0.9851 +2023-12-27 09:49:53,900 - pyskl - INFO - Epoch [131][2500/3405] lr: 1.004e-03, eta: 4:46:54, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9886, loss: 0.9886 +2023-12-27 09:50:19,287 - pyskl - INFO - Epoch [131][2600/3405] lr: 1.001e-03, eta: 4:46:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9886, loss: 0.9886 +2023-12-27 09:50:45,029 - pyskl - INFO - Epoch [131][2700/3405] lr: 9.979e-04, eta: 4:46:01, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9869, loss: 0.9869 +2023-12-27 09:51:10,502 - pyskl - INFO - Epoch [131][2800/3405] lr: 9.948e-04, eta: 4:45:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 +2023-12-27 09:51:36,073 - pyskl - INFO - Epoch [131][2900/3405] lr: 9.918e-04, eta: 4:45:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9919, loss: 0.9919 +2023-12-27 09:52:01,580 - pyskl - INFO - Epoch [131][3000/3405] lr: 9.888e-04, eta: 4:44:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9863, loss: 0.9863 +2023-12-27 09:52:27,648 - pyskl - INFO - Epoch [131][3100/3405] lr: 9.858e-04, eta: 4:44:16, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2023-12-27 09:52:52,939 - pyskl - INFO - Epoch [131][3200/3405] lr: 9.829e-04, eta: 4:43:50, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9902, loss: 0.9902 +2023-12-27 09:53:18,306 - pyskl - INFO - Epoch [131][3300/3405] lr: 9.799e-04, eta: 4:43:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9889, loss: 0.9889 +2023-12-27 09:53:43,645 - pyskl - INFO - Epoch [131][3400/3405] lr: 9.769e-04, eta: 4:42:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9850, loss: 0.9850 +2023-12-27 09:53:45,799 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-27 09:58:10,922 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 09:58:11,538 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9758 +2023-12-27 09:58:11,563 - pyskl - INFO - Epoch(val) [131][3718] top1_acc: 0.8840, top5_acc: 0.9758 +2023-12-27 09:59:03,569 - pyskl - INFO - Epoch [132][100/3405] lr: 9.738e-04, eta: 4:42:33, time: 0.520, data_time: 0.267, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9833, loss: 0.9833 +2023-12-27 09:59:28,824 - pyskl - INFO - Epoch [132][200/3405] lr: 9.708e-04, eta: 4:42:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2023-12-27 09:59:58,079 - pyskl - INFO - Epoch [132][300/3405] lr: 9.678e-04, eta: 4:41:41, time: 0.293, data_time: 0.001, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2023-12-27 10:00:24,428 - pyskl - INFO - Epoch [132][400/3405] lr: 9.649e-04, eta: 4:41:14, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9824, loss: 0.9824 +2023-12-27 10:00:50,071 - pyskl - INFO - Epoch [132][500/3405] lr: 9.619e-04, eta: 4:40:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9800, loss: 0.9800 +2023-12-27 10:01:15,378 - pyskl - INFO - Epoch [132][600/3405] lr: 9.589e-04, eta: 4:40:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9824, loss: 0.9824 +2023-12-27 10:01:41,012 - pyskl - INFO - Epoch [132][700/3405] lr: 9.560e-04, eta: 4:39:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9820, loss: 0.9820 +2023-12-27 10:02:06,368 - pyskl - INFO - Epoch [132][800/3405] lr: 9.530e-04, eta: 4:39:29, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-27 10:02:31,939 - pyskl - INFO - Epoch [132][900/3405] lr: 9.501e-04, eta: 4:39:03, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9799, loss: 0.9799 +2023-12-27 10:02:57,178 - pyskl - INFO - Epoch [132][1000/3405] lr: 9.472e-04, eta: 4:38:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9780, loss: 0.9780 +2023-12-27 10:03:23,210 - pyskl - INFO - Epoch [132][1100/3405] lr: 9.442e-04, eta: 4:38:10, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.9918, loss: 0.9918 +2023-12-27 10:03:48,835 - pyskl - INFO - Epoch [132][1200/3405] lr: 9.413e-04, eta: 4:37:44, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9844, loss: 0.9844 +2023-12-27 10:04:14,337 - pyskl - INFO - Epoch [132][1300/3405] lr: 9.384e-04, eta: 4:37:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9839, loss: 0.9839 +2023-12-27 10:04:39,641 - pyskl - INFO - Epoch [132][1400/3405] lr: 9.355e-04, eta: 4:36:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9807, loss: 0.9807 +2023-12-27 10:05:04,856 - pyskl - INFO - Epoch [132][1500/3405] lr: 9.325e-04, eta: 4:36:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9817, loss: 0.9817 +2023-12-27 10:05:33,444 - pyskl - INFO - Epoch [132][1600/3405] lr: 9.296e-04, eta: 4:35:59, time: 0.286, data_time: 0.001, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9847, loss: 0.9847 +2023-12-27 10:05:58,520 - pyskl - INFO - Epoch [132][1700/3405] lr: 9.267e-04, eta: 4:35:32, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9809, loss: 0.9809 +2023-12-27 10:06:23,685 - pyskl - INFO - Epoch [132][1800/3405] lr: 9.238e-04, eta: 4:35:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-27 10:06:49,239 - pyskl - INFO - Epoch [132][1900/3405] lr: 9.209e-04, eta: 4:34:39, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9769, loss: 0.9769 +2023-12-27 10:07:14,642 - pyskl - INFO - Epoch [132][2000/3405] lr: 9.180e-04, eta: 4:34:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9821, loss: 0.9821 +2023-12-27 10:07:39,912 - pyskl - INFO - Epoch [132][2100/3405] lr: 9.151e-04, eta: 4:33:47, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9783, loss: 0.9783 +2023-12-27 10:08:05,000 - pyskl - INFO - Epoch [132][2200/3405] lr: 9.122e-04, eta: 4:33:20, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2023-12-27 10:08:30,093 - pyskl - INFO - Epoch [132][2300/3405] lr: 9.094e-04, eta: 4:32:54, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9811, loss: 0.9811 +2023-12-27 10:08:55,590 - pyskl - INFO - Epoch [132][2400/3405] lr: 9.065e-04, eta: 4:32:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9806, loss: 0.9806 +2023-12-27 10:09:20,862 - pyskl - INFO - Epoch [132][2500/3405] lr: 9.036e-04, eta: 4:32:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9802, loss: 0.9802 +2023-12-27 10:09:46,247 - pyskl - INFO - Epoch [132][2600/3405] lr: 9.007e-04, eta: 4:31:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9791, loss: 0.9791 +2023-12-27 10:10:11,801 - pyskl - INFO - Epoch [132][2700/3405] lr: 8.979e-04, eta: 4:31:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-27 10:10:37,469 - pyskl - INFO - Epoch [132][2800/3405] lr: 8.950e-04, eta: 4:30:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9844, loss: 0.9844 +2023-12-27 10:11:03,169 - pyskl - INFO - Epoch [132][2900/3405] lr: 8.922e-04, eta: 4:30:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9846, loss: 0.9846 +2023-12-27 10:11:28,789 - pyskl - INFO - Epoch [132][3000/3405] lr: 8.893e-04, eta: 4:29:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9820, loss: 0.9820 +2023-12-27 10:11:54,074 - pyskl - INFO - Epoch [132][3100/3405] lr: 8.865e-04, eta: 4:29:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9839, loss: 0.9839 +2023-12-27 10:12:19,419 - pyskl - INFO - Epoch [132][3200/3405] lr: 8.836e-04, eta: 4:28:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9805, loss: 0.9805 +2023-12-27 10:12:44,871 - pyskl - INFO - Epoch [132][3300/3405] lr: 8.808e-04, eta: 4:28:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2023-12-27 10:13:10,795 - pyskl - INFO - Epoch [132][3400/3405] lr: 8.780e-04, eta: 4:28:04, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9810, loss: 0.9810 +2023-12-27 10:13:12,783 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-27 10:17:37,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 10:17:37,948 - pyskl - INFO - +top1_acc 0.8873 +top5_acc 0.9756 +2023-12-27 10:17:37,953 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_129.pth was removed +2023-12-27 10:17:38,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-27 10:17:38,178 - pyskl - INFO - Best top1_acc is 0.8873 at 132 epoch. +2023-12-27 10:17:38,203 - pyskl - INFO - Epoch(val) [132][3718] top1_acc: 0.8873, top5_acc: 0.9756 +2023-12-27 10:18:31,109 - pyskl - INFO - Epoch [133][100/3405] lr: 8.750e-04, eta: 4:27:40, time: 0.529, data_time: 0.270, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2023-12-27 10:18:56,642 - pyskl - INFO - Epoch [133][200/3405] lr: 8.722e-04, eta: 4:27:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9784, loss: 0.9784 +2023-12-27 10:19:22,111 - pyskl - INFO - Epoch [133][300/3405] lr: 8.694e-04, eta: 4:26:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9774, loss: 0.9774 +2023-12-27 10:19:48,274 - pyskl - INFO - Epoch [133][400/3405] lr: 8.665e-04, eta: 4:26:21, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 10:20:13,711 - pyskl - INFO - Epoch [133][500/3405] lr: 8.637e-04, eta: 4:25:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9777, loss: 0.9777 +2023-12-27 10:20:39,198 - pyskl - INFO - Epoch [133][600/3405] lr: 8.609e-04, eta: 4:25:28, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-27 10:21:04,364 - pyskl - INFO - Epoch [133][700/3405] lr: 8.581e-04, eta: 4:25:02, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9838, loss: 0.9838 +2023-12-27 10:21:29,554 - pyskl - INFO - Epoch [133][800/3405] lr: 8.553e-04, eta: 4:24:36, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2023-12-27 10:21:54,948 - pyskl - INFO - Epoch [133][900/3405] lr: 8.525e-04, eta: 4:24:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9791, loss: 0.9791 +2023-12-27 10:22:20,597 - pyskl - INFO - Epoch [133][1000/3405] lr: 8.497e-04, eta: 4:23:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2023-12-27 10:22:46,117 - pyskl - INFO - Epoch [133][1100/3405] lr: 8.470e-04, eta: 4:23:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9762, loss: 0.9762 +2023-12-27 10:23:11,870 - pyskl - INFO - Epoch [133][1200/3405] lr: 8.442e-04, eta: 4:22:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2023-12-27 10:23:37,179 - pyskl - INFO - Epoch [133][1300/3405] lr: 8.414e-04, eta: 4:22:24, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9804, loss: 0.9804 +2023-12-27 10:24:02,317 - pyskl - INFO - Epoch [133][1400/3405] lr: 8.386e-04, eta: 4:21:57, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-27 10:24:27,760 - pyskl - INFO - Epoch [133][1500/3405] lr: 8.359e-04, eta: 4:21:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9770, loss: 0.9770 +2023-12-27 10:24:53,029 - pyskl - INFO - Epoch [133][1600/3405] lr: 8.331e-04, eta: 4:21:05, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9774, loss: 0.9774 +2023-12-27 10:25:18,249 - pyskl - INFO - Epoch [133][1700/3405] lr: 8.303e-04, eta: 4:20:38, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2023-12-27 10:25:43,553 - pyskl - INFO - Epoch [133][1800/3405] lr: 8.276e-04, eta: 4:20:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9826, loss: 0.9826 +2023-12-27 10:26:09,206 - pyskl - INFO - Epoch [133][1900/3405] lr: 8.248e-04, eta: 4:19:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9799, loss: 0.9799 +2023-12-27 10:26:34,487 - pyskl - INFO - Epoch [133][2000/3405] lr: 8.221e-04, eta: 4:19:19, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9804, loss: 0.9804 +2023-12-27 10:26:59,891 - pyskl - INFO - Epoch [133][2100/3405] lr: 8.194e-04, eta: 4:18:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9821, loss: 0.9821 +2023-12-27 10:27:25,079 - pyskl - INFO - Epoch [133][2200/3405] lr: 8.166e-04, eta: 4:18:27, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9795, loss: 0.9795 +2023-12-27 10:27:50,636 - pyskl - INFO - Epoch [133][2300/3405] lr: 8.139e-04, eta: 4:18:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2023-12-27 10:28:16,779 - pyskl - INFO - Epoch [133][2400/3405] lr: 8.112e-04, eta: 4:17:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9816, loss: 0.9816 +2023-12-27 10:28:42,415 - pyskl - INFO - Epoch [133][2500/3405] lr: 8.084e-04, eta: 4:17:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9793, loss: 0.9793 +2023-12-27 10:29:07,935 - pyskl - INFO - Epoch [133][2600/3405] lr: 8.057e-04, eta: 4:16:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9813, loss: 0.9813 +2023-12-27 10:29:33,503 - pyskl - INFO - Epoch [133][2700/3405] lr: 8.030e-04, eta: 4:16:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9852, loss: 0.9852 +2023-12-27 10:29:58,877 - pyskl - INFO - Epoch [133][2800/3405] lr: 8.003e-04, eta: 4:15:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9802, loss: 0.9802 +2023-12-27 10:30:24,431 - pyskl - INFO - Epoch [133][2900/3405] lr: 7.976e-04, eta: 4:15:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9791, loss: 0.9791 +2023-12-27 10:30:49,887 - pyskl - INFO - Epoch [133][3000/3405] lr: 7.949e-04, eta: 4:14:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9861, loss: 0.9861 +2023-12-27 10:31:15,248 - pyskl - INFO - Epoch [133][3100/3405] lr: 7.922e-04, eta: 4:14:30, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9822, loss: 0.9822 +2023-12-27 10:31:40,421 - pyskl - INFO - Epoch [133][3200/3405] lr: 7.895e-04, eta: 4:14:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-27 10:32:06,027 - pyskl - INFO - Epoch [133][3300/3405] lr: 7.868e-04, eta: 4:13:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2023-12-27 10:32:31,725 - pyskl - INFO - Epoch [133][3400/3405] lr: 7.841e-04, eta: 4:13:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9852, loss: 0.9852 +2023-12-27 10:32:33,745 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-27 10:36:58,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 10:36:59,575 - pyskl - INFO - +top1_acc 0.8846 +top5_acc 0.9765 +2023-12-27 10:36:59,600 - pyskl - INFO - Epoch(val) [133][3718] top1_acc: 0.8846, top5_acc: 0.9765 +2023-12-27 10:37:52,104 - pyskl - INFO - Epoch [134][100/3405] lr: 7.813e-04, eta: 4:12:46, time: 0.525, data_time: 0.271, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9854, loss: 0.9854 +2023-12-27 10:38:17,754 - pyskl - INFO - Epoch [134][200/3405] lr: 7.787e-04, eta: 4:12:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9794, loss: 0.9794 +2023-12-27 10:38:43,365 - pyskl - INFO - Epoch [134][300/3405] lr: 7.760e-04, eta: 4:11:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9825, loss: 0.9825 +2023-12-27 10:39:08,897 - pyskl - INFO - Epoch [134][400/3405] lr: 7.733e-04, eta: 4:11:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9814, loss: 0.9814 +2023-12-27 10:39:34,354 - pyskl - INFO - Epoch [134][500/3405] lr: 7.707e-04, eta: 4:11:01, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9814, loss: 0.9814 +2023-12-27 10:40:00,141 - pyskl - INFO - Epoch [134][600/3405] lr: 7.680e-04, eta: 4:10:35, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2023-12-27 10:40:25,814 - pyskl - INFO - Epoch [134][700/3405] lr: 7.653e-04, eta: 4:10:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9822, loss: 0.9822 +2023-12-27 10:40:51,693 - pyskl - INFO - Epoch [134][800/3405] lr: 7.627e-04, eta: 4:09:42, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.9843, loss: 0.9843 +2023-12-27 10:41:17,731 - pyskl - INFO - Epoch [134][900/3405] lr: 7.601e-04, eta: 4:09:16, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2023-12-27 10:41:43,173 - pyskl - INFO - Epoch [134][1000/3405] lr: 7.574e-04, eta: 4:08:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2023-12-27 10:42:08,431 - pyskl - INFO - Epoch [134][1100/3405] lr: 7.548e-04, eta: 4:08:23, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2023-12-27 10:42:34,381 - pyskl - INFO - Epoch [134][1200/3405] lr: 7.522e-04, eta: 4:07:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2023-12-27 10:43:00,308 - pyskl - INFO - Epoch [134][1300/3405] lr: 7.495e-04, eta: 4:07:30, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.9765, loss: 0.9765 +2023-12-27 10:43:25,945 - pyskl - INFO - Epoch [134][1400/3405] lr: 7.469e-04, eta: 4:07:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2023-12-27 10:43:51,724 - pyskl - INFO - Epoch [134][1500/3405] lr: 7.443e-04, eta: 4:06:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.9790, loss: 0.9790 +2023-12-27 10:44:17,521 - pyskl - INFO - Epoch [134][1600/3405] lr: 7.417e-04, eta: 4:06:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9792, loss: 0.9792 +2023-12-27 10:44:43,482 - pyskl - INFO - Epoch [134][1700/3405] lr: 7.391e-04, eta: 4:05:45, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9793, loss: 0.9793 +2023-12-27 10:45:09,175 - pyskl - INFO - Epoch [134][1800/3405] lr: 7.365e-04, eta: 4:05:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-27 10:45:35,251 - pyskl - INFO - Epoch [134][1900/3405] lr: 7.339e-04, eta: 4:04:53, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9800, loss: 0.9800 +2023-12-27 10:46:00,951 - pyskl - INFO - Epoch [134][2000/3405] lr: 7.313e-04, eta: 4:04:26, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2023-12-27 10:46:26,773 - pyskl - INFO - Epoch [134][2100/3405] lr: 7.287e-04, eta: 4:04:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9780, loss: 0.9780 +2023-12-27 10:46:52,444 - pyskl - INFO - Epoch [134][2200/3405] lr: 7.261e-04, eta: 4:03:34, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9770, loss: 0.9770 +2023-12-27 10:47:18,188 - pyskl - INFO - Epoch [134][2300/3405] lr: 7.235e-04, eta: 4:03:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9779, loss: 0.9779 +2023-12-27 10:47:43,805 - pyskl - INFO - Epoch [134][2400/3405] lr: 7.210e-04, eta: 4:02:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.9809, loss: 0.9809 +2023-12-27 10:48:09,251 - pyskl - INFO - Epoch [134][2500/3405] lr: 7.184e-04, eta: 4:02:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-27 10:48:35,301 - pyskl - INFO - Epoch [134][2600/3405] lr: 7.158e-04, eta: 4:01:48, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9762, loss: 0.9762 +2023-12-27 10:49:00,903 - pyskl - INFO - Epoch [134][2700/3405] lr: 7.133e-04, eta: 4:01:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9837, loss: 0.9837 +2023-12-27 10:49:26,538 - pyskl - INFO - Epoch [134][2800/3405] lr: 7.107e-04, eta: 4:00:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9793, loss: 0.9793 +2023-12-27 10:49:52,236 - pyskl - INFO - Epoch [134][2900/3405] lr: 7.081e-04, eta: 4:00:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-27 10:50:18,152 - pyskl - INFO - Epoch [134][3000/3405] lr: 7.056e-04, eta: 4:00:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9769, loss: 0.9769 +2023-12-27 10:50:43,843 - pyskl - INFO - Epoch [134][3100/3405] lr: 7.031e-04, eta: 3:59:37, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2023-12-27 10:51:09,835 - pyskl - INFO - Epoch [134][3200/3405] lr: 7.005e-04, eta: 3:59:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2023-12-27 10:51:35,530 - pyskl - INFO - Epoch [134][3300/3405] lr: 6.980e-04, eta: 3:58:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9824, loss: 0.9824 +2023-12-27 10:52:01,346 - pyskl - INFO - Epoch [134][3400/3405] lr: 6.954e-04, eta: 3:58:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9782, loss: 0.9782 +2023-12-27 10:52:03,391 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-27 10:56:34,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 10:56:34,795 - pyskl - INFO - +top1_acc 0.8868 +top5_acc 0.9761 +2023-12-27 10:56:34,823 - pyskl - INFO - Epoch(val) [134][3718] top1_acc: 0.8868, top5_acc: 0.9761 +2023-12-27 10:57:29,822 - pyskl - INFO - Epoch [135][100/3405] lr: 6.928e-04, eta: 3:57:54, time: 0.550, data_time: 0.296, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9763, loss: 0.9763 +2023-12-27 10:57:55,223 - pyskl - INFO - Epoch [135][200/3405] lr: 6.903e-04, eta: 3:57:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 10:58:20,566 - pyskl - INFO - Epoch [135][300/3405] lr: 6.878e-04, eta: 3:57:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 10:58:46,010 - pyskl - INFO - Epoch [135][400/3405] lr: 6.852e-04, eta: 3:56:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9783, loss: 0.9783 +2023-12-27 10:59:11,709 - pyskl - INFO - Epoch [135][500/3405] lr: 6.827e-04, eta: 3:56:08, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9754, loss: 0.9754 +2023-12-27 10:59:37,355 - pyskl - INFO - Epoch [135][600/3405] lr: 6.802e-04, eta: 3:55:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9811, loss: 0.9811 +2023-12-27 11:00:02,944 - pyskl - INFO - Epoch [135][700/3405] lr: 6.777e-04, eta: 3:55:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-27 11:00:28,363 - pyskl - INFO - Epoch [135][800/3405] lr: 6.752e-04, eta: 3:54:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9762, loss: 0.9762 +2023-12-27 11:00:53,606 - pyskl - INFO - Epoch [135][900/3405] lr: 6.727e-04, eta: 3:54:23, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9788, loss: 0.9788 +2023-12-27 11:01:19,198 - pyskl - INFO - Epoch [135][1000/3405] lr: 6.703e-04, eta: 3:53:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9768, loss: 0.9768 +2023-12-27 11:01:44,731 - pyskl - INFO - Epoch [135][1100/3405] lr: 6.678e-04, eta: 3:53:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2023-12-27 11:02:10,453 - pyskl - INFO - Epoch [135][1200/3405] lr: 6.653e-04, eta: 3:53:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 11:02:35,922 - pyskl - INFO - Epoch [135][1300/3405] lr: 6.628e-04, eta: 3:52:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 11:03:01,416 - pyskl - INFO - Epoch [135][1400/3405] lr: 6.604e-04, eta: 3:52:11, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2023-12-27 11:03:27,209 - pyskl - INFO - Epoch [135][1500/3405] lr: 6.579e-04, eta: 3:51:45, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9769, loss: 0.9769 +2023-12-27 11:03:52,692 - pyskl - INFO - Epoch [135][1600/3405] lr: 6.554e-04, eta: 3:51:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9745, loss: 0.9745 +2023-12-27 11:04:18,127 - pyskl - INFO - Epoch [135][1700/3405] lr: 6.530e-04, eta: 3:50:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-27 11:04:43,599 - pyskl - INFO - Epoch [135][1800/3405] lr: 6.505e-04, eta: 3:50:26, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2023-12-27 11:05:09,438 - pyskl - INFO - Epoch [135][1900/3405] lr: 6.481e-04, eta: 3:50:00, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-27 11:05:35,493 - pyskl - INFO - Epoch [135][2000/3405] lr: 6.456e-04, eta: 3:49:34, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-27 11:06:01,476 - pyskl - INFO - Epoch [135][2100/3405] lr: 6.432e-04, eta: 3:49:07, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2023-12-27 11:06:27,406 - pyskl - INFO - Epoch [135][2200/3405] lr: 6.408e-04, eta: 3:48:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-27 11:06:53,462 - pyskl - INFO - Epoch [135][2300/3405] lr: 6.383e-04, eta: 3:48:15, time: 0.261, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9780, loss: 0.9780 +2023-12-27 11:07:19,184 - pyskl - INFO - Epoch [135][2400/3405] lr: 6.359e-04, eta: 3:47:48, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9762, loss: 0.9762 +2023-12-27 11:07:45,066 - pyskl - INFO - Epoch [135][2500/3405] lr: 6.335e-04, eta: 3:47:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2023-12-27 11:08:10,913 - pyskl - INFO - Epoch [135][2600/3405] lr: 6.311e-04, eta: 3:46:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-27 11:08:36,707 - pyskl - INFO - Epoch [135][2700/3405] lr: 6.287e-04, eta: 3:46:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9790, loss: 0.9790 +2023-12-27 11:09:02,554 - pyskl - INFO - Epoch [135][2800/3405] lr: 6.263e-04, eta: 3:46:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 11:09:28,176 - pyskl - INFO - Epoch [135][2900/3405] lr: 6.239e-04, eta: 3:45:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9782, loss: 0.9782 +2023-12-27 11:09:54,010 - pyskl - INFO - Epoch [135][3000/3405] lr: 6.215e-04, eta: 3:45:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2023-12-27 11:10:19,719 - pyskl - INFO - Epoch [135][3100/3405] lr: 6.191e-04, eta: 3:44:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9778, loss: 0.9778 +2023-12-27 11:10:45,498 - pyskl - INFO - Epoch [135][3200/3405] lr: 6.167e-04, eta: 3:44:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 11:11:11,496 - pyskl - INFO - Epoch [135][3300/3405] lr: 6.143e-04, eta: 3:43:52, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2023-12-27 11:11:37,360 - pyskl - INFO - Epoch [135][3400/3405] lr: 6.119e-04, eta: 3:43:25, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9786, loss: 0.9786 +2023-12-27 11:11:39,323 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-27 11:16:07,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 11:16:07,701 - pyskl - INFO - +top1_acc 0.8890 +top5_acc 0.9769 +2023-12-27 11:16:07,706 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_132.pth was removed +2023-12-27 11:16:07,929 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-27 11:16:07,931 - pyskl - INFO - Best top1_acc is 0.8890 at 135 epoch. +2023-12-27 11:16:07,960 - pyskl - INFO - Epoch(val) [135][3718] top1_acc: 0.8890, top5_acc: 0.9769 +2023-12-27 11:17:01,664 - pyskl - INFO - Epoch [136][100/3405] lr: 6.094e-04, eta: 3:43:01, time: 0.537, data_time: 0.281, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-27 11:17:27,179 - pyskl - INFO - Epoch [136][200/3405] lr: 6.071e-04, eta: 3:42:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 11:17:53,010 - pyskl - INFO - Epoch [136][300/3405] lr: 6.047e-04, eta: 3:42:08, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 11:18:18,500 - pyskl - INFO - Epoch [136][400/3405] lr: 6.023e-04, eta: 3:41:42, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2023-12-27 11:18:44,379 - pyskl - INFO - Epoch [136][500/3405] lr: 6.000e-04, eta: 3:41:16, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-27 11:19:09,866 - pyskl - INFO - Epoch [136][600/3405] lr: 5.976e-04, eta: 3:40:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 11:19:35,498 - pyskl - INFO - Epoch [136][700/3405] lr: 5.953e-04, eta: 3:40:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9781, loss: 0.9781 +2023-12-27 11:20:00,737 - pyskl - INFO - Epoch [136][800/3405] lr: 5.930e-04, eta: 3:39:57, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 11:20:25,979 - pyskl - INFO - Epoch [136][900/3405] lr: 5.906e-04, eta: 3:39:30, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-27 11:20:51,565 - pyskl - INFO - Epoch [136][1000/3405] lr: 5.883e-04, eta: 3:39:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9771, loss: 0.9771 +2023-12-27 11:21:17,076 - pyskl - INFO - Epoch [136][1100/3405] lr: 5.860e-04, eta: 3:38:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 11:21:42,729 - pyskl - INFO - Epoch [136][1200/3405] lr: 5.836e-04, eta: 3:38:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9772, loss: 0.9772 +2023-12-27 11:22:07,926 - pyskl - INFO - Epoch [136][1300/3405] lr: 5.813e-04, eta: 3:37:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9794, loss: 0.9794 +2023-12-27 11:22:33,158 - pyskl - INFO - Epoch [136][1400/3405] lr: 5.790e-04, eta: 3:37:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9785, loss: 0.9785 +2023-12-27 11:22:58,339 - pyskl - INFO - Epoch [136][1500/3405] lr: 5.767e-04, eta: 3:36:52, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9764, loss: 0.9764 +2023-12-27 11:23:23,495 - pyskl - INFO - Epoch [136][1600/3405] lr: 5.744e-04, eta: 3:36:26, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9769, loss: 0.9769 +2023-12-27 11:23:48,884 - pyskl - INFO - Epoch [136][1700/3405] lr: 5.721e-04, eta: 3:35:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-27 11:24:14,484 - pyskl - INFO - Epoch [136][1800/3405] lr: 5.698e-04, eta: 3:35:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-27 11:24:40,166 - pyskl - INFO - Epoch [136][1900/3405] lr: 5.675e-04, eta: 3:35:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9795, loss: 0.9795 +2023-12-27 11:25:06,045 - pyskl - INFO - Epoch [136][2000/3405] lr: 5.652e-04, eta: 3:34:41, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2023-12-27 11:25:31,633 - pyskl - INFO - Epoch [136][2100/3405] lr: 5.629e-04, eta: 3:34:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2023-12-27 11:25:57,498 - pyskl - INFO - Epoch [136][2200/3405] lr: 5.606e-04, eta: 3:33:48, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9775, loss: 0.9775 +2023-12-27 11:26:23,196 - pyskl - INFO - Epoch [136][2300/3405] lr: 5.584e-04, eta: 3:33:22, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-27 11:26:49,064 - pyskl - INFO - Epoch [136][2400/3405] lr: 5.561e-04, eta: 3:32:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-27 11:27:14,526 - pyskl - INFO - Epoch [136][2500/3405] lr: 5.538e-04, eta: 3:32:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 11:27:40,248 - pyskl - INFO - Epoch [136][2600/3405] lr: 5.516e-04, eta: 3:32:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2023-12-27 11:28:05,827 - pyskl - INFO - Epoch [136][2700/3405] lr: 5.493e-04, eta: 3:31:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9757, loss: 0.9757 +2023-12-27 11:28:31,298 - pyskl - INFO - Epoch [136][2800/3405] lr: 5.471e-04, eta: 3:31:10, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9773, loss: 0.9773 +2023-12-27 11:28:57,253 - pyskl - INFO - Epoch [136][2900/3405] lr: 5.448e-04, eta: 3:30:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2023-12-27 11:29:23,139 - pyskl - INFO - Epoch [136][3000/3405] lr: 5.426e-04, eta: 3:30:17, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9770, loss: 0.9770 +2023-12-27 11:29:48,494 - pyskl - INFO - Epoch [136][3100/3405] lr: 5.403e-04, eta: 3:29:51, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9755, loss: 0.9755 +2023-12-27 11:30:14,114 - pyskl - INFO - Epoch [136][3200/3405] lr: 5.381e-04, eta: 3:29:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-27 11:30:39,860 - pyskl - INFO - Epoch [136][3300/3405] lr: 5.359e-04, eta: 3:28:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 11:31:05,484 - pyskl - INFO - Epoch [136][3400/3405] lr: 5.336e-04, eta: 3:28:32, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9776, loss: 0.9776 +2023-12-27 11:31:07,536 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-27 11:35:34,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 11:35:35,299 - pyskl - INFO - +top1_acc 0.8895 +top5_acc 0.9768 +2023-12-27 11:35:35,304 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_135.pth was removed +2023-12-27 11:35:35,553 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-27 11:35:35,555 - pyskl - INFO - Best top1_acc is 0.8895 at 136 epoch. +2023-12-27 11:35:35,580 - pyskl - INFO - Epoch(val) [136][3718] top1_acc: 0.8895, top5_acc: 0.9768 +2023-12-27 11:36:29,685 - pyskl - INFO - Epoch [137][100/3405] lr: 5.313e-04, eta: 3:28:07, time: 0.541, data_time: 0.286, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-27 11:36:55,170 - pyskl - INFO - Epoch [137][200/3405] lr: 5.291e-04, eta: 3:27:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-27 11:37:20,366 - pyskl - INFO - Epoch [137][300/3405] lr: 5.269e-04, eta: 3:27:15, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 11:37:45,517 - pyskl - INFO - Epoch [137][400/3405] lr: 5.247e-04, eta: 3:26:48, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 11:38:10,833 - pyskl - INFO - Epoch [137][500/3405] lr: 5.225e-04, eta: 3:26:22, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 11:38:36,322 - pyskl - INFO - Epoch [137][600/3405] lr: 5.203e-04, eta: 3:25:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-27 11:39:01,609 - pyskl - INFO - Epoch [137][700/3405] lr: 5.181e-04, eta: 3:25:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 11:39:26,842 - pyskl - INFO - Epoch [137][800/3405] lr: 5.159e-04, eta: 3:25:03, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9766, loss: 0.9766 +2023-12-27 11:39:51,972 - pyskl - INFO - Epoch [137][900/3405] lr: 5.137e-04, eta: 3:24:37, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 11:40:17,103 - pyskl - INFO - Epoch [137][1000/3405] lr: 5.115e-04, eta: 3:24:10, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 11:40:42,757 - pyskl - INFO - Epoch [137][1100/3405] lr: 5.094e-04, eta: 3:23:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-27 11:41:08,473 - pyskl - INFO - Epoch [137][1200/3405] lr: 5.072e-04, eta: 3:23:18, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 11:41:34,056 - pyskl - INFO - Epoch [137][1300/3405] lr: 5.050e-04, eta: 3:22:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 11:41:59,664 - pyskl - INFO - Epoch [137][1400/3405] lr: 5.029e-04, eta: 3:22:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 11:42:25,084 - pyskl - INFO - Epoch [137][1500/3405] lr: 5.007e-04, eta: 3:21:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 11:42:50,628 - pyskl - INFO - Epoch [137][1600/3405] lr: 4.986e-04, eta: 3:21:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 11:43:15,790 - pyskl - INFO - Epoch [137][1700/3405] lr: 4.964e-04, eta: 3:21:06, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9758, loss: 0.9758 +2023-12-27 11:43:41,132 - pyskl - INFO - Epoch [137][1800/3405] lr: 4.943e-04, eta: 3:20:40, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 11:44:06,870 - pyskl - INFO - Epoch [137][1900/3405] lr: 4.921e-04, eta: 3:20:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-27 11:44:32,535 - pyskl - INFO - Epoch [137][2000/3405] lr: 4.900e-04, eta: 3:19:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 11:44:58,143 - pyskl - INFO - Epoch [137][2100/3405] lr: 4.879e-04, eta: 3:19:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9736, loss: 0.9736 +2023-12-27 11:45:23,812 - pyskl - INFO - Epoch [137][2200/3405] lr: 4.857e-04, eta: 3:18:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-27 11:45:49,399 - pyskl - INFO - Epoch [137][2300/3405] lr: 4.836e-04, eta: 3:18:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-27 11:46:15,112 - pyskl - INFO - Epoch [137][2400/3405] lr: 4.815e-04, eta: 3:18:02, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2023-12-27 11:46:40,782 - pyskl - INFO - Epoch [137][2500/3405] lr: 4.794e-04, eta: 3:17:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9791, loss: 0.9791 +2023-12-27 11:47:06,382 - pyskl - INFO - Epoch [137][2600/3405] lr: 4.773e-04, eta: 3:17:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 11:47:32,139 - pyskl - INFO - Epoch [137][2700/3405] lr: 4.752e-04, eta: 3:16:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-27 11:47:57,676 - pyskl - INFO - Epoch [137][2800/3405] lr: 4.731e-04, eta: 3:16:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-27 11:48:23,430 - pyskl - INFO - Epoch [137][2900/3405] lr: 4.710e-04, eta: 3:15:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9778, loss: 0.9778 +2023-12-27 11:48:49,007 - pyskl - INFO - Epoch [137][3000/3405] lr: 4.689e-04, eta: 3:15:24, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9748, loss: 0.9748 +2023-12-27 11:49:14,419 - pyskl - INFO - Epoch [137][3100/3405] lr: 4.668e-04, eta: 3:14:58, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-27 11:49:40,187 - pyskl - INFO - Epoch [137][3200/3405] lr: 4.647e-04, eta: 3:14:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 11:50:05,830 - pyskl - INFO - Epoch [137][3300/3405] lr: 4.627e-04, eta: 3:14:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-27 11:50:31,604 - pyskl - INFO - Epoch [137][3400/3405] lr: 4.606e-04, eta: 3:13:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-27 11:50:33,555 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-27 11:55:00,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 11:55:01,261 - pyskl - INFO - +top1_acc 0.8904 +top5_acc 0.9768 +2023-12-27 11:55:01,266 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_136.pth was removed +2023-12-27 11:55:01,483 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-27 11:55:01,484 - pyskl - INFO - Best top1_acc is 0.8904 at 137 epoch. +2023-12-27 11:55:01,510 - pyskl - INFO - Epoch(val) [137][3718] top1_acc: 0.8904, top5_acc: 0.9768 +2023-12-27 11:55:54,223 - pyskl - INFO - Epoch [138][100/3405] lr: 4.584e-04, eta: 3:13:14, time: 0.527, data_time: 0.273, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9778, loss: 0.9778 +2023-12-27 11:56:19,667 - pyskl - INFO - Epoch [138][200/3405] lr: 4.564e-04, eta: 3:12:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 11:56:44,912 - pyskl - INFO - Epoch [138][300/3405] lr: 4.543e-04, eta: 3:12:21, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 11:57:10,320 - pyskl - INFO - Epoch [138][400/3405] lr: 4.523e-04, eta: 3:11:55, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-27 11:57:35,714 - pyskl - INFO - Epoch [138][500/3405] lr: 4.502e-04, eta: 3:11:28, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9768, loss: 0.9768 +2023-12-27 11:58:01,132 - pyskl - INFO - Epoch [138][600/3405] lr: 4.482e-04, eta: 3:11:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-27 11:58:26,454 - pyskl - INFO - Epoch [138][700/3405] lr: 4.461e-04, eta: 3:10:36, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-27 11:58:51,740 - pyskl - INFO - Epoch [138][800/3405] lr: 4.441e-04, eta: 3:10:09, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-27 11:59:17,551 - pyskl - INFO - Epoch [138][900/3405] lr: 4.421e-04, eta: 3:09:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 11:59:42,957 - pyskl - INFO - Epoch [138][1000/3405] lr: 4.400e-04, eta: 3:09:17, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 12:00:08,738 - pyskl - INFO - Epoch [138][1100/3405] lr: 4.380e-04, eta: 3:08:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-27 12:00:34,415 - pyskl - INFO - Epoch [138][1200/3405] lr: 4.360e-04, eta: 3:08:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9799, loss: 0.9799 +2023-12-27 12:00:59,752 - pyskl - INFO - Epoch [138][1300/3405] lr: 4.340e-04, eta: 3:07:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-27 12:01:25,167 - pyskl - INFO - Epoch [138][1400/3405] lr: 4.320e-04, eta: 3:07:31, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 12:01:50,562 - pyskl - INFO - Epoch [138][1500/3405] lr: 4.300e-04, eta: 3:07:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 12:02:16,071 - pyskl - INFO - Epoch [138][1600/3405] lr: 4.280e-04, eta: 3:06:39, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 12:02:41,470 - pyskl - INFO - Epoch [138][1700/3405] lr: 4.260e-04, eta: 3:06:12, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-27 12:03:07,248 - pyskl - INFO - Epoch [138][1800/3405] lr: 4.240e-04, eta: 3:05:46, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 12:03:33,009 - pyskl - INFO - Epoch [138][1900/3405] lr: 4.220e-04, eta: 3:05:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9748, loss: 0.9748 +2023-12-27 12:03:58,232 - pyskl - INFO - Epoch [138][2000/3405] lr: 4.200e-04, eta: 3:04:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9756, loss: 0.9756 +2023-12-27 12:04:23,877 - pyskl - INFO - Epoch [138][2100/3405] lr: 4.181e-04, eta: 3:04:27, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9776, loss: 0.9776 +2023-12-27 12:04:49,652 - pyskl - INFO - Epoch [138][2200/3405] lr: 4.161e-04, eta: 3:04:01, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 12:05:15,278 - pyskl - INFO - Epoch [138][2300/3405] lr: 4.141e-04, eta: 3:03:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 12:05:40,796 - pyskl - INFO - Epoch [138][2400/3405] lr: 4.122e-04, eta: 3:03:08, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-27 12:06:06,574 - pyskl - INFO - Epoch [138][2500/3405] lr: 4.102e-04, eta: 3:02:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9796, loss: 0.9796 +2023-12-27 12:06:32,210 - pyskl - INFO - Epoch [138][2600/3405] lr: 4.083e-04, eta: 3:02:16, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9767, loss: 0.9767 +2023-12-27 12:06:57,508 - pyskl - INFO - Epoch [138][2700/3405] lr: 4.063e-04, eta: 3:01:49, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9752, loss: 0.9752 +2023-12-27 12:07:23,175 - pyskl - INFO - Epoch [138][2800/3405] lr: 4.044e-04, eta: 3:01:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9743, loss: 0.9743 +2023-12-27 12:07:49,072 - pyskl - INFO - Epoch [138][2900/3405] lr: 4.024e-04, eta: 3:00:57, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 12:08:14,873 - pyskl - INFO - Epoch [138][3000/3405] lr: 4.005e-04, eta: 3:00:30, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9754, loss: 0.9754 +2023-12-27 12:08:40,496 - pyskl - INFO - Epoch [138][3100/3405] lr: 3.986e-04, eta: 3:00:04, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 12:09:06,073 - pyskl - INFO - Epoch [138][3200/3405] lr: 3.967e-04, eta: 2:59:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 12:09:32,047 - pyskl - INFO - Epoch [138][3300/3405] lr: 3.947e-04, eta: 2:59:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-27 12:09:57,690 - pyskl - INFO - Epoch [138][3400/3405] lr: 3.928e-04, eta: 2:58:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 12:09:59,621 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-27 12:14:30,699 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 12:14:31,320 - pyskl - INFO - +top1_acc 0.8914 +top5_acc 0.9769 +2023-12-27 12:14:31,325 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_137.pth was removed +2023-12-27 12:14:31,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2023-12-27 12:14:31,542 - pyskl - INFO - Best top1_acc is 0.8914 at 138 epoch. +2023-12-27 12:14:31,568 - pyskl - INFO - Epoch(val) [138][3718] top1_acc: 0.8914, top5_acc: 0.9769 +2023-12-27 12:15:24,719 - pyskl - INFO - Epoch [139][100/3405] lr: 3.908e-04, eta: 2:58:20, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 12:15:50,554 - pyskl - INFO - Epoch [139][200/3405] lr: 3.889e-04, eta: 2:57:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 12:16:16,094 - pyskl - INFO - Epoch [139][300/3405] lr: 3.870e-04, eta: 2:57:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 12:16:41,545 - pyskl - INFO - Epoch [139][400/3405] lr: 3.851e-04, eta: 2:57:01, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 12:17:06,924 - pyskl - INFO - Epoch [139][500/3405] lr: 3.832e-04, eta: 2:56:35, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 12:17:32,201 - pyskl - INFO - Epoch [139][600/3405] lr: 3.813e-04, eta: 2:56:08, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 12:17:57,627 - pyskl - INFO - Epoch [139][700/3405] lr: 3.795e-04, eta: 2:55:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 12:18:23,173 - pyskl - INFO - Epoch [139][800/3405] lr: 3.776e-04, eta: 2:55:16, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 12:18:48,655 - pyskl - INFO - Epoch [139][900/3405] lr: 3.757e-04, eta: 2:54:49, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 12:19:14,237 - pyskl - INFO - Epoch [139][1000/3405] lr: 3.738e-04, eta: 2:54:23, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 12:19:39,717 - pyskl - INFO - Epoch [139][1100/3405] lr: 3.720e-04, eta: 2:53:57, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 12:20:05,274 - pyskl - INFO - Epoch [139][1200/3405] lr: 3.701e-04, eta: 2:53:30, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9742, loss: 0.9742 +2023-12-27 12:20:30,608 - pyskl - INFO - Epoch [139][1300/3405] lr: 3.683e-04, eta: 2:53:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 12:20:56,255 - pyskl - INFO - Epoch [139][1400/3405] lr: 3.664e-04, eta: 2:52:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 12:21:21,732 - pyskl - INFO - Epoch [139][1500/3405] lr: 3.646e-04, eta: 2:52:12, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-27 12:21:47,360 - pyskl - INFO - Epoch [139][1600/3405] lr: 3.627e-04, eta: 2:51:45, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 12:22:12,974 - pyskl - INFO - Epoch [139][1700/3405] lr: 3.609e-04, eta: 2:51:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 12:22:38,392 - pyskl - INFO - Epoch [139][1800/3405] lr: 3.591e-04, eta: 2:50:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2023-12-27 12:23:04,205 - pyskl - INFO - Epoch [139][1900/3405] lr: 3.572e-04, eta: 2:50:26, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 12:23:29,442 - pyskl - INFO - Epoch [139][2000/3405] lr: 3.554e-04, eta: 2:50:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 12:23:55,296 - pyskl - INFO - Epoch [139][2100/3405] lr: 3.536e-04, eta: 2:49:34, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-27 12:24:21,071 - pyskl - INFO - Epoch [139][2200/3405] lr: 3.518e-04, eta: 2:49:07, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 12:24:46,798 - pyskl - INFO - Epoch [139][2300/3405] lr: 3.500e-04, eta: 2:48:41, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-27 12:25:12,477 - pyskl - INFO - Epoch [139][2400/3405] lr: 3.482e-04, eta: 2:48:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-27 12:25:37,921 - pyskl - INFO - Epoch [139][2500/3405] lr: 3.464e-04, eta: 2:47:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 12:26:03,867 - pyskl - INFO - Epoch [139][2600/3405] lr: 3.446e-04, eta: 2:47:22, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 12:26:29,404 - pyskl - INFO - Epoch [139][2700/3405] lr: 3.428e-04, eta: 2:46:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9739, loss: 0.9739 +2023-12-27 12:26:55,148 - pyskl - INFO - Epoch [139][2800/3405] lr: 3.410e-04, eta: 2:46:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 12:27:20,933 - pyskl - INFO - Epoch [139][2900/3405] lr: 3.392e-04, eta: 2:46:03, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 12:27:46,913 - pyskl - INFO - Epoch [139][3000/3405] lr: 3.374e-04, eta: 2:45:37, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 12:28:12,585 - pyskl - INFO - Epoch [139][3100/3405] lr: 3.357e-04, eta: 2:45:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 12:28:38,108 - pyskl - INFO - Epoch [139][3200/3405] lr: 3.339e-04, eta: 2:44:44, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 12:29:03,720 - pyskl - INFO - Epoch [139][3300/3405] lr: 3.321e-04, eta: 2:44:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 12:29:29,146 - pyskl - INFO - Epoch [139][3400/3405] lr: 3.304e-04, eta: 2:43:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-27 12:29:31,097 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-27 12:33:58,584 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 12:33:59,195 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9770 +2023-12-27 12:33:59,201 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_138.pth was removed +2023-12-27 12:33:59,415 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2023-12-27 12:33:59,417 - pyskl - INFO - Best top1_acc is 0.8920 at 139 epoch. +2023-12-27 12:33:59,443 - pyskl - INFO - Epoch(val) [139][3718] top1_acc: 0.8920, top5_acc: 0.9770 +2023-12-27 12:34:52,459 - pyskl - INFO - Epoch [140][100/3405] lr: 3.285e-04, eta: 2:43:26, time: 0.530, data_time: 0.276, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9760, loss: 0.9760 +2023-12-27 12:35:18,015 - pyskl - INFO - Epoch [140][200/3405] lr: 3.268e-04, eta: 2:43:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 12:35:43,471 - pyskl - INFO - Epoch [140][300/3405] lr: 3.250e-04, eta: 2:42:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9761, loss: 0.9761 +2023-12-27 12:36:08,877 - pyskl - INFO - Epoch [140][400/3405] lr: 3.233e-04, eta: 2:42:07, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 12:36:34,407 - pyskl - INFO - Epoch [140][500/3405] lr: 3.216e-04, eta: 2:41:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 12:36:59,944 - pyskl - INFO - Epoch [140][600/3405] lr: 3.198e-04, eta: 2:41:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 12:37:25,505 - pyskl - INFO - Epoch [140][700/3405] lr: 3.181e-04, eta: 2:40:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 12:37:51,058 - pyskl - INFO - Epoch [140][800/3405] lr: 3.164e-04, eta: 2:40:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 12:38:16,555 - pyskl - INFO - Epoch [140][900/3405] lr: 3.147e-04, eta: 2:39:56, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 12:38:42,087 - pyskl - INFO - Epoch [140][1000/3405] lr: 3.130e-04, eta: 2:39:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 12:39:07,617 - pyskl - INFO - Epoch [140][1100/3405] lr: 3.112e-04, eta: 2:39:03, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 12:39:33,252 - pyskl - INFO - Epoch [140][1200/3405] lr: 3.095e-04, eta: 2:38:37, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 12:39:58,672 - pyskl - INFO - Epoch [140][1300/3405] lr: 3.078e-04, eta: 2:38:11, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 12:40:24,090 - pyskl - INFO - Epoch [140][1400/3405] lr: 3.062e-04, eta: 2:37:44, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-27 12:40:49,497 - pyskl - INFO - Epoch [140][1500/3405] lr: 3.045e-04, eta: 2:37:18, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 12:41:14,910 - pyskl - INFO - Epoch [140][1600/3405] lr: 3.028e-04, eta: 2:36:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 12:41:40,504 - pyskl - INFO - Epoch [140][1700/3405] lr: 3.011e-04, eta: 2:36:25, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 12:42:05,962 - pyskl - INFO - Epoch [140][1800/3405] lr: 2.994e-04, eta: 2:35:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 12:42:31,717 - pyskl - INFO - Epoch [140][1900/3405] lr: 2.978e-04, eta: 2:35:33, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 12:42:57,307 - pyskl - INFO - Epoch [140][2000/3405] lr: 2.961e-04, eta: 2:35:06, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 12:43:23,077 - pyskl - INFO - Epoch [140][2100/3405] lr: 2.944e-04, eta: 2:34:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 12:43:48,650 - pyskl - INFO - Epoch [140][2200/3405] lr: 2.928e-04, eta: 2:34:14, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 12:44:14,294 - pyskl - INFO - Epoch [140][2300/3405] lr: 2.911e-04, eta: 2:33:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9747, loss: 0.9747 +2023-12-27 12:44:39,922 - pyskl - INFO - Epoch [140][2400/3405] lr: 2.895e-04, eta: 2:33:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9751, loss: 0.9751 +2023-12-27 12:45:05,462 - pyskl - INFO - Epoch [140][2500/3405] lr: 2.878e-04, eta: 2:32:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 12:45:30,965 - pyskl - INFO - Epoch [140][2600/3405] lr: 2.862e-04, eta: 2:32:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-27 12:45:56,516 - pyskl - INFO - Epoch [140][2700/3405] lr: 2.846e-04, eta: 2:32:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 12:46:22,249 - pyskl - INFO - Epoch [140][2800/3405] lr: 2.829e-04, eta: 2:31:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 12:46:47,881 - pyskl - INFO - Epoch [140][2900/3405] lr: 2.813e-04, eta: 2:31:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 12:47:13,666 - pyskl - INFO - Epoch [140][3000/3405] lr: 2.797e-04, eta: 2:30:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 12:47:39,299 - pyskl - INFO - Epoch [140][3100/3405] lr: 2.781e-04, eta: 2:30:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 12:48:04,561 - pyskl - INFO - Epoch [140][3200/3405] lr: 2.765e-04, eta: 2:29:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 12:48:29,740 - pyskl - INFO - Epoch [140][3300/3405] lr: 2.749e-04, eta: 2:29:25, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 12:48:55,268 - pyskl - INFO - Epoch [140][3400/3405] lr: 2.733e-04, eta: 2:28:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 12:48:57,394 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-27 12:53:24,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 12:53:24,810 - pyskl - INFO - +top1_acc 0.8913 +top5_acc 0.9770 +2023-12-27 12:53:24,836 - pyskl - INFO - Epoch(val) [140][3718] top1_acc: 0.8913, top5_acc: 0.9770 +2023-12-27 12:54:18,376 - pyskl - INFO - Epoch [141][100/3405] lr: 2.716e-04, eta: 2:28:33, time: 0.535, data_time: 0.280, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 12:54:43,658 - pyskl - INFO - Epoch [141][200/3405] lr: 2.700e-04, eta: 2:28:06, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 12:55:09,048 - pyskl - INFO - Epoch [141][300/3405] lr: 2.684e-04, eta: 2:27:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 12:55:34,587 - pyskl - INFO - Epoch [141][400/3405] lr: 2.668e-04, eta: 2:27:14, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 12:55:59,981 - pyskl - INFO - Epoch [141][500/3405] lr: 2.652e-04, eta: 2:26:47, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 12:56:25,739 - pyskl - INFO - Epoch [141][600/3405] lr: 2.637e-04, eta: 2:26:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 12:56:51,293 - pyskl - INFO - Epoch [141][700/3405] lr: 2.621e-04, eta: 2:25:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 12:57:16,896 - pyskl - INFO - Epoch [141][800/3405] lr: 2.605e-04, eta: 2:25:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 12:57:42,480 - pyskl - INFO - Epoch [141][900/3405] lr: 2.590e-04, eta: 2:25:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 12:58:08,093 - pyskl - INFO - Epoch [141][1000/3405] lr: 2.574e-04, eta: 2:24:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 12:58:33,536 - pyskl - INFO - Epoch [141][1100/3405] lr: 2.559e-04, eta: 2:24:10, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 12:58:59,283 - pyskl - INFO - Epoch [141][1200/3405] lr: 2.543e-04, eta: 2:23:43, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 12:59:24,767 - pyskl - INFO - Epoch [141][1300/3405] lr: 2.528e-04, eta: 2:23:17, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 12:59:50,535 - pyskl - INFO - Epoch [141][1400/3405] lr: 2.512e-04, eta: 2:22:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 13:00:16,024 - pyskl - INFO - Epoch [141][1500/3405] lr: 2.497e-04, eta: 2:22:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 13:00:41,331 - pyskl - INFO - Epoch [141][1600/3405] lr: 2.482e-04, eta: 2:21:58, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9736, loss: 0.9736 +2023-12-27 13:01:06,660 - pyskl - INFO - Epoch [141][1700/3405] lr: 2.467e-04, eta: 2:21:32, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-27 13:01:32,230 - pyskl - INFO - Epoch [141][1800/3405] lr: 2.451e-04, eta: 2:21:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9753, loss: 0.9753 +2023-12-27 13:01:57,946 - pyskl - INFO - Epoch [141][1900/3405] lr: 2.436e-04, eta: 2:20:39, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 13:02:23,617 - pyskl - INFO - Epoch [141][2000/3405] lr: 2.421e-04, eta: 2:20:13, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 13:02:49,347 - pyskl - INFO - Epoch [141][2100/3405] lr: 2.406e-04, eta: 2:19:47, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 13:03:15,105 - pyskl - INFO - Epoch [141][2200/3405] lr: 2.391e-04, eta: 2:19:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 13:03:40,681 - pyskl - INFO - Epoch [141][2300/3405] lr: 2.376e-04, eta: 2:18:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 13:04:06,469 - pyskl - INFO - Epoch [141][2400/3405] lr: 2.361e-04, eta: 2:18:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 13:04:32,029 - pyskl - INFO - Epoch [141][2500/3405] lr: 2.347e-04, eta: 2:18:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 13:04:57,770 - pyskl - INFO - Epoch [141][2600/3405] lr: 2.332e-04, eta: 2:17:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 13:05:23,414 - pyskl - INFO - Epoch [141][2700/3405] lr: 2.317e-04, eta: 2:17:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-27 13:05:49,191 - pyskl - INFO - Epoch [141][2800/3405] lr: 2.302e-04, eta: 2:16:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 13:06:14,935 - pyskl - INFO - Epoch [141][2900/3405] lr: 2.288e-04, eta: 2:16:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 13:06:40,728 - pyskl - INFO - Epoch [141][3000/3405] lr: 2.273e-04, eta: 2:15:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9750, loss: 0.9750 +2023-12-27 13:07:06,390 - pyskl - INFO - Epoch [141][3100/3405] lr: 2.258e-04, eta: 2:15:24, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 13:07:31,963 - pyskl - INFO - Epoch [141][3200/3405] lr: 2.244e-04, eta: 2:14:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 13:07:57,483 - pyskl - INFO - Epoch [141][3300/3405] lr: 2.229e-04, eta: 2:14:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 13:08:22,955 - pyskl - INFO - Epoch [141][3400/3405] lr: 2.215e-04, eta: 2:14:05, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9736, loss: 0.9736 +2023-12-27 13:08:25,119 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-27 13:12:51,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 13:12:52,182 - pyskl - INFO - +top1_acc 0.8931 +top5_acc 0.9771 +2023-12-27 13:12:52,187 - pyskl - INFO - The previous best checkpoint /data1/medical/hao.wang/reproduction/hongda.liu/pyskl/work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_139.pth was removed +2023-12-27 13:12:52,396 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-27 13:12:52,398 - pyskl - INFO - Best top1_acc is 0.8931 at 141 epoch. +2023-12-27 13:12:52,423 - pyskl - INFO - Epoch(val) [141][3718] top1_acc: 0.8931, top5_acc: 0.9771 +2023-12-27 13:13:45,533 - pyskl - INFO - Epoch [142][100/3405] lr: 2.200e-04, eta: 2:13:39, time: 0.531, data_time: 0.277, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 13:14:11,092 - pyskl - INFO - Epoch [142][200/3405] lr: 2.186e-04, eta: 2:13:13, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 13:14:36,475 - pyskl - INFO - Epoch [142][300/3405] lr: 2.171e-04, eta: 2:12:46, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 13:15:01,801 - pyskl - INFO - Epoch [142][400/3405] lr: 2.157e-04, eta: 2:12:20, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 13:15:27,387 - pyskl - INFO - Epoch [142][500/3405] lr: 2.143e-04, eta: 2:11:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 13:15:53,066 - pyskl - INFO - Epoch [142][600/3405] lr: 2.129e-04, eta: 2:11:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 13:16:18,367 - pyskl - INFO - Epoch [142][700/3405] lr: 2.115e-04, eta: 2:11:01, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 13:16:43,498 - pyskl - INFO - Epoch [142][800/3405] lr: 2.100e-04, eta: 2:10:35, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.9746, loss: 0.9746 +2023-12-27 13:17:08,880 - pyskl - INFO - Epoch [142][900/3405] lr: 2.086e-04, eta: 2:10:08, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 13:17:34,668 - pyskl - INFO - Epoch [142][1000/3405] lr: 2.072e-04, eta: 2:09:42, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 13:18:00,329 - pyskl - INFO - Epoch [142][1100/3405] lr: 2.059e-04, eta: 2:09:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 13:18:25,916 - pyskl - INFO - Epoch [142][1200/3405] lr: 2.045e-04, eta: 2:08:50, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-27 13:18:51,579 - pyskl - INFO - Epoch [142][1300/3405] lr: 2.031e-04, eta: 2:08:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 13:19:16,959 - pyskl - INFO - Epoch [142][1400/3405] lr: 2.017e-04, eta: 2:07:57, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 13:19:42,133 - pyskl - INFO - Epoch [142][1500/3405] lr: 2.003e-04, eta: 2:07:31, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 13:20:07,390 - pyskl - INFO - Epoch [142][1600/3405] lr: 1.990e-04, eta: 2:07:04, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 13:20:32,913 - pyskl - INFO - Epoch [142][1700/3405] lr: 1.976e-04, eta: 2:06:38, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 13:20:58,473 - pyskl - INFO - Epoch [142][1800/3405] lr: 1.962e-04, eta: 2:06:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 13:21:24,209 - pyskl - INFO - Epoch [142][1900/3405] lr: 1.949e-04, eta: 2:05:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 13:21:49,968 - pyskl - INFO - Epoch [142][2000/3405] lr: 1.935e-04, eta: 2:05:19, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 13:22:15,268 - pyskl - INFO - Epoch [142][2100/3405] lr: 1.922e-04, eta: 2:04:53, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9736, loss: 0.9736 +2023-12-27 13:22:40,559 - pyskl - INFO - Epoch [142][2200/3405] lr: 1.909e-04, eta: 2:04:27, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 13:23:06,425 - pyskl - INFO - Epoch [142][2300/3405] lr: 1.895e-04, eta: 2:04:00, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 13:23:32,047 - pyskl - INFO - Epoch [142][2400/3405] lr: 1.882e-04, eta: 2:03:34, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 13:23:57,934 - pyskl - INFO - Epoch [142][2500/3405] lr: 1.869e-04, eta: 2:03:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 13:24:23,531 - pyskl - INFO - Epoch [142][2600/3405] lr: 1.855e-04, eta: 2:02:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 13:24:49,054 - pyskl - INFO - Epoch [142][2700/3405] lr: 1.842e-04, eta: 2:02:15, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2023-12-27 13:25:14,904 - pyskl - INFO - Epoch [142][2800/3405] lr: 1.829e-04, eta: 2:01:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 13:25:40,588 - pyskl - INFO - Epoch [142][2900/3405] lr: 1.816e-04, eta: 2:01:23, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9736, loss: 0.9736 +2023-12-27 13:26:06,410 - pyskl - INFO - Epoch [142][3000/3405] lr: 1.803e-04, eta: 2:00:56, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 13:26:31,937 - pyskl - INFO - Epoch [142][3100/3405] lr: 1.790e-04, eta: 2:00:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 13:26:57,628 - pyskl - INFO - Epoch [142][3200/3405] lr: 1.777e-04, eta: 2:00:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 13:27:23,409 - pyskl - INFO - Epoch [142][3300/3405] lr: 1.764e-04, eta: 1:59:37, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 13:27:49,105 - pyskl - INFO - Epoch [142][3400/3405] lr: 1.751e-04, eta: 1:59:11, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 13:27:51,083 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-27 13:32:17,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 13:32:17,871 - pyskl - INFO - +top1_acc 0.8892 +top5_acc 0.9766 +2023-12-27 13:32:17,897 - pyskl - INFO - Epoch(val) [142][3718] top1_acc: 0.8892, top5_acc: 0.9766 +2023-12-27 13:33:10,993 - pyskl - INFO - Epoch [143][100/3405] lr: 1.738e-04, eta: 1:58:45, time: 0.531, data_time: 0.276, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 13:33:36,546 - pyskl - INFO - Epoch [143][200/3405] lr: 1.725e-04, eta: 1:58:19, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 13:34:01,967 - pyskl - INFO - Epoch [143][300/3405] lr: 1.712e-04, eta: 1:57:52, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 13:34:27,112 - pyskl - INFO - Epoch [143][400/3405] lr: 1.700e-04, eta: 1:57:26, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 13:34:52,283 - pyskl - INFO - Epoch [143][500/3405] lr: 1.687e-04, eta: 1:57:00, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 13:35:17,441 - pyskl - INFO - Epoch [143][600/3405] lr: 1.675e-04, eta: 1:56:34, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 13:35:42,938 - pyskl - INFO - Epoch [143][700/3405] lr: 1.662e-04, eta: 1:56:07, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 13:36:08,535 - pyskl - INFO - Epoch [143][800/3405] lr: 1.650e-04, eta: 1:55:41, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 13:36:34,201 - pyskl - INFO - Epoch [143][900/3405] lr: 1.637e-04, eta: 1:55:15, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 13:36:59,719 - pyskl - INFO - Epoch [143][1000/3405] lr: 1.625e-04, eta: 1:54:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 13:37:25,365 - pyskl - INFO - Epoch [143][1100/3405] lr: 1.612e-04, eta: 1:54:22, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 13:37:50,987 - pyskl - INFO - Epoch [143][1200/3405] lr: 1.600e-04, eta: 1:53:56, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 13:38:16,724 - pyskl - INFO - Epoch [143][1300/3405] lr: 1.588e-04, eta: 1:53:30, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 13:38:42,438 - pyskl - INFO - Epoch [143][1400/3405] lr: 1.576e-04, eta: 1:53:03, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 13:39:07,987 - pyskl - INFO - Epoch [143][1500/3405] lr: 1.564e-04, eta: 1:52:37, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 13:39:33,196 - pyskl - INFO - Epoch [143][1600/3405] lr: 1.551e-04, eta: 1:52:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 13:39:58,356 - pyskl - INFO - Epoch [143][1700/3405] lr: 1.539e-04, eta: 1:51:44, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 13:40:23,504 - pyskl - INFO - Epoch [143][1800/3405] lr: 1.527e-04, eta: 1:51:18, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 13:40:49,323 - pyskl - INFO - Epoch [143][1900/3405] lr: 1.515e-04, eta: 1:50:52, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 13:41:14,980 - pyskl - INFO - Epoch [143][2000/3405] lr: 1.504e-04, eta: 1:50:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.9746, loss: 0.9746 +2023-12-27 13:41:40,511 - pyskl - INFO - Epoch [143][2100/3405] lr: 1.492e-04, eta: 1:49:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 13:42:06,079 - pyskl - INFO - Epoch [143][2200/3405] lr: 1.480e-04, eta: 1:49:33, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 13:42:31,742 - pyskl - INFO - Epoch [143][2300/3405] lr: 1.468e-04, eta: 1:49:07, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9744, loss: 0.9744 +2023-12-27 13:42:57,619 - pyskl - INFO - Epoch [143][2400/3405] lr: 1.456e-04, eta: 1:48:40, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 13:43:23,353 - pyskl - INFO - Epoch [143][2500/3405] lr: 1.445e-04, eta: 1:48:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 13:43:48,965 - pyskl - INFO - Epoch [143][2600/3405] lr: 1.433e-04, eta: 1:47:48, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 13:44:14,475 - pyskl - INFO - Epoch [143][2700/3405] lr: 1.421e-04, eta: 1:47:21, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 13:44:40,149 - pyskl - INFO - Epoch [143][2800/3405] lr: 1.410e-04, eta: 1:46:55, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 13:45:06,017 - pyskl - INFO - Epoch [143][2900/3405] lr: 1.398e-04, eta: 1:46:29, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 13:45:31,922 - pyskl - INFO - Epoch [143][3000/3405] lr: 1.387e-04, eta: 1:46:03, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 13:45:57,627 - pyskl - INFO - Epoch [143][3100/3405] lr: 1.376e-04, eta: 1:45:36, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 13:46:23,387 - pyskl - INFO - Epoch [143][3200/3405] lr: 1.364e-04, eta: 1:45:10, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 13:46:49,382 - pyskl - INFO - Epoch [143][3300/3405] lr: 1.353e-04, eta: 1:44:44, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 13:47:15,002 - pyskl - INFO - Epoch [143][3400/3405] lr: 1.342e-04, eta: 1:44:18, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-27 13:47:17,185 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-27 13:51:43,229 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 13:51:43,837 - pyskl - INFO - +top1_acc 0.8924 +top5_acc 0.9768 +2023-12-27 13:51:43,863 - pyskl - INFO - Epoch(val) [143][3718] top1_acc: 0.8924, top5_acc: 0.9768 +2023-12-27 13:52:36,440 - pyskl - INFO - Epoch [144][100/3405] lr: 1.330e-04, eta: 1:43:51, time: 0.526, data_time: 0.273, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 13:53:01,975 - pyskl - INFO - Epoch [144][200/3405] lr: 1.319e-04, eta: 1:43:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-27 13:53:27,373 - pyskl - INFO - Epoch [144][300/3405] lr: 1.308e-04, eta: 1:42:59, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 13:53:53,192 - pyskl - INFO - Epoch [144][400/3405] lr: 1.297e-04, eta: 1:42:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 13:54:18,622 - pyskl - INFO - Epoch [144][500/3405] lr: 1.285e-04, eta: 1:42:06, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 13:54:44,330 - pyskl - INFO - Epoch [144][600/3405] lr: 1.275e-04, eta: 1:41:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 13:55:09,761 - pyskl - INFO - Epoch [144][700/3405] lr: 1.264e-04, eta: 1:41:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 13:55:35,349 - pyskl - INFO - Epoch [144][800/3405] lr: 1.253e-04, eta: 1:40:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 13:56:00,679 - pyskl - INFO - Epoch [144][900/3405] lr: 1.242e-04, eta: 1:40:21, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 13:56:26,506 - pyskl - INFO - Epoch [144][1000/3405] lr: 1.231e-04, eta: 1:39:55, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9759, loss: 0.9759 +2023-12-27 13:56:52,178 - pyskl - INFO - Epoch [144][1100/3405] lr: 1.220e-04, eta: 1:39:28, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 13:57:17,625 - pyskl - INFO - Epoch [144][1200/3405] lr: 1.210e-04, eta: 1:39:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 13:57:43,239 - pyskl - INFO - Epoch [144][1300/3405] lr: 1.199e-04, eta: 1:38:36, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9693, loss: 0.9693 +2023-12-27 13:58:08,676 - pyskl - INFO - Epoch [144][1400/3405] lr: 1.188e-04, eta: 1:38:09, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 13:58:34,055 - pyskl - INFO - Epoch [144][1500/3405] lr: 1.178e-04, eta: 1:37:43, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 13:58:59,178 - pyskl - INFO - Epoch [144][1600/3405] lr: 1.167e-04, eta: 1:37:17, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 13:59:24,303 - pyskl - INFO - Epoch [144][1700/3405] lr: 1.157e-04, eta: 1:36:51, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9731, loss: 0.9731 +2023-12-27 13:59:49,491 - pyskl - INFO - Epoch [144][1800/3405] lr: 1.146e-04, eta: 1:36:24, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 14:00:15,135 - pyskl - INFO - Epoch [144][1900/3405] lr: 1.136e-04, eta: 1:35:58, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 14:00:40,523 - pyskl - INFO - Epoch [144][2000/3405] lr: 1.126e-04, eta: 1:35:32, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 14:01:06,265 - pyskl - INFO - Epoch [144][2100/3405] lr: 1.116e-04, eta: 1:35:05, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 14:01:32,103 - pyskl - INFO - Epoch [144][2200/3405] lr: 1.105e-04, eta: 1:34:39, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 14:01:57,917 - pyskl - INFO - Epoch [144][2300/3405] lr: 1.095e-04, eta: 1:34:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 14:02:23,770 - pyskl - INFO - Epoch [144][2400/3405] lr: 1.085e-04, eta: 1:33:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 14:02:49,553 - pyskl - INFO - Epoch [144][2500/3405] lr: 1.075e-04, eta: 1:33:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 14:03:15,336 - pyskl - INFO - Epoch [144][2600/3405] lr: 1.065e-04, eta: 1:32:54, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 14:03:40,939 - pyskl - INFO - Epoch [144][2700/3405] lr: 1.055e-04, eta: 1:32:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 14:04:06,531 - pyskl - INFO - Epoch [144][2800/3405] lr: 1.045e-04, eta: 1:32:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 14:04:32,121 - pyskl - INFO - Epoch [144][2900/3405] lr: 1.035e-04, eta: 1:31:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 14:04:57,870 - pyskl - INFO - Epoch [144][3000/3405] lr: 1.025e-04, eta: 1:31:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 14:05:23,705 - pyskl - INFO - Epoch [144][3100/3405] lr: 1.015e-04, eta: 1:30:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 14:05:49,507 - pyskl - INFO - Epoch [144][3200/3405] lr: 1.006e-04, eta: 1:30:16, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 14:06:15,413 - pyskl - INFO - Epoch [144][3300/3405] lr: 9.959e-05, eta: 1:29:50, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 14:06:41,343 - pyskl - INFO - Epoch [144][3400/3405] lr: 9.862e-05, eta: 1:29:24, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9738, loss: 0.9738 +2023-12-27 14:06:43,505 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-27 14:11:10,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 14:11:10,811 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9770 +2023-12-27 14:11:10,838 - pyskl - INFO - Epoch(val) [144][3718] top1_acc: 0.8911, top5_acc: 0.9770 +2023-12-27 14:12:04,507 - pyskl - INFO - Epoch [145][100/3405] lr: 9.761e-05, eta: 1:28:57, time: 0.537, data_time: 0.279, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 14:12:30,031 - pyskl - INFO - Epoch [145][200/3405] lr: 9.666e-05, eta: 1:28:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 14:12:55,482 - pyskl - INFO - Epoch [145][300/3405] lr: 9.571e-05, eta: 1:28:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9694, loss: 0.9694 +2023-12-27 14:13:20,778 - pyskl - INFO - Epoch [145][400/3405] lr: 9.476e-05, eta: 1:27:39, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 14:13:46,057 - pyskl - INFO - Epoch [145][500/3405] lr: 9.382e-05, eta: 1:27:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 14:14:11,564 - pyskl - INFO - Epoch [145][600/3405] lr: 9.288e-05, eta: 1:26:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 14:14:36,763 - pyskl - INFO - Epoch [145][700/3405] lr: 9.194e-05, eta: 1:26:20, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-27 14:15:02,161 - pyskl - INFO - Epoch [145][800/3405] lr: 9.102e-05, eta: 1:25:53, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 14:15:27,661 - pyskl - INFO - Epoch [145][900/3405] lr: 9.009e-05, eta: 1:25:27, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 14:15:53,302 - pyskl - INFO - Epoch [145][1000/3405] lr: 8.917e-05, eta: 1:25:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 14:16:18,986 - pyskl - INFO - Epoch [145][1100/3405] lr: 8.826e-05, eta: 1:24:35, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 14:16:44,608 - pyskl - INFO - Epoch [145][1200/3405] lr: 8.735e-05, eta: 1:24:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 14:17:10,258 - pyskl - INFO - Epoch [145][1300/3405] lr: 8.644e-05, eta: 1:23:42, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 14:17:35,685 - pyskl - INFO - Epoch [145][1400/3405] lr: 8.554e-05, eta: 1:23:16, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 14:18:01,100 - pyskl - INFO - Epoch [145][1500/3405] lr: 8.465e-05, eta: 1:22:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 14:18:26,494 - pyskl - INFO - Epoch [145][1600/3405] lr: 8.376e-05, eta: 1:22:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 14:18:52,059 - pyskl - INFO - Epoch [145][1700/3405] lr: 8.287e-05, eta: 1:21:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 14:19:17,648 - pyskl - INFO - Epoch [145][1800/3405] lr: 8.199e-05, eta: 1:21:31, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 14:19:43,139 - pyskl - INFO - Epoch [145][1900/3405] lr: 8.111e-05, eta: 1:21:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 14:20:08,459 - pyskl - INFO - Epoch [145][2000/3405] lr: 8.024e-05, eta: 1:20:38, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 14:20:33,706 - pyskl - INFO - Epoch [145][2100/3405] lr: 7.937e-05, eta: 1:20:12, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-27 14:20:58,921 - pyskl - INFO - Epoch [145][2200/3405] lr: 7.851e-05, eta: 1:19:45, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 14:21:24,122 - pyskl - INFO - Epoch [145][2300/3405] lr: 7.765e-05, eta: 1:19:19, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 14:21:49,721 - pyskl - INFO - Epoch [145][2400/3405] lr: 7.680e-05, eta: 1:18:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 14:22:15,516 - pyskl - INFO - Epoch [145][2500/3405] lr: 7.595e-05, eta: 1:18:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-27 14:22:40,991 - pyskl - INFO - Epoch [145][2600/3405] lr: 7.511e-05, eta: 1:18:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 14:23:06,305 - pyskl - INFO - Epoch [145][2700/3405] lr: 7.427e-05, eta: 1:17:34, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2023-12-27 14:23:32,226 - pyskl - INFO - Epoch [145][2800/3405] lr: 7.343e-05, eta: 1:17:08, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 14:23:58,385 - pyskl - INFO - Epoch [145][2900/3405] lr: 7.260e-05, eta: 1:16:41, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 14:24:24,615 - pyskl - INFO - Epoch [145][3000/3405] lr: 7.178e-05, eta: 1:16:15, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 14:24:51,149 - pyskl - INFO - Epoch [145][3100/3405] lr: 7.096e-05, eta: 1:15:49, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9736, loss: 0.9736 +2023-12-27 14:25:17,670 - pyskl - INFO - Epoch [145][3200/3405] lr: 7.014e-05, eta: 1:15:23, time: 0.265, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 14:25:44,084 - pyskl - INFO - Epoch [145][3300/3405] lr: 6.933e-05, eta: 1:14:56, time: 0.264, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 14:26:10,427 - pyskl - INFO - Epoch [145][3400/3405] lr: 6.852e-05, eta: 1:14:30, time: 0.263, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9737, loss: 0.9737 +2023-12-27 14:26:12,512 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-27 14:30:41,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 14:30:42,294 - pyskl - INFO - +top1_acc 0.8911 +top5_acc 0.9770 +2023-12-27 14:30:42,321 - pyskl - INFO - Epoch(val) [145][3718] top1_acc: 0.8911, top5_acc: 0.9770 +2023-12-27 14:31:35,545 - pyskl - INFO - Epoch [146][100/3405] lr: 6.768e-05, eta: 1:14:04, time: 0.532, data_time: 0.277, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 14:32:00,955 - pyskl - INFO - Epoch [146][200/3405] lr: 6.689e-05, eta: 1:13:37, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 14:32:26,128 - pyskl - INFO - Epoch [146][300/3405] lr: 6.609e-05, eta: 1:13:11, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 14:32:51,254 - pyskl - INFO - Epoch [146][400/3405] lr: 6.531e-05, eta: 1:12:45, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 14:33:16,416 - pyskl - INFO - Epoch [146][500/3405] lr: 6.452e-05, eta: 1:12:18, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 14:33:41,556 - pyskl - INFO - Epoch [146][600/3405] lr: 6.375e-05, eta: 1:11:52, time: 0.251, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 14:34:06,851 - pyskl - INFO - Epoch [146][700/3405] lr: 6.297e-05, eta: 1:11:26, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 14:34:32,600 - pyskl - INFO - Epoch [146][800/3405] lr: 6.221e-05, eta: 1:11:00, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9730, loss: 0.9730 +2023-12-27 14:34:57,940 - pyskl - INFO - Epoch [146][900/3405] lr: 6.144e-05, eta: 1:10:33, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 14:35:23,138 - pyskl - INFO - Epoch [146][1000/3405] lr: 6.068e-05, eta: 1:10:07, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 14:35:48,346 - pyskl - INFO - Epoch [146][1100/3405] lr: 5.993e-05, eta: 1:09:41, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 14:36:13,629 - pyskl - INFO - Epoch [146][1200/3405] lr: 5.918e-05, eta: 1:09:14, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 14:36:38,963 - pyskl - INFO - Epoch [146][1300/3405] lr: 5.843e-05, eta: 1:08:48, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9723, loss: 0.9723 +2023-12-27 14:37:04,792 - pyskl - INFO - Epoch [146][1400/3405] lr: 5.769e-05, eta: 1:08:22, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 14:37:30,479 - pyskl - INFO - Epoch [146][1500/3405] lr: 5.696e-05, eta: 1:07:56, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 14:37:56,191 - pyskl - INFO - Epoch [146][1600/3405] lr: 5.623e-05, eta: 1:07:29, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 14:38:22,191 - pyskl - INFO - Epoch [146][1700/3405] lr: 5.550e-05, eta: 1:07:03, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 14:38:48,411 - pyskl - INFO - Epoch [146][1800/3405] lr: 5.478e-05, eta: 1:06:37, time: 0.262, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 14:39:14,363 - pyskl - INFO - Epoch [146][1900/3405] lr: 5.406e-05, eta: 1:06:11, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 14:39:40,161 - pyskl - INFO - Epoch [146][2000/3405] lr: 5.335e-05, eta: 1:05:44, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 14:40:05,927 - pyskl - INFO - Epoch [146][2100/3405] lr: 5.264e-05, eta: 1:05:18, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 14:40:31,607 - pyskl - INFO - Epoch [146][2200/3405] lr: 5.194e-05, eta: 1:04:52, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 14:40:57,413 - pyskl - INFO - Epoch [146][2300/3405] lr: 5.124e-05, eta: 1:04:25, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 14:41:23,161 - pyskl - INFO - Epoch [146][2400/3405] lr: 5.055e-05, eta: 1:03:59, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 14:41:48,646 - pyskl - INFO - Epoch [146][2500/3405] lr: 4.986e-05, eta: 1:03:33, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 14:42:14,596 - pyskl - INFO - Epoch [146][2600/3405] lr: 4.918e-05, eta: 1:03:07, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2023-12-27 14:42:40,424 - pyskl - INFO - Epoch [146][2700/3405] lr: 4.850e-05, eta: 1:02:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 14:43:06,122 - pyskl - INFO - Epoch [146][2800/3405] lr: 4.782e-05, eta: 1:02:14, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 14:43:31,314 - pyskl - INFO - Epoch [146][2900/3405] lr: 4.716e-05, eta: 1:01:48, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 14:43:57,278 - pyskl - INFO - Epoch [146][3000/3405] lr: 4.649e-05, eta: 1:01:22, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9732, loss: 0.9732 +2023-12-27 14:44:23,304 - pyskl - INFO - Epoch [146][3100/3405] lr: 4.583e-05, eta: 1:00:55, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-27 14:44:50,003 - pyskl - INFO - Epoch [146][3200/3405] lr: 4.517e-05, eta: 1:00:29, time: 0.267, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 14:45:17,193 - pyskl - INFO - Epoch [146][3300/3405] lr: 4.452e-05, eta: 1:00:03, time: 0.272, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-27 14:45:43,834 - pyskl - INFO - Epoch [146][3400/3405] lr: 4.388e-05, eta: 0:59:37, time: 0.266, data_time: 0.001, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 14:45:45,999 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-27 14:50:15,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 14:50:16,541 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9774 +2023-12-27 14:50:16,567 - pyskl - INFO - Epoch(val) [146][3718] top1_acc: 0.8921, top5_acc: 0.9774 +2023-12-27 14:51:10,953 - pyskl - INFO - Epoch [147][100/3405] lr: 4.320e-05, eta: 0:59:10, time: 0.544, data_time: 0.285, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 14:51:36,474 - pyskl - INFO - Epoch [147][200/3405] lr: 4.257e-05, eta: 0:58:43, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-27 14:52:02,136 - pyskl - INFO - Epoch [147][300/3405] lr: 4.194e-05, eta: 0:58:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9748, loss: 0.9748 +2023-12-27 14:52:27,455 - pyskl - INFO - Epoch [147][400/3405] lr: 4.131e-05, eta: 0:57:51, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 14:52:52,869 - pyskl - INFO - Epoch [147][500/3405] lr: 4.069e-05, eta: 0:57:25, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 14:53:18,333 - pyskl - INFO - Epoch [147][600/3405] lr: 4.007e-05, eta: 0:56:58, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 14:53:44,107 - pyskl - INFO - Epoch [147][700/3405] lr: 3.946e-05, eta: 0:56:32, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 14:54:09,956 - pyskl - INFO - Epoch [147][800/3405] lr: 3.885e-05, eta: 0:56:06, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9692, loss: 0.9692 +2023-12-27 14:54:35,692 - pyskl - INFO - Epoch [147][900/3405] lr: 3.825e-05, eta: 0:55:40, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 14:55:01,527 - pyskl - INFO - Epoch [147][1000/3405] lr: 3.765e-05, eta: 0:55:13, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9697, loss: 0.9697 +2023-12-27 14:55:27,402 - pyskl - INFO - Epoch [147][1100/3405] lr: 3.705e-05, eta: 0:54:47, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 14:55:53,330 - pyskl - INFO - Epoch [147][1200/3405] lr: 3.646e-05, eta: 0:54:21, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 14:56:18,895 - pyskl - INFO - Epoch [147][1300/3405] lr: 3.588e-05, eta: 0:53:54, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 14:56:44,454 - pyskl - INFO - Epoch [147][1400/3405] lr: 3.530e-05, eta: 0:53:28, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 14:57:09,870 - pyskl - INFO - Epoch [147][1500/3405] lr: 3.472e-05, eta: 0:53:02, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-27 14:57:35,709 - pyskl - INFO - Epoch [147][1600/3405] lr: 3.415e-05, eta: 0:52:36, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 14:58:01,397 - pyskl - INFO - Epoch [147][1700/3405] lr: 3.359e-05, eta: 0:52:09, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9728, loss: 0.9728 +2023-12-27 14:58:26,973 - pyskl - INFO - Epoch [147][1800/3405] lr: 3.303e-05, eta: 0:51:43, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 14:58:52,580 - pyskl - INFO - Epoch [147][1900/3405] lr: 3.247e-05, eta: 0:51:17, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 14:59:18,279 - pyskl - INFO - Epoch [147][2000/3405] lr: 3.192e-05, eta: 0:50:51, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 14:59:43,672 - pyskl - INFO - Epoch [147][2100/3405] lr: 3.137e-05, eta: 0:50:24, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:00:09,402 - pyskl - INFO - Epoch [147][2200/3405] lr: 3.083e-05, eta: 0:49:58, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:00:34,856 - pyskl - INFO - Epoch [147][2300/3405] lr: 3.029e-05, eta: 0:49:32, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:01:00,221 - pyskl - INFO - Epoch [147][2400/3405] lr: 2.976e-05, eta: 0:49:05, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9692, loss: 0.9692 +2023-12-27 15:01:25,638 - pyskl - INFO - Epoch [147][2500/3405] lr: 2.923e-05, eta: 0:48:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-27 15:01:51,077 - pyskl - INFO - Epoch [147][2600/3405] lr: 2.871e-05, eta: 0:48:13, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9703, loss: 0.9703 +2023-12-27 15:02:16,551 - pyskl - INFO - Epoch [147][2700/3405] lr: 2.819e-05, eta: 0:47:47, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 15:02:41,953 - pyskl - INFO - Epoch [147][2800/3405] lr: 2.768e-05, eta: 0:47:20, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 15:03:07,683 - pyskl - INFO - Epoch [147][2900/3405] lr: 2.717e-05, eta: 0:46:54, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 15:03:33,439 - pyskl - INFO - Epoch [147][3000/3405] lr: 2.666e-05, eta: 0:46:28, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 15:03:59,259 - pyskl - INFO - Epoch [147][3100/3405] lr: 2.617e-05, eta: 0:46:02, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 15:04:24,817 - pyskl - INFO - Epoch [147][3200/3405] lr: 2.567e-05, eta: 0:45:35, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:04:50,376 - pyskl - INFO - Epoch [147][3300/3405] lr: 2.518e-05, eta: 0:45:09, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 15:05:16,202 - pyskl - INFO - Epoch [147][3400/3405] lr: 2.469e-05, eta: 0:44:43, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:05:18,251 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-27 15:09:43,707 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:09:44,315 - pyskl - INFO - +top1_acc 0.8913 +top5_acc 0.9773 +2023-12-27 15:09:44,341 - pyskl - INFO - Epoch(val) [147][3718] top1_acc: 0.8913, top5_acc: 0.9773 +2023-12-27 15:10:37,074 - pyskl - INFO - Epoch [148][100/3405] lr: 2.419e-05, eta: 0:44:16, time: 0.527, data_time: 0.274, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 15:11:02,668 - pyskl - INFO - Epoch [148][200/3405] lr: 2.371e-05, eta: 0:43:49, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-27 15:11:28,093 - pyskl - INFO - Epoch [148][300/3405] lr: 2.324e-05, eta: 0:43:23, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 15:11:53,349 - pyskl - INFO - Epoch [148][400/3405] lr: 2.278e-05, eta: 0:42:57, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 15:12:18,877 - pyskl - INFO - Epoch [148][500/3405] lr: 2.232e-05, eta: 0:42:31, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 15:12:44,419 - pyskl - INFO - Epoch [148][600/3405] lr: 2.186e-05, eta: 0:42:04, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 15:13:10,069 - pyskl - INFO - Epoch [148][700/3405] lr: 2.141e-05, eta: 0:41:38, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 15:13:35,393 - pyskl - INFO - Epoch [148][800/3405] lr: 2.096e-05, eta: 0:41:12, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-27 15:14:00,863 - pyskl - INFO - Epoch [148][900/3405] lr: 2.052e-05, eta: 0:40:45, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-27 15:14:26,366 - pyskl - INFO - Epoch [148][1000/3405] lr: 2.008e-05, eta: 0:40:19, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 15:14:51,613 - pyskl - INFO - Epoch [148][1100/3405] lr: 1.965e-05, eta: 0:39:53, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 15:15:17,000 - pyskl - INFO - Epoch [148][1200/3405] lr: 1.922e-05, eta: 0:39:27, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 15:15:42,519 - pyskl - INFO - Epoch [148][1300/3405] lr: 1.879e-05, eta: 0:39:00, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:16:07,994 - pyskl - INFO - Epoch [148][1400/3405] lr: 1.837e-05, eta: 0:38:34, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-27 15:16:33,578 - pyskl - INFO - Epoch [148][1500/3405] lr: 1.796e-05, eta: 0:38:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 15:16:59,017 - pyskl - INFO - Epoch [148][1600/3405] lr: 1.755e-05, eta: 0:37:42, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 15:17:24,411 - pyskl - INFO - Epoch [148][1700/3405] lr: 1.714e-05, eta: 0:37:15, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:17:49,818 - pyskl - INFO - Epoch [148][1800/3405] lr: 1.674e-05, eta: 0:36:49, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 15:18:15,334 - pyskl - INFO - Epoch [148][1900/3405] lr: 1.635e-05, eta: 0:36:23, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:18:41,078 - pyskl - INFO - Epoch [148][2000/3405] lr: 1.596e-05, eta: 0:35:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-27 15:19:06,537 - pyskl - INFO - Epoch [148][2100/3405] lr: 1.557e-05, eta: 0:35:30, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 15:19:32,274 - pyskl - INFO - Epoch [148][2200/3405] lr: 1.519e-05, eta: 0:35:04, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 15:19:58,120 - pyskl - INFO - Epoch [148][2300/3405] lr: 1.481e-05, eta: 0:34:38, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-27 15:20:23,889 - pyskl - INFO - Epoch [148][2400/3405] lr: 1.444e-05, eta: 0:34:11, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 15:20:49,556 - pyskl - INFO - Epoch [148][2500/3405] lr: 1.408e-05, eta: 0:33:45, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-27 15:21:15,245 - pyskl - INFO - Epoch [148][2600/3405] lr: 1.371e-05, eta: 0:33:19, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 15:21:40,963 - pyskl - INFO - Epoch [148][2700/3405] lr: 1.336e-05, eta: 0:32:53, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:22:06,582 - pyskl - INFO - Epoch [148][2800/3405] lr: 1.300e-05, eta: 0:32:26, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:22:32,150 - pyskl - INFO - Epoch [148][2900/3405] lr: 1.265e-05, eta: 0:32:00, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 15:22:57,961 - pyskl - INFO - Epoch [148][3000/3405] lr: 1.231e-05, eta: 0:31:34, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9726, loss: 0.9726 +2023-12-27 15:23:23,962 - pyskl - INFO - Epoch [148][3100/3405] lr: 1.197e-05, eta: 0:31:08, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:23:49,464 - pyskl - INFO - Epoch [148][3200/3405] lr: 1.164e-05, eta: 0:30:41, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 15:24:15,076 - pyskl - INFO - Epoch [148][3300/3405] lr: 1.131e-05, eta: 0:30:15, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 15:24:40,902 - pyskl - INFO - Epoch [148][3400/3405] lr: 1.098e-05, eta: 0:29:49, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 15:24:43,052 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-27 15:29:08,850 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:29:09,458 - pyskl - INFO - +top1_acc 0.8921 +top5_acc 0.9770 +2023-12-27 15:29:09,485 - pyskl - INFO - Epoch(val) [148][3718] top1_acc: 0.8921, top5_acc: 0.9770 +2023-12-27 15:30:02,659 - pyskl - INFO - Epoch [149][100/3405] lr: 1.065e-05, eta: 0:29:22, time: 0.532, data_time: 0.276, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:30:28,110 - pyskl - INFO - Epoch [149][200/3405] lr: 1.033e-05, eta: 0:28:55, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:30:53,449 - pyskl - INFO - Epoch [149][300/3405] lr: 1.002e-05, eta: 0:28:29, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-27 15:31:18,944 - 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: 1.0000, top5_acc: 1.0000, loss_cls: 0.9700, loss: 0.9700 +2023-12-27 15:31:44,456 - pyskl - INFO - Epoch [149][500/3405] lr: 9.417e-06, eta: 0:27:36, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 15:32:10,057 - pyskl - INFO - Epoch [149][600/3405] lr: 9.121e-06, eta: 0:27:10, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:32:35,749 - pyskl - INFO - Epoch [149][700/3405] lr: 8.830e-06, eta: 0:26:44, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 15:33:01,363 - 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: 0.9696, loss: 0.9696 +2023-12-27 15:33:26,955 - pyskl - INFO - Epoch [149][900/3405] lr: 8.261e-06, eta: 0:25:51, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9733, loss: 0.9733 +2023-12-27 15:33:52,473 - pyskl - INFO - Epoch [149][1000/3405] lr: 7.984e-06, eta: 0:25:25, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 15:34:17,933 - pyskl - INFO - Epoch [149][1100/3405] lr: 7.712e-06, eta: 0:24:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 15:34:43,410 - 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: 0.9691, loss: 0.9691 +2023-12-27 15:35:08,949 - pyskl - INFO - Epoch [149][1300/3405] lr: 7.181e-06, eta: 0:24:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9718, loss: 0.9718 +2023-12-27 15:35:34,323 - pyskl - INFO - Epoch [149][1400/3405] lr: 6.923e-06, eta: 0:23:40, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:35:59,547 - pyskl - INFO - Epoch [149][1500/3405] lr: 6.669e-06, eta: 0:23:14, time: 0.252, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9690, loss: 0.9690 +2023-12-27 15:36:25,048 - pyskl - INFO - Epoch [149][1600/3405] lr: 6.420e-06, eta: 0:22:48, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:36:50,652 - pyskl - INFO - Epoch [149][1700/3405] lr: 6.176e-06, eta: 0:22:21, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9696, loss: 0.9696 +2023-12-27 15:37:16,205 - pyskl - INFO - Epoch [149][1800/3405] lr: 5.937e-06, eta: 0:21:55, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:37:41,741 - pyskl - INFO - Epoch [149][1900/3405] lr: 5.703e-06, eta: 0:21:29, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9719, loss: 0.9719 +2023-12-27 15:38:07,309 - pyskl - INFO - Epoch [149][2000/3405] lr: 5.473e-06, eta: 0:21:02, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 15:38:33,338 - pyskl - INFO - Epoch [149][2100/3405] lr: 5.248e-06, eta: 0:20:36, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 15:38:59,048 - pyskl - INFO - Epoch [149][2200/3405] lr: 5.027e-06, eta: 0:20:10, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-27 15:39:24,950 - pyskl - INFO - Epoch [149][2300/3405] lr: 4.812e-06, eta: 0:19:44, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9702, loss: 0.9702 +2023-12-27 15:39:50,638 - pyskl - INFO - Epoch [149][2400/3405] lr: 4.601e-06, eta: 0:19:17, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9706, loss: 0.9706 +2023-12-27 15:40:16,414 - pyskl - INFO - Epoch [149][2500/3405] lr: 4.394e-06, eta: 0:18:51, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 15:40:42,090 - pyskl - INFO - Epoch [149][2600/3405] lr: 4.193e-06, eta: 0:18:25, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 15:41:07,630 - pyskl - INFO - Epoch [149][2700/3405] lr: 3.996e-06, eta: 0:17:59, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:41:33,292 - pyskl - INFO - Epoch [149][2800/3405] lr: 3.804e-06, eta: 0:17:32, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9724, loss: 0.9724 +2023-12-27 15:41:58,826 - pyskl - INFO - Epoch [149][2900/3405] lr: 3.617e-06, eta: 0:17:06, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 15:42:24,662 - pyskl - INFO - Epoch [149][3000/3405] lr: 3.434e-06, eta: 0:16:40, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9720, loss: 0.9720 +2023-12-27 15:42:50,560 - pyskl - INFO - Epoch [149][3100/3405] lr: 3.256e-06, eta: 0:16:14, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 15:43:16,173 - pyskl - INFO - Epoch [149][3200/3405] lr: 3.083e-06, eta: 0:15:47, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:43:42,010 - pyskl - INFO - Epoch [149][3300/3405] lr: 2.915e-06, eta: 0:15:21, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9735, loss: 0.9735 +2023-12-27 15:44:07,882 - pyskl - INFO - Epoch [149][3400/3405] lr: 2.751e-06, eta: 0:14:55, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 15:44:09,905 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-27 15:48:36,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:48:37,110 - pyskl - INFO - +top1_acc 0.8920 +top5_acc 0.9772 +2023-12-27 15:48:37,137 - pyskl - INFO - Epoch(val) [149][3718] top1_acc: 0.8920, top5_acc: 0.9772 +2023-12-27 15:49:30,344 - pyskl - INFO - Epoch [150][100/3405] lr: 2.584e-06, eta: 0:14:27, time: 0.532, data_time: 0.278, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 15:49:55,683 - 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: 0.9709, loss: 0.9709 +2023-12-27 15:50:21,215 - pyskl - INFO - Epoch [150][300/3405] lr: 2.281e-06, eta: 0:13:35, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:50:46,898 - 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: 0.9994, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:51:12,163 - pyskl - INFO - Epoch [150][500/3405] lr: 1.997e-06, eta: 0:12:42, time: 0.253, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:51:37,897 - pyskl - INFO - Epoch [150][600/3405] lr: 1.862e-06, eta: 0:12:16, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9717, loss: 0.9717 +2023-12-27 15:52:03,613 - pyskl - INFO - Epoch [150][700/3405] lr: 1.731e-06, eta: 0:11:50, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:52:29,161 - pyskl - INFO - Epoch [150][800/3405] lr: 1.606e-06, eta: 0:11:24, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9722, loss: 0.9722 +2023-12-27 15:52:54,833 - pyskl - INFO - Epoch [150][900/3405] lr: 1.485e-06, eta: 0:10:57, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 15:53:20,301 - 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: 0.9703, loss: 0.9703 +2023-12-27 15:53:46,049 - 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: 0.9728, loss: 0.9728 +2023-12-27 15:54:11,458 - pyskl - INFO - Epoch [150][1200/3405] lr: 1.151e-06, eta: 0:09:39, time: 0.254, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9721, loss: 0.9721 +2023-12-27 15:54:37,075 - pyskl - INFO - Epoch [150][1300/3405] lr: 1.049e-06, eta: 0:09:12, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9704, loss: 0.9704 +2023-12-27 15:55:02,589 - pyskl - INFO - Epoch [150][1400/3405] lr: 9.515e-07, eta: 0:08:46, time: 0.255, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 15:55:28,206 - pyskl - INFO - Epoch [150][1500/3405] lr: 8.590e-07, eta: 0:08:20, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 15:55:53,772 - pyskl - INFO - Epoch [150][1600/3405] lr: 7.712e-07, eta: 0:07:53, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9701, loss: 0.9701 +2023-12-27 15:56:19,477 - pyskl - INFO - Epoch [150][1700/3405] lr: 6.882e-07, eta: 0:07:27, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9741, loss: 0.9741 +2023-12-27 15:56:45,041 - pyskl - INFO - Epoch [150][1800/3405] lr: 6.099e-07, eta: 0:07:01, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 15:57:10,420 - 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: 0.9721, loss: 0.9721 +2023-12-27 15:57:36,062 - pyskl - INFO - Epoch [150][2000/3405] lr: 4.674e-07, eta: 0:06:08, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 15:58:01,738 - pyskl - INFO - Epoch [150][2100/3405] lr: 4.033e-07, eta: 0:05:42, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 15:58:27,311 - 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: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 15:58:53,147 - pyskl - INFO - Epoch [150][2300/3405] lr: 2.892e-07, eta: 0:04:50, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9705, loss: 0.9705 +2023-12-27 15:59:19,167 - pyskl - INFO - Epoch [150][2400/3405] lr: 2.393e-07, eta: 0:04:23, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9699, loss: 0.9699 +2023-12-27 15:59:44,814 - pyskl - INFO - Epoch [150][2500/3405] lr: 1.941e-07, eta: 0:03:57, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9713, loss: 0.9713 +2023-12-27 16:00:10,645 - pyskl - INFO - Epoch [150][2600/3405] lr: 1.536e-07, eta: 0:03:31, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 16:00:36,247 - pyskl - INFO - Epoch [150][2700/3405] lr: 1.179e-07, eta: 0:03:05, time: 0.256, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9707, loss: 0.9707 +2023-12-27 16:01:01,967 - pyskl - INFO - Epoch [150][2800/3405] lr: 8.684e-08, eta: 0:02:38, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.9729, loss: 0.9729 +2023-12-27 16:01:27,932 - pyskl - INFO - Epoch [150][2900/3405] lr: 6.054e-08, eta: 0:02:12, time: 0.260, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 16:01:53,673 - pyskl - INFO - Epoch [150][3000/3405] lr: 3.898e-08, eta: 0:01:46, time: 0.257, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9714, loss: 0.9714 +2023-12-27 16:02:19,521 - pyskl - INFO - Epoch [150][3100/3405] lr: 2.214e-08, eta: 0:01:20, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9698, loss: 0.9698 +2023-12-27 16:02:45,314 - pyskl - INFO - Epoch [150][3200/3405] lr: 1.003e-08, eta: 0:00:53, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 16:03:11,161 - pyskl - INFO - Epoch [150][3300/3405] lr: 2.657e-09, eta: 0:00:27, time: 0.258, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9709, loss: 0.9709 +2023-12-27 16:03:37,053 - pyskl - INFO - Epoch [150][3400/3405] lr: 8.513e-12, eta: 0:00:01, time: 0.259, data_time: 0.000, memory: 5236, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.9716, loss: 0.9716 +2023-12-27 16:03:39,187 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-27 16:08:06,032 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:08:06,645 - pyskl - INFO - +top1_acc 0.8930 +top5_acc 0.9774 +2023-12-27 16:08:06,671 - pyskl - INFO - Epoch(val) [150][3718] top1_acc: 0.8930, top5_acc: 0.9774 +2023-12-27 16:08:21,574 - pyskl - INFO - 59477 videos remain after valid thresholding +2023-12-27 16:49:22,126 - pyskl - INFO - Testing results of the last checkpoint +2023-12-27 16:49:22,126 - pyskl - INFO - top1_acc: 0.8942 +2023-12-27 16:49:22,126 - pyskl - INFO - top5_acc: 0.9778 +2023-12-27 16:49:22,127 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu120_xset/k_2/best_top1_acc_epoch_141.pth +2023-12-27 17:30:34,712 - pyskl - INFO - Testing results of the best checkpoint +2023-12-27 17:30:34,712 - pyskl - INFO - top1_acc: 0.8952 +2023-12-27 17:30:34,712 - pyskl - INFO - top5_acc: 0.9777