diff --git "a/k400/k_3/20231229_093515.log" "b/k400/k_3/20231229_093515.log" new file mode 100644--- /dev/null +++ "b/k400/k_3/20231229_093515.log" @@ -0,0 +1,3863 @@ +2023-12-29 09:35:15,671 - 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 3090 +CUDA_HOME: /usr/local +NVCC: Cuda compilation tools, release 11.5, V11.5.50 +GCC: gcc (Ubuntu 7.5.0-6ubuntu2) 7.5.0 +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+ +------------------------------------------------------------ + +2023-12-29 09:35:16,736 - pyskl - INFO - Config: modality = 'k' +graph = 'coco_new' +work_dir = './work_dirs/test_prototype/k400/k_3' +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='coco_new', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_11', num_classes=400, in_channels=384)) +memcached = True +mc_cfg = ('localhost', 22077) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl' +left_kp = [1, 3, 5, 7, 9, 11, 13, 15] +right_kp = [2, 4, 6, 8, 10, 12, 14, 16] +box_thr = 0.5 +valid_ratio = 0.0 +train_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=64, + workers_per_gpu=16, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='train', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + valid_ratio=0.0, + memcached=True, + mc_cfg=('localhost', 22077)), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077)), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077))) +optimizer = dict( + type='SGD', lr=0.1, 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', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-29 09:35:16,737 - pyskl - INFO - Set random seed to 1347882831, deterministic: False +2023-12-29 09:35:27,955 - pyskl - INFO - 239737 videos remain after valid thresholding +2023-12-29 09:35:43,216 - pyskl - INFO - 19743 videos remain after valid thresholding +2023-12-29 09:35:43,218 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3 +2023-12-29 09:35:43,227 - 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 + -------------------- +2023-12-29 09:35:43,242 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-29 09:35:43,243 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3 by HardDiskBackend. +2023-12-29 09:39:07,055 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 13 days, 6:03:01, time: 2.038, data_time: 1.429, memory: 16177, top1_acc: 0.0081, top5_acc: 0.0358, loss_cls: 7.0820, loss: 7.0820 +2023-12-29 09:40:07,965 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 14:30:52, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0100, top5_acc: 0.0575, loss_cls: 6.7736, loss: 6.7736 +2023-12-29 09:41:08,666 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 7 days, 1:12:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.0200, top5_acc: 0.0739, loss_cls: 6.6557, loss: 6.6557 +2023-12-29 09:42:09,756 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 6:42:33, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0219, top5_acc: 0.0861, loss_cls: 6.5394, loss: 6.5394 +2023-12-29 09:43:10,559 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 5 days, 19:30:32, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0275, top5_acc: 0.0997, loss_cls: 6.4339, loss: 6.4339 +2023-12-29 09:44:11,077 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 5 days, 11:57:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.0284, top5_acc: 0.1147, loss_cls: 6.3767, loss: 6.3767 +2023-12-29 09:45:11,222 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 6:29:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.0289, top5_acc: 0.1205, loss_cls: 6.3404, loss: 6.3404 +2023-12-29 09:46:11,212 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 5 days, 2:20:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.0406, top5_acc: 0.1389, loss_cls: 6.4308, loss: 6.4308 +2023-12-29 09:47:12,024 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 4 days, 23:15:29, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0402, top5_acc: 0.1461, loss_cls: 6.5608, loss: 6.5608 +2023-12-29 09:48:12,584 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 4 days, 20:44:54, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0473, top5_acc: 0.1500, loss_cls: 6.5818, loss: 6.5818 +2023-12-29 09:49:13,380 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 4 days, 18:43:32, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0442, top5_acc: 0.1512, loss_cls: 6.5717, loss: 6.5717 +2023-12-29 09:50:13,860 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 4 days, 16:59:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.0537, top5_acc: 0.1673, loss_cls: 6.6392, loss: 6.6392 +2023-12-29 09:51:14,609 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 4 days, 15:33:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.0539, top5_acc: 0.1714, loss_cls: 6.5705, loss: 6.5705 +2023-12-29 09:52:15,389 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 4 days, 14:20:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0523, top5_acc: 0.1798, loss_cls: 6.5242, loss: 6.5242 +2023-12-29 09:53:16,051 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 4 days, 13:15:19, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.0622, top5_acc: 0.1895, loss_cls: 6.6062, loss: 6.6062 +2023-12-29 09:54:16,359 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 4 days, 12:16:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0634, top5_acc: 0.1977, loss_cls: 6.5844, loss: 6.5844 +2023-12-29 09:55:16,665 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 4 days, 11:24:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0667, top5_acc: 0.2130, loss_cls: 6.4974, loss: 6.4974 +2023-12-29 09:56:17,437 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 4 days, 10:40:31, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0728, top5_acc: 0.2139, loss_cls: 6.4512, loss: 6.4512 +2023-12-29 09:57:17,714 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 4 days, 9:58:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0686, top5_acc: 0.2011, loss_cls: 6.4656, loss: 6.4656 +2023-12-29 09:58:18,211 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 4 days, 9:21:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.0725, top5_acc: 0.2112, loss_cls: 6.3849, loss: 6.3849 +2023-12-29 09:59:19,018 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 4 days, 8:49:56, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0692, top5_acc: 0.2114, loss_cls: 6.3553, loss: 6.3553 +2023-12-29 10:00:19,915 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 8:21:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0764, top5_acc: 0.2334, loss_cls: 6.2974, loss: 6.2974 +2023-12-29 10:01:20,708 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 7:54:23, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0767, top5_acc: 0.2192, loss_cls: 6.3525, loss: 6.3525 +2023-12-29 10:02:21,773 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 7:30:49, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0797, top5_acc: 0.2427, loss_cls: 6.2029, loss: 6.2029 +2023-12-29 10:03:22,554 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 7:07:59, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0877, top5_acc: 0.2367, loss_cls: 6.2097, loss: 6.2097 +2023-12-29 10:04:23,633 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 6:47:54, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0880, top5_acc: 0.2459, loss_cls: 6.1965, loss: 6.1965 +2023-12-29 10:05:24,189 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 6:27:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0897, top5_acc: 0.2514, loss_cls: 6.1582, loss: 6.1582 +2023-12-29 10:06:24,426 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 6:07:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.0927, top5_acc: 0.2567, loss_cls: 6.1486, loss: 6.1486 +2023-12-29 10:07:25,039 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 5:49:39, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0806, top5_acc: 0.2289, loss_cls: 6.1715, loss: 6.1715 +2023-12-29 10:08:26,227 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 5:34:55, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.0878, top5_acc: 0.2519, loss_cls: 6.1041, loss: 6.1041 +2023-12-29 10:09:27,330 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 5:20:50, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0908, top5_acc: 0.2591, loss_cls: 6.0600, loss: 6.0600 +2023-12-29 10:10:27,338 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 5:04:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.0869, top5_acc: 0.2509, loss_cls: 6.0759, loss: 6.0759 +2023-12-29 10:11:27,496 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 4:49:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.0984, top5_acc: 0.2659, loss_cls: 6.0547, loss: 6.0547 +2023-12-29 10:12:28,106 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 4:36:13, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0984, top5_acc: 0.2680, loss_cls: 5.9971, loss: 5.9971 +2023-12-29 10:13:29,743 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 4:26:36, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.0952, top5_acc: 0.2595, loss_cls: 6.0301, loss: 6.0301 +2023-12-29 10:14:31,122 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 4:16:47, time: 0.614, data_time: 0.001, memory: 16177, top1_acc: 0.1013, top5_acc: 0.2758, loss_cls: 5.9751, loss: 5.9751 +2023-12-29 10:15:32,770 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 4:08:08, time: 0.616, data_time: 0.001, memory: 16177, top1_acc: 0.1036, top5_acc: 0.2723, loss_cls: 5.9509, loss: 5.9509 +2023-12-29 10:16:03,890 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-29 10:18:01,468 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:18:02,558 - pyskl - INFO - +top1_acc 0.0641 +top5_acc 0.1919 +2023-12-29 10:18:02,558 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 10:18:02,603 - pyskl - INFO - +mean_acc 0.0640 +2023-12-29 10:18:02,878 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-29 10:18:02,879 - pyskl - INFO - Best top1_acc is 0.0641 at 1 epoch. +2023-12-29 10:18:02,902 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0641, top5_acc: 0.1919, mean_class_accuracy: 0.0640 +2023-12-29 10:21:23,747 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 4 days, 8:24:13, time: 2.008, data_time: 1.412, memory: 16177, top1_acc: 0.1127, top5_acc: 0.2898, loss_cls: 5.8926, loss: 5.8926 +2023-12-29 10:22:23,474 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 4 days, 8:05:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1084, top5_acc: 0.2823, loss_cls: 5.9009, loss: 5.9009 +2023-12-29 10:23:23,316 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 7:47:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1130, top5_acc: 0.2852, loss_cls: 5.8745, loss: 5.8745 +2023-12-29 10:24:23,225 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 7:30:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1097, top5_acc: 0.2919, loss_cls: 5.8397, loss: 5.8397 +2023-12-29 10:25:23,504 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 7:14:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1102, top5_acc: 0.2938, loss_cls: 5.8350, loss: 5.8350 +2023-12-29 10:26:23,958 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 7:00:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1113, top5_acc: 0.3011, loss_cls: 5.8080, loss: 5.8080 +2023-12-29 10:27:24,962 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 6:47:51, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1156, top5_acc: 0.2916, loss_cls: 5.8289, loss: 5.8289 +2023-12-29 10:28:25,844 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 6:35:29, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1130, top5_acc: 0.2997, loss_cls: 5.8014, loss: 5.8014 +2023-12-29 10:29:26,668 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 6:23:30, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1217, top5_acc: 0.3127, loss_cls: 5.7307, loss: 5.7307 +2023-12-29 10:30:27,245 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 6:11:30, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1181, top5_acc: 0.3080, loss_cls: 5.7781, loss: 5.7781 +2023-12-29 10:31:27,333 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 5:59:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1241, top5_acc: 0.3142, loss_cls: 5.7418, loss: 5.7418 +2023-12-29 10:32:27,347 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 5:46:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1200, top5_acc: 0.3106, loss_cls: 5.7372, loss: 5.7372 +2023-12-29 10:33:27,202 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 5:34:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1163, top5_acc: 0.3178, loss_cls: 5.7244, loss: 5.7244 +2023-12-29 10:34:27,145 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 5:23:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1230, top5_acc: 0.3223, loss_cls: 5.6957, loss: 5.6957 +2023-12-29 10:35:27,285 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 5:12:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1220, top5_acc: 0.3211, loss_cls: 5.7155, loss: 5.7155 +2023-12-29 10:36:27,401 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 5:02:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1303, top5_acc: 0.3277, loss_cls: 5.6075, loss: 5.6075 +2023-12-29 10:37:27,626 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 4:52:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1378, top5_acc: 0.3320, loss_cls: 5.6369, loss: 5.6369 +2023-12-29 10:38:28,049 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 4:43:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1338, top5_acc: 0.3342, loss_cls: 5.6225, loss: 5.6225 +2023-12-29 10:39:28,037 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 4:33:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1322, top5_acc: 0.3278, loss_cls: 5.6256, loss: 5.6256 +2023-12-29 10:40:28,021 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 4:24:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1259, top5_acc: 0.3334, loss_cls: 5.6122, loss: 5.6122 +2023-12-29 10:41:28,329 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 4:15:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1348, top5_acc: 0.3394, loss_cls: 5.6300, loss: 5.6300 +2023-12-29 10:42:29,094 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 4:08:23, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1377, top5_acc: 0.3367, loss_cls: 5.5571, loss: 5.5571 +2023-12-29 10:43:29,839 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 4:01:02, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1330, top5_acc: 0.3322, loss_cls: 5.5647, loss: 5.5647 +2023-12-29 10:44:30,791 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 3:54:11, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1464, top5_acc: 0.3477, loss_cls: 5.5186, loss: 5.5186 +2023-12-29 10:45:31,504 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 3:47:10, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1412, top5_acc: 0.3550, loss_cls: 5.5086, loss: 5.5086 +2023-12-29 10:46:32,754 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 3:41:08, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1447, top5_acc: 0.3495, loss_cls: 5.5187, loss: 5.5187 +2023-12-29 10:47:33,459 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 3:34:28, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1408, top5_acc: 0.3525, loss_cls: 5.4787, loss: 5.4787 +2023-12-29 10:48:34,307 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 3:28:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1412, top5_acc: 0.3473, loss_cls: 5.5081, loss: 5.5081 +2023-12-29 10:49:35,285 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 3:22:13, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1437, top5_acc: 0.3605, loss_cls: 5.4888, loss: 5.4888 +2023-12-29 10:50:35,453 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 3:15:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1397, top5_acc: 0.3430, loss_cls: 5.5111, loss: 5.5111 +2023-12-29 10:51:36,319 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 3:09:30, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1519, top5_acc: 0.3592, loss_cls: 5.4754, loss: 5.4754 +2023-12-29 10:52:36,551 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 3:02:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1458, top5_acc: 0.3591, loss_cls: 5.4809, loss: 5.4809 +2023-12-29 10:53:36,662 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 2:56:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1448, top5_acc: 0.3536, loss_cls: 5.4796, loss: 5.4796 +2023-12-29 10:54:37,552 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 2:51:08, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1577, top5_acc: 0.3794, loss_cls: 5.3769, loss: 5.3769 +2023-12-29 10:55:38,311 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 2:45:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1583, top5_acc: 0.3784, loss_cls: 5.4027, loss: 5.4027 +2023-12-29 10:56:39,378 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 2:40:51, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.1541, top5_acc: 0.3638, loss_cls: 5.4149, loss: 5.4149 +2023-12-29 10:57:40,469 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 2:36:06, time: 0.611, data_time: 0.001, memory: 16177, top1_acc: 0.1598, top5_acc: 0.3775, loss_cls: 5.3544, loss: 5.3544 +2023-12-29 10:58:11,964 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-29 11:00:02,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:00:03,764 - pyskl - INFO - +top1_acc 0.0926 +top5_acc 0.2586 +2023-12-29 11:00:03,764 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 11:00:03,799 - pyskl - INFO - +mean_acc 0.0926 +2023-12-29 11:00:03,805 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_1.pth was removed +2023-12-29 11:00:04,048 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-29 11:00:04,048 - pyskl - INFO - Best top1_acc is 0.0926 at 2 epoch. +2023-12-29 11:00:04,062 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.0926, top5_acc: 0.2586, mean_class_accuracy: 0.0926 +2023-12-29 11:03:18,681 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 4:37:36, time: 1.946, data_time: 1.351, memory: 16177, top1_acc: 0.1508, top5_acc: 0.3695, loss_cls: 5.3702, loss: 5.3702 +2023-12-29 11:04:18,618 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 4:30:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1542, top5_acc: 0.3770, loss_cls: 5.3805, loss: 5.3805 +2023-12-29 11:05:19,601 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 4:23:49, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1598, top5_acc: 0.3736, loss_cls: 5.3687, loss: 5.3687 +2023-12-29 11:06:20,800 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 4:18:01, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1577, top5_acc: 0.3809, loss_cls: 5.3622, loss: 5.3622 +2023-12-29 11:07:21,737 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 4:12:02, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1561, top5_acc: 0.3739, loss_cls: 5.3640, loss: 5.3640 +2023-12-29 11:08:22,677 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 4:06:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1667, top5_acc: 0.3812, loss_cls: 5.3341, loss: 5.3341 +2023-12-29 11:09:23,706 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 4:00:32, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1630, top5_acc: 0.3866, loss_cls: 5.2860, loss: 5.2860 +2023-12-29 11:10:24,236 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 3:54:27, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1603, top5_acc: 0.3797, loss_cls: 5.3399, loss: 5.3399 +2023-12-29 11:11:24,686 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 3:48:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1664, top5_acc: 0.3848, loss_cls: 5.3309, loss: 5.3309 +2023-12-29 11:12:25,669 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 3:43:02, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1686, top5_acc: 0.3834, loss_cls: 5.2842, loss: 5.2842 +2023-12-29 11:13:27,186 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 3:38:22, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.1578, top5_acc: 0.3816, loss_cls: 5.3236, loss: 5.3236 +2023-12-29 11:14:28,812 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 3:33:53, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.1595, top5_acc: 0.3798, loss_cls: 5.3308, loss: 5.3308 +2023-12-29 11:15:28,871 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 3:27:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1694, top5_acc: 0.3961, loss_cls: 5.2724, loss: 5.2724 +2023-12-29 11:16:29,387 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 3:22:23, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1694, top5_acc: 0.3869, loss_cls: 5.3035, loss: 5.3035 +2023-12-29 11:17:30,210 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 3:17:20, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1655, top5_acc: 0.3939, loss_cls: 5.2694, loss: 5.2694 +2023-12-29 11:18:30,624 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 3:11:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1722, top5_acc: 0.3822, loss_cls: 5.2993, loss: 5.2993 +2023-12-29 11:19:30,575 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 3:06:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1659, top5_acc: 0.3852, loss_cls: 5.3061, loss: 5.3061 +2023-12-29 11:20:30,884 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 3:00:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1766, top5_acc: 0.3931, loss_cls: 5.2573, loss: 5.2573 +2023-12-29 11:21:31,152 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 2:55:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1764, top5_acc: 0.3930, loss_cls: 5.2547, loss: 5.2547 +2023-12-29 11:22:32,053 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 2:51:12, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1722, top5_acc: 0.4014, loss_cls: 5.2547, loss: 5.2547 +2023-12-29 11:23:32,665 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 2:46:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1692, top5_acc: 0.3908, loss_cls: 5.2511, loss: 5.2511 +2023-12-29 11:24:33,835 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 2:42:20, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1730, top5_acc: 0.4052, loss_cls: 5.2486, loss: 5.2486 +2023-12-29 11:25:34,590 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 2:37:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1775, top5_acc: 0.3964, loss_cls: 5.2443, loss: 5.2443 +2023-12-29 11:26:35,606 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 2:33:45, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1750, top5_acc: 0.3969, loss_cls: 5.2133, loss: 5.2133 +2023-12-29 11:27:36,598 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 2:29:39, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1652, top5_acc: 0.3881, loss_cls: 5.2726, loss: 5.2726 +2023-12-29 11:28:37,771 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 2:25:47, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1737, top5_acc: 0.3952, loss_cls: 5.2590, loss: 5.2590 +2023-12-29 11:29:38,930 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 2:21:57, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1708, top5_acc: 0.3927, loss_cls: 5.2414, loss: 5.2414 +2023-12-29 11:30:39,577 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 2:17:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1786, top5_acc: 0.3966, loss_cls: 5.2157, loss: 5.2157 +2023-12-29 11:31:39,673 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 2:13:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1827, top5_acc: 0.4102, loss_cls: 5.1834, loss: 5.1834 +2023-12-29 11:32:39,978 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 2:08:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1781, top5_acc: 0.4050, loss_cls: 5.1909, loss: 5.1909 +2023-12-29 11:33:40,590 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 2:04:35, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1728, top5_acc: 0.4025, loss_cls: 5.2172, loss: 5.2172 +2023-12-29 11:34:41,263 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 2:00:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1716, top5_acc: 0.3933, loss_cls: 5.2257, loss: 5.2257 +2023-12-29 11:35:41,421 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 1:56:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1728, top5_acc: 0.4011, loss_cls: 5.1831, loss: 5.1831 +2023-12-29 11:36:41,732 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 1:52:07, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1772, top5_acc: 0.4039, loss_cls: 5.1903, loss: 5.1903 +2023-12-29 11:37:43,005 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 1:48:49, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.1773, top5_acc: 0.4047, loss_cls: 5.1996, loss: 5.1996 +2023-12-29 11:38:43,882 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 1:45:14, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1803, top5_acc: 0.4031, loss_cls: 5.1908, loss: 5.1908 +2023-12-29 11:39:45,585 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 1:42:23, time: 0.617, data_time: 0.001, memory: 16177, top1_acc: 0.1764, top5_acc: 0.4064, loss_cls: 5.1778, loss: 5.1778 +2023-12-29 11:40:17,455 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-29 11:42:08,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:42:09,631 - pyskl - INFO - +top1_acc 0.1263 +top5_acc 0.3246 +2023-12-29 11:42:09,631 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 11:42:09,664 - pyskl - INFO - +mean_acc 0.1261 +2023-12-29 11:42:09,669 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_2.pth was removed +2023-12-29 11:42:09,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-29 11:42:09,887 - pyskl - INFO - Best top1_acc is 0.1263 at 3 epoch. +2023-12-29 11:42:09,898 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.1263, top5_acc: 0.3246, mean_class_accuracy: 0.1261 +2023-12-29 11:45:29,004 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 3:06:29, time: 1.991, data_time: 1.391, memory: 16177, top1_acc: 0.1758, top5_acc: 0.4073, loss_cls: 5.1715, loss: 5.1715 +2023-12-29 11:46:28,959 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 3:01:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1914, top5_acc: 0.4102, loss_cls: 5.1342, loss: 5.1342 +2023-12-29 11:47:28,924 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 2:56:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1777, top5_acc: 0.4122, loss_cls: 5.1604, loss: 5.1604 +2023-12-29 11:48:29,479 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 2:52:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1764, top5_acc: 0.4084, loss_cls: 5.1608, loss: 5.1608 +2023-12-29 11:49:30,223 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 2:48:06, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1870, top5_acc: 0.4098, loss_cls: 5.1718, loss: 5.1718 +2023-12-29 11:50:30,992 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 2:44:01, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1861, top5_acc: 0.4128, loss_cls: 5.1305, loss: 5.1305 +2023-12-29 11:51:31,000 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 2:39:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1814, top5_acc: 0.4139, loss_cls: 5.1593, loss: 5.1593 +2023-12-29 11:52:31,100 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 2:34:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1825, top5_acc: 0.4128, loss_cls: 5.1480, loss: 5.1480 +2023-12-29 11:53:31,664 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 2:30:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1905, top5_acc: 0.4241, loss_cls: 5.0910, loss: 5.0910 +2023-12-29 11:54:32,523 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 2:27:01, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1822, top5_acc: 0.4075, loss_cls: 5.1659, loss: 5.1659 +2023-12-29 11:55:32,719 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 2:22:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1977, top5_acc: 0.4306, loss_cls: 5.0954, loss: 5.0954 +2023-12-29 11:56:32,624 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 2:18:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1884, top5_acc: 0.4102, loss_cls: 5.1564, loss: 5.1564 +2023-12-29 11:57:32,676 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 2:14:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1842, top5_acc: 0.4225, loss_cls: 5.1196, loss: 5.1196 +2023-12-29 11:58:32,498 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 2:09:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1920, top5_acc: 0.4222, loss_cls: 5.0813, loss: 5.0813 +2023-12-29 11:59:33,152 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 2:06:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1822, top5_acc: 0.4233, loss_cls: 5.0979, loss: 5.0979 +2023-12-29 12:00:33,043 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 2:01:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1853, top5_acc: 0.4192, loss_cls: 5.1068, loss: 5.1068 +2023-12-29 12:01:33,538 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 1:58:02, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1933, top5_acc: 0.4127, loss_cls: 5.1056, loss: 5.1056 +2023-12-29 12:02:33,513 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 1:53:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1894, top5_acc: 0.4178, loss_cls: 5.0990, loss: 5.0990 +2023-12-29 12:03:33,595 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 1:50:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1795, top5_acc: 0.4208, loss_cls: 5.1120, loss: 5.1120 +2023-12-29 12:04:33,660 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 1:46:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1805, top5_acc: 0.4147, loss_cls: 5.1424, loss: 5.1424 +2023-12-29 12:05:33,601 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 1:42:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1888, top5_acc: 0.4245, loss_cls: 5.1023, loss: 5.1023 +2023-12-29 12:06:33,535 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 1:38:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1884, top5_acc: 0.4156, loss_cls: 5.0840, loss: 5.0840 +2023-12-29 12:07:33,431 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 1:34:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1880, top5_acc: 0.4209, loss_cls: 5.0947, loss: 5.0947 +2023-12-29 12:08:33,292 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 1:30:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1847, top5_acc: 0.4208, loss_cls: 5.0768, loss: 5.0768 +2023-12-29 12:09:33,489 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 1:26:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1913, top5_acc: 0.4244, loss_cls: 5.0952, loss: 5.0952 +2023-12-29 12:10:33,361 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 1:23:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1905, top5_acc: 0.4055, loss_cls: 5.1612, loss: 5.1612 +2023-12-29 12:11:33,543 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 1:19:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1889, top5_acc: 0.4156, loss_cls: 5.1317, loss: 5.1317 +2023-12-29 12:12:33,771 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 1:16:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2005, top5_acc: 0.4245, loss_cls: 5.0786, loss: 5.0786 +2023-12-29 12:13:33,666 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 1:12:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1938, top5_acc: 0.4163, loss_cls: 5.0705, loss: 5.0705 +2023-12-29 12:14:33,631 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 1:08:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2042, top5_acc: 0.4281, loss_cls: 5.0612, loss: 5.0612 +2023-12-29 12:15:34,096 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 1:05:34, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1928, top5_acc: 0.4197, loss_cls: 5.0745, loss: 5.0745 +2023-12-29 12:16:34,914 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 1:02:35, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1953, top5_acc: 0.4319, loss_cls: 5.0562, loss: 5.0562 +2023-12-29 12:17:35,910 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 0:59:45, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1956, top5_acc: 0.4188, loss_cls: 5.0932, loss: 5.0932 +2023-12-29 12:18:36,889 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 0:56:56, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1984, top5_acc: 0.4248, loss_cls: 5.0836, loss: 5.0836 +2023-12-29 12:19:37,770 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 0:54:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1919, top5_acc: 0.4216, loss_cls: 5.0934, loss: 5.0934 +2023-12-29 12:20:38,881 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 0:51:24, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.1834, top5_acc: 0.4166, loss_cls: 5.1039, loss: 5.1039 +2023-12-29 12:21:40,152 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 0:48:50, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.1942, top5_acc: 0.4295, loss_cls: 5.0626, loss: 5.0626 +2023-12-29 12:22:11,883 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-29 12:24:02,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:24:03,328 - pyskl - INFO - +top1_acc 0.1191 +top5_acc 0.3073 +2023-12-29 12:24:03,328 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 12:24:03,363 - pyskl - INFO - +mean_acc 0.1191 +2023-12-29 12:24:03,375 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.1191, top5_acc: 0.3073, mean_class_accuracy: 0.1191 +2023-12-29 12:27:28,096 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 1:54:45, time: 2.047, data_time: 1.451, memory: 16177, top1_acc: 0.2013, top5_acc: 0.4275, loss_cls: 5.0402, loss: 5.0402 +2023-12-29 12:28:27,581 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 1:50:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.1941, top5_acc: 0.4269, loss_cls: 5.0252, loss: 5.0252 +2023-12-29 12:29:27,713 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 1:47:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1988, top5_acc: 0.4288, loss_cls: 5.0264, loss: 5.0264 +2023-12-29 12:30:27,591 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 1:43:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1997, top5_acc: 0.4345, loss_cls: 5.0277, loss: 5.0277 +2023-12-29 12:31:27,979 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 1:39:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1939, top5_acc: 0.4352, loss_cls: 5.0405, loss: 5.0405 +2023-12-29 12:32:27,820 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 1:36:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2028, top5_acc: 0.4331, loss_cls: 5.0286, loss: 5.0286 +2023-12-29 12:33:27,741 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 1:32:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1859, top5_acc: 0.4284, loss_cls: 5.0512, loss: 5.0512 +2023-12-29 12:34:27,509 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 1:28:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1967, top5_acc: 0.4311, loss_cls: 5.0250, loss: 5.0250 +2023-12-29 12:35:27,437 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 1:25:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1980, top5_acc: 0.4241, loss_cls: 5.0337, loss: 5.0337 +2023-12-29 12:36:27,345 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 1:21:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2016, top5_acc: 0.4366, loss_cls: 5.0094, loss: 5.0094 +2023-12-29 12:37:27,232 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 1:18:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1931, top5_acc: 0.4244, loss_cls: 5.0448, loss: 5.0448 +2023-12-29 12:38:27,201 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 1:14:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2077, top5_acc: 0.4275, loss_cls: 5.0141, loss: 5.0141 +2023-12-29 12:39:27,010 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 1:11:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2022, top5_acc: 0.4355, loss_cls: 5.0431, loss: 5.0431 +2023-12-29 12:40:26,654 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 1:07:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2028, top5_acc: 0.4381, loss_cls: 5.0114, loss: 5.0114 +2023-12-29 12:41:26,546 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 1:04:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1945, top5_acc: 0.4261, loss_cls: 5.0370, loss: 5.0370 +2023-12-29 12:42:26,624 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 1:01:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1984, top5_acc: 0.4306, loss_cls: 5.0390, loss: 5.0390 +2023-12-29 12:43:26,394 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 0:57:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2014, top5_acc: 0.4436, loss_cls: 5.0023, loss: 5.0023 +2023-12-29 12:44:26,074 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 0:54:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1936, top5_acc: 0.4345, loss_cls: 5.0125, loss: 5.0125 +2023-12-29 12:45:25,943 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 0:51:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1986, top5_acc: 0.4344, loss_cls: 5.0022, loss: 5.0022 +2023-12-29 12:46:25,805 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 0:47:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2077, top5_acc: 0.4336, loss_cls: 5.0473, loss: 5.0473 +2023-12-29 12:47:26,353 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 0:44:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1888, top5_acc: 0.4272, loss_cls: 5.0714, loss: 5.0714 +2023-12-29 12:48:27,122 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 0:42:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2019, top5_acc: 0.4366, loss_cls: 5.0141, loss: 5.0141 +2023-12-29 12:49:27,805 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 0:39:24, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2087, top5_acc: 0.4409, loss_cls: 4.9787, loss: 4.9787 +2023-12-29 12:50:28,614 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 0:36:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2086, top5_acc: 0.4514, loss_cls: 4.9521, loss: 4.9521 +2023-12-29 12:51:28,620 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 4 days, 0:33:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1991, top5_acc: 0.4370, loss_cls: 5.0223, loss: 5.0223 +2023-12-29 12:52:28,574 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 4 days, 0:30:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2053, top5_acc: 0.4464, loss_cls: 4.9784, loss: 4.9784 +2023-12-29 12:53:28,325 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 4 days, 0:27:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2031, top5_acc: 0.4342, loss_cls: 5.0008, loss: 5.0008 +2023-12-29 12:54:28,278 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 4 days, 0:24:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2087, top5_acc: 0.4537, loss_cls: 4.9504, loss: 4.9504 +2023-12-29 12:55:28,601 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 4 days, 0:21:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2077, top5_acc: 0.4439, loss_cls: 4.9637, loss: 4.9637 +2023-12-29 12:56:29,166 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 4 days, 0:18:54, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2003, top5_acc: 0.4342, loss_cls: 5.0006, loss: 5.0006 +2023-12-29 12:57:30,091 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 4 days, 0:16:25, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2023, top5_acc: 0.4402, loss_cls: 4.9833, loss: 4.9833 +2023-12-29 12:58:30,836 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 4 days, 0:13:52, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1988, top5_acc: 0.4339, loss_cls: 5.0168, loss: 5.0168 +2023-12-29 12:59:31,493 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 4 days, 0:11:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2097, top5_acc: 0.4494, loss_cls: 4.9640, loss: 4.9640 +2023-12-29 13:00:32,206 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 4 days, 0:08:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1961, top5_acc: 0.4314, loss_cls: 4.9860, loss: 4.9860 +2023-12-29 13:01:32,983 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 4 days, 0:06:16, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2008, top5_acc: 0.4302, loss_cls: 5.0091, loss: 5.0091 +2023-12-29 13:02:33,908 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 4 days, 0:03:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2055, top5_acc: 0.4411, loss_cls: 4.9961, loss: 4.9961 +2023-12-29 13:03:35,003 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 4 days, 0:01:34, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2142, top5_acc: 0.4492, loss_cls: 4.9290, loss: 4.9290 +2023-12-29 13:04:06,396 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-29 13:06:00,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:06:01,335 - pyskl - INFO - +top1_acc 0.1392 +top5_acc 0.3453 +2023-12-29 13:06:01,335 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 13:06:01,389 - pyskl - INFO - +mean_acc 0.1391 +2023-12-29 13:06:01,399 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_3.pth was removed +2023-12-29 13:06:01,681 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-29 13:06:01,682 - pyskl - INFO - Best top1_acc is 0.1392 at 5 epoch. +2023-12-29 13:06:01,692 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.1392, top5_acc: 0.3453, mean_class_accuracy: 0.1391 +2023-12-29 13:09:28,128 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 0:54:35, time: 2.064, data_time: 1.466, memory: 16177, top1_acc: 0.2069, top5_acc: 0.4469, loss_cls: 4.9490, loss: 4.9490 +2023-12-29 13:10:27,791 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 0:51:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2091, top5_acc: 0.4502, loss_cls: 4.9304, loss: 4.9304 +2023-12-29 13:11:27,381 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 0:48:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2044, top5_acc: 0.4439, loss_cls: 4.9475, loss: 4.9475 +2023-12-29 13:12:27,505 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 0:45:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2081, top5_acc: 0.4423, loss_cls: 4.9482, loss: 4.9482 +2023-12-29 13:13:27,407 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 0:41:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2084, top5_acc: 0.4437, loss_cls: 4.9688, loss: 4.9688 +2023-12-29 13:14:27,314 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 4 days, 0:38:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2114, top5_acc: 0.4512, loss_cls: 4.9418, loss: 4.9418 +2023-12-29 13:15:27,420 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 4 days, 0:36:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2089, top5_acc: 0.4386, loss_cls: 4.9646, loss: 4.9646 +2023-12-29 13:16:27,259 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 4 days, 0:32:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2130, top5_acc: 0.4452, loss_cls: 4.9499, loss: 4.9499 +2023-12-29 13:17:27,337 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 4 days, 0:30:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2064, top5_acc: 0.4428, loss_cls: 4.9534, loss: 4.9534 +2023-12-29 13:18:27,125 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 4 days, 0:27:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2184, top5_acc: 0.4642, loss_cls: 4.8688, loss: 4.8688 +2023-12-29 13:19:26,933 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 4 days, 0:24:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2073, top5_acc: 0.4425, loss_cls: 4.9734, loss: 4.9734 +2023-12-29 13:20:26,607 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 4 days, 0:20:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2056, top5_acc: 0.4473, loss_cls: 4.9519, loss: 4.9519 +2023-12-29 13:21:26,283 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 4 days, 0:17:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2089, top5_acc: 0.4355, loss_cls: 4.9654, loss: 4.9654 +2023-12-29 13:22:26,057 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 4 days, 0:15:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2153, top5_acc: 0.4469, loss_cls: 4.9468, loss: 4.9468 +2023-12-29 13:23:25,907 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 4 days, 0:12:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2119, top5_acc: 0.4486, loss_cls: 4.9526, loss: 4.9526 +2023-12-29 13:24:25,886 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 4 days, 0:09:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2091, top5_acc: 0.4486, loss_cls: 4.9339, loss: 4.9339 +2023-12-29 13:25:25,981 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 4 days, 0:06:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2028, top5_acc: 0.4373, loss_cls: 4.9292, loss: 4.9292 +2023-12-29 13:26:25,959 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 4 days, 0:03:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2095, top5_acc: 0.4503, loss_cls: 4.9214, loss: 4.9214 +2023-12-29 13:27:26,540 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 4 days, 0:01:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2119, top5_acc: 0.4491, loss_cls: 4.9308, loss: 4.9308 +2023-12-29 13:28:27,035 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 3 days, 23:58:42, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2175, top5_acc: 0.4503, loss_cls: 4.9131, loss: 4.9131 +2023-12-29 13:29:27,583 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 3 days, 23:56:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2116, top5_acc: 0.4466, loss_cls: 4.9778, loss: 4.9778 +2023-12-29 13:30:28,148 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 3 days, 23:53:44, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2145, top5_acc: 0.4516, loss_cls: 4.9264, loss: 4.9264 +2023-12-29 13:31:28,489 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 3 days, 23:51:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2086, top5_acc: 0.4502, loss_cls: 4.9453, loss: 4.9453 +2023-12-29 13:32:28,486 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 3 days, 23:48:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2227, top5_acc: 0.4566, loss_cls: 4.8899, loss: 4.8899 +2023-12-29 13:33:28,669 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 3 days, 23:45:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2141, top5_acc: 0.4522, loss_cls: 4.9063, loss: 4.9063 +2023-12-29 13:34:28,669 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 3 days, 23:43:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2123, top5_acc: 0.4550, loss_cls: 4.9336, loss: 4.9336 +2023-12-29 13:35:28,853 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 3 days, 23:40:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2144, top5_acc: 0.4583, loss_cls: 4.8847, loss: 4.8847 +2023-12-29 13:36:28,542 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 3 days, 23:37:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2195, top5_acc: 0.4509, loss_cls: 4.9135, loss: 4.9135 +2023-12-29 13:37:28,169 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 3 days, 23:35:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2178, top5_acc: 0.4520, loss_cls: 4.8916, loss: 4.8916 +2023-12-29 13:38:28,137 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 3 days, 23:32:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2183, top5_acc: 0.4567, loss_cls: 4.9095, loss: 4.9095 +2023-12-29 13:39:28,370 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 3 days, 23:30:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2136, top5_acc: 0.4409, loss_cls: 4.9373, loss: 4.9373 +2023-12-29 13:40:28,552 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 3 days, 23:27:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2155, top5_acc: 0.4577, loss_cls: 4.9214, loss: 4.9214 +2023-12-29 13:41:28,506 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 3 days, 23:25:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2258, top5_acc: 0.4569, loss_cls: 4.9053, loss: 4.9053 +2023-12-29 13:42:29,110 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 3 days, 23:22:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2184, top5_acc: 0.4494, loss_cls: 4.9211, loss: 4.9211 +2023-12-29 13:43:29,432 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 3 days, 23:20:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2111, top5_acc: 0.4477, loss_cls: 4.9539, loss: 4.9539 +2023-12-29 13:44:29,461 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 3 days, 23:17:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2172, top5_acc: 0.4570, loss_cls: 4.9014, loss: 4.9014 +2023-12-29 13:45:30,027 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 3 days, 23:15:35, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2195, top5_acc: 0.4581, loss_cls: 4.8983, loss: 4.8983 +2023-12-29 13:46:01,119 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-29 13:47:57,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:47:58,760 - pyskl - INFO - +top1_acc 0.1441 +top5_acc 0.3484 +2023-12-29 13:47:58,761 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 13:47:58,801 - pyskl - INFO - +mean_acc 0.1442 +2023-12-29 13:47:58,807 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_5.pth was removed +2023-12-29 13:47:59,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-29 13:47:59,110 - pyskl - INFO - Best top1_acc is 0.1441 at 6 epoch. +2023-12-29 13:47:59,124 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.1441, top5_acc: 0.3484, mean_class_accuracy: 0.1442 +2023-12-29 13:51:17,035 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 3 days, 23:55:53, time: 1.979, data_time: 1.383, memory: 16177, top1_acc: 0.2263, top5_acc: 0.4717, loss_cls: 4.8240, loss: 4.8240 +2023-12-29 13:52:16,611 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 3 days, 23:53:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2156, top5_acc: 0.4580, loss_cls: 4.8843, loss: 4.8843 +2023-12-29 13:53:16,712 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 3 days, 23:50:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2175, top5_acc: 0.4691, loss_cls: 4.8816, loss: 4.8816 +2023-12-29 13:54:16,686 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 3 days, 23:47:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2205, top5_acc: 0.4620, loss_cls: 4.8561, loss: 4.8561 +2023-12-29 13:55:16,642 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 3 days, 23:45:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2120, top5_acc: 0.4536, loss_cls: 4.9120, loss: 4.9120 +2023-12-29 13:56:16,390 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 3 days, 23:42:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2230, top5_acc: 0.4594, loss_cls: 4.8735, loss: 4.8735 +2023-12-29 13:57:16,164 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 3 days, 23:39:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2153, top5_acc: 0.4577, loss_cls: 4.9219, loss: 4.9219 +2023-12-29 13:58:15,993 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 3 days, 23:37:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2136, top5_acc: 0.4467, loss_cls: 4.9404, loss: 4.9404 +2023-12-29 13:59:15,787 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 3 days, 23:34:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2213, top5_acc: 0.4520, loss_cls: 4.8801, loss: 4.8801 +2023-12-29 14:00:15,604 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 3 days, 23:31:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2275, top5_acc: 0.4667, loss_cls: 4.8420, loss: 4.8420 +2023-12-29 14:01:15,531 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 3 days, 23:29:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2175, top5_acc: 0.4547, loss_cls: 4.8818, loss: 4.8818 +2023-12-29 14:02:15,355 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 3 days, 23:26:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2228, top5_acc: 0.4598, loss_cls: 4.8797, loss: 4.8797 +2023-12-29 14:03:15,228 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 3 days, 23:24:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2142, top5_acc: 0.4539, loss_cls: 4.9084, loss: 4.9084 +2023-12-29 14:04:15,141 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 3 days, 23:21:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2228, top5_acc: 0.4670, loss_cls: 4.8488, loss: 4.8488 +2023-12-29 14:05:15,842 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 3 days, 23:19:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2077, top5_acc: 0.4487, loss_cls: 4.9059, loss: 4.9059 +2023-12-29 14:06:16,564 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 3 days, 23:17:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2217, top5_acc: 0.4491, loss_cls: 4.9071, loss: 4.9071 +2023-12-29 14:07:17,271 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 3 days, 23:14:57, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2220, top5_acc: 0.4678, loss_cls: 4.8384, loss: 4.8384 +2023-12-29 14:08:18,146 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 3 days, 23:12:49, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2152, top5_acc: 0.4481, loss_cls: 4.9241, loss: 4.9241 +2023-12-29 14:09:19,516 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 3 days, 23:10:53, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2153, top5_acc: 0.4528, loss_cls: 4.8951, loss: 4.8951 +2023-12-29 14:10:20,971 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 3 days, 23:08:59, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2280, top5_acc: 0.4628, loss_cls: 4.8545, loss: 4.8545 +2023-12-29 14:11:22,225 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 3 days, 23:07:01, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2236, top5_acc: 0.4658, loss_cls: 4.8508, loss: 4.8508 +2023-12-29 14:12:22,648 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 3 days, 23:04:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2153, top5_acc: 0.4539, loss_cls: 4.9017, loss: 4.9017 +2023-12-29 14:13:22,311 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 3 days, 23:02:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2166, top5_acc: 0.4483, loss_cls: 4.8916, loss: 4.8916 +2023-12-29 14:14:21,879 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 3 days, 22:59:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2214, top5_acc: 0.4522, loss_cls: 4.8877, loss: 4.8877 +2023-12-29 14:15:21,845 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 3 days, 22:57:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2339, top5_acc: 0.4684, loss_cls: 4.8402, loss: 4.8402 +2023-12-29 14:16:22,154 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 3 days, 22:55:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2145, top5_acc: 0.4589, loss_cls: 4.8831, loss: 4.8831 +2023-12-29 14:17:21,881 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 3 days, 22:52:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2177, top5_acc: 0.4622, loss_cls: 4.8636, loss: 4.8636 +2023-12-29 14:18:21,856 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 3 days, 22:50:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2064, top5_acc: 0.4528, loss_cls: 4.8865, loss: 4.8865 +2023-12-29 14:19:22,283 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 3 days, 22:48:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2131, top5_acc: 0.4541, loss_cls: 4.9046, loss: 4.9046 +2023-12-29 14:20:22,144 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 3 days, 22:45:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2283, top5_acc: 0.4592, loss_cls: 4.8677, loss: 4.8677 +2023-12-29 14:21:22,769 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 3 days, 22:43:33, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2208, top5_acc: 0.4556, loss_cls: 4.8818, loss: 4.8818 +2023-12-29 14:22:23,034 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 3 days, 22:41:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2214, top5_acc: 0.4617, loss_cls: 4.8745, loss: 4.8745 +2023-12-29 14:23:23,280 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 3 days, 22:39:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2248, top5_acc: 0.4608, loss_cls: 4.8820, loss: 4.8820 +2023-12-29 14:24:23,052 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 3 days, 22:36:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4650, loss_cls: 4.8465, loss: 4.8465 +2023-12-29 14:25:22,907 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 3 days, 22:34:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2117, top5_acc: 0.4478, loss_cls: 4.9003, loss: 4.9003 +2023-12-29 14:26:22,853 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 3 days, 22:32:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2178, top5_acc: 0.4542, loss_cls: 4.8834, loss: 4.8834 +2023-12-29 14:27:23,283 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 3 days, 22:30:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2155, top5_acc: 0.4553, loss_cls: 4.8699, loss: 4.8699 +2023-12-29 14:27:54,495 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-29 14:29:51,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:29:52,624 - pyskl - INFO - +top1_acc 0.1678 +top5_acc 0.3793 +2023-12-29 14:29:52,624 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 14:29:52,663 - pyskl - INFO - +mean_acc 0.1674 +2023-12-29 14:29:52,669 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_6.pth was removed +2023-12-29 14:29:52,886 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-29 14:29:52,887 - pyskl - INFO - Best top1_acc is 0.1678 at 7 epoch. +2023-12-29 14:29:52,904 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1678, top5_acc: 0.3793, mean_class_accuracy: 0.1674 +2023-12-29 14:33:04,420 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 3 days, 23:01:59, time: 1.915, data_time: 1.319, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4742, loss_cls: 4.7856, loss: 4.7856 +2023-12-29 14:34:04,188 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 3 days, 22:59:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2225, top5_acc: 0.4592, loss_cls: 4.8563, loss: 4.8563 +2023-12-29 14:35:03,283 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 3 days, 22:56:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2278, top5_acc: 0.4614, loss_cls: 4.8443, loss: 4.8443 +2023-12-29 14:36:02,697 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 3 days, 22:54:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2302, top5_acc: 0.4723, loss_cls: 4.8053, loss: 4.8053 +2023-12-29 14:37:02,329 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 3 days, 22:51:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2317, top5_acc: 0.4648, loss_cls: 4.8196, loss: 4.8196 +2023-12-29 14:38:02,013 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 3 days, 22:49:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2162, top5_acc: 0.4472, loss_cls: 4.8874, loss: 4.8874 +2023-12-29 14:39:01,745 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 3 days, 22:47:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2205, top5_acc: 0.4578, loss_cls: 4.8518, loss: 4.8518 +2023-12-29 14:40:01,244 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 3 days, 22:44:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2289, top5_acc: 0.4689, loss_cls: 4.8590, loss: 4.8590 +2023-12-29 14:41:00,834 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 3 days, 22:42:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2272, top5_acc: 0.4639, loss_cls: 4.8508, loss: 4.8508 +2023-12-29 14:42:00,575 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 3 days, 22:39:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2172, top5_acc: 0.4495, loss_cls: 4.8832, loss: 4.8832 +2023-12-29 14:43:00,710 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 3 days, 22:37:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2303, top5_acc: 0.4592, loss_cls: 4.8409, loss: 4.8409 +2023-12-29 14:44:00,599 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 3 days, 22:35:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2234, top5_acc: 0.4653, loss_cls: 4.8217, loss: 4.8217 +2023-12-29 14:45:00,731 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 3 days, 22:32:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2209, top5_acc: 0.4669, loss_cls: 4.8516, loss: 4.8516 +2023-12-29 14:46:00,942 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 3 days, 22:30:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2266, top5_acc: 0.4713, loss_cls: 4.8183, loss: 4.8183 +2023-12-29 14:47:01,356 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 3 days, 22:28:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2269, top5_acc: 0.4727, loss_cls: 4.8244, loss: 4.8244 +2023-12-29 14:48:01,292 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 3 days, 22:26:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2269, top5_acc: 0.4723, loss_cls: 4.8398, loss: 4.8398 +2023-12-29 14:49:00,965 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 3 days, 22:24:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2266, top5_acc: 0.4655, loss_cls: 4.8311, loss: 4.8311 +2023-12-29 14:50:01,196 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 3 days, 22:21:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2278, top5_acc: 0.4655, loss_cls: 4.8164, loss: 4.8164 +2023-12-29 14:51:01,242 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 3 days, 22:19:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2159, top5_acc: 0.4666, loss_cls: 4.8477, loss: 4.8477 +2023-12-29 14:52:01,175 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 3 days, 22:17:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2328, top5_acc: 0.4764, loss_cls: 4.7954, loss: 4.7954 +2023-12-29 14:53:00,689 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 3 days, 22:15:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2258, top5_acc: 0.4678, loss_cls: 4.8203, loss: 4.8203 +2023-12-29 14:54:00,290 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 3 days, 22:12:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2270, top5_acc: 0.4609, loss_cls: 4.8609, loss: 4.8609 +2023-12-29 14:54:59,862 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 3 days, 22:10:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2200, top5_acc: 0.4541, loss_cls: 4.8811, loss: 4.8811 +2023-12-29 14:55:59,410 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 3 days, 22:08:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2284, top5_acc: 0.4641, loss_cls: 4.8442, loss: 4.8442 +2023-12-29 14:56:59,323 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 3 days, 22:06:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2219, top5_acc: 0.4741, loss_cls: 4.8365, loss: 4.8365 +2023-12-29 14:57:59,063 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 3 days, 22:03:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2241, top5_acc: 0.4659, loss_cls: 4.8264, loss: 4.8264 +2023-12-29 14:58:58,706 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 3 days, 22:01:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2166, top5_acc: 0.4506, loss_cls: 4.8781, loss: 4.8781 +2023-12-29 14:59:58,776 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 3 days, 21:59:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2173, top5_acc: 0.4570, loss_cls: 4.8834, loss: 4.8834 +2023-12-29 15:00:59,339 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 3 days, 21:57:30, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2306, top5_acc: 0.4642, loss_cls: 4.7967, loss: 4.7967 +2023-12-29 15:01:59,557 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 3 days, 21:55:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2253, top5_acc: 0.4664, loss_cls: 4.8435, loss: 4.8435 +2023-12-29 15:02:59,539 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 3 days, 21:53:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2202, top5_acc: 0.4719, loss_cls: 4.8299, loss: 4.8299 +2023-12-29 15:03:59,428 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 3 days, 21:51:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2186, top5_acc: 0.4627, loss_cls: 4.8374, loss: 4.8374 +2023-12-29 15:04:59,157 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 3 days, 21:49:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2277, top5_acc: 0.4688, loss_cls: 4.8095, loss: 4.8095 +2023-12-29 15:05:59,167 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 3 days, 21:46:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2328, top5_acc: 0.4744, loss_cls: 4.8170, loss: 4.8170 +2023-12-29 15:06:58,719 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 3 days, 21:44:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2331, top5_acc: 0.4773, loss_cls: 4.8138, loss: 4.8138 +2023-12-29 15:07:58,921 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 3 days, 21:42:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2297, top5_acc: 0.4706, loss_cls: 4.8296, loss: 4.8296 +2023-12-29 15:09:00,069 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 3 days, 21:40:59, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2253, top5_acc: 0.4769, loss_cls: 4.8333, loss: 4.8333 +2023-12-29 15:09:31,044 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-29 15:11:27,606 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:11:28,436 - pyskl - INFO - +top1_acc 0.1559 +top5_acc 0.3683 +2023-12-29 15:11:28,436 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 15:11:28,470 - pyskl - INFO - +mean_acc 0.1558 +2023-12-29 15:11:28,480 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1559, top5_acc: 0.3683, mean_class_accuracy: 0.1558 +2023-12-29 15:14:43,310 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 3 days, 22:09:35, time: 1.948, data_time: 1.355, memory: 16177, top1_acc: 0.2342, top5_acc: 0.4742, loss_cls: 4.8001, loss: 4.8001 +2023-12-29 15:15:43,175 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 3 days, 22:07:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2278, top5_acc: 0.4605, loss_cls: 4.8103, loss: 4.8103 +2023-12-29 15:16:43,684 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 3 days, 22:05:23, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2386, top5_acc: 0.4766, loss_cls: 4.7671, loss: 4.7671 +2023-12-29 15:17:43,425 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 3 days, 22:03:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2209, top5_acc: 0.4677, loss_cls: 4.8028, loss: 4.8028 +2023-12-29 15:18:42,836 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 3 days, 22:00:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2288, top5_acc: 0.4722, loss_cls: 4.8070, loss: 4.8070 +2023-12-29 15:19:42,634 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 3 days, 21:58:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2252, top5_acc: 0.4508, loss_cls: 4.8879, loss: 4.8879 +2023-12-29 15:20:42,085 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 3 days, 21:56:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4708, loss_cls: 4.8264, loss: 4.8264 +2023-12-29 15:21:41,992 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 3 days, 21:54:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2305, top5_acc: 0.4767, loss_cls: 4.7840, loss: 4.7840 +2023-12-29 15:22:41,570 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 3 days, 21:52:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2275, top5_acc: 0.4728, loss_cls: 4.8306, loss: 4.8306 +2023-12-29 15:23:41,067 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 3 days, 21:49:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2244, top5_acc: 0.4658, loss_cls: 4.8393, loss: 4.8393 +2023-12-29 15:24:40,704 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 3 days, 21:47:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2288, top5_acc: 0.4692, loss_cls: 4.8147, loss: 4.8147 +2023-12-29 15:25:40,387 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 3 days, 21:45:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4806, loss_cls: 4.7782, loss: 4.7782 +2023-12-29 15:26:40,130 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 3 days, 21:43:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4716, loss_cls: 4.8056, loss: 4.8056 +2023-12-29 15:27:39,878 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 3 days, 21:41:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4755, loss_cls: 4.7899, loss: 4.7899 +2023-12-29 15:28:39,458 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 3 days, 21:38:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2384, top5_acc: 0.4772, loss_cls: 4.7770, loss: 4.7770 +2023-12-29 15:29:39,624 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 3 days, 21:36:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2273, top5_acc: 0.4730, loss_cls: 4.8127, loss: 4.8127 +2023-12-29 15:30:39,734 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 3 days, 21:34:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2275, top5_acc: 0.4673, loss_cls: 4.8285, loss: 4.8285 +2023-12-29 15:31:39,826 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 3 days, 21:32:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2255, top5_acc: 0.4702, loss_cls: 4.8152, loss: 4.8152 +2023-12-29 15:32:40,108 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 3 days, 21:30:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2323, top5_acc: 0.4748, loss_cls: 4.7761, loss: 4.7761 +2023-12-29 15:33:39,811 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 3 days, 21:28:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2300, top5_acc: 0.4734, loss_cls: 4.7982, loss: 4.7982 +2023-12-29 15:34:39,730 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 3 days, 21:26:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4725, loss_cls: 4.8516, loss: 4.8516 +2023-12-29 15:35:39,332 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 3 days, 21:24:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2245, top5_acc: 0.4677, loss_cls: 4.8372, loss: 4.8372 +2023-12-29 15:36:38,732 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 3 days, 21:22:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2219, top5_acc: 0.4713, loss_cls: 4.8132, loss: 4.8132 +2023-12-29 15:37:38,234 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 3 days, 21:20:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2316, top5_acc: 0.4761, loss_cls: 4.8031, loss: 4.8031 +2023-12-29 15:38:37,902 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 3 days, 21:18:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2314, top5_acc: 0.4678, loss_cls: 4.8036, loss: 4.8036 +2023-12-29 15:39:37,562 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 3 days, 21:16:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4756, loss_cls: 4.7772, loss: 4.7772 +2023-12-29 15:40:37,288 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 3 days, 21:14:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2278, top5_acc: 0.4730, loss_cls: 4.7951, loss: 4.7951 +2023-12-29 15:41:37,361 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 3 days, 21:12:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2213, top5_acc: 0.4648, loss_cls: 4.8133, loss: 4.8133 +2023-12-29 15:42:37,066 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 3 days, 21:10:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4706, loss_cls: 4.7916, loss: 4.7916 +2023-12-29 15:43:36,622 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 3 days, 21:08:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2319, top5_acc: 0.4731, loss_cls: 4.8110, loss: 4.8110 +2023-12-29 15:44:36,837 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 3 days, 21:06:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2263, top5_acc: 0.4634, loss_cls: 4.8340, loss: 4.8340 +2023-12-29 15:45:37,585 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 3 days, 21:04:21, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4603, loss_cls: 4.8186, loss: 4.8186 +2023-12-29 15:46:37,826 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 3 days, 21:02:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4886, loss_cls: 4.7084, loss: 4.7084 +2023-12-29 15:47:37,628 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 3 days, 21:00:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2303, top5_acc: 0.4750, loss_cls: 4.7961, loss: 4.7961 +2023-12-29 15:48:37,671 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 3 days, 20:58:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4877, loss_cls: 4.7389, loss: 4.7389 +2023-12-29 15:49:37,388 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 3 days, 20:56:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4720, loss_cls: 4.8041, loss: 4.8041 +2023-12-29 15:50:38,024 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 3 days, 20:54:46, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.2334, top5_acc: 0.4747, loss_cls: 4.7984, loss: 4.7984 +2023-12-29 15:51:08,978 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-29 15:53:07,869 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:53:08,974 - pyskl - INFO - +top1_acc 0.1785 +top5_acc 0.3951 +2023-12-29 15:53:08,974 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 15:53:09,009 - pyskl - INFO - +mean_acc 0.1783 +2023-12-29 15:53:09,017 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_7.pth was removed +2023-12-29 15:53:09,332 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-29 15:53:09,333 - pyskl - INFO - Best top1_acc is 0.1785 at 9 epoch. +2023-12-29 15:53:09,344 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.1785, top5_acc: 0.3951, mean_class_accuracy: 0.1783 +2023-12-29 15:56:25,089 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 3 days, 21:20:07, time: 1.957, data_time: 1.359, memory: 16177, top1_acc: 0.2259, top5_acc: 0.4839, loss_cls: 4.7763, loss: 4.7763 +2023-12-29 15:57:25,646 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 3 days, 21:18:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2258, top5_acc: 0.4689, loss_cls: 4.7899, loss: 4.7899 +2023-12-29 15:58:25,680 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 3 days, 21:16:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2270, top5_acc: 0.4725, loss_cls: 4.7814, loss: 4.7814 +2023-12-29 15:59:25,249 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 3 days, 21:14:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2325, top5_acc: 0.4730, loss_cls: 4.7936, loss: 4.7936 +2023-12-29 16:00:24,851 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 3 days, 21:12:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2320, top5_acc: 0.4773, loss_cls: 4.8196, loss: 4.8196 +2023-12-29 16:01:24,376 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 3 days, 21:09:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4891, loss_cls: 4.7498, loss: 4.7498 +2023-12-29 16:02:24,511 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 3 days, 21:08:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4667, loss_cls: 4.7928, loss: 4.7928 +2023-12-29 16:03:24,700 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 3 days, 21:06:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2278, top5_acc: 0.4772, loss_cls: 4.7562, loss: 4.7562 +2023-12-29 16:04:25,321 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 3 days, 21:04:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2270, top5_acc: 0.4798, loss_cls: 4.7508, loss: 4.7508 +2023-12-29 16:05:25,893 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 3 days, 21:02:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2327, top5_acc: 0.4786, loss_cls: 4.7678, loss: 4.7678 +2023-12-29 16:06:26,829 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 3 days, 21:00:48, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2327, top5_acc: 0.4784, loss_cls: 4.7452, loss: 4.7452 +2023-12-29 16:07:27,670 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 3 days, 20:59:04, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4730, loss_cls: 4.7838, loss: 4.7838 +2023-12-29 16:08:28,166 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 3 days, 20:57:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4817, loss_cls: 4.7607, loss: 4.7607 +2023-12-29 16:09:28,466 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 3 days, 20:55:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4856, loss_cls: 4.7404, loss: 4.7404 +2023-12-29 16:10:28,363 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 3 days, 20:53:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2300, top5_acc: 0.4716, loss_cls: 4.7856, loss: 4.7856 +2023-12-29 16:11:28,213 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 3 days, 20:51:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2313, top5_acc: 0.4766, loss_cls: 4.7918, loss: 4.7918 +2023-12-29 16:12:27,724 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 3 days, 20:49:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4856, loss_cls: 4.7384, loss: 4.7384 +2023-12-29 16:13:27,385 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 3 days, 20:47:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2295, top5_acc: 0.4709, loss_cls: 4.7850, loss: 4.7850 +2023-12-29 16:14:27,111 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 3 days, 20:45:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2281, top5_acc: 0.4705, loss_cls: 4.7883, loss: 4.7883 +2023-12-29 16:15:26,624 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 3 days, 20:43:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2286, top5_acc: 0.4780, loss_cls: 4.7613, loss: 4.7613 +2023-12-29 16:16:26,397 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 3 days, 20:41:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2380, top5_acc: 0.4770, loss_cls: 4.7660, loss: 4.7660 +2023-12-29 16:17:26,145 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 3 days, 20:39:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2395, top5_acc: 0.4780, loss_cls: 4.7714, loss: 4.7714 +2023-12-29 16:18:26,055 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 3 days, 20:37:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2395, top5_acc: 0.4827, loss_cls: 4.7680, loss: 4.7680 +2023-12-29 16:19:26,152 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 3 days, 20:35:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2344, top5_acc: 0.4764, loss_cls: 4.7774, loss: 4.7774 +2023-12-29 16:20:26,340 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 3 days, 20:33:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2294, top5_acc: 0.4800, loss_cls: 4.7737, loss: 4.7737 +2023-12-29 16:21:26,445 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 3 days, 20:32:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2325, top5_acc: 0.4750, loss_cls: 4.8050, loss: 4.8050 +2023-12-29 16:22:26,513 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 3 days, 20:30:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2330, top5_acc: 0.4681, loss_cls: 4.8210, loss: 4.8210 +2023-12-29 16:23:26,491 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 3 days, 20:28:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4780, loss_cls: 4.7519, loss: 4.7519 +2023-12-29 16:24:26,382 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 3 days, 20:26:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2373, top5_acc: 0.4772, loss_cls: 4.7588, loss: 4.7588 +2023-12-29 16:25:26,660 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 3 days, 20:24:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2395, top5_acc: 0.4856, loss_cls: 4.7438, loss: 4.7438 +2023-12-29 16:26:26,161 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 3 days, 20:22:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2284, top5_acc: 0.4708, loss_cls: 4.8103, loss: 4.8103 +2023-12-29 16:27:25,923 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 3 days, 20:20:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2214, top5_acc: 0.4597, loss_cls: 4.8396, loss: 4.8396 +2023-12-29 16:28:25,511 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 3 days, 20:18:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4780, loss_cls: 4.7755, loss: 4.7755 +2023-12-29 16:29:25,127 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 3 days, 20:16:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2323, top5_acc: 0.4747, loss_cls: 4.7923, loss: 4.7923 +2023-12-29 16:30:24,813 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 3 days, 20:15:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4817, loss_cls: 4.7837, loss: 4.7837 +2023-12-29 16:31:24,513 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 3 days, 20:13:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2336, top5_acc: 0.4758, loss_cls: 4.7812, loss: 4.7812 +2023-12-29 16:32:24,667 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 3 days, 20:11:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2380, top5_acc: 0.4792, loss_cls: 4.7377, loss: 4.7377 +2023-12-29 16:32:56,644 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-29 16:34:50,494 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:34:51,327 - pyskl - INFO - +top1_acc 0.1795 +top5_acc 0.3978 +2023-12-29 16:34:51,328 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 16:34:51,386 - pyskl - INFO - +mean_acc 0.1793 +2023-12-29 16:34:51,397 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_9.pth was removed +2023-12-29 16:34:51,825 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-29 16:34:51,826 - pyskl - INFO - Best top1_acc is 0.1795 at 10 epoch. +2023-12-29 16:34:51,847 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1795, top5_acc: 0.3978, mean_class_accuracy: 0.1793 +2023-12-29 16:38:07,502 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 3 days, 20:33:48, time: 1.956, data_time: 1.360, memory: 16177, top1_acc: 0.2277, top5_acc: 0.4767, loss_cls: 4.7587, loss: 4.7587 +2023-12-29 16:39:07,195 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 3 days, 20:31:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4850, loss_cls: 4.7284, loss: 4.7284 +2023-12-29 16:40:06,909 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 3 days, 20:29:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2314, top5_acc: 0.4770, loss_cls: 4.7589, loss: 4.7589 +2023-12-29 16:41:06,869 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 3 days, 20:28:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2369, top5_acc: 0.4816, loss_cls: 4.7573, loss: 4.7573 +2023-12-29 16:42:06,653 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 3 days, 20:26:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2367, top5_acc: 0.4705, loss_cls: 4.7863, loss: 4.7863 +2023-12-29 16:43:06,709 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 3 days, 20:24:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2327, top5_acc: 0.4817, loss_cls: 4.7521, loss: 4.7521 +2023-12-29 16:44:07,026 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 3 days, 20:22:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4711, loss_cls: 4.7853, loss: 4.7853 +2023-12-29 16:45:06,969 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 3 days, 20:20:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4903, loss_cls: 4.7377, loss: 4.7377 +2023-12-29 16:46:06,942 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 3 days, 20:18:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2344, top5_acc: 0.4708, loss_cls: 4.7968, loss: 4.7968 +2023-12-29 16:47:06,718 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 3 days, 20:16:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2366, top5_acc: 0.4820, loss_cls: 4.7402, loss: 4.7402 +2023-12-29 16:48:06,897 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 3 days, 20:15:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4869, loss_cls: 4.7463, loss: 4.7463 +2023-12-29 16:49:07,400 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 3 days, 20:13:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4786, loss_cls: 4.7457, loss: 4.7457 +2023-12-29 16:50:07,362 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 3 days, 20:11:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4800, loss_cls: 4.7585, loss: 4.7585 +2023-12-29 16:51:07,275 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 3 days, 20:09:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2323, top5_acc: 0.4713, loss_cls: 4.7926, loss: 4.7926 +2023-12-29 16:52:07,473 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 3 days, 20:07:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4883, loss_cls: 4.7259, loss: 4.7259 +2023-12-29 16:53:06,907 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 3 days, 20:05:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2302, top5_acc: 0.4725, loss_cls: 4.7945, loss: 4.7945 +2023-12-29 16:54:06,699 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 3 days, 20:04:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2328, top5_acc: 0.4833, loss_cls: 4.7468, loss: 4.7468 +2023-12-29 16:55:07,211 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 3 days, 20:02:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4806, loss_cls: 4.7664, loss: 4.7664 +2023-12-29 16:56:07,627 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 3 days, 20:00:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4725, loss_cls: 4.8029, loss: 4.8029 +2023-12-29 16:57:07,307 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 3 days, 19:58:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4838, loss_cls: 4.7222, loss: 4.7222 +2023-12-29 16:58:07,295 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 3 days, 19:56:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2306, top5_acc: 0.4752, loss_cls: 4.7846, loss: 4.7846 +2023-12-29 16:59:06,965 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 3 days, 19:55:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2377, top5_acc: 0.4795, loss_cls: 4.7297, loss: 4.7297 +2023-12-29 17:00:06,762 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 3 days, 19:53:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4681, loss_cls: 4.8182, loss: 4.8182 +2023-12-29 17:01:06,639 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 3 days, 19:51:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2308, top5_acc: 0.4711, loss_cls: 4.7819, loss: 4.7819 +2023-12-29 17:02:06,400 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 3 days, 19:49:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2394, top5_acc: 0.4808, loss_cls: 4.7221, loss: 4.7221 +2023-12-29 17:03:06,377 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 3 days, 19:47:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2331, top5_acc: 0.4809, loss_cls: 4.7838, loss: 4.7838 +2023-12-29 17:04:06,183 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 3 days, 19:45:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4873, loss_cls: 4.7241, loss: 4.7241 +2023-12-29 17:05:06,595 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 3 days, 19:44:18, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2308, top5_acc: 0.4717, loss_cls: 4.7803, loss: 4.7803 +2023-12-29 17:06:07,026 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 3 days, 19:42:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2317, top5_acc: 0.4830, loss_cls: 4.7517, loss: 4.7517 +2023-12-29 17:07:07,805 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 3 days, 19:41:01, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4662, loss_cls: 4.7866, loss: 4.7866 +2023-12-29 17:08:08,365 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 3 days, 19:39:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4727, loss_cls: 4.7671, loss: 4.7671 +2023-12-29 17:09:08,387 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 3 days, 19:37:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2330, top5_acc: 0.4709, loss_cls: 4.7887, loss: 4.7887 +2023-12-29 17:10:09,058 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 3 days, 19:36:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4939, loss_cls: 4.7040, loss: 4.7040 +2023-12-29 17:11:08,904 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 3 days, 19:34:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4713, loss_cls: 4.7749, loss: 4.7749 +2023-12-29 17:12:08,456 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 3 days, 19:32:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4803, loss_cls: 4.7551, loss: 4.7551 +2023-12-29 17:13:07,987 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 3 days, 19:30:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2334, top5_acc: 0.4770, loss_cls: 4.7506, loss: 4.7506 +2023-12-29 17:14:08,444 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 3 days, 19:28:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2367, top5_acc: 0.4769, loss_cls: 4.7594, loss: 4.7594 +2023-12-29 17:14:39,172 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-29 17:16:38,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:16:38,880 - pyskl - INFO - +top1_acc 0.1593 +top5_acc 0.3723 +2023-12-29 17:16:38,881 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 17:16:38,909 - pyskl - INFO - +mean_acc 0.1591 +2023-12-29 17:16:38,918 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1593, top5_acc: 0.3723, mean_class_accuracy: 0.1591 +2023-12-29 17:19:47,863 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 3 days, 19:47:39, time: 1.889, data_time: 1.295, memory: 16177, top1_acc: 0.2336, top5_acc: 0.4816, loss_cls: 4.7278, loss: 4.7278 +2023-12-29 17:20:47,836 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 3 days, 19:45:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2383, top5_acc: 0.4805, loss_cls: 4.7395, loss: 4.7395 +2023-12-29 17:21:47,176 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 3 days, 19:43:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4978, loss_cls: 4.6833, loss: 4.6833 +2023-12-29 17:22:47,043 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 3 days, 19:42:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2334, top5_acc: 0.4733, loss_cls: 4.7698, loss: 4.7698 +2023-12-29 17:23:46,472 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 3 days, 19:40:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2386, top5_acc: 0.4891, loss_cls: 4.7258, loss: 4.7258 +2023-12-29 17:24:46,063 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 3 days, 19:38:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2367, top5_acc: 0.4805, loss_cls: 4.7602, loss: 4.7602 +2023-12-29 17:25:45,980 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 3 days, 19:36:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2394, top5_acc: 0.4841, loss_cls: 4.7324, loss: 4.7324 +2023-12-29 17:26:45,815 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 3 days, 19:34:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2366, top5_acc: 0.4844, loss_cls: 4.7436, loss: 4.7436 +2023-12-29 17:27:45,415 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 3 days, 19:32:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4780, loss_cls: 4.7762, loss: 4.7762 +2023-12-29 17:28:45,200 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 3 days, 19:31:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2381, top5_acc: 0.4900, loss_cls: 4.7070, loss: 4.7070 +2023-12-29 17:29:44,956 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 3 days, 19:29:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2328, top5_acc: 0.4809, loss_cls: 4.7732, loss: 4.7732 +2023-12-29 17:30:44,508 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 3 days, 19:27:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4858, loss_cls: 4.6917, loss: 4.6917 +2023-12-29 17:31:44,324 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 3 days, 19:25:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4873, loss_cls: 4.7459, loss: 4.7459 +2023-12-29 17:32:44,083 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 3 days, 19:23:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2345, top5_acc: 0.4898, loss_cls: 4.7338, loss: 4.7338 +2023-12-29 17:33:43,789 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 3 days, 19:22:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2236, top5_acc: 0.4730, loss_cls: 4.8234, loss: 4.8234 +2023-12-29 17:34:43,456 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 3 days, 19:20:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4781, loss_cls: 4.7770, loss: 4.7770 +2023-12-29 17:35:43,446 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 3 days, 19:18:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4706, loss_cls: 4.7791, loss: 4.7791 +2023-12-29 17:36:43,097 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 3 days, 19:16:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4978, loss_cls: 4.6940, loss: 4.6940 +2023-12-29 17:37:42,901 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 3 days, 19:15:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4817, loss_cls: 4.7772, loss: 4.7772 +2023-12-29 17:38:42,455 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 3 days, 19:13:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2173, top5_acc: 0.4620, loss_cls: 4.8354, loss: 4.8354 +2023-12-29 17:39:42,251 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 3 days, 19:11:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4845, loss_cls: 4.7307, loss: 4.7307 +2023-12-29 17:40:42,014 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 3 days, 19:09:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4839, loss_cls: 4.7550, loss: 4.7550 +2023-12-29 17:41:41,876 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 3 days, 19:08:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2375, top5_acc: 0.4775, loss_cls: 4.7250, loss: 4.7250 +2023-12-29 17:42:41,984 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 3 days, 19:06:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2422, top5_acc: 0.4833, loss_cls: 4.7188, loss: 4.7188 +2023-12-29 17:43:41,466 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 3 days, 19:04:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2416, top5_acc: 0.4877, loss_cls: 4.7124, loss: 4.7124 +2023-12-29 17:44:41,145 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 3 days, 19:02:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4920, loss_cls: 4.7046, loss: 4.7046 +2023-12-29 17:45:40,675 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 3 days, 19:00:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4847, loss_cls: 4.7388, loss: 4.7388 +2023-12-29 17:46:40,251 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 3 days, 18:59:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4811, loss_cls: 4.7273, loss: 4.7273 +2023-12-29 17:47:39,896 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 3 days, 18:57:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2352, top5_acc: 0.4719, loss_cls: 4.7601, loss: 4.7601 +2023-12-29 17:48:40,128 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 3 days, 18:55:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.4923, loss_cls: 4.7165, loss: 4.7165 +2023-12-29 17:49:40,352 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 3 days, 18:54:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4906, loss_cls: 4.7231, loss: 4.7231 +2023-12-29 17:50:40,170 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 3 days, 18:52:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4772, loss_cls: 4.7509, loss: 4.7509 +2023-12-29 17:51:39,604 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 3 days, 18:50:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2364, top5_acc: 0.4788, loss_cls: 4.7532, loss: 4.7532 +2023-12-29 17:52:39,535 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 3 days, 18:48:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4878, loss_cls: 4.7213, loss: 4.7213 +2023-12-29 17:53:39,199 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 3 days, 18:47:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2403, top5_acc: 0.4800, loss_cls: 4.7547, loss: 4.7547 +2023-12-29 17:54:38,953 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 3 days, 18:45:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2316, top5_acc: 0.4744, loss_cls: 4.7557, loss: 4.7557 +2023-12-29 17:55:39,460 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 3 days, 18:43:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4811, loss_cls: 4.7489, loss: 4.7489 +2023-12-29 17:56:10,388 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-29 17:58:08,969 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:58:09,803 - pyskl - INFO - +top1_acc 0.1601 +top5_acc 0.3656 +2023-12-29 17:58:09,803 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 17:58:09,835 - pyskl - INFO - +mean_acc 0.1598 +2023-12-29 17:58:09,845 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1601, top5_acc: 0.3656, mean_class_accuracy: 0.1598 +2023-12-29 18:01:24,347 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 3 days, 19:01:56, time: 1.945, data_time: 1.350, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4766, loss_cls: 4.7401, loss: 4.7401 +2023-12-29 18:02:24,606 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 3 days, 19:00:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4945, loss_cls: 4.6739, loss: 4.6739 +2023-12-29 18:03:24,341 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 3 days, 18:58:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4975, loss_cls: 4.6290, loss: 4.6290 +2023-12-29 18:04:24,021 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 3 days, 18:56:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2316, top5_acc: 0.4798, loss_cls: 4.7578, loss: 4.7578 +2023-12-29 18:05:23,681 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 3 days, 18:55:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4889, loss_cls: 4.6948, loss: 4.6948 +2023-12-29 18:06:23,376 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 3 days, 18:53:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4952, loss_cls: 4.6879, loss: 4.6879 +2023-12-29 18:07:23,116 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 3 days, 18:51:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2370, top5_acc: 0.4823, loss_cls: 4.7241, loss: 4.7241 +2023-12-29 18:08:23,022 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 3 days, 18:49:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4795, loss_cls: 4.7472, loss: 4.7472 +2023-12-29 18:09:23,394 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 3 days, 18:48:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4878, loss_cls: 4.7162, loss: 4.7162 +2023-12-29 18:10:24,082 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 3 days, 18:46:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2356, top5_acc: 0.4822, loss_cls: 4.7558, loss: 4.7558 +2023-12-29 18:11:24,775 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 3 days, 18:45:05, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2364, top5_acc: 0.4759, loss_cls: 4.7523, loss: 4.7523 +2023-12-29 18:12:25,090 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 3 days, 18:43:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2380, top5_acc: 0.4784, loss_cls: 4.7570, loss: 4.7570 +2023-12-29 18:13:25,180 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 3 days, 18:41:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4891, loss_cls: 4.6663, loss: 4.6663 +2023-12-29 18:14:26,241 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 3 days, 18:40:20, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4819, loss_cls: 4.7424, loss: 4.7424 +2023-12-29 18:15:27,173 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 3 days, 18:38:51, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2313, top5_acc: 0.4827, loss_cls: 4.7527, loss: 4.7527 +2023-12-29 18:16:27,185 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 3 days, 18:37:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4888, loss_cls: 4.6984, loss: 4.6984 +2023-12-29 18:17:26,899 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 3 days, 18:35:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4814, loss_cls: 4.7520, loss: 4.7520 +2023-12-29 18:18:26,924 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 3 days, 18:33:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4814, loss_cls: 4.7402, loss: 4.7402 +2023-12-29 18:19:27,288 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 3 days, 18:32:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4872, loss_cls: 4.7104, loss: 4.7104 +2023-12-29 18:20:27,564 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 3 days, 18:30:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2387, top5_acc: 0.4839, loss_cls: 4.7546, loss: 4.7546 +2023-12-29 18:21:27,363 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 3 days, 18:28:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2353, top5_acc: 0.4739, loss_cls: 4.7768, loss: 4.7768 +2023-12-29 18:22:27,006 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 3 days, 18:27:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4888, loss_cls: 4.7085, loss: 4.7085 +2023-12-29 18:23:27,390 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 3 days, 18:25:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4773, loss_cls: 4.7419, loss: 4.7419 +2023-12-29 18:24:27,737 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 3 days, 18:24:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4805, loss_cls: 4.7574, loss: 4.7574 +2023-12-29 18:25:28,032 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 3 days, 18:22:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4811, loss_cls: 4.7243, loss: 4.7243 +2023-12-29 18:26:27,742 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 3 days, 18:20:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2347, top5_acc: 0.4867, loss_cls: 4.7373, loss: 4.7373 +2023-12-29 18:27:27,602 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 3 days, 18:19:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4863, loss_cls: 4.7139, loss: 4.7139 +2023-12-29 18:28:27,621 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 3 days, 18:17:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4908, loss_cls: 4.6922, loss: 4.6922 +2023-12-29 18:29:27,425 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 3 days, 18:15:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4920, loss_cls: 4.7004, loss: 4.7004 +2023-12-29 18:30:26,954 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 3 days, 18:14:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4884, loss_cls: 4.6929, loss: 4.6929 +2023-12-29 18:31:26,531 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 3 days, 18:12:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2367, top5_acc: 0.4827, loss_cls: 4.7208, loss: 4.7208 +2023-12-29 18:32:26,174 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 3 days, 18:10:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4834, loss_cls: 4.7350, loss: 4.7350 +2023-12-29 18:33:25,806 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 3 days, 18:09:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2348, top5_acc: 0.4844, loss_cls: 4.7332, loss: 4.7332 +2023-12-29 18:34:25,384 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 3 days, 18:07:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4920, loss_cls: 4.7085, loss: 4.7085 +2023-12-29 18:35:25,157 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 3 days, 18:05:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2303, top5_acc: 0.4767, loss_cls: 4.7703, loss: 4.7703 +2023-12-29 18:36:24,844 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 3 days, 18:04:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2372, top5_acc: 0.4742, loss_cls: 4.7557, loss: 4.7557 +2023-12-29 18:37:25,158 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 3 days, 18:02:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2319, top5_acc: 0.4811, loss_cls: 4.7691, loss: 4.7691 +2023-12-29 18:37:55,978 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-29 18:39:52,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:39:53,395 - pyskl - INFO - +top1_acc 0.1650 +top5_acc 0.3746 +2023-12-29 18:39:53,395 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 18:39:53,433 - pyskl - INFO - +mean_acc 0.1648 +2023-12-29 18:39:53,444 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1650, top5_acc: 0.3746, mean_class_accuracy: 0.1648 +2023-12-29 18:43:10,762 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 3 days, 18:19:21, time: 1.973, data_time: 1.374, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4903, loss_cls: 4.6888, loss: 4.6888 +2023-12-29 18:44:10,882 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 3 days, 18:17:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4892, loss_cls: 4.7010, loss: 4.7010 +2023-12-29 18:45:11,076 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 3 days, 18:16:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2353, top5_acc: 0.4872, loss_cls: 4.7319, loss: 4.7319 +2023-12-29 18:46:10,753 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 3 days, 18:14:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4800, loss_cls: 4.7204, loss: 4.7204 +2023-12-29 18:47:10,579 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 3 days, 18:12:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4942, loss_cls: 4.6787, loss: 4.6787 +2023-12-29 18:48:10,215 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 3 days, 18:11:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4861, loss_cls: 4.7029, loss: 4.7029 +2023-12-29 18:49:09,750 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 3 days, 18:09:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4853, loss_cls: 4.7037, loss: 4.7037 +2023-12-29 18:50:09,284 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 3 days, 18:07:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4975, loss_cls: 4.7016, loss: 4.7016 +2023-12-29 18:51:08,730 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 3 days, 18:05:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2353, top5_acc: 0.4823, loss_cls: 4.7378, loss: 4.7378 +2023-12-29 18:52:08,911 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 3 days, 18:04:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4902, loss_cls: 4.7046, loss: 4.7046 +2023-12-29 18:53:09,825 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 3 days, 18:02:51, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4823, loss_cls: 4.7251, loss: 4.7251 +2023-12-29 18:54:10,696 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 3 days, 18:01:23, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5000, loss_cls: 4.6689, loss: 4.6689 +2023-12-29 18:55:11,262 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 3 days, 17:59:51, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2342, top5_acc: 0.4800, loss_cls: 4.7525, loss: 4.7525 +2023-12-29 18:56:11,857 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 3 days, 17:58:20, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4930, loss_cls: 4.7199, loss: 4.7199 +2023-12-29 18:57:12,304 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 3 days, 17:56:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4947, loss_cls: 4.6878, loss: 4.6878 +2023-12-29 18:58:12,053 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 3 days, 17:55:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2355, top5_acc: 0.4773, loss_cls: 4.7520, loss: 4.7520 +2023-12-29 18:59:11,633 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 3 days, 17:53:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4809, loss_cls: 4.7564, loss: 4.7564 +2023-12-29 19:00:11,389 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 3 days, 17:51:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2369, top5_acc: 0.4823, loss_cls: 4.7298, loss: 4.7298 +2023-12-29 19:01:11,117 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 3 days, 17:50:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4953, loss_cls: 4.6911, loss: 4.6911 +2023-12-29 19:02:10,986 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 3 days, 17:48:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4848, loss_cls: 4.7198, loss: 4.7198 +2023-12-29 19:03:11,572 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 3 days, 17:47:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4903, loss_cls: 4.7346, loss: 4.7346 +2023-12-29 19:04:11,450 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 3 days, 17:45:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2386, top5_acc: 0.4814, loss_cls: 4.7360, loss: 4.7360 +2023-12-29 19:05:11,168 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 3 days, 17:43:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4903, loss_cls: 4.7063, loss: 4.7063 +2023-12-29 19:06:10,849 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 3 days, 17:42:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2445, top5_acc: 0.4945, loss_cls: 4.6816, loss: 4.6816 +2023-12-29 19:07:10,422 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 3 days, 17:40:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4992, loss_cls: 4.6809, loss: 4.6809 +2023-12-29 19:08:10,031 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 3 days, 17:38:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2414, top5_acc: 0.4884, loss_cls: 4.7272, loss: 4.7272 +2023-12-29 19:09:10,334 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 3 days, 17:37:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5028, loss_cls: 4.6704, loss: 4.6704 +2023-12-29 19:10:10,375 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 3 days, 17:35:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2342, top5_acc: 0.4784, loss_cls: 4.7554, loss: 4.7554 +2023-12-29 19:11:10,348 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 3 days, 17:34:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2356, top5_acc: 0.4780, loss_cls: 4.7535, loss: 4.7535 +2023-12-29 19:12:10,170 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 3 days, 17:32:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4945, loss_cls: 4.7005, loss: 4.7005 +2023-12-29 19:13:09,779 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 3 days, 17:30:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4844, loss_cls: 4.7447, loss: 4.7447 +2023-12-29 19:14:09,431 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 3 days, 17:29:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4822, loss_cls: 4.7206, loss: 4.7206 +2023-12-29 19:15:09,360 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 3 days, 17:27:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4864, loss_cls: 4.7043, loss: 4.7043 +2023-12-29 19:16:09,772 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 3 days, 17:26:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2384, top5_acc: 0.4813, loss_cls: 4.7081, loss: 4.7081 +2023-12-29 19:17:10,135 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 3 days, 17:24:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4841, loss_cls: 4.7282, loss: 4.7282 +2023-12-29 19:18:10,528 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 3 days, 17:23:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4902, loss_cls: 4.6987, loss: 4.6987 +2023-12-29 19:19:10,650 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 3 days, 17:21:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4845, loss_cls: 4.7434, loss: 4.7434 +2023-12-29 19:19:41,063 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-29 19:21:40,714 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:21:41,530 - pyskl - INFO - +top1_acc 0.1695 +top5_acc 0.3926 +2023-12-29 19:21:41,530 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 19:21:41,560 - pyskl - INFO - +mean_acc 0.1693 +2023-12-29 19:21:41,570 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1695, top5_acc: 0.3926, mean_class_accuracy: 0.1693 +2023-12-29 19:24:59,544 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 3 days, 17:37:11, time: 1.980, data_time: 1.379, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4978, loss_cls: 4.6557, loss: 4.6557 +2023-12-29 19:25:59,720 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 3 days, 17:35:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4925, loss_cls: 4.6763, loss: 4.6763 +2023-12-29 19:27:00,020 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 3 days, 17:34:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4830, loss_cls: 4.6858, loss: 4.6858 +2023-12-29 19:27:59,717 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 3 days, 17:32:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4764, loss_cls: 4.7356, loss: 4.7356 +2023-12-29 19:28:59,628 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 3 days, 17:30:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4959, loss_cls: 4.7185, loss: 4.7185 +2023-12-29 19:29:59,516 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 3 days, 17:29:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4953, loss_cls: 4.7221, loss: 4.7221 +2023-12-29 19:30:59,139 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 3 days, 17:27:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2386, top5_acc: 0.4884, loss_cls: 4.7287, loss: 4.7287 +2023-12-29 19:31:59,140 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 3 days, 17:26:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4863, loss_cls: 4.7207, loss: 4.7207 +2023-12-29 19:32:59,720 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 3 days, 17:24:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4928, loss_cls: 4.6952, loss: 4.6952 +2023-12-29 19:34:00,467 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 3 days, 17:23:04, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4873, loss_cls: 4.7096, loss: 4.7096 +2023-12-29 19:35:01,066 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 3 days, 17:21:35, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.4920, loss_cls: 4.6860, loss: 4.6860 +2023-12-29 19:36:01,775 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 3 days, 17:20:07, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4856, loss_cls: 4.7242, loss: 4.7242 +2023-12-29 19:37:02,558 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 3 days, 17:18:40, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4914, loss_cls: 4.6998, loss: 4.6998 +2023-12-29 19:38:03,513 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 3 days, 17:17:15, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4858, loss_cls: 4.7247, loss: 4.7247 +2023-12-29 19:39:03,729 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 3 days, 17:15:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4786, loss_cls: 4.7300, loss: 4.7300 +2023-12-29 19:40:04,264 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 3 days, 17:14:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2387, top5_acc: 0.4828, loss_cls: 4.7385, loss: 4.7385 +2023-12-29 19:41:04,734 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 3 days, 17:12:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4927, loss_cls: 4.6867, loss: 4.6867 +2023-12-29 19:42:05,038 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 3 days, 17:11:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2375, top5_acc: 0.4802, loss_cls: 4.7593, loss: 4.7593 +2023-12-29 19:43:04,647 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 3 days, 17:09:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2398, top5_acc: 0.4836, loss_cls: 4.7099, loss: 4.7099 +2023-12-29 19:44:04,225 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 3 days, 17:07:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.4844, loss_cls: 4.7012, loss: 4.7012 +2023-12-29 19:45:03,981 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 3 days, 17:06:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4827, loss_cls: 4.7386, loss: 4.7386 +2023-12-29 19:46:03,422 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 3 days, 17:04:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5005, loss_cls: 4.6625, loss: 4.6625 +2023-12-29 19:47:03,303 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 3 days, 17:03:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4998, loss_cls: 4.6685, loss: 4.6685 +2023-12-29 19:48:03,089 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 3 days, 17:01:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4897, loss_cls: 4.6879, loss: 4.6879 +2023-12-29 19:49:02,866 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 3 days, 17:00:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4927, loss_cls: 4.6779, loss: 4.6779 +2023-12-29 19:50:02,958 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 3 days, 16:58:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2445, top5_acc: 0.4856, loss_cls: 4.7095, loss: 4.7095 +2023-12-29 19:51:02,649 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 3 days, 16:56:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4997, loss_cls: 4.6617, loss: 4.6617 +2023-12-29 19:52:02,638 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 3 days, 16:55:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4766, loss_cls: 4.7634, loss: 4.7634 +2023-12-29 19:53:02,302 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 3 days, 16:53:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4952, loss_cls: 4.6916, loss: 4.6916 +2023-12-29 19:54:01,904 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 3 days, 16:52:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4792, loss_cls: 4.7356, loss: 4.7356 +2023-12-29 19:55:01,696 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 3 days, 16:50:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4884, loss_cls: 4.7012, loss: 4.7012 +2023-12-29 19:56:01,412 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 3 days, 16:49:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4911, loss_cls: 4.6764, loss: 4.6764 +2023-12-29 19:57:01,306 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 3 days, 16:47:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4772, loss_cls: 4.7520, loss: 4.7520 +2023-12-29 19:58:01,762 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 3 days, 16:46:02, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4958, loss_cls: 4.6822, loss: 4.6822 +2023-12-29 19:59:01,617 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 3 days, 16:44:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2320, top5_acc: 0.4772, loss_cls: 4.7357, loss: 4.7357 +2023-12-29 20:00:01,807 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 3 days, 16:42:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2320, top5_acc: 0.4830, loss_cls: 4.7635, loss: 4.7635 +2023-12-29 20:01:02,445 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 3 days, 16:41:33, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.4975, loss_cls: 4.6850, loss: 4.6850 +2023-12-29 20:01:33,094 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-29 20:03:34,158 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:03:35,218 - pyskl - INFO - +top1_acc 0.1567 +top5_acc 0.3768 +2023-12-29 20:03:35,218 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 20:03:35,256 - pyskl - INFO - +mean_acc 0.1565 +2023-12-29 20:03:35,267 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1567, top5_acc: 0.3768, mean_class_accuracy: 0.1565 +2023-12-29 20:06:50,266 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 3 days, 16:55:25, time: 1.950, data_time: 1.352, memory: 16177, top1_acc: 0.2495, top5_acc: 0.5020, loss_cls: 4.6542, loss: 4.6542 +2023-12-29 20:07:50,431 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 3 days, 16:53:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5005, loss_cls: 4.6627, loss: 4.6627 +2023-12-29 20:08:51,647 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 3 days, 16:52:31, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2427, top5_acc: 0.4970, loss_cls: 4.6558, loss: 4.6558 +2023-12-29 20:09:51,849 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 3 days, 16:51:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4953, loss_cls: 4.6879, loss: 4.6879 +2023-12-29 20:10:51,775 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 3 days, 16:49:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4900, loss_cls: 4.7171, loss: 4.7171 +2023-12-29 20:11:51,649 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 3 days, 16:47:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4850, loss_cls: 4.6982, loss: 4.6982 +2023-12-29 20:12:51,330 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 3 days, 16:46:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4931, loss_cls: 4.6893, loss: 4.6893 +2023-12-29 20:13:51,021 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 3 days, 16:44:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4917, loss_cls: 4.6954, loss: 4.6954 +2023-12-29 20:14:50,800 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 3 days, 16:43:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4825, loss_cls: 4.7229, loss: 4.7229 +2023-12-29 20:15:50,512 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 3 days, 16:41:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4859, loss_cls: 4.7195, loss: 4.7195 +2023-12-29 20:16:50,467 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 3 days, 16:40:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4989, loss_cls: 4.6928, loss: 4.6928 +2023-12-29 20:17:50,430 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 3 days, 16:38:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4838, loss_cls: 4.7164, loss: 4.7164 +2023-12-29 20:18:50,494 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 3 days, 16:36:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4870, loss_cls: 4.7124, loss: 4.7124 +2023-12-29 20:19:50,544 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 3 days, 16:35:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4844, loss_cls: 4.7038, loss: 4.7038 +2023-12-29 20:20:50,407 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 3 days, 16:33:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4964, loss_cls: 4.6819, loss: 4.6819 +2023-12-29 20:21:50,448 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 3 days, 16:32:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4789, loss_cls: 4.7052, loss: 4.7052 +2023-12-29 20:22:50,487 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 3 days, 16:30:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4958, loss_cls: 4.6854, loss: 4.6854 +2023-12-29 20:23:50,179 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 3 days, 16:29:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4948, loss_cls: 4.6904, loss: 4.6904 +2023-12-29 20:24:49,938 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 3 days, 16:27:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2383, top5_acc: 0.4806, loss_cls: 4.7113, loss: 4.7113 +2023-12-29 20:25:49,569 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 3 days, 16:26:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4992, loss_cls: 4.6379, loss: 4.6379 +2023-12-29 20:26:49,243 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 3 days, 16:24:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4956, loss_cls: 4.7279, loss: 4.7279 +2023-12-29 20:27:49,119 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 3 days, 16:23:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4883, loss_cls: 4.6767, loss: 4.6767 +2023-12-29 20:28:49,024 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 3 days, 16:21:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4805, loss_cls: 4.7162, loss: 4.7162 +2023-12-29 20:29:48,653 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 3 days, 16:19:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2292, top5_acc: 0.4792, loss_cls: 4.7635, loss: 4.7635 +2023-12-29 20:30:48,281 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 3 days, 16:18:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4972, loss_cls: 4.6555, loss: 4.6555 +2023-12-29 20:31:48,316 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 3 days, 16:16:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4945, loss_cls: 4.6815, loss: 4.6815 +2023-12-29 20:32:48,432 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 3 days, 16:15:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2398, top5_acc: 0.4922, loss_cls: 4.7006, loss: 4.7006 +2023-12-29 20:33:48,664 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 3 days, 16:13:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4903, loss_cls: 4.7149, loss: 4.7149 +2023-12-29 20:34:49,498 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 3 days, 16:12:35, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.5008, loss_cls: 4.6866, loss: 4.6866 +2023-12-29 20:35:49,884 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 3 days, 16:11:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4969, loss_cls: 4.6876, loss: 4.6876 +2023-12-29 20:36:49,770 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 3 days, 16:09:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2406, top5_acc: 0.4892, loss_cls: 4.6997, loss: 4.6997 +2023-12-29 20:37:49,647 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 3 days, 16:08:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4945, loss_cls: 4.6891, loss: 4.6891 +2023-12-29 20:38:50,088 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 3 days, 16:06:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4889, loss_cls: 4.7159, loss: 4.7159 +2023-12-29 20:39:50,510 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 3 days, 16:05:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4939, loss_cls: 4.6761, loss: 4.6761 +2023-12-29 20:40:51,040 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 3 days, 16:03:50, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4994, loss_cls: 4.6597, loss: 4.6597 +2023-12-29 20:41:51,014 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 3 days, 16:02:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2427, top5_acc: 0.4958, loss_cls: 4.6886, loss: 4.6886 +2023-12-29 20:42:51,104 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 3 days, 16:00:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4872, loss_cls: 4.6986, loss: 4.6986 +2023-12-29 20:43:21,088 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-29 20:45:20,357 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:45:21,181 - pyskl - INFO - +top1_acc 0.1840 +top5_acc 0.4088 +2023-12-29 20:45:21,181 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 20:45:21,210 - pyskl - INFO - +mean_acc 0.1838 +2023-12-29 20:45:21,215 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_10.pth was removed +2023-12-29 20:45:21,431 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-29 20:45:21,431 - pyskl - INFO - Best top1_acc is 0.1840 at 16 epoch. +2023-12-29 20:45:21,441 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1840, top5_acc: 0.4088, mean_class_accuracy: 0.1838 +2023-12-29 20:48:41,992 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 3 days, 16:14:26, time: 2.005, data_time: 1.409, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5069, loss_cls: 4.6122, loss: 4.6122 +2023-12-29 20:49:41,939 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 3 days, 16:12:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4920, loss_cls: 4.6915, loss: 4.6915 +2023-12-29 20:50:41,972 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 3 days, 16:11:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4958, loss_cls: 4.6628, loss: 4.6628 +2023-12-29 20:51:42,345 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 3 days, 16:09:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4992, loss_cls: 4.6708, loss: 4.6708 +2023-12-29 20:52:41,819 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 3 days, 16:08:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4939, loss_cls: 4.6854, loss: 4.6854 +2023-12-29 20:53:41,677 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 3 days, 16:06:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4859, loss_cls: 4.7087, loss: 4.7087 +2023-12-29 20:54:41,568 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 3 days, 16:05:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4956, loss_cls: 4.6661, loss: 4.6661 +2023-12-29 20:55:41,445 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 3 days, 16:03:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.5005, loss_cls: 4.6790, loss: 4.6790 +2023-12-29 20:56:41,157 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 3 days, 16:02:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4927, loss_cls: 4.6780, loss: 4.6780 +2023-12-29 20:57:40,607 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 3 days, 16:00:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4955, loss_cls: 4.7007, loss: 4.7007 +2023-12-29 20:58:40,441 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 3 days, 15:59:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4858, loss_cls: 4.6867, loss: 4.6867 +2023-12-29 20:59:40,266 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 3 days, 15:57:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.4995, loss_cls: 4.6726, loss: 4.6726 +2023-12-29 21:00:39,978 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 3 days, 15:56:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4797, loss_cls: 4.7471, loss: 4.7471 +2023-12-29 21:01:39,673 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 3 days, 15:54:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2375, top5_acc: 0.4848, loss_cls: 4.7165, loss: 4.7165 +2023-12-29 21:02:39,644 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 3 days, 15:53:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4922, loss_cls: 4.6916, loss: 4.6916 +2023-12-29 21:03:39,389 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 3 days, 15:51:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4923, loss_cls: 4.6603, loss: 4.6603 +2023-12-29 21:04:39,213 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 3 days, 15:50:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4925, loss_cls: 4.6659, loss: 4.6659 +2023-12-29 21:05:38,965 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 3 days, 15:48:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2372, top5_acc: 0.4839, loss_cls: 4.7093, loss: 4.7093 +2023-12-29 21:06:38,494 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 3 days, 15:46:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4898, loss_cls: 4.7042, loss: 4.7042 +2023-12-29 21:07:38,225 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 3 days, 15:45:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5002, loss_cls: 4.6412, loss: 4.6412 +2023-12-29 21:08:37,899 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 3 days, 15:43:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4903, loss_cls: 4.6873, loss: 4.6873 +2023-12-29 21:09:37,518 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 3 days, 15:42:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4872, loss_cls: 4.6782, loss: 4.6782 +2023-12-29 21:10:37,058 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 3 days, 15:40:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4934, loss_cls: 4.6805, loss: 4.6805 +2023-12-29 21:11:36,658 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 3 days, 15:39:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.5003, loss_cls: 4.6486, loss: 4.6486 +2023-12-29 21:12:36,490 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 3 days, 15:37:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.4884, loss_cls: 4.6832, loss: 4.6832 +2023-12-29 21:13:36,073 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 3 days, 15:36:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4864, loss_cls: 4.7081, loss: 4.7081 +2023-12-29 21:14:35,669 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 3 days, 15:34:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2369, top5_acc: 0.4820, loss_cls: 4.7423, loss: 4.7423 +2023-12-29 21:15:35,249 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 3 days, 15:33:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2422, top5_acc: 0.4905, loss_cls: 4.6785, loss: 4.6785 +2023-12-29 21:16:34,981 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 3 days, 15:31:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.4956, loss_cls: 4.6839, loss: 4.6839 +2023-12-29 21:17:34,678 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 3 days, 15:30:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2412, top5_acc: 0.4783, loss_cls: 4.7314, loss: 4.7314 +2023-12-29 21:18:34,556 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 3 days, 15:28:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4892, loss_cls: 4.6737, loss: 4.6737 +2023-12-29 21:19:34,160 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 3 days, 15:27:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5017, loss_cls: 4.6489, loss: 4.6489 +2023-12-29 21:20:33,829 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 3 days, 15:25:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2395, top5_acc: 0.4806, loss_cls: 4.7452, loss: 4.7452 +2023-12-29 21:21:33,552 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 3 days, 15:24:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5061, loss_cls: 4.6680, loss: 4.6680 +2023-12-29 21:22:32,963 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 3 days, 15:22:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4908, loss_cls: 4.7141, loss: 4.7141 +2023-12-29 21:23:32,717 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 3 days, 15:21:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4916, loss_cls: 4.6842, loss: 4.6842 +2023-12-29 21:24:33,033 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 3 days, 15:19:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2422, top5_acc: 0.4838, loss_cls: 4.7188, loss: 4.7188 +2023-12-29 21:25:03,674 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-29 21:27:02,297 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:27:03,374 - pyskl - INFO - +top1_acc 0.1737 +top5_acc 0.3872 +2023-12-29 21:27:03,375 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 21:27:03,417 - pyskl - INFO - +mean_acc 0.1735 +2023-12-29 21:27:03,428 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1737, top5_acc: 0.3872, mean_class_accuracy: 0.1735 +2023-12-29 21:30:26,879 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 3 days, 15:32:44, time: 2.034, data_time: 1.431, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4958, loss_cls: 4.6287, loss: 4.6287 +2023-12-29 21:31:26,606 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 3 days, 15:31:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.4905, loss_cls: 4.6874, loss: 4.6874 +2023-12-29 21:32:26,326 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 3 days, 15:29:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.4986, loss_cls: 4.6530, loss: 4.6530 +2023-12-29 21:33:27,079 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 3 days, 15:28:20, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.5003, loss_cls: 4.6628, loss: 4.6628 +2023-12-29 21:34:26,971 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 3 days, 15:26:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2412, top5_acc: 0.4958, loss_cls: 4.6641, loss: 4.6641 +2023-12-29 21:35:26,426 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 3 days, 15:25:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4952, loss_cls: 4.6801, loss: 4.6801 +2023-12-29 21:36:26,230 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 3 days, 15:23:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4947, loss_cls: 4.6735, loss: 4.6735 +2023-12-29 21:37:25,640 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 3 days, 15:22:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4961, loss_cls: 4.6605, loss: 4.6605 +2023-12-29 21:38:25,430 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 3 days, 15:20:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4900, loss_cls: 4.6787, loss: 4.6787 +2023-12-29 21:39:25,123 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 3 days, 15:19:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4919, loss_cls: 4.6967, loss: 4.6967 +2023-12-29 21:40:25,014 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 3 days, 15:17:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4927, loss_cls: 4.6772, loss: 4.6772 +2023-12-29 21:41:25,593 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 3 days, 15:16:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.5042, loss_cls: 4.6580, loss: 4.6580 +2023-12-29 21:42:25,255 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 3 days, 15:14:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4916, loss_cls: 4.6808, loss: 4.6808 +2023-12-29 21:43:24,946 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 3 days, 15:13:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4978, loss_cls: 4.6622, loss: 4.6622 +2023-12-29 21:44:24,757 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 3 days, 15:11:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4908, loss_cls: 4.7097, loss: 4.7097 +2023-12-29 21:45:24,680 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 3 days, 15:10:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4817, loss_cls: 4.7305, loss: 4.7305 +2023-12-29 21:46:24,266 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 3 days, 15:08:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4952, loss_cls: 4.6640, loss: 4.6640 +2023-12-29 21:47:23,934 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 3 days, 15:07:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4995, loss_cls: 4.6972, loss: 4.6972 +2023-12-29 21:48:23,685 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 3 days, 15:05:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4911, loss_cls: 4.6947, loss: 4.6947 +2023-12-29 21:49:23,899 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 3 days, 15:04:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2347, top5_acc: 0.4841, loss_cls: 4.7220, loss: 4.7220 +2023-12-29 21:50:23,797 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 3 days, 15:03:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4919, loss_cls: 4.6745, loss: 4.6745 +2023-12-29 21:51:23,801 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 3 days, 15:01:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4952, loss_cls: 4.6778, loss: 4.6778 +2023-12-29 21:52:23,912 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 3 days, 15:00:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4978, loss_cls: 4.6864, loss: 4.6864 +2023-12-29 21:53:23,573 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 3 days, 14:58:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4955, loss_cls: 4.6553, loss: 4.6553 +2023-12-29 21:54:23,409 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 3 days, 14:57:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4917, loss_cls: 4.6959, loss: 4.6959 +2023-12-29 21:55:22,950 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 3 days, 14:55:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4947, loss_cls: 4.6838, loss: 4.6838 +2023-12-29 21:56:22,782 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 3 days, 14:54:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4970, loss_cls: 4.6492, loss: 4.6492 +2023-12-29 21:57:22,284 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 3 days, 14:52:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4884, loss_cls: 4.6898, loss: 4.6898 +2023-12-29 21:58:21,655 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 3 days, 14:51:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4906, loss_cls: 4.6511, loss: 4.6511 +2023-12-29 21:59:21,166 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 3 days, 14:49:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4913, loss_cls: 4.7088, loss: 4.7088 +2023-12-29 22:00:20,982 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 3 days, 14:48:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5047, loss_cls: 4.6590, loss: 4.6590 +2023-12-29 22:01:21,206 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 3 days, 14:46:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4906, loss_cls: 4.6808, loss: 4.6808 +2023-12-29 22:02:20,876 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 3 days, 14:45:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4833, loss_cls: 4.7189, loss: 4.7189 +2023-12-29 22:03:21,216 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 3 days, 14:43:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4998, loss_cls: 4.6491, loss: 4.6491 +2023-12-29 22:04:21,909 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 3 days, 14:42:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4963, loss_cls: 4.6579, loss: 4.6579 +2023-12-29 22:05:21,863 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 3 days, 14:41:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2383, top5_acc: 0.4878, loss_cls: 4.7358, loss: 4.7358 +2023-12-29 22:06:21,565 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 3 days, 14:39:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4877, loss_cls: 4.6921, loss: 4.6921 +2023-12-29 22:06:51,925 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-29 22:08:49,545 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:08:50,390 - pyskl - INFO - +top1_acc 0.1508 +top5_acc 0.3677 +2023-12-29 22:08:50,390 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 22:08:50,423 - pyskl - INFO - +mean_acc 0.1508 +2023-12-29 22:08:50,433 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1508, top5_acc: 0.3677, mean_class_accuracy: 0.1508 +2023-12-29 22:12:04,772 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 3 days, 14:50:39, time: 1.943, data_time: 1.346, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4911, loss_cls: 4.6719, loss: 4.6719 +2023-12-29 22:13:04,280 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 3 days, 14:49:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4972, loss_cls: 4.6539, loss: 4.6539 +2023-12-29 22:14:04,315 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 3 days, 14:47:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4981, loss_cls: 4.6540, loss: 4.6540 +2023-12-29 22:15:04,522 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 3 days, 14:46:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4980, loss_cls: 4.6477, loss: 4.6477 +2023-12-29 22:16:04,462 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 3 days, 14:44:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4942, loss_cls: 4.6591, loss: 4.6591 +2023-12-29 22:17:04,179 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 3 days, 14:43:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4941, loss_cls: 4.6707, loss: 4.6707 +2023-12-29 22:18:04,453 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 3 days, 14:41:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5033, loss_cls: 4.6542, loss: 4.6542 +2023-12-29 22:19:04,040 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 3 days, 14:40:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5041, loss_cls: 4.6483, loss: 4.6483 +2023-12-29 22:20:03,572 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 3 days, 14:38:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4847, loss_cls: 4.7067, loss: 4.7067 +2023-12-29 22:21:03,018 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 3 days, 14:37:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4963, loss_cls: 4.6631, loss: 4.6631 +2023-12-29 22:22:02,727 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 3 days, 14:35:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.5064, loss_cls: 4.6390, loss: 4.6390 +2023-12-29 22:23:02,362 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 3 days, 14:34:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4922, loss_cls: 4.6805, loss: 4.6805 +2023-12-29 22:24:01,943 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 3 days, 14:33:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4972, loss_cls: 4.6899, loss: 4.6899 +2023-12-29 22:25:01,369 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 3 days, 14:31:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5011, loss_cls: 4.6391, loss: 4.6391 +2023-12-29 22:26:01,349 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 3 days, 14:30:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4975, loss_cls: 4.6463, loss: 4.6463 +2023-12-29 22:27:01,450 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 3 days, 14:28:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.4931, loss_cls: 4.6705, loss: 4.6705 +2023-12-29 22:28:01,167 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 3 days, 14:27:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4991, loss_cls: 4.6562, loss: 4.6562 +2023-12-29 22:29:01,192 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 3 days, 14:25:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4931, loss_cls: 4.6772, loss: 4.6772 +2023-12-29 22:30:00,839 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 3 days, 14:24:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4981, loss_cls: 4.6440, loss: 4.6440 +2023-12-29 22:31:00,487 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 3 days, 14:22:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4866, loss_cls: 4.7257, loss: 4.7257 +2023-12-29 22:32:00,010 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 3 days, 14:21:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4970, loss_cls: 4.6714, loss: 4.6714 +2023-12-29 22:32:59,915 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 3 days, 14:19:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4961, loss_cls: 4.6674, loss: 4.6674 +2023-12-29 22:33:59,654 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 3 days, 14:18:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4952, loss_cls: 4.6976, loss: 4.6976 +2023-12-29 22:34:59,144 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 3 days, 14:17:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4913, loss_cls: 4.6803, loss: 4.6803 +2023-12-29 22:35:58,668 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 3 days, 14:15:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4855, loss_cls: 4.7540, loss: 4.7540 +2023-12-29 22:36:58,290 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 3 days, 14:14:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4955, loss_cls: 4.6569, loss: 4.6569 +2023-12-29 22:37:58,264 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 3 days, 14:12:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.5017, loss_cls: 4.6825, loss: 4.6825 +2023-12-29 22:38:58,148 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 3 days, 14:11:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.4933, loss_cls: 4.6480, loss: 4.6480 +2023-12-29 22:39:58,879 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 3 days, 14:09:53, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4856, loss_cls: 4.7201, loss: 4.7201 +2023-12-29 22:40:59,221 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 3 days, 14:08:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4836, loss_cls: 4.6900, loss: 4.6900 +2023-12-29 22:41:58,996 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 3 days, 14:07:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4981, loss_cls: 4.6517, loss: 4.6517 +2023-12-29 22:42:58,642 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 3 days, 14:05:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4831, loss_cls: 4.7138, loss: 4.7138 +2023-12-29 22:43:58,371 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 3 days, 14:04:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.5047, loss_cls: 4.6434, loss: 4.6434 +2023-12-29 22:44:58,606 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 3 days, 14:02:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4897, loss_cls: 4.6835, loss: 4.6835 +2023-12-29 22:45:59,069 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 3 days, 14:01:27, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.5019, loss_cls: 4.6541, loss: 4.6541 +2023-12-29 22:46:58,642 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 3 days, 14:00:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4916, loss_cls: 4.6885, loss: 4.6885 +2023-12-29 22:47:58,816 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 3 days, 13:58:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.4873, loss_cls: 4.6875, loss: 4.6875 +2023-12-29 22:48:29,051 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-29 22:50:28,867 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:50:29,920 - pyskl - INFO - +top1_acc 0.1159 +top5_acc 0.2879 +2023-12-29 22:50:29,920 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 22:50:29,951 - pyskl - INFO - +mean_acc 0.1156 +2023-12-29 22:50:29,960 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1159, top5_acc: 0.2879, mean_class_accuracy: 0.1156 +2023-12-29 22:53:53,134 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 3 days, 14:09:49, time: 2.032, data_time: 1.433, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5023, loss_cls: 4.6102, loss: 4.6102 +2023-12-29 22:54:52,858 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 3 days, 14:08:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.5012, loss_cls: 4.6567, loss: 4.6567 +2023-12-29 22:55:52,353 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 3 days, 14:06:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4853, loss_cls: 4.6844, loss: 4.6844 +2023-12-29 22:56:52,599 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 3 days, 14:05:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.4986, loss_cls: 4.6347, loss: 4.6347 +2023-12-29 22:57:53,299 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 3 days, 14:04:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5073, loss_cls: 4.5941, loss: 4.5941 +2023-12-29 22:58:52,864 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 3 days, 14:02:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5084, loss_cls: 4.6425, loss: 4.6425 +2023-12-29 22:59:52,616 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 3 days, 14:01:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4883, loss_cls: 4.6724, loss: 4.6724 +2023-12-29 23:00:52,743 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 3 days, 13:59:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4870, loss_cls: 4.7150, loss: 4.7150 +2023-12-29 23:01:52,212 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 3 days, 13:58:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4950, loss_cls: 4.6630, loss: 4.6630 +2023-12-29 23:02:51,866 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 3 days, 13:56:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5011, loss_cls: 4.6213, loss: 4.6213 +2023-12-29 23:03:51,473 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 3 days, 13:55:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4888, loss_cls: 4.6657, loss: 4.6657 +2023-12-29 23:04:51,008 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 3 days, 13:53:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4923, loss_cls: 4.6940, loss: 4.6940 +2023-12-29 23:05:50,547 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 3 days, 13:52:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.4983, loss_cls: 4.6655, loss: 4.6655 +2023-12-29 23:06:50,296 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 3 days, 13:51:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4933, loss_cls: 4.6538, loss: 4.6538 +2023-12-29 23:07:50,096 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 3 days, 13:49:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4953, loss_cls: 4.6887, loss: 4.6887 +2023-12-29 23:08:50,121 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 3 days, 13:48:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.4897, loss_cls: 4.6796, loss: 4.6796 +2023-12-29 23:09:50,469 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 3 days, 13:46:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.4892, loss_cls: 4.6949, loss: 4.6949 +2023-12-29 23:10:50,965 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 3 days, 13:45:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4944, loss_cls: 4.6626, loss: 4.6626 +2023-12-29 23:11:51,013 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 3 days, 13:44:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5077, loss_cls: 4.6406, loss: 4.6406 +2023-12-29 23:12:50,541 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 3 days, 13:42:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4839, loss_cls: 4.7294, loss: 4.7294 +2023-12-29 23:13:50,343 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 3 days, 13:41:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2381, top5_acc: 0.5025, loss_cls: 4.6676, loss: 4.6676 +2023-12-29 23:14:49,995 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 3 days, 13:39:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4977, loss_cls: 4.6692, loss: 4.6692 +2023-12-29 23:15:49,800 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 3 days, 13:38:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5064, loss_cls: 4.6536, loss: 4.6536 +2023-12-29 23:16:50,000 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 3 days, 13:37:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.4973, loss_cls: 4.6445, loss: 4.6445 +2023-12-29 23:17:49,604 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 3 days, 13:35:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.4934, loss_cls: 4.6687, loss: 4.6687 +2023-12-29 23:18:49,773 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 3 days, 13:34:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.5008, loss_cls: 4.6615, loss: 4.6615 +2023-12-29 23:19:50,021 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 3 days, 13:32:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5023, loss_cls: 4.6677, loss: 4.6677 +2023-12-29 23:20:49,672 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 3 days, 13:31:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.4997, loss_cls: 4.6435, loss: 4.6435 +2023-12-29 23:21:49,892 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 3 days, 13:30:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4858, loss_cls: 4.7253, loss: 4.7253 +2023-12-29 23:22:50,333 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 3 days, 13:28:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4989, loss_cls: 4.6440, loss: 4.6440 +2023-12-29 23:23:50,359 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 3 days, 13:27:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4972, loss_cls: 4.6576, loss: 4.6576 +2023-12-29 23:24:50,698 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 3 days, 13:25:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4963, loss_cls: 4.6907, loss: 4.6907 +2023-12-29 23:25:50,528 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 3 days, 13:24:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2352, top5_acc: 0.4786, loss_cls: 4.7290, loss: 4.7290 +2023-12-29 23:26:49,960 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 3 days, 13:23:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.4988, loss_cls: 4.6436, loss: 4.6436 +2023-12-29 23:27:49,611 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 3 days, 13:21:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.4995, loss_cls: 4.6537, loss: 4.6537 +2023-12-29 23:28:49,634 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 3 days, 13:20:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.4906, loss_cls: 4.6658, loss: 4.6658 +2023-12-29 23:29:50,057 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 3 days, 13:18:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4880, loss_cls: 4.6884, loss: 4.6884 +2023-12-29 23:30:20,421 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-29 23:32:20,040 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:32:21,011 - pyskl - INFO - +top1_acc 0.1840 +top5_acc 0.4074 +2023-12-29 23:32:21,011 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 23:32:21,048 - pyskl - INFO - +mean_acc 0.1839 +2023-12-29 23:32:21,059 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1840, top5_acc: 0.4074, mean_class_accuracy: 0.1839 +2023-12-29 23:35:39,199 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 3 days, 13:28:54, time: 1.981, data_time: 1.383, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5019, loss_cls: 4.6093, loss: 4.6093 +2023-12-29 23:36:38,622 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 3 days, 13:27:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5069, loss_cls: 4.5830, loss: 4.5830 +2023-12-29 23:37:38,111 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 3 days, 13:25:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.5028, loss_cls: 4.6614, loss: 4.6614 +2023-12-29 23:38:37,734 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 3 days, 13:24:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.4984, loss_cls: 4.6438, loss: 4.6438 +2023-12-29 23:39:37,762 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 3 days, 13:23:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5008, loss_cls: 4.6340, loss: 4.6340 +2023-12-29 23:40:37,945 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 3 days, 13:21:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5044, loss_cls: 4.6156, loss: 4.6156 +2023-12-29 23:41:37,467 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 3 days, 13:20:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.5025, loss_cls: 4.6510, loss: 4.6510 +2023-12-29 23:42:37,094 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 3 days, 13:18:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2427, top5_acc: 0.4844, loss_cls: 4.6829, loss: 4.6829 +2023-12-29 23:43:36,697 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 3 days, 13:17:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.4936, loss_cls: 4.6689, loss: 4.6689 +2023-12-29 23:44:35,971 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 3 days, 13:16:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5014, loss_cls: 4.6167, loss: 4.6167 +2023-12-29 23:45:35,377 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 3 days, 13:14:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.4995, loss_cls: 4.6366, loss: 4.6366 +2023-12-29 23:46:35,077 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 3 days, 13:13:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4834, loss_cls: 4.7125, loss: 4.7125 +2023-12-29 23:47:34,850 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 3 days, 13:11:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5097, loss_cls: 4.5898, loss: 4.5898 +2023-12-29 23:48:34,626 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 3 days, 13:10:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4964, loss_cls: 4.6523, loss: 4.6523 +2023-12-29 23:49:34,200 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 3 days, 13:08:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4969, loss_cls: 4.6719, loss: 4.6719 +2023-12-29 23:50:34,170 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 3 days, 13:07:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4913, loss_cls: 4.6796, loss: 4.6796 +2023-12-29 23:51:33,721 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 3 days, 13:06:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4972, loss_cls: 4.6927, loss: 4.6927 +2023-12-29 23:52:33,526 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 3 days, 13:04:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4998, loss_cls: 4.6647, loss: 4.6647 +2023-12-29 23:53:33,586 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 3 days, 13:03:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4919, loss_cls: 4.6914, loss: 4.6914 +2023-12-29 23:54:33,121 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 3 days, 13:01:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4833, loss_cls: 4.7045, loss: 4.7045 +2023-12-29 23:55:32,816 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 3 days, 13:00:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5077, loss_cls: 4.6218, loss: 4.6218 +2023-12-29 23:56:32,582 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 3 days, 12:59:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5011, loss_cls: 4.6790, loss: 4.6790 +2023-12-29 23:57:32,736 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 3 days, 12:57:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2406, top5_acc: 0.4902, loss_cls: 4.6739, loss: 4.6739 +2023-12-29 23:58:33,284 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 3 days, 12:56:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4992, loss_cls: 4.6438, loss: 4.6438 +2023-12-29 23:59:33,072 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 3 days, 12:54:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.4977, loss_cls: 4.6371, loss: 4.6371 +2023-12-30 00:00:33,046 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 3 days, 12:53:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.4967, loss_cls: 4.6424, loss: 4.6424 +2023-12-30 00:01:32,624 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 3 days, 12:52:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4902, loss_cls: 4.6661, loss: 4.6661 +2023-12-30 00:02:32,234 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 3 days, 12:50:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4930, loss_cls: 4.6680, loss: 4.6680 +2023-12-30 00:03:31,935 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 3 days, 12:49:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4983, loss_cls: 4.6577, loss: 4.6577 +2023-12-30 00:04:32,087 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 3 days, 12:48:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5028, loss_cls: 4.6294, loss: 4.6294 +2023-12-30 00:05:31,750 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 3 days, 12:46:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4978, loss_cls: 4.6694, loss: 4.6694 +2023-12-30 00:06:31,293 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 3 days, 12:45:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4852, loss_cls: 4.7228, loss: 4.7228 +2023-12-30 00:07:31,125 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 3 days, 12:43:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4803, loss_cls: 4.7387, loss: 4.7387 +2023-12-30 00:08:30,825 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 3 days, 12:42:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4905, loss_cls: 4.7131, loss: 4.7131 +2023-12-30 00:09:30,348 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 3 days, 12:40:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.4975, loss_cls: 4.6452, loss: 4.6452 +2023-12-30 00:10:29,864 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 3 days, 12:39:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2414, top5_acc: 0.4769, loss_cls: 4.7243, loss: 4.7243 +2023-12-30 00:11:30,152 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 3 days, 12:38:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4933, loss_cls: 4.6606, loss: 4.6606 +2023-12-30 00:12:00,292 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-30 00:14:00,345 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:14:01,172 - pyskl - INFO - +top1_acc 0.1933 +top5_acc 0.4246 +2023-12-30 00:14:01,173 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 00:14:01,203 - pyskl - INFO - +mean_acc 0.1929 +2023-12-30 00:14:01,209 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_16.pth was removed +2023-12-30 00:14:01,464 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2023-12-30 00:14:01,465 - pyskl - INFO - Best top1_acc is 0.1933 at 21 epoch. +2023-12-30 00:14:01,490 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1933, top5_acc: 0.4246, mean_class_accuracy: 0.1929 +2023-12-30 00:17:20,824 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 3 days, 12:47:40, time: 1.993, data_time: 1.394, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5059, loss_cls: 4.6307, loss: 4.6307 +2023-12-30 00:18:20,959 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 3 days, 12:46:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.4998, loss_cls: 4.6539, loss: 4.6539 +2023-12-30 00:19:20,647 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 3 days, 12:44:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4983, loss_cls: 4.6580, loss: 4.6580 +2023-12-30 00:20:20,118 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 3 days, 12:43:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5061, loss_cls: 4.6213, loss: 4.6213 +2023-12-30 00:21:20,133 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 3 days, 12:42:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4988, loss_cls: 4.6398, loss: 4.6398 +2023-12-30 00:22:20,231 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 3 days, 12:40:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.5014, loss_cls: 4.6790, loss: 4.6790 +2023-12-30 00:23:20,094 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 3 days, 12:39:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4984, loss_cls: 4.6555, loss: 4.6555 +2023-12-30 00:24:19,516 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 3 days, 12:37:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5061, loss_cls: 4.6254, loss: 4.6254 +2023-12-30 00:25:19,700 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 3 days, 12:36:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4947, loss_cls: 4.6711, loss: 4.6711 +2023-12-30 00:26:19,160 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 3 days, 12:35:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4995, loss_cls: 4.6410, loss: 4.6410 +2023-12-30 00:27:18,869 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 3 days, 12:33:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4906, loss_cls: 4.6829, loss: 4.6829 +2023-12-30 00:28:18,252 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 3 days, 12:32:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5022, loss_cls: 4.6380, loss: 4.6380 +2023-12-30 00:29:17,857 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 3 days, 12:30:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4869, loss_cls: 4.6877, loss: 4.6877 +2023-12-30 00:30:17,693 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 3 days, 12:29:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.5039, loss_cls: 4.6235, loss: 4.6235 +2023-12-30 00:31:17,481 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 3 days, 12:28:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4991, loss_cls: 4.6579, loss: 4.6579 +2023-12-30 00:32:17,114 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 3 days, 12:26:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4863, loss_cls: 4.6946, loss: 4.6946 +2023-12-30 00:33:17,165 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 3 days, 12:25:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5014, loss_cls: 4.6311, loss: 4.6311 +2023-12-30 00:34:17,318 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 3 days, 12:24:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.5005, loss_cls: 4.6887, loss: 4.6887 +2023-12-30 00:35:17,203 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 3 days, 12:22:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2397, top5_acc: 0.4925, loss_cls: 4.6926, loss: 4.6926 +2023-12-30 00:36:17,426 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 3 days, 12:21:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5048, loss_cls: 4.6091, loss: 4.6091 +2023-12-30 00:37:17,648 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 3 days, 12:19:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5052, loss_cls: 4.6281, loss: 4.6281 +2023-12-30 00:38:17,313 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 3 days, 12:18:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4961, loss_cls: 4.6538, loss: 4.6538 +2023-12-30 00:39:16,853 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 3 days, 12:17:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4988, loss_cls: 4.6653, loss: 4.6653 +2023-12-30 00:40:16,577 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 3 days, 12:15:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5042, loss_cls: 4.6161, loss: 4.6161 +2023-12-30 00:41:16,196 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 3 days, 12:14:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5023, loss_cls: 4.6204, loss: 4.6204 +2023-12-30 00:42:15,913 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 3 days, 12:13:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.5055, loss_cls: 4.6605, loss: 4.6605 +2023-12-30 00:43:15,770 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 3 days, 12:11:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4948, loss_cls: 4.6631, loss: 4.6631 +2023-12-30 00:44:15,262 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 3 days, 12:10:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.4953, loss_cls: 4.6848, loss: 4.6848 +2023-12-30 00:45:14,874 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 3 days, 12:08:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4800, loss_cls: 4.7271, loss: 4.7271 +2023-12-30 00:46:14,677 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 3 days, 12:07:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5084, loss_cls: 4.6325, loss: 4.6325 +2023-12-30 00:47:14,381 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 3 days, 12:06:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4917, loss_cls: 4.6736, loss: 4.6736 +2023-12-30 00:48:14,393 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 3 days, 12:04:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4958, loss_cls: 4.6717, loss: 4.6717 +2023-12-30 00:49:14,218 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 3 days, 12:03:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2427, top5_acc: 0.4875, loss_cls: 4.7107, loss: 4.7107 +2023-12-30 00:50:14,355 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 3 days, 12:02:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2445, top5_acc: 0.5003, loss_cls: 4.6575, loss: 4.6575 +2023-12-30 00:51:14,734 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 3 days, 12:00:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5084, loss_cls: 4.6085, loss: 4.6085 +2023-12-30 00:52:14,877 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 3 days, 11:59:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.5002, loss_cls: 4.6569, loss: 4.6569 +2023-12-30 00:53:14,943 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 3 days, 11:58:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.5072, loss_cls: 4.6384, loss: 4.6384 +2023-12-30 00:53:45,351 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-30 00:55:44,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:55:45,150 - pyskl - INFO - +top1_acc 0.2007 +top5_acc 0.4322 +2023-12-30 00:55:45,150 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 00:55:45,181 - pyskl - INFO - +mean_acc 0.2008 +2023-12-30 00:55:45,186 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_21.pth was removed +2023-12-30 00:55:45,385 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. +2023-12-30 00:55:45,386 - pyskl - INFO - Best top1_acc is 0.2007 at 22 epoch. +2023-12-30 00:55:45,396 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.2007, top5_acc: 0.4322, mean_class_accuracy: 0.2008 +2023-12-30 00:59:04,916 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 3 days, 12:06:56, time: 1.995, data_time: 1.396, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5120, loss_cls: 4.6184, loss: 4.6184 +2023-12-30 01:00:05,357 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 3 days, 12:05:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.5012, loss_cls: 4.6378, loss: 4.6378 +2023-12-30 01:01:05,362 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 3 days, 12:04:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5119, loss_cls: 4.5907, loss: 4.5907 +2023-12-30 01:02:04,979 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 3 days, 12:02:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4966, loss_cls: 4.6609, loss: 4.6609 +2023-12-30 01:03:04,504 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 3 days, 12:01:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5095, loss_cls: 4.5986, loss: 4.5986 +2023-12-30 01:04:04,779 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 3 days, 12:00:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4928, loss_cls: 4.6723, loss: 4.6723 +2023-12-30 01:05:04,638 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 3 days, 11:58:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5141, loss_cls: 4.5818, loss: 4.5818 +2023-12-30 01:06:04,338 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 3 days, 11:57:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.5025, loss_cls: 4.6602, loss: 4.6602 +2023-12-30 01:07:04,399 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 3 days, 11:56:02, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4977, loss_cls: 4.6356, loss: 4.6356 +2023-12-30 01:08:04,098 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 3 days, 11:54:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5039, loss_cls: 4.6266, loss: 4.6266 +2023-12-30 01:09:03,800 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 3 days, 11:53:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.4916, loss_cls: 4.6610, loss: 4.6610 +2023-12-30 01:10:03,573 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 3 days, 11:51:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5009, loss_cls: 4.6351, loss: 4.6351 +2023-12-30 01:11:04,246 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 3 days, 11:50:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4927, loss_cls: 4.6619, loss: 4.6619 +2023-12-30 01:12:04,798 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 3 days, 11:49:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5042, loss_cls: 4.6333, loss: 4.6333 +2023-12-30 01:13:04,739 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 3 days, 11:47:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4936, loss_cls: 4.6708, loss: 4.6708 +2023-12-30 01:14:04,436 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 3 days, 11:46:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.4994, loss_cls: 4.6548, loss: 4.6548 +2023-12-30 01:15:04,411 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 3 days, 11:45:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4952, loss_cls: 4.6256, loss: 4.6256 +2023-12-30 01:16:04,253 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 3 days, 11:43:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.4959, loss_cls: 4.6444, loss: 4.6444 +2023-12-30 01:17:04,422 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 3 days, 11:42:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4903, loss_cls: 4.6867, loss: 4.6867 +2023-12-30 01:18:04,067 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 3 days, 11:41:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5106, loss_cls: 4.6149, loss: 4.6149 +2023-12-30 01:19:03,936 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 3 days, 11:39:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5050, loss_cls: 4.6230, loss: 4.6230 +2023-12-30 01:20:03,670 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 3 days, 11:38:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2416, top5_acc: 0.4778, loss_cls: 4.7188, loss: 4.7188 +2023-12-30 01:21:04,275 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 3 days, 11:37:10, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.4991, loss_cls: 4.6433, loss: 4.6433 +2023-12-30 01:22:04,915 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 3 days, 11:35:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5012, loss_cls: 4.6302, loss: 4.6302 +2023-12-30 01:23:05,353 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 3 days, 11:34:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5059, loss_cls: 4.6009, loss: 4.6009 +2023-12-30 01:24:05,698 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 3 days, 11:33:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4913, loss_cls: 4.6934, loss: 4.6934 +2023-12-30 01:25:06,070 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 3 days, 11:31:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5009, loss_cls: 4.6641, loss: 4.6641 +2023-12-30 01:26:06,642 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 3 days, 11:30:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4758, loss_cls: 4.7245, loss: 4.7245 +2023-12-30 01:27:06,988 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 3 days, 11:29:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.4975, loss_cls: 4.6431, loss: 4.6431 +2023-12-30 01:28:07,377 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 3 days, 11:28:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4863, loss_cls: 4.7064, loss: 4.7064 +2023-12-30 01:29:07,265 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 3 days, 11:26:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4931, loss_cls: 4.6613, loss: 4.6613 +2023-12-30 01:30:07,858 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 3 days, 11:25:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4908, loss_cls: 4.6807, loss: 4.6807 +2023-12-30 01:31:07,385 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 3 days, 11:24:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4989, loss_cls: 4.6514, loss: 4.6514 +2023-12-30 01:32:06,799 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 3 days, 11:22:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4928, loss_cls: 4.7003, loss: 4.7003 +2023-12-30 01:33:06,454 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 3 days, 11:21:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2427, top5_acc: 0.5022, loss_cls: 4.6611, loss: 4.6611 +2023-12-30 01:34:06,555 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 3 days, 11:20:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2427, top5_acc: 0.4816, loss_cls: 4.7132, loss: 4.7132 +2023-12-30 01:35:06,584 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 3 days, 11:18:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5106, loss_cls: 4.5959, loss: 4.5959 +2023-12-30 01:35:37,242 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-30 01:37:36,262 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 01:37:37,071 - pyskl - INFO - +top1_acc 0.1807 +top5_acc 0.3984 +2023-12-30 01:37:37,071 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 01:37:37,103 - pyskl - INFO - +mean_acc 0.1804 +2023-12-30 01:37:37,114 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.1807, top5_acc: 0.3984, mean_class_accuracy: 0.1804 +2023-12-30 01:40:52,470 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 3 days, 11:26:39, time: 1.953, data_time: 1.355, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5045, loss_cls: 4.6190, loss: 4.6190 +2023-12-30 01:41:52,592 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 3 days, 11:25:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5058, loss_cls: 4.6318, loss: 4.6318 +2023-12-30 01:42:52,459 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 3 days, 11:23:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.5009, loss_cls: 4.6400, loss: 4.6400 +2023-12-30 01:43:52,119 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 3 days, 11:22:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5103, loss_cls: 4.6197, loss: 4.6197 +2023-12-30 01:44:52,078 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 3 days, 11:21:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.4989, loss_cls: 4.6380, loss: 4.6380 +2023-12-30 01:45:52,647 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 3 days, 11:19:57, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.4966, loss_cls: 4.6497, loss: 4.6497 +2023-12-30 01:46:53,508 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 3 days, 11:18:42, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.4978, loss_cls: 4.6439, loss: 4.6439 +2023-12-30 01:47:53,691 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 3 days, 11:17:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5048, loss_cls: 4.6313, loss: 4.6313 +2023-12-30 01:48:53,409 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 3 days, 11:16:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.5000, loss_cls: 4.6540, loss: 4.6540 +2023-12-30 01:49:53,284 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 3 days, 11:14:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4936, loss_cls: 4.6801, loss: 4.6801 +2023-12-30 01:50:52,445 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 3 days, 11:13:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5094, loss_cls: 4.6161, loss: 4.6161 +2023-12-30 01:51:51,749 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 3 days, 11:11:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5003, loss_cls: 4.6448, loss: 4.6448 +2023-12-30 01:52:51,641 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 3 days, 11:10:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5044, loss_cls: 4.6261, loss: 4.6261 +2023-12-30 01:53:51,548 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 3 days, 11:09:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4988, loss_cls: 4.6516, loss: 4.6516 +2023-12-30 01:54:52,121 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 3 days, 11:07:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.5003, loss_cls: 4.6369, loss: 4.6369 +2023-12-30 01:55:52,537 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 3 days, 11:06:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4986, loss_cls: 4.6405, loss: 4.6405 +2023-12-30 01:56:52,345 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 3 days, 11:05:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4966, loss_cls: 4.6482, loss: 4.6482 +2023-12-30 01:57:51,727 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 3 days, 11:03:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5002, loss_cls: 4.6129, loss: 4.6129 +2023-12-30 01:58:51,423 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 3 days, 11:02:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4877, loss_cls: 4.6825, loss: 4.6825 +2023-12-30 01:59:51,138 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 3 days, 11:01:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5014, loss_cls: 4.6502, loss: 4.6502 +2023-12-30 02:00:50,810 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 3 days, 10:59:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4902, loss_cls: 4.6553, loss: 4.6553 +2023-12-30 02:01:50,647 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 3 days, 10:58:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5016, loss_cls: 4.6388, loss: 4.6388 +2023-12-30 02:02:50,300 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 3 days, 10:57:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.4963, loss_cls: 4.6562, loss: 4.6562 +2023-12-30 02:03:49,892 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 3 days, 10:55:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.5100, loss_cls: 4.6433, loss: 4.6433 +2023-12-30 02:04:49,457 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 3 days, 10:54:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.4983, loss_cls: 4.6554, loss: 4.6554 +2023-12-30 02:05:49,282 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 3 days, 10:53:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.4978, loss_cls: 4.6226, loss: 4.6226 +2023-12-30 02:06:49,258 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 3 days, 10:51:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5052, loss_cls: 4.6339, loss: 4.6339 +2023-12-30 02:07:49,427 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 3 days, 10:50:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5031, loss_cls: 4.6232, loss: 4.6232 +2023-12-30 02:08:49,123 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 3 days, 10:49:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2398, top5_acc: 0.4895, loss_cls: 4.6981, loss: 4.6981 +2023-12-30 02:09:48,715 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 3 days, 10:47:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4922, loss_cls: 4.6689, loss: 4.6689 +2023-12-30 02:10:48,231 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 3 days, 10:46:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5252, loss_cls: 4.5494, loss: 4.5494 +2023-12-30 02:11:47,986 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 3 days, 10:44:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4902, loss_cls: 4.6615, loss: 4.6615 +2023-12-30 02:12:47,406 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 3 days, 10:43:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4941, loss_cls: 4.6575, loss: 4.6575 +2023-12-30 02:13:47,094 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 3 days, 10:42:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5009, loss_cls: 4.6406, loss: 4.6406 +2023-12-30 02:14:46,749 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 3 days, 10:40:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4906, loss_cls: 4.6831, loss: 4.6831 +2023-12-30 02:15:46,350 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 3 days, 10:39:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4977, loss_cls: 4.6621, loss: 4.6621 +2023-12-30 02:16:46,363 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 3 days, 10:38:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5077, loss_cls: 4.6331, loss: 4.6331 +2023-12-30 02:17:16,820 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-30 02:19:17,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 02:19:18,398 - pyskl - INFO - +top1_acc 0.1796 +top5_acc 0.4004 +2023-12-30 02:19:18,399 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 02:19:18,441 - pyskl - INFO - +mean_acc 0.1793 +2023-12-30 02:19:18,451 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.1796, top5_acc: 0.4004, mean_class_accuracy: 0.1793 +2023-12-30 02:22:36,662 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 3 days, 10:46:00, time: 1.982, data_time: 1.388, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5102, loss_cls: 4.6086, loss: 4.6086 +2023-12-30 02:23:36,659 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 3 days, 10:44:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4913, loss_cls: 4.6514, loss: 4.6514 +2023-12-30 02:24:36,443 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 3 days, 10:43:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5095, loss_cls: 4.6387, loss: 4.6387 +2023-12-30 02:25:35,929 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 3 days, 10:41:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4969, loss_cls: 4.6485, loss: 4.6485 +2023-12-30 02:26:35,924 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 3 days, 10:40:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4952, loss_cls: 4.6628, loss: 4.6628 +2023-12-30 02:27:35,748 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 3 days, 10:39:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5062, loss_cls: 4.6133, loss: 4.6133 +2023-12-30 02:28:36,593 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 3 days, 10:38:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.4989, loss_cls: 4.6063, loss: 4.6063 +2023-12-30 02:29:36,815 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 3 days, 10:36:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4997, loss_cls: 4.6459, loss: 4.6459 +2023-12-30 02:30:36,433 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 3 days, 10:35:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.4984, loss_cls: 4.6161, loss: 4.6161 +2023-12-30 02:31:35,870 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 3 days, 10:34:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.4995, loss_cls: 4.6392, loss: 4.6392 +2023-12-30 02:32:35,600 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 3 days, 10:32:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4989, loss_cls: 4.6559, loss: 4.6559 +2023-12-30 02:33:34,930 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 3 days, 10:31:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.5023, loss_cls: 4.6176, loss: 4.6176 +2023-12-30 02:34:34,500 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 3 days, 10:29:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.4942, loss_cls: 4.6496, loss: 4.6496 +2023-12-30 02:35:34,250 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 3 days, 10:28:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5070, loss_cls: 4.6615, loss: 4.6615 +2023-12-30 02:36:33,782 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 3 days, 10:27:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.5022, loss_cls: 4.6658, loss: 4.6658 +2023-12-30 02:37:33,496 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 3 days, 10:25:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4931, loss_cls: 4.6708, loss: 4.6708 +2023-12-30 02:38:33,013 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 3 days, 10:24:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5002, loss_cls: 4.6509, loss: 4.6509 +2023-12-30 02:39:33,111 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 3 days, 10:23:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5116, loss_cls: 4.5697, loss: 4.5697 +2023-12-30 02:40:32,581 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 3 days, 10:21:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4988, loss_cls: 4.6401, loss: 4.6401 +2023-12-30 02:41:33,056 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 3 days, 10:20:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5122, loss_cls: 4.6086, loss: 4.6086 +2023-12-30 02:42:33,217 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 3 days, 10:19:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4994, loss_cls: 4.6476, loss: 4.6476 +2023-12-30 02:43:33,473 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 3 days, 10:18:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4988, loss_cls: 4.6524, loss: 4.6524 +2023-12-30 02:44:33,117 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 3 days, 10:16:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5014, loss_cls: 4.6274, loss: 4.6274 +2023-12-30 02:45:33,508 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 3 days, 10:15:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5025, loss_cls: 4.6418, loss: 4.6418 +2023-12-30 02:46:33,250 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 3 days, 10:14:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5061, loss_cls: 4.6368, loss: 4.6368 +2023-12-30 02:47:32,918 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 3 days, 10:12:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5055, loss_cls: 4.6407, loss: 4.6407 +2023-12-30 02:48:33,326 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 3 days, 10:11:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.5005, loss_cls: 4.6394, loss: 4.6394 +2023-12-30 02:49:33,363 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 3 days, 10:10:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.4927, loss_cls: 4.6689, loss: 4.6689 +2023-12-30 02:50:33,217 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 3 days, 10:08:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5039, loss_cls: 4.6084, loss: 4.6084 +2023-12-30 02:51:32,858 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 3 days, 10:07:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4942, loss_cls: 4.6906, loss: 4.6906 +2023-12-30 02:52:32,679 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 3 days, 10:06:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5133, loss_cls: 4.6136, loss: 4.6136 +2023-12-30 02:53:32,330 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 3 days, 10:04:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5050, loss_cls: 4.6467, loss: 4.6467 +2023-12-30 02:54:31,826 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 3 days, 10:03:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.4945, loss_cls: 4.6474, loss: 4.6474 +2023-12-30 02:55:31,306 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 3 days, 10:02:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4988, loss_cls: 4.6458, loss: 4.6458 +2023-12-30 02:56:30,656 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 3 days, 10:00:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.4955, loss_cls: 4.6352, loss: 4.6352 +2023-12-30 02:57:30,175 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 3 days, 9:59:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4919, loss_cls: 4.6737, loss: 4.6737 +2023-12-30 02:58:30,292 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 3 days, 9:58:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2320, top5_acc: 0.4898, loss_cls: 4.6751, loss: 4.6751 +2023-12-30 02:59:00,801 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-30 03:00:59,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:01:00,990 - pyskl - INFO - +top1_acc 0.1923 +top5_acc 0.4143 +2023-12-30 03:01:00,991 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 03:01:01,027 - pyskl - INFO - +mean_acc 0.1921 +2023-12-30 03:01:01,038 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.1923, top5_acc: 0.4143, mean_class_accuracy: 0.1921 +2023-12-30 03:04:19,188 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 3 days, 10:05:28, time: 1.981, data_time: 1.381, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5017, loss_cls: 4.6233, loss: 4.6233 +2023-12-30 03:05:19,215 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 3 days, 10:04:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5044, loss_cls: 4.6068, loss: 4.6068 +2023-12-30 03:06:18,832 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 3 days, 10:02:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4998, loss_cls: 4.6466, loss: 4.6466 +2023-12-30 03:07:18,332 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 3 days, 10:01:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.4988, loss_cls: 4.6480, loss: 4.6480 +2023-12-30 03:08:18,248 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 3 days, 10:00:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5056, loss_cls: 4.6428, loss: 4.6428 +2023-12-30 03:09:17,660 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 3 days, 9:58:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5053, loss_cls: 4.6125, loss: 4.6125 +2023-12-30 03:10:18,046 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 3 days, 9:57:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.5044, loss_cls: 4.6034, loss: 4.6034 +2023-12-30 03:11:19,002 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 3 days, 9:56:16, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5000, loss_cls: 4.6456, loss: 4.6456 +2023-12-30 03:12:18,465 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 3 days, 9:54:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4911, loss_cls: 4.6656, loss: 4.6656 +2023-12-30 03:13:18,018 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 3 days, 9:53:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4948, loss_cls: 4.6513, loss: 4.6513 +2023-12-30 03:14:17,550 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 3 days, 9:52:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.4967, loss_cls: 4.6346, loss: 4.6346 +2023-12-30 03:15:16,978 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 3 days, 9:50:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5027, loss_cls: 4.6175, loss: 4.6175 +2023-12-30 03:16:16,804 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 3 days, 9:49:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.5039, loss_cls: 4.6446, loss: 4.6446 +2023-12-30 03:17:16,623 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 3 days, 9:48:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4939, loss_cls: 4.6846, loss: 4.6846 +2023-12-30 03:18:16,538 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 3 days, 9:46:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.5055, loss_cls: 4.6497, loss: 4.6497 +2023-12-30 03:19:16,166 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 3 days, 9:45:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.5003, loss_cls: 4.6478, loss: 4.6478 +2023-12-30 03:20:15,720 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 3 days, 9:44:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.4961, loss_cls: 4.6317, loss: 4.6317 +2023-12-30 03:21:15,680 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 3 days, 9:42:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5008, loss_cls: 4.6513, loss: 4.6513 +2023-12-30 03:22:16,015 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 3 days, 9:41:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5072, loss_cls: 4.6164, loss: 4.6164 +2023-12-30 03:23:15,762 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 3 days, 9:40:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.4952, loss_cls: 4.6633, loss: 4.6633 +2023-12-30 03:24:15,600 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 3 days, 9:39:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4959, loss_cls: 4.6716, loss: 4.6716 +2023-12-30 03:25:15,865 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 3 days, 9:37:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5125, loss_cls: 4.5979, loss: 4.5979 +2023-12-30 03:26:15,966 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 3 days, 9:36:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5006, loss_cls: 4.6366, loss: 4.6366 +2023-12-30 03:27:15,373 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 3 days, 9:35:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5006, loss_cls: 4.6560, loss: 4.6560 +2023-12-30 03:28:14,954 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 3 days, 9:33:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4888, loss_cls: 4.6646, loss: 4.6646 +2023-12-30 03:29:14,391 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 3 days, 9:32:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4847, loss_cls: 4.6794, loss: 4.6794 +2023-12-30 03:30:14,047 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 3 days, 9:31:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.5059, loss_cls: 4.6232, loss: 4.6232 +2023-12-30 03:31:13,885 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 3 days, 9:29:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4908, loss_cls: 4.6745, loss: 4.6745 +2023-12-30 03:32:13,446 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 3 days, 9:28:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4939, loss_cls: 4.6666, loss: 4.6666 +2023-12-30 03:33:12,886 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 3 days, 9:27:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4944, loss_cls: 4.6669, loss: 4.6669 +2023-12-30 03:34:12,369 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 3 days, 9:25:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5048, loss_cls: 4.6233, loss: 4.6233 +2023-12-30 03:35:11,738 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 3 days, 9:24:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.5000, loss_cls: 4.6578, loss: 4.6578 +2023-12-30 03:36:11,437 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 3 days, 9:23:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4997, loss_cls: 4.6389, loss: 4.6389 +2023-12-30 03:37:11,811 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 3 days, 9:21:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5050, loss_cls: 4.6420, loss: 4.6420 +2023-12-30 03:38:11,547 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 3 days, 9:20:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5089, loss_cls: 4.6262, loss: 4.6262 +2023-12-30 03:39:11,310 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 3 days, 9:19:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2480, top5_acc: 0.4975, loss_cls: 4.6619, loss: 4.6619 +2023-12-30 03:40:11,557 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 3 days, 9:18:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5045, loss_cls: 4.6183, loss: 4.6183 +2023-12-30 03:40:41,930 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-30 03:42:43,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:42:44,479 - pyskl - INFO - +top1_acc 0.1870 +top5_acc 0.4108 +2023-12-30 03:42:44,479 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 03:42:44,515 - pyskl - INFO - +mean_acc 0.1868 +2023-12-30 03:42:44,527 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1870, top5_acc: 0.4108, mean_class_accuracy: 0.1868 +2023-12-30 03:46:07,809 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 3 days, 9:25:19, time: 2.033, data_time: 1.440, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4995, loss_cls: 4.6624, loss: 4.6624 +2023-12-30 03:47:08,001 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 3 days, 9:24:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5019, loss_cls: 4.6117, loss: 4.6117 +2023-12-30 03:48:07,643 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 3 days, 9:22:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5056, loss_cls: 4.6169, loss: 4.6169 +2023-12-30 03:49:07,539 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 3 days, 9:21:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5069, loss_cls: 4.6151, loss: 4.6151 +2023-12-30 03:50:07,699 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 3 days, 9:20:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.5094, loss_cls: 4.6180, loss: 4.6180 +2023-12-30 03:51:07,775 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 3 days, 9:18:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5064, loss_cls: 4.5889, loss: 4.5889 +2023-12-30 03:52:07,946 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 3 days, 9:17:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5011, loss_cls: 4.6163, loss: 4.6163 +2023-12-30 03:53:08,397 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 3 days, 9:16:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.4945, loss_cls: 4.6386, loss: 4.6386 +2023-12-30 03:54:08,202 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 3 days, 9:14:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5106, loss_cls: 4.5987, loss: 4.5987 +2023-12-30 03:55:08,506 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 3 days, 9:13:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5005, loss_cls: 4.6421, loss: 4.6421 +2023-12-30 03:56:08,360 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 3 days, 9:12:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5059, loss_cls: 4.6181, loss: 4.6181 +2023-12-30 03:57:07,738 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 3 days, 9:11:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5097, loss_cls: 4.6061, loss: 4.6061 +2023-12-30 03:58:07,552 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 3 days, 9:09:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4984, loss_cls: 4.6470, loss: 4.6470 +2023-12-30 03:59:07,062 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 3 days, 9:08:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4988, loss_cls: 4.6398, loss: 4.6398 +2023-12-30 04:00:06,712 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 3 days, 9:07:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.4938, loss_cls: 4.6449, loss: 4.6449 +2023-12-30 04:01:06,276 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 3 days, 9:05:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.4944, loss_cls: 4.6583, loss: 4.6583 +2023-12-30 04:02:05,852 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 3 days, 9:04:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4997, loss_cls: 4.6506, loss: 4.6506 +2023-12-30 04:03:05,478 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 3 days, 9:03:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.5005, loss_cls: 4.6582, loss: 4.6582 +2023-12-30 04:04:05,267 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 3 days, 9:01:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5034, loss_cls: 4.6343, loss: 4.6343 +2023-12-30 04:05:04,985 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 3 days, 9:00:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4958, loss_cls: 4.6317, loss: 4.6317 +2023-12-30 04:06:05,519 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 3 days, 8:59:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4944, loss_cls: 4.6721, loss: 4.6721 +2023-12-30 04:07:05,320 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 3 days, 8:57:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5117, loss_cls: 4.5840, loss: 4.5840 +2023-12-30 04:08:04,906 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 3 days, 8:56:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4994, loss_cls: 4.6683, loss: 4.6683 +2023-12-30 04:09:04,786 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 8:55:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5062, loss_cls: 4.6240, loss: 4.6240 +2023-12-30 04:10:04,775 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 8:54:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.4967, loss_cls: 4.6551, loss: 4.6551 +2023-12-30 04:11:04,488 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 8:52:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4980, loss_cls: 4.6722, loss: 4.6722 +2023-12-30 04:12:04,064 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 8:51:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4927, loss_cls: 4.6768, loss: 4.6768 +2023-12-30 04:13:03,579 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 8:50:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5050, loss_cls: 4.5996, loss: 4.5996 +2023-12-30 04:14:03,297 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 8:48:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5042, loss_cls: 4.6042, loss: 4.6042 +2023-12-30 04:15:02,765 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 8:47:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4959, loss_cls: 4.6663, loss: 4.6663 +2023-12-30 04:16:02,479 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 8:46:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5102, loss_cls: 4.5983, loss: 4.5983 +2023-12-30 04:17:02,771 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 8:44:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5031, loss_cls: 4.6322, loss: 4.6322 +2023-12-30 04:18:02,516 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 8:43:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5069, loss_cls: 4.6112, loss: 4.6112 +2023-12-30 04:19:02,304 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 8:42:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5109, loss_cls: 4.5918, loss: 4.5918 +2023-12-30 04:20:01,820 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 8:41:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4975, loss_cls: 4.6486, loss: 4.6486 +2023-12-30 04:21:01,864 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 8:39:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5006, loss_cls: 4.6487, loss: 4.6487 +2023-12-30 04:22:01,863 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 8:38:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5053, loss_cls: 4.6166, loss: 4.6166 +2023-12-30 04:22:31,825 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-30 04:24:33,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 04:24:33,956 - pyskl - INFO - +top1_acc 0.1758 +top5_acc 0.3981 +2023-12-30 04:24:33,956 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 04:24:34,002 - pyskl - INFO - +mean_acc 0.1758 +2023-12-30 04:24:34,012 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.1758, top5_acc: 0.3981, mean_class_accuracy: 0.1758 +2023-12-30 04:27:55,924 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 8:45:16, time: 2.019, data_time: 1.423, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5109, loss_cls: 4.5826, loss: 4.5826 +2023-12-30 04:28:56,132 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 8:44:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5123, loss_cls: 4.6065, loss: 4.6065 +2023-12-30 04:29:56,097 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 8:42:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5178, loss_cls: 4.5734, loss: 4.5734 +2023-12-30 04:30:56,149 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 8:41:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4900, loss_cls: 4.6683, loss: 4.6683 +2023-12-30 04:31:56,022 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 8:40:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5036, loss_cls: 4.6025, loss: 4.6025 +2023-12-30 04:32:55,718 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 8:38:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.5066, loss_cls: 4.6216, loss: 4.6216 +2023-12-30 04:33:55,100 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 8:37:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.5047, loss_cls: 4.6258, loss: 4.6258 +2023-12-30 04:34:55,911 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 8:36:16, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5105, loss_cls: 4.5969, loss: 4.5969 +2023-12-30 04:35:56,411 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 8:35:02, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5084, loss_cls: 4.6303, loss: 4.6303 +2023-12-30 04:36:55,848 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 8:33:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4980, loss_cls: 4.6542, loss: 4.6542 +2023-12-30 04:37:55,374 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 8:32:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5081, loss_cls: 4.5894, loss: 4.5894 +2023-12-30 04:38:55,136 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 8:31:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5120, loss_cls: 4.5876, loss: 4.5876 +2023-12-30 04:39:54,655 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 8:29:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5061, loss_cls: 4.5904, loss: 4.5904 +2023-12-30 04:40:54,121 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 8:28:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.4991, loss_cls: 4.6184, loss: 4.6184 +2023-12-30 04:41:53,892 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 8:27:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4947, loss_cls: 4.6355, loss: 4.6355 +2023-12-30 04:42:53,910 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 8:25:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5027, loss_cls: 4.6416, loss: 4.6416 +2023-12-30 04:43:53,699 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 8:24:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5031, loss_cls: 4.6456, loss: 4.6456 +2023-12-30 04:44:53,745 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 8:23:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4947, loss_cls: 4.6720, loss: 4.6720 +2023-12-30 04:45:53,492 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 8:22:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5105, loss_cls: 4.6079, loss: 4.6079 +2023-12-30 04:46:53,095 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 8:20:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5012, loss_cls: 4.6296, loss: 4.6296 +2023-12-30 04:47:53,530 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 8:19:27, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5100, loss_cls: 4.6033, loss: 4.6033 +2023-12-30 04:48:53,777 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 8:18:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5080, loss_cls: 4.6118, loss: 4.6118 +2023-12-30 04:49:53,391 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 8:16:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4933, loss_cls: 4.6636, loss: 4.6636 +2023-12-30 04:50:53,245 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 8:15:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4997, loss_cls: 4.6361, loss: 4.6361 +2023-12-30 04:51:52,857 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 8:14:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.4991, loss_cls: 4.6199, loss: 4.6199 +2023-12-30 04:52:52,505 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 8:13:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5048, loss_cls: 4.6340, loss: 4.6340 +2023-12-30 04:53:52,233 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 8:11:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4977, loss_cls: 4.6208, loss: 4.6208 +2023-12-30 04:54:51,858 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 8:10:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5116, loss_cls: 4.6034, loss: 4.6034 +2023-12-30 04:55:51,589 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 8:09:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.5066, loss_cls: 4.6021, loss: 4.6021 +2023-12-30 04:56:51,423 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 8:07:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5022, loss_cls: 4.6391, loss: 4.6391 +2023-12-30 04:57:51,109 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 8:06:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4958, loss_cls: 4.6946, loss: 4.6946 +2023-12-30 04:58:50,627 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 8:05:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4980, loss_cls: 4.6294, loss: 4.6294 +2023-12-30 04:59:50,407 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 8:03:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.4970, loss_cls: 4.6427, loss: 4.6427 +2023-12-30 05:00:49,923 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 8:02:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.5025, loss_cls: 4.6298, loss: 4.6298 +2023-12-30 05:01:49,645 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 8:01:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5030, loss_cls: 4.6348, loss: 4.6348 +2023-12-30 05:02:49,221 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 8:00:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5033, loss_cls: 4.6448, loss: 4.6448 +2023-12-30 05:03:49,180 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 7:58:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.4913, loss_cls: 4.6699, loss: 4.6699 +2023-12-30 05:04:19,053 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-30 05:06:19,898 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:06:20,677 - pyskl - INFO - +top1_acc 0.1856 +top5_acc 0.4033 +2023-12-30 05:06:20,677 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 05:06:20,707 - pyskl - INFO - +mean_acc 0.1855 +2023-12-30 05:06:20,717 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.1856, top5_acc: 0.4033, mean_class_accuracy: 0.1855 +2023-12-30 05:09:41,641 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 8:05:09, time: 2.009, data_time: 1.413, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5153, loss_cls: 4.5856, loss: 4.5856 +2023-12-30 05:10:41,323 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 8:03:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5117, loss_cls: 4.5985, loss: 4.5985 +2023-12-30 05:11:41,321 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 8:02:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5058, loss_cls: 4.5952, loss: 4.5952 +2023-12-30 05:12:41,187 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 8:01:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5117, loss_cls: 4.5759, loss: 4.5759 +2023-12-30 05:13:40,417 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 7:59:58, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5047, loss_cls: 4.6076, loss: 4.6076 +2023-12-30 05:14:40,427 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 7:58:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5033, loss_cls: 4.6216, loss: 4.6216 +2023-12-30 05:15:39,847 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 7:57:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5062, loss_cls: 4.6116, loss: 4.6116 +2023-12-30 05:16:39,587 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 7:56:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.4956, loss_cls: 4.6312, loss: 4.6312 +2023-12-30 05:17:39,917 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 7:54:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.5027, loss_cls: 4.6394, loss: 4.6394 +2023-12-30 05:18:39,715 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 7:53:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4970, loss_cls: 4.6487, loss: 4.6487 +2023-12-30 05:19:39,063 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 7:52:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5039, loss_cls: 4.6421, loss: 4.6421 +2023-12-30 05:20:39,037 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 7:50:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5114, loss_cls: 4.5906, loss: 4.5906 +2023-12-30 05:21:38,555 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 7:49:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5088, loss_cls: 4.5939, loss: 4.5939 +2023-12-30 05:22:38,024 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 7:48:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5114, loss_cls: 4.5985, loss: 4.5985 +2023-12-30 05:23:38,770 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 7:47:08, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.4998, loss_cls: 4.6392, loss: 4.6392 +2023-12-30 05:24:38,356 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 7:45:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.4994, loss_cls: 4.6402, loss: 4.6402 +2023-12-30 05:25:38,528 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 7:44:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5125, loss_cls: 4.6060, loss: 4.6060 +2023-12-30 05:26:38,366 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 7:43:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5102, loss_cls: 4.5730, loss: 4.5730 +2023-12-30 05:27:37,946 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 7:42:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5061, loss_cls: 4.6195, loss: 4.6195 +2023-12-30 05:28:37,778 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 7:40:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4986, loss_cls: 4.6558, loss: 4.6558 +2023-12-30 05:29:37,705 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 7:39:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5081, loss_cls: 4.6063, loss: 4.6063 +2023-12-30 05:30:37,968 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 7:38:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.5059, loss_cls: 4.6175, loss: 4.6175 +2023-12-30 05:31:37,519 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 7:36:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4978, loss_cls: 4.6442, loss: 4.6442 +2023-12-30 05:32:37,943 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 7:35:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5050, loss_cls: 4.6469, loss: 4.6469 +2023-12-30 05:33:37,910 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 7:34:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5025, loss_cls: 4.6157, loss: 4.6157 +2023-12-30 05:34:38,050 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 7:33:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5108, loss_cls: 4.6114, loss: 4.6114 +2023-12-30 05:35:38,138 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 7:31:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5091, loss_cls: 4.6453, loss: 4.6453 +2023-12-30 05:36:38,740 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 7:30:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5061, loss_cls: 4.6066, loss: 4.6066 +2023-12-30 05:37:39,022 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 7:29:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5042, loss_cls: 4.6113, loss: 4.6113 +2023-12-30 05:38:39,200 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 7:28:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5014, loss_cls: 4.6278, loss: 4.6278 +2023-12-30 05:39:39,687 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 7:26:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.5008, loss_cls: 4.6503, loss: 4.6503 +2023-12-30 05:40:39,372 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 7:25:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5056, loss_cls: 4.6079, loss: 4.6079 +2023-12-30 05:41:39,788 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 7:24:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4919, loss_cls: 4.6848, loss: 4.6848 +2023-12-30 05:42:39,949 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 7:23:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5083, loss_cls: 4.5945, loss: 4.5945 +2023-12-30 05:43:39,536 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 7:21:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4947, loss_cls: 4.6704, loss: 4.6704 +2023-12-30 05:44:39,254 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 7:20:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5097, loss_cls: 4.6008, loss: 4.6008 +2023-12-30 05:45:38,955 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 7:19:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5055, loss_cls: 4.6148, loss: 4.6148 +2023-12-30 05:46:09,223 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-30 05:48:08,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:48:09,239 - pyskl - INFO - +top1_acc 0.1789 +top5_acc 0.3996 +2023-12-30 05:48:09,239 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 05:48:09,274 - pyskl - INFO - +mean_acc 0.1786 +2023-12-30 05:48:09,284 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.1789, top5_acc: 0.3996, mean_class_accuracy: 0.1786 +2023-12-30 05:51:28,448 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 7:25:15, time: 1.992, data_time: 1.396, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5223, loss_cls: 4.5330, loss: 4.5330 +2023-12-30 05:52:28,276 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 7:23:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5098, loss_cls: 4.5976, loss: 4.5976 +2023-12-30 05:53:28,726 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 7:22:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5177, loss_cls: 4.5629, loss: 4.5629 +2023-12-30 05:54:28,768 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 7:21:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5081, loss_cls: 4.6075, loss: 4.6075 +2023-12-30 05:55:28,348 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 7:20:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.5014, loss_cls: 4.6393, loss: 4.6393 +2023-12-30 05:56:28,035 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 7:18:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5100, loss_cls: 4.6172, loss: 4.6172 +2023-12-30 05:57:27,688 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 7:17:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5148, loss_cls: 4.5893, loss: 4.5893 +2023-12-30 05:58:27,532 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 7:16:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5055, loss_cls: 4.6220, loss: 4.6220 +2023-12-30 05:59:27,711 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 7:15:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5064, loss_cls: 4.6109, loss: 4.6109 +2023-12-30 06:00:27,544 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 7:13:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5123, loss_cls: 4.5987, loss: 4.5987 +2023-12-30 06:01:26,922 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 7:12:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5005, loss_cls: 4.6373, loss: 4.6373 +2023-12-30 06:02:26,241 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 7:11:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5052, loss_cls: 4.5992, loss: 4.5992 +2023-12-30 06:03:26,072 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 7:09:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5062, loss_cls: 4.6244, loss: 4.6244 +2023-12-30 06:04:25,404 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 7:08:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5173, loss_cls: 4.5931, loss: 4.5931 +2023-12-30 06:05:24,843 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 7:07:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4964, loss_cls: 4.6379, loss: 4.6379 +2023-12-30 06:06:25,033 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 7:06:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5092, loss_cls: 4.5695, loss: 4.5695 +2023-12-30 06:07:25,248 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 7:04:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4914, loss_cls: 4.6684, loss: 4.6684 +2023-12-30 06:08:25,900 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 7:03:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.5061, loss_cls: 4.6378, loss: 4.6378 +2023-12-30 06:09:25,758 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 7:02:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.5036, loss_cls: 4.6306, loss: 4.6306 +2023-12-30 06:10:25,518 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 7:01:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5106, loss_cls: 4.5940, loss: 4.5940 +2023-12-30 06:11:25,318 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 6:59:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5134, loss_cls: 4.5907, loss: 4.5907 +2023-12-30 06:12:25,185 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 6:58:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4938, loss_cls: 4.6739, loss: 4.6739 +2023-12-30 06:13:25,310 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 6:57:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5038, loss_cls: 4.5930, loss: 4.5930 +2023-12-30 06:14:24,924 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 6:56:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5014, loss_cls: 4.6074, loss: 4.6074 +2023-12-30 06:15:24,864 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 6:54:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5045, loss_cls: 4.6291, loss: 4.6291 +2023-12-30 06:16:24,502 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 6:53:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4944, loss_cls: 4.6671, loss: 4.6671 +2023-12-30 06:17:24,263 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 6:52:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5016, loss_cls: 4.6513, loss: 4.6513 +2023-12-30 06:18:23,970 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 6:50:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5061, loss_cls: 4.5974, loss: 4.5974 +2023-12-30 06:19:23,957 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 6:49:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5064, loss_cls: 4.5944, loss: 4.5944 +2023-12-30 06:20:23,590 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 6:48:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5098, loss_cls: 4.6224, loss: 4.6224 +2023-12-30 06:21:23,273 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 6:47:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5036, loss_cls: 4.6194, loss: 4.6194 +2023-12-30 06:22:22,648 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 6:45:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5003, loss_cls: 4.6375, loss: 4.6375 +2023-12-30 06:23:22,247 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 6:44:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5069, loss_cls: 4.6077, loss: 4.6077 +2023-12-30 06:24:21,869 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 6:43:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5136, loss_cls: 4.5800, loss: 4.5800 +2023-12-30 06:25:21,984 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 6:42:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4992, loss_cls: 4.6885, loss: 4.6885 +2023-12-30 06:26:22,484 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 6:40:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5052, loss_cls: 4.6073, loss: 4.6073 +2023-12-30 06:27:23,393 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 6:39:38, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5161, loss_cls: 4.5921, loss: 4.5921 +2023-12-30 06:27:53,433 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-30 06:29:52,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 06:29:53,251 - pyskl - INFO - +top1_acc 0.1877 +top5_acc 0.4109 +2023-12-30 06:29:53,252 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 06:29:53,290 - pyskl - INFO - +mean_acc 0.1877 +2023-12-30 06:29:53,300 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.1877, top5_acc: 0.4109, mean_class_accuracy: 0.1877 +2023-12-30 06:33:10,419 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 6:45:06, time: 1.971, data_time: 1.373, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5170, loss_cls: 4.5645, loss: 4.5645 +2023-12-30 06:34:09,988 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 6:43:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5056, loss_cls: 4.6197, loss: 4.6197 +2023-12-30 06:35:10,381 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 6:42:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5062, loss_cls: 4.6329, loss: 4.6329 +2023-12-30 06:36:10,068 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 6:41:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5111, loss_cls: 4.5886, loss: 4.5886 +2023-12-30 06:37:09,627 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 6:40:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5075, loss_cls: 4.6165, loss: 4.6165 +2023-12-30 06:38:09,682 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 6:38:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5095, loss_cls: 4.6101, loss: 4.6101 +2023-12-30 06:39:09,247 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 6:37:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5030, loss_cls: 4.6218, loss: 4.6218 +2023-12-30 06:40:09,072 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 6:36:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5122, loss_cls: 4.5996, loss: 4.5996 +2023-12-30 06:41:08,953 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 6:34:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5047, loss_cls: 4.6078, loss: 4.6078 +2023-12-30 06:42:09,550 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 6:33:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.4980, loss_cls: 4.6183, loss: 4.6183 +2023-12-30 06:43:09,423 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 6:32:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5158, loss_cls: 4.5815, loss: 4.5815 +2023-12-30 06:44:09,285 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 6:31:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5080, loss_cls: 4.5930, loss: 4.5930 +2023-12-30 06:45:09,397 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 6:29:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5086, loss_cls: 4.5968, loss: 4.5968 +2023-12-30 06:46:09,033 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 6:28:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5050, loss_cls: 4.6129, loss: 4.6129 +2023-12-30 06:47:08,573 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 6:27:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5033, loss_cls: 4.6405, loss: 4.6405 +2023-12-30 06:48:08,167 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 6:26:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4964, loss_cls: 4.6256, loss: 4.6256 +2023-12-30 06:49:07,735 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 6:24:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5070, loss_cls: 4.5887, loss: 4.5887 +2023-12-30 06:50:07,290 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 6:23:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4953, loss_cls: 4.6538, loss: 4.6538 +2023-12-30 06:51:06,888 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 6:22:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5167, loss_cls: 4.5674, loss: 4.5674 +2023-12-30 06:52:06,391 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 6:21:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5017, loss_cls: 4.6284, loss: 4.6284 +2023-12-30 06:53:05,715 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 6:19:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.4970, loss_cls: 4.6193, loss: 4.6193 +2023-12-30 06:54:05,408 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 6:18:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.5009, loss_cls: 4.6366, loss: 4.6366 +2023-12-30 06:55:05,058 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 6:17:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5092, loss_cls: 4.6004, loss: 4.6004 +2023-12-30 06:56:04,715 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 6:15:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.4928, loss_cls: 4.6511, loss: 4.6511 +2023-12-30 06:57:04,517 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 6:14:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5198, loss_cls: 4.5484, loss: 4.5484 +2023-12-30 06:58:04,810 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 6:13:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4983, loss_cls: 4.6160, loss: 4.6160 +2023-12-30 06:59:05,206 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 6:12:14, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.4914, loss_cls: 4.6546, loss: 4.6546 +2023-12-30 07:00:05,491 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 6:11:01, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2431, top5_acc: 0.4998, loss_cls: 4.6475, loss: 4.6475 +2023-12-30 07:01:05,995 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 6:09:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4944, loss_cls: 4.6815, loss: 4.6815 +2023-12-30 07:02:05,713 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 6:08:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5017, loss_cls: 4.6072, loss: 4.6072 +2023-12-30 07:03:05,398 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 6:07:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5012, loss_cls: 4.6548, loss: 4.6548 +2023-12-30 07:04:04,920 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 6:06:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.4984, loss_cls: 4.6523, loss: 4.6523 +2023-12-30 07:05:04,900 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 6:04:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.5056, loss_cls: 4.6285, loss: 4.6285 +2023-12-30 07:06:04,335 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 6:03:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5102, loss_cls: 4.6067, loss: 4.6067 +2023-12-30 07:07:03,879 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 6:02:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5125, loss_cls: 4.5941, loss: 4.5941 +2023-12-30 07:08:03,672 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 6:00:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5184, loss_cls: 4.5703, loss: 4.5703 +2023-12-30 07:09:03,975 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 5:59:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4934, loss_cls: 4.6657, loss: 4.6657 +2023-12-30 07:09:33,908 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-30 07:11:36,713 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:11:37,763 - pyskl - INFO - +top1_acc 0.1917 +top5_acc 0.4185 +2023-12-30 07:11:37,764 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 07:11:37,804 - pyskl - INFO - +mean_acc 0.1915 +2023-12-30 07:11:37,817 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.1917, top5_acc: 0.4185, mean_class_accuracy: 0.1915 +2023-12-30 07:14:58,884 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 6:05:10, time: 2.011, data_time: 1.412, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5030, loss_cls: 4.5900, loss: 4.5900 +2023-12-30 07:15:58,492 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 6:03:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5147, loss_cls: 4.5523, loss: 4.5523 +2023-12-30 07:16:58,716 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 6:02:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5078, loss_cls: 4.5982, loss: 4.5982 +2023-12-30 07:17:58,559 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 6:01:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5052, loss_cls: 4.6085, loss: 4.6085 +2023-12-30 07:18:58,377 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 6:00:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.5036, loss_cls: 4.6100, loss: 4.6100 +2023-12-30 07:19:57,802 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 5:58:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5005, loss_cls: 4.6170, loss: 4.6170 +2023-12-30 07:20:57,879 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 5:57:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5086, loss_cls: 4.5995, loss: 4.5995 +2023-12-30 07:21:57,308 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 5:56:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5131, loss_cls: 4.5516, loss: 4.5516 +2023-12-30 07:22:56,949 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 5:55:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5164, loss_cls: 4.5638, loss: 4.5638 +2023-12-30 07:23:56,797 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 5:53:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5069, loss_cls: 4.6022, loss: 4.6022 +2023-12-30 07:24:56,708 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 5:52:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5161, loss_cls: 4.5714, loss: 4.5714 +2023-12-30 07:25:55,971 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 5:51:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5127, loss_cls: 4.5978, loss: 4.5978 +2023-12-30 07:26:55,555 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 5:50:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.5023, loss_cls: 4.6346, loss: 4.6346 +2023-12-30 07:27:55,018 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 5:48:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5066, loss_cls: 4.5741, loss: 4.5741 +2023-12-30 07:28:54,368 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 5:47:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5073, loss_cls: 4.5800, loss: 4.5800 +2023-12-30 07:29:53,773 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 5:46:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4984, loss_cls: 4.6534, loss: 4.6534 +2023-12-30 07:30:53,161 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 5:44:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5056, loss_cls: 4.6220, loss: 4.6220 +2023-12-30 07:31:53,013 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 5:43:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5034, loss_cls: 4.5914, loss: 4.5914 +2023-12-30 07:32:52,757 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 5:42:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4997, loss_cls: 4.6485, loss: 4.6485 +2023-12-30 07:33:52,685 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 5:41:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.4927, loss_cls: 4.6460, loss: 4.6460 +2023-12-30 07:34:52,554 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 5:39:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5131, loss_cls: 4.5834, loss: 4.5834 +2023-12-30 07:35:52,014 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 5:38:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.4983, loss_cls: 4.6265, loss: 4.6265 +2023-12-30 07:36:51,615 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 5:37:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5084, loss_cls: 4.5997, loss: 4.5997 +2023-12-30 07:37:51,448 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 5:36:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5089, loss_cls: 4.6015, loss: 4.6015 +2023-12-30 07:38:50,963 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 5:34:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5025, loss_cls: 4.6243, loss: 4.6243 +2023-12-30 07:39:50,559 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 5:33:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5047, loss_cls: 4.6472, loss: 4.6472 +2023-12-30 07:40:50,379 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 5:32:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4970, loss_cls: 4.6429, loss: 4.6429 +2023-12-30 07:41:49,913 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 5:31:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5062, loss_cls: 4.5906, loss: 4.5906 +2023-12-30 07:42:49,410 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 5:29:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.5067, loss_cls: 4.6265, loss: 4.6265 +2023-12-30 07:43:49,032 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 5:28:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5136, loss_cls: 4.5809, loss: 4.5809 +2023-12-30 07:44:48,685 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 5:27:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4986, loss_cls: 4.6611, loss: 4.6611 +2023-12-30 07:45:48,250 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 5:26:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4978, loss_cls: 4.6380, loss: 4.6380 +2023-12-30 07:46:47,949 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 5:24:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5084, loss_cls: 4.5883, loss: 4.5883 +2023-12-30 07:47:47,868 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 5:23:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5212, loss_cls: 4.5756, loss: 4.5756 +2023-12-30 07:48:47,245 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 5:22:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5089, loss_cls: 4.5706, loss: 4.5706 +2023-12-30 07:49:46,834 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 5:21:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5052, loss_cls: 4.6018, loss: 4.6018 +2023-12-30 07:50:46,655 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 5:19:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.4966, loss_cls: 4.6157, loss: 4.6157 +2023-12-30 07:51:16,785 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-30 07:53:18,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:53:19,313 - pyskl - INFO - +top1_acc 0.2024 +top5_acc 0.4291 +2023-12-30 07:53:19,313 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 07:53:19,349 - pyskl - INFO - +mean_acc 0.2020 +2023-12-30 07:53:19,355 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_22.pth was removed +2023-12-30 07:53:19,630 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. +2023-12-30 07:53:19,630 - pyskl - INFO - Best top1_acc is 0.2024 at 32 epoch. +2023-12-30 07:53:19,641 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.2024, top5_acc: 0.4291, mean_class_accuracy: 0.2020 +2023-12-30 07:56:44,220 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 5:25:09, time: 2.046, data_time: 1.449, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5117, loss_cls: 4.6004, loss: 4.6004 +2023-12-30 07:57:43,939 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 5:23:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5169, loss_cls: 4.5765, loss: 4.5765 +2023-12-30 07:58:44,139 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 5:22:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5036, loss_cls: 4.6066, loss: 4.6066 +2023-12-30 07:59:44,122 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 5:21:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.5019, loss_cls: 4.5977, loss: 4.5977 +2023-12-30 08:00:44,456 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 5:20:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5150, loss_cls: 4.5994, loss: 4.5994 +2023-12-30 08:01:43,979 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 5:18:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5166, loss_cls: 4.5918, loss: 4.5918 +2023-12-30 08:02:43,525 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 5:17:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4891, loss_cls: 4.6737, loss: 4.6737 +2023-12-30 08:03:42,781 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 5:16:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5189, loss_cls: 4.5658, loss: 4.5658 +2023-12-30 08:04:42,417 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 5:15:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5112, loss_cls: 4.5827, loss: 4.5827 +2023-12-30 08:05:42,714 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 5:13:55, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5025, loss_cls: 4.6190, loss: 4.6190 +2023-12-30 08:06:42,998 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 5:12:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5198, loss_cls: 4.5607, loss: 4.5607 +2023-12-30 08:07:42,470 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 5:11:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5070, loss_cls: 4.6172, loss: 4.6172 +2023-12-30 08:08:42,023 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 5:10:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5186, loss_cls: 4.5661, loss: 4.5661 +2023-12-30 08:09:41,970 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 5:08:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5138, loss_cls: 4.5909, loss: 4.5909 +2023-12-30 08:10:41,192 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 5:07:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5128, loss_cls: 4.5565, loss: 4.5565 +2023-12-30 08:11:40,595 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 5:06:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5116, loss_cls: 4.6026, loss: 4.6026 +2023-12-30 08:12:40,306 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 5:05:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.5036, loss_cls: 4.6561, loss: 4.6561 +2023-12-30 08:13:39,940 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 5:03:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5153, loss_cls: 4.5745, loss: 4.5745 +2023-12-30 08:14:39,511 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 5:02:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5161, loss_cls: 4.5744, loss: 4.5744 +2023-12-30 08:15:38,928 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 5:01:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4963, loss_cls: 4.6469, loss: 4.6469 +2023-12-30 08:16:38,981 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 5:00:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5038, loss_cls: 4.6255, loss: 4.6255 +2023-12-30 08:17:38,569 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 4:58:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5075, loss_cls: 4.6094, loss: 4.6094 +2023-12-30 08:18:38,257 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 4:57:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5159, loss_cls: 4.5542, loss: 4.5542 +2023-12-30 08:19:37,971 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 4:56:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5142, loss_cls: 4.5623, loss: 4.5623 +2023-12-30 08:20:37,860 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 4:55:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5177, loss_cls: 4.5554, loss: 4.5554 +2023-12-30 08:21:37,743 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 4:53:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5141, loss_cls: 4.6010, loss: 4.6010 +2023-12-30 08:22:37,163 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 4:52:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.4984, loss_cls: 4.6202, loss: 4.6202 +2023-12-30 08:23:36,722 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 4:51:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4925, loss_cls: 4.6610, loss: 4.6610 +2023-12-30 08:24:36,276 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 4:50:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.5034, loss_cls: 4.6454, loss: 4.6454 +2023-12-30 08:25:36,434 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 4:48:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5103, loss_cls: 4.5725, loss: 4.5725 +2023-12-30 08:26:36,041 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 4:47:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5030, loss_cls: 4.5939, loss: 4.5939 +2023-12-30 08:27:35,848 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 4:46:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5045, loss_cls: 4.5858, loss: 4.5858 +2023-12-30 08:28:35,458 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 4:45:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5098, loss_cls: 4.6034, loss: 4.6034 +2023-12-30 08:29:34,991 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 4:43:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5130, loss_cls: 4.5800, loss: 4.5800 +2023-12-30 08:30:34,517 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 4:42:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5086, loss_cls: 4.6167, loss: 4.6167 +2023-12-30 08:31:34,487 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 4:41:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5042, loss_cls: 4.6070, loss: 4.6070 +2023-12-30 08:32:34,197 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 4:40:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5028, loss_cls: 4.6190, loss: 4.6190 +2023-12-30 08:33:04,786 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-30 08:35:03,367 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 08:35:04,168 - pyskl - INFO - +top1_acc 0.1638 +top5_acc 0.3701 +2023-12-30 08:35:04,168 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 08:35:04,199 - pyskl - INFO - +mean_acc 0.1637 +2023-12-30 08:35:04,209 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.1638, top5_acc: 0.3701, mean_class_accuracy: 0.1637 +2023-12-30 08:38:25,246 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 4:45:06, time: 2.010, data_time: 1.411, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5156, loss_cls: 4.5237, loss: 4.5237 +2023-12-30 08:39:25,364 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 4:43:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5117, loss_cls: 4.5650, loss: 4.5650 +2023-12-30 08:40:25,416 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 4:42:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5219, loss_cls: 4.5447, loss: 4.5447 +2023-12-30 08:41:25,201 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 4:41:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.4989, loss_cls: 4.6027, loss: 4.6027 +2023-12-30 08:42:25,173 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 4:40:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4978, loss_cls: 4.6052, loss: 4.6052 +2023-12-30 08:43:24,933 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 4:38:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5062, loss_cls: 4.6275, loss: 4.6275 +2023-12-30 08:44:24,557 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 4:37:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5088, loss_cls: 4.5922, loss: 4.5922 +2023-12-30 08:45:24,187 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 4:36:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5142, loss_cls: 4.5667, loss: 4.5667 +2023-12-30 08:46:23,671 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 4:35:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5098, loss_cls: 4.5867, loss: 4.5867 +2023-12-30 08:47:23,452 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 4:33:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.4983, loss_cls: 4.6209, loss: 4.6209 +2023-12-30 08:48:24,643 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 4:32:46, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5031, loss_cls: 4.6030, loss: 4.6030 +2023-12-30 08:49:24,310 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 4:31:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4973, loss_cls: 4.6516, loss: 4.6516 +2023-12-30 08:50:23,721 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 4:30:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5183, loss_cls: 4.5576, loss: 4.5576 +2023-12-30 08:51:23,730 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 4:29:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5117, loss_cls: 4.5990, loss: 4.5990 +2023-12-30 08:52:23,156 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 4:27:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.4942, loss_cls: 4.6509, loss: 4.6509 +2023-12-30 08:53:23,039 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 4:26:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5089, loss_cls: 4.6260, loss: 4.6260 +2023-12-30 08:54:22,850 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 4:25:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5134, loss_cls: 4.5955, loss: 4.5955 +2023-12-30 08:55:22,894 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 4:24:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5219, loss_cls: 4.5397, loss: 4.5397 +2023-12-30 08:56:22,716 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 4:22:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5077, loss_cls: 4.6120, loss: 4.6120 +2023-12-30 08:57:22,454 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 4:21:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5136, loss_cls: 4.5888, loss: 4.5888 +2023-12-30 08:58:22,577 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 4:20:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5156, loss_cls: 4.5692, loss: 4.5692 +2023-12-30 08:59:22,171 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 4:19:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5089, loss_cls: 4.5782, loss: 4.5782 +2023-12-30 09:00:22,445 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 4:17:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5061, loss_cls: 4.5978, loss: 4.5978 +2023-12-30 09:01:22,315 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 4:16:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5159, loss_cls: 4.5644, loss: 4.5644 +2023-12-30 09:02:21,766 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 4:15:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5127, loss_cls: 4.5627, loss: 4.5627 +2023-12-30 09:03:22,002 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 4:14:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5092, loss_cls: 4.6043, loss: 4.6043 +2023-12-30 09:04:22,553 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 4:13:03, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5067, loss_cls: 4.6232, loss: 4.6232 +2023-12-30 09:05:22,242 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 4:11:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.4994, loss_cls: 4.6483, loss: 4.6483 +2023-12-30 09:06:21,877 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 4:10:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5030, loss_cls: 4.6231, loss: 4.6231 +2023-12-30 09:07:21,508 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 4:09:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5064, loss_cls: 4.6167, loss: 4.6167 +2023-12-30 09:08:20,967 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 4:08:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4950, loss_cls: 4.6714, loss: 4.6714 +2023-12-30 09:09:20,493 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 4:06:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5000, loss_cls: 4.6176, loss: 4.6176 +2023-12-30 09:10:20,172 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 4:05:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5141, loss_cls: 4.5737, loss: 4.5737 +2023-12-30 09:11:20,458 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 4:04:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5084, loss_cls: 4.6078, loss: 4.6078 +2023-12-30 09:12:20,762 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 4:03:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5141, loss_cls: 4.5765, loss: 4.5765 +2023-12-30 09:13:20,878 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 4:01:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5044, loss_cls: 4.5902, loss: 4.5902 +2023-12-30 09:14:21,111 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 4:00:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.5016, loss_cls: 4.6548, loss: 4.6548 +2023-12-30 09:14:51,118 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-30 09:16:52,644 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 09:16:53,704 - pyskl - INFO - +top1_acc 0.1746 +top5_acc 0.3812 +2023-12-30 09:16:53,704 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 09:16:53,745 - pyskl - INFO - +mean_acc 0.1745 +2023-12-30 09:16:53,756 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.1746, top5_acc: 0.3812, mean_class_accuracy: 0.1745 +2023-12-30 09:20:18,313 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 4:05:37, time: 2.045, data_time: 1.453, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5170, loss_cls: 4.5494, loss: 4.5494 +2023-12-30 09:21:18,225 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 4:04:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5098, loss_cls: 4.5953, loss: 4.5953 +2023-12-30 09:22:18,696 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 4:03:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5178, loss_cls: 4.5632, loss: 4.5632 +2023-12-30 09:23:18,911 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 4:01:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5108, loss_cls: 4.5675, loss: 4.5675 +2023-12-30 09:24:18,737 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 4:00:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5116, loss_cls: 4.5601, loss: 4.5601 +2023-12-30 09:25:18,218 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 3:59:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5031, loss_cls: 4.5986, loss: 4.5986 +2023-12-30 09:26:17,866 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 3:58:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5067, loss_cls: 4.6213, loss: 4.6213 +2023-12-30 09:27:17,409 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 3:57:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5134, loss_cls: 4.5749, loss: 4.5749 +2023-12-30 09:28:17,386 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 3:55:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5012, loss_cls: 4.6364, loss: 4.6364 +2023-12-30 09:29:16,905 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 3:54:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4909, loss_cls: 4.6729, loss: 4.6729 +2023-12-30 09:30:16,696 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 3:53:18, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5211, loss_cls: 4.5774, loss: 4.5774 +2023-12-30 09:31:16,660 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 3:52:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5122, loss_cls: 4.5820, loss: 4.5820 +2023-12-30 09:32:16,492 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 3:50:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5161, loss_cls: 4.5658, loss: 4.5658 +2023-12-30 09:33:16,448 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 3:49:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5153, loss_cls: 4.5698, loss: 4.5698 +2023-12-30 09:34:16,194 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 3:48:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5112, loss_cls: 4.5736, loss: 4.5736 +2023-12-30 09:35:15,875 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 3:47:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5023, loss_cls: 4.6033, loss: 4.6033 +2023-12-30 09:36:15,579 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 3:45:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5108, loss_cls: 4.5854, loss: 4.5854 +2023-12-30 09:37:15,443 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 3:44:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5281, loss_cls: 4.5287, loss: 4.5287 +2023-12-30 09:38:15,016 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 3:43:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5064, loss_cls: 4.6048, loss: 4.6048 +2023-12-30 09:39:14,570 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 3:42:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5105, loss_cls: 4.5967, loss: 4.5967 +2023-12-30 09:40:13,875 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 3:40:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5112, loss_cls: 4.5846, loss: 4.5846 +2023-12-30 09:41:13,351 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 3:39:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5175, loss_cls: 4.5584, loss: 4.5584 +2023-12-30 09:42:12,850 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 3:38:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5158, loss_cls: 4.5814, loss: 4.5814 +2023-12-30 09:43:12,354 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 3:37:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5098, loss_cls: 4.5728, loss: 4.5728 +2023-12-30 09:44:11,983 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 3:35:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5022, loss_cls: 4.6222, loss: 4.6222 +2023-12-30 09:45:11,768 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 3:34:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5091, loss_cls: 4.5658, loss: 4.5658 +2023-12-30 09:46:11,389 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 3:33:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5086, loss_cls: 4.5863, loss: 4.5863 +2023-12-30 09:47:11,579 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 3:32:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.5128, loss_cls: 4.6203, loss: 4.6203 +2023-12-30 09:48:11,546 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 3:31:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.5056, loss_cls: 4.6341, loss: 4.6341 +2023-12-30 09:49:11,252 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 3:29:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5128, loss_cls: 4.5715, loss: 4.5715 +2023-12-30 09:50:10,767 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 3:28:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5028, loss_cls: 4.6139, loss: 4.6139 +2023-12-30 09:51:10,331 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 3:27:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5027, loss_cls: 4.6336, loss: 4.6336 +2023-12-30 09:52:10,352 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 3:26:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5131, loss_cls: 4.5963, loss: 4.5963 +2023-12-30 09:53:10,316 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 3:24:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5041, loss_cls: 4.6105, loss: 4.6105 +2023-12-30 09:54:10,343 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 3:23:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5083, loss_cls: 4.6058, loss: 4.6058 +2023-12-30 09:55:10,044 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 3:22:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5106, loss_cls: 4.5801, loss: 4.5801 +2023-12-30 09:56:10,109 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 3:21:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5109, loss_cls: 4.5868, loss: 4.5868 +2023-12-30 09:56:39,923 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-30 09:58:39,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 09:58:40,508 - pyskl - INFO - +top1_acc 0.1709 +top5_acc 0.3883 +2023-12-30 09:58:40,508 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 09:58:40,556 - pyskl - INFO - +mean_acc 0.1709 +2023-12-30 09:58:40,571 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.1709, top5_acc: 0.3883, mean_class_accuracy: 0.1709 +2023-12-30 10:02:01,223 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 3:25:44, time: 2.006, data_time: 1.412, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5086, loss_cls: 4.5597, loss: 4.5597 +2023-12-30 10:03:01,037 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 3:24:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5117, loss_cls: 4.5869, loss: 4.5869 +2023-12-30 10:04:01,676 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 3:23:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5098, loss_cls: 4.5863, loss: 4.5863 +2023-12-30 10:05:01,763 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 3:22:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5011, loss_cls: 4.5932, loss: 4.5932 +2023-12-30 10:06:01,852 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 3:20:54, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5178, loss_cls: 4.5669, loss: 4.5669 +2023-12-30 10:07:01,450 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 3:19:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5111, loss_cls: 4.6033, loss: 4.6033 +2023-12-30 10:08:01,160 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 3:18:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5123, loss_cls: 4.5972, loss: 4.5972 +2023-12-30 10:09:00,694 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 3:17:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5189, loss_cls: 4.5516, loss: 4.5516 +2023-12-30 10:10:00,274 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 3:15:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5253, loss_cls: 4.5347, loss: 4.5347 +2023-12-30 10:11:00,479 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 3:14:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5128, loss_cls: 4.5785, loss: 4.5785 +2023-12-30 10:12:01,016 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 3:13:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5097, loss_cls: 4.5510, loss: 4.5510 +2023-12-30 10:13:02,206 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 3:12:24, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5066, loss_cls: 4.6124, loss: 4.6124 +2023-12-30 10:14:01,865 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 3:11:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5041, loss_cls: 4.5702, loss: 4.5702 +2023-12-30 10:15:01,571 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 3:09:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.4983, loss_cls: 4.6404, loss: 4.6404 +2023-12-30 10:16:01,531 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 3:08:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5017, loss_cls: 4.6120, loss: 4.6120 +2023-12-30 10:17:00,999 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 3:07:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5230, loss_cls: 4.5538, loss: 4.5538 +2023-12-30 10:18:00,693 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 3:06:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5086, loss_cls: 4.6161, loss: 4.6161 +2023-12-30 10:19:00,483 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 3:05:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5169, loss_cls: 4.5526, loss: 4.5526 +2023-12-30 10:20:00,248 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 3:03:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5064, loss_cls: 4.5997, loss: 4.5997 +2023-12-30 10:20:59,689 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 3:02:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5147, loss_cls: 4.5979, loss: 4.5979 +2023-12-30 10:21:59,228 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 3:01:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5189, loss_cls: 4.5559, loss: 4.5559 +2023-12-30 10:22:59,009 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 3:00:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5080, loss_cls: 4.6028, loss: 4.6028 +2023-12-30 10:23:58,680 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 2:58:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5134, loss_cls: 4.5957, loss: 4.5957 +2023-12-30 10:24:59,020 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 2:57:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5047, loss_cls: 4.6024, loss: 4.6024 +2023-12-30 10:25:59,578 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 2:56:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5166, loss_cls: 4.5870, loss: 4.5870 +2023-12-30 10:26:59,224 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 2:55:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5105, loss_cls: 4.5738, loss: 4.5738 +2023-12-30 10:27:59,487 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 2:54:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5223, loss_cls: 4.5140, loss: 4.5140 +2023-12-30 10:28:59,369 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 2:52:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5062, loss_cls: 4.6058, loss: 4.6058 +2023-12-30 10:29:59,052 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 2:51:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5052, loss_cls: 4.5995, loss: 4.5995 +2023-12-30 10:30:58,917 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 2:50:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5159, loss_cls: 4.5788, loss: 4.5788 +2023-12-30 10:31:58,847 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 2:49:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5084, loss_cls: 4.5942, loss: 4.5942 +2023-12-30 10:32:58,371 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 2:47:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5100, loss_cls: 4.6198, loss: 4.6198 +2023-12-30 10:33:58,003 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 2:46:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.4984, loss_cls: 4.6184, loss: 4.6184 +2023-12-30 10:34:57,849 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 2:45:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5139, loss_cls: 4.5669, loss: 4.5669 +2023-12-30 10:35:57,186 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 2:44:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5162, loss_cls: 4.5701, loss: 4.5701 +2023-12-30 10:36:56,646 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 2:43:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5164, loss_cls: 4.5645, loss: 4.5645 +2023-12-30 10:37:56,596 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 2:41:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5055, loss_cls: 4.5894, loss: 4.5894 +2023-12-30 10:38:27,089 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-30 10:40:27,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:40:28,080 - pyskl - INFO - +top1_acc 0.1784 +top5_acc 0.3907 +2023-12-30 10:40:28,080 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 10:40:28,111 - pyskl - INFO - +mean_acc 0.1784 +2023-12-30 10:40:28,120 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.1784, top5_acc: 0.3907, mean_class_accuracy: 0.1784 +2023-12-30 10:43:53,854 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 2:46:20, time: 2.057, data_time: 1.463, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5231, loss_cls: 4.5423, loss: 4.5423 +2023-12-30 10:44:53,761 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 2:45:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5002, loss_cls: 4.5747, loss: 4.5747 +2023-12-30 10:45:53,941 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 2:43:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5188, loss_cls: 4.5471, loss: 4.5471 +2023-12-30 10:46:53,901 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 2:42:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5156, loss_cls: 4.5794, loss: 4.5794 +2023-12-30 10:47:53,878 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 2:41:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5133, loss_cls: 4.5765, loss: 4.5765 +2023-12-30 10:48:53,387 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 2:40:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5148, loss_cls: 4.5853, loss: 4.5853 +2023-12-30 10:49:53,211 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 2:39:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5123, loss_cls: 4.5813, loss: 4.5813 +2023-12-30 10:50:52,653 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 2:37:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5055, loss_cls: 4.5872, loss: 4.5872 +2023-12-30 10:51:52,444 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 2:36:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5134, loss_cls: 4.5603, loss: 4.5603 +2023-12-30 10:52:52,022 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 2:35:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5131, loss_cls: 4.5738, loss: 4.5738 +2023-12-30 10:53:52,257 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 2:34:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5209, loss_cls: 4.5586, loss: 4.5586 +2023-12-30 10:54:52,818 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 2:32:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5194, loss_cls: 4.5655, loss: 4.5655 +2023-12-30 10:55:53,801 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 2:31:48, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5180, loss_cls: 4.5759, loss: 4.5759 +2023-12-30 10:56:53,403 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 2:30:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5061, loss_cls: 4.5907, loss: 4.5907 +2023-12-30 10:57:52,904 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 2:29:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5166, loss_cls: 4.5495, loss: 4.5495 +2023-12-30 10:58:52,582 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 2:28:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5092, loss_cls: 4.5994, loss: 4.5994 +2023-12-30 10:59:51,933 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 2:26:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5100, loss_cls: 4.5867, loss: 4.5867 +2023-12-30 11:00:51,359 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 2:25:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4934, loss_cls: 4.6444, loss: 4.6444 +2023-12-30 11:01:50,856 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 2:24:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5095, loss_cls: 4.5965, loss: 4.5965 +2023-12-30 11:02:50,523 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 2:23:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5188, loss_cls: 4.5248, loss: 4.5248 +2023-12-30 11:03:50,219 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 2:21:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5103, loss_cls: 4.5849, loss: 4.5849 +2023-12-30 11:04:49,749 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 2:20:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5044, loss_cls: 4.6216, loss: 4.6216 +2023-12-30 11:05:49,525 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 2:19:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5150, loss_cls: 4.5750, loss: 4.5750 +2023-12-30 11:06:49,377 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 2:18:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5089, loss_cls: 4.5921, loss: 4.5921 +2023-12-30 11:07:48,827 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 2:17:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5095, loss_cls: 4.5979, loss: 4.5979 +2023-12-30 11:08:48,676 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 2:15:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5166, loss_cls: 4.6109, loss: 4.6109 +2023-12-30 11:09:48,623 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 2:14:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5162, loss_cls: 4.5814, loss: 4.5814 +2023-12-30 11:10:48,121 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 2:13:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5128, loss_cls: 4.5799, loss: 4.5799 +2023-12-30 11:11:47,706 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 2:12:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5105, loss_cls: 4.5652, loss: 4.5652 +2023-12-30 11:12:47,299 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 2:10:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5100, loss_cls: 4.6013, loss: 4.6013 +2023-12-30 11:13:47,303 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 2:09:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5164, loss_cls: 4.5686, loss: 4.5686 +2023-12-30 11:14:47,282 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 2:08:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5016, loss_cls: 4.6134, loss: 4.6134 +2023-12-30 11:15:47,193 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 2:07:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5038, loss_cls: 4.6002, loss: 4.6002 +2023-12-30 11:16:46,634 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 2:06:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5105, loss_cls: 4.6100, loss: 4.6100 +2023-12-30 11:17:46,370 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 2:04:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5073, loss_cls: 4.6056, loss: 4.6056 +2023-12-30 11:18:46,250 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 2:03:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5116, loss_cls: 4.5878, loss: 4.5878 +2023-12-30 11:19:46,599 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 2:02:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5152, loss_cls: 4.6026, loss: 4.6026 +2023-12-30 11:20:17,216 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-30 11:22:17,112 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 11:22:18,085 - pyskl - INFO - +top1_acc 0.2061 +top5_acc 0.4326 +2023-12-30 11:22:18,085 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 11:22:18,125 - pyskl - INFO - +mean_acc 0.2061 +2023-12-30 11:22:18,131 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_32.pth was removed +2023-12-30 11:22:18,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_37.pth. +2023-12-30 11:22:18,466 - pyskl - INFO - Best top1_acc is 0.2061 at 37 epoch. +2023-12-30 11:22:18,481 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.2061, top5_acc: 0.4326, mean_class_accuracy: 0.2061 +2023-12-30 11:25:42,569 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 2:06:42, time: 2.041, data_time: 1.440, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5309, loss_cls: 4.4942, loss: 4.4942 +2023-12-30 11:26:42,949 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 2:05:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5161, loss_cls: 4.5330, loss: 4.5330 +2023-12-30 11:27:43,232 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 2:04:20, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5089, loss_cls: 4.6002, loss: 4.6002 +2023-12-30 11:28:43,318 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 2:03:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5075, loss_cls: 4.5970, loss: 4.5970 +2023-12-30 11:29:43,066 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 2:01:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5144, loss_cls: 4.5350, loss: 4.5350 +2023-12-30 11:30:42,851 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 2:00:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5052, loss_cls: 4.5980, loss: 4.5980 +2023-12-30 11:31:42,403 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 1:59:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5141, loss_cls: 4.5590, loss: 4.5590 +2023-12-30 11:32:41,684 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 1:58:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5252, loss_cls: 4.5357, loss: 4.5357 +2023-12-30 11:33:41,328 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 1:57:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5162, loss_cls: 4.5822, loss: 4.5822 +2023-12-30 11:34:40,907 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 1:55:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5209, loss_cls: 4.5561, loss: 4.5561 +2023-12-30 11:35:40,587 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 1:54:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5194, loss_cls: 4.5277, loss: 4.5277 +2023-12-30 11:36:40,756 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 1:53:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5134, loss_cls: 4.5698, loss: 4.5698 +2023-12-30 11:37:40,928 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 1:52:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5081, loss_cls: 4.5885, loss: 4.5885 +2023-12-30 11:38:40,709 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 1:50:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5127, loss_cls: 4.5648, loss: 4.5648 +2023-12-30 11:39:40,129 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 1:49:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5106, loss_cls: 4.6053, loss: 4.6053 +2023-12-30 11:40:39,956 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 1:48:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5222, loss_cls: 4.5341, loss: 4.5341 +2023-12-30 11:41:39,428 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 1:47:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5011, loss_cls: 4.5973, loss: 4.5973 +2023-12-30 11:42:39,029 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 1:46:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5131, loss_cls: 4.5819, loss: 4.5819 +2023-12-30 11:43:38,647 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 1:44:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5131, loss_cls: 4.5415, loss: 4.5415 +2023-12-30 11:44:38,423 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 1:43:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5064, loss_cls: 4.6372, loss: 4.6372 +2023-12-30 11:45:38,074 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 1:42:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5131, loss_cls: 4.5528, loss: 4.5528 +2023-12-30 11:46:37,461 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 1:41:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5092, loss_cls: 4.5838, loss: 4.5838 +2023-12-30 11:47:37,186 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 1:39:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5197, loss_cls: 4.5596, loss: 4.5596 +2023-12-30 11:48:36,775 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 1:38:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5123, loss_cls: 4.5714, loss: 4.5714 +2023-12-30 11:49:36,207 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 1:37:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5150, loss_cls: 4.5878, loss: 4.5878 +2023-12-30 11:50:35,942 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 1:36:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5197, loss_cls: 4.5596, loss: 4.5596 +2023-12-30 11:51:35,911 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 1:35:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5075, loss_cls: 4.5803, loss: 4.5803 +2023-12-30 11:52:35,858 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 1:33:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5141, loss_cls: 4.5763, loss: 4.5763 +2023-12-30 11:53:35,983 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 1:32:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5061, loss_cls: 4.6197, loss: 4.6197 +2023-12-30 11:54:35,511 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 1:31:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5105, loss_cls: 4.5992, loss: 4.5992 +2023-12-30 11:55:35,024 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 1:30:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5050, loss_cls: 4.6132, loss: 4.6132 +2023-12-30 11:56:34,765 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 1:29:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5092, loss_cls: 4.5794, loss: 4.5794 +2023-12-30 11:57:34,292 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 1:27:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5034, loss_cls: 4.6168, loss: 4.6168 +2023-12-30 11:58:34,074 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 1:26:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5097, loss_cls: 4.5976, loss: 4.5976 +2023-12-30 11:59:34,065 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 1:25:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5152, loss_cls: 4.5499, loss: 4.5499 +2023-12-30 12:00:34,205 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 1:24:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5125, loss_cls: 4.5786, loss: 4.5786 +2023-12-30 12:01:34,419 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 1:23:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5144, loss_cls: 4.5648, loss: 4.5648 +2023-12-30 12:02:04,931 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-30 12:04:04,660 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:04:05,724 - pyskl - INFO - +top1_acc 0.1932 +top5_acc 0.4196 +2023-12-30 12:04:05,724 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 12:04:05,759 - pyskl - INFO - +mean_acc 0.1931 +2023-12-30 12:04:05,771 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.1932, top5_acc: 0.4196, mean_class_accuracy: 0.1931 +2023-12-30 12:07:27,842 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 1:26:58, time: 2.021, data_time: 1.423, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5225, loss_cls: 4.5442, loss: 4.5442 +2023-12-30 12:08:28,460 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 1:25:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5305, loss_cls: 4.5043, loss: 4.5043 +2023-12-30 12:09:28,219 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 1:24:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5088, loss_cls: 4.5700, loss: 4.5700 +2023-12-30 12:10:28,447 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 1:23:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5188, loss_cls: 4.5399, loss: 4.5399 +2023-12-30 12:11:27,880 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 1:22:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5130, loss_cls: 4.5485, loss: 4.5485 +2023-12-30 12:12:27,451 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 1:20:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5120, loss_cls: 4.5510, loss: 4.5510 +2023-12-30 12:13:27,349 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 1:19:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5327, loss_cls: 4.5209, loss: 4.5209 +2023-12-30 12:14:26,846 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 1:18:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5250, loss_cls: 4.5255, loss: 4.5255 +2023-12-30 12:15:26,923 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 1:17:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5159, loss_cls: 4.5802, loss: 4.5802 +2023-12-30 12:16:27,455 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 1:16:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5098, loss_cls: 4.5812, loss: 4.5812 +2023-12-30 12:17:27,326 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 1:14:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5050, loss_cls: 4.5937, loss: 4.5937 +2023-12-30 12:18:27,318 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 1:13:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5180, loss_cls: 4.5672, loss: 4.5672 +2023-12-30 12:19:27,636 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 1:12:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5148, loss_cls: 4.5777, loss: 4.5777 +2023-12-30 12:20:27,519 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 1:11:23, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5014, loss_cls: 4.6295, loss: 4.6295 +2023-12-30 12:21:27,139 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 1:10:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5209, loss_cls: 4.5540, loss: 4.5540 +2023-12-30 12:22:26,551 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 1:08:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5206, loss_cls: 4.5284, loss: 4.5284 +2023-12-30 12:23:26,259 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 1:07:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5000, loss_cls: 4.6179, loss: 4.6179 +2023-12-30 12:24:26,015 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 1:06:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5211, loss_cls: 4.5691, loss: 4.5691 +2023-12-30 12:25:25,666 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 1:05:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5017, loss_cls: 4.6061, loss: 4.6061 +2023-12-30 12:26:25,934 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 1:04:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5119, loss_cls: 4.5892, loss: 4.5892 +2023-12-30 12:27:25,856 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 1:02:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5219, loss_cls: 4.5326, loss: 4.5326 +2023-12-30 12:28:25,558 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 1:01:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5067, loss_cls: 4.5960, loss: 4.5960 +2023-12-30 12:29:25,152 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 1:00:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5053, loss_cls: 4.6116, loss: 4.6116 +2023-12-30 12:30:24,913 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 0:59:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5253, loss_cls: 4.5215, loss: 4.5215 +2023-12-30 12:31:24,519 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 0:58:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5047, loss_cls: 4.6037, loss: 4.6037 +2023-12-30 12:32:24,124 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 0:56:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5098, loss_cls: 4.5997, loss: 4.5997 +2023-12-30 12:33:23,938 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 0:55:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5042, loss_cls: 4.5912, loss: 4.5912 +2023-12-30 12:34:23,717 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 0:54:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5084, loss_cls: 4.6088, loss: 4.6088 +2023-12-30 12:35:23,380 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 0:53:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5131, loss_cls: 4.5697, loss: 4.5697 +2023-12-30 12:36:22,914 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 0:52:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5175, loss_cls: 4.5625, loss: 4.5625 +2023-12-30 12:37:22,660 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 0:50:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5169, loss_cls: 4.5743, loss: 4.5743 +2023-12-30 12:38:23,215 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 0:49:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5122, loss_cls: 4.5618, loss: 4.5618 +2023-12-30 12:39:22,974 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 0:48:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5091, loss_cls: 4.5877, loss: 4.5877 +2023-12-30 12:40:22,581 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 0:47:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5109, loss_cls: 4.5645, loss: 4.5645 +2023-12-30 12:41:22,836 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 0:46:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5186, loss_cls: 4.5613, loss: 4.5613 +2023-12-30 12:42:22,753 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 0:44:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.5008, loss_cls: 4.6220, loss: 4.6220 +2023-12-30 12:43:22,695 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 0:43:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5147, loss_cls: 4.5924, loss: 4.5924 +2023-12-30 12:43:53,400 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-30 12:45:51,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:45:52,581 - pyskl - INFO - +top1_acc 0.1953 +top5_acc 0.4256 +2023-12-30 12:45:52,581 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 12:45:52,617 - pyskl - INFO - +mean_acc 0.1952 +2023-12-30 12:45:52,628 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.1953, top5_acc: 0.4256, mean_class_accuracy: 0.1952 +2023-12-30 12:49:13,972 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 0:47:21, time: 2.013, data_time: 1.414, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5291, loss_cls: 4.5200, loss: 4.5200 +2023-12-30 12:50:13,868 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 0:46:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5131, loss_cls: 4.5508, loss: 4.5508 +2023-12-30 12:51:13,716 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 0:44:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5202, loss_cls: 4.5153, loss: 4.5153 +2023-12-30 12:52:14,130 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 0:43:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5142, loss_cls: 4.5836, loss: 4.5836 +2023-12-30 12:53:14,018 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 0:42:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5078, loss_cls: 4.5726, loss: 4.5726 +2023-12-30 12:54:13,706 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 0:41:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5086, loss_cls: 4.5747, loss: 4.5747 +2023-12-30 12:55:13,431 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 0:40:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5184, loss_cls: 4.5519, loss: 4.5519 +2023-12-30 12:56:12,922 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 0:38:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5125, loss_cls: 4.5410, loss: 4.5410 +2023-12-30 12:57:12,596 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 0:37:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5147, loss_cls: 4.5810, loss: 4.5810 +2023-12-30 12:58:12,063 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 0:36:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5205, loss_cls: 4.5417, loss: 4.5417 +2023-12-30 12:59:11,323 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 0:35:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5227, loss_cls: 4.5455, loss: 4.5455 +2023-12-30 13:00:10,956 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 0:34:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5116, loss_cls: 4.5787, loss: 4.5787 +2023-12-30 13:01:10,868 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 0:32:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5095, loss_cls: 4.5713, loss: 4.5713 +2023-12-30 13:02:11,458 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 0:31:44, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5053, loss_cls: 4.6065, loss: 4.6065 +2023-12-30 13:03:10,928 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 0:30:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5206, loss_cls: 4.5588, loss: 4.5588 +2023-12-30 13:04:10,816 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 0:29:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5275, loss_cls: 4.5228, loss: 4.5228 +2023-12-30 13:05:10,419 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 0:28:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5188, loss_cls: 4.5638, loss: 4.5638 +2023-12-30 13:06:09,936 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 0:26:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5094, loss_cls: 4.5799, loss: 4.5799 +2023-12-30 13:07:09,397 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 0:25:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5192, loss_cls: 4.5403, loss: 4.5403 +2023-12-30 13:08:09,032 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 0:24:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5239, loss_cls: 4.5294, loss: 4.5294 +2023-12-30 13:09:08,674 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 0:23:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5105, loss_cls: 4.5901, loss: 4.5901 +2023-12-30 13:10:08,336 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 0:22:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5098, loss_cls: 4.5961, loss: 4.5961 +2023-12-30 13:11:08,680 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 0:20:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5134, loss_cls: 4.5718, loss: 4.5718 +2023-12-30 13:12:08,262 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 0:19:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5008, loss_cls: 4.6027, loss: 4.6027 +2023-12-30 13:13:08,043 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 0:18:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.4941, loss_cls: 4.6382, loss: 4.6382 +2023-12-30 13:14:08,275 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 0:17:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5189, loss_cls: 4.5613, loss: 4.5613 +2023-12-30 13:15:07,851 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 0:16:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5078, loss_cls: 4.5949, loss: 4.5949 +2023-12-30 13:16:07,529 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 0:14:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5152, loss_cls: 4.5514, loss: 4.5514 +2023-12-30 13:17:06,987 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 0:13:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5250, loss_cls: 4.5179, loss: 4.5179 +2023-12-30 13:18:06,772 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 0:12:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5170, loss_cls: 4.5471, loss: 4.5471 +2023-12-30 13:19:06,832 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 0:11:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5162, loss_cls: 4.5634, loss: 4.5634 +2023-12-30 13:20:07,013 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 0:10:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5138, loss_cls: 4.5726, loss: 4.5726 +2023-12-30 13:21:07,462 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 0:08:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5173, loss_cls: 4.5750, loss: 4.5750 +2023-12-30 13:22:07,592 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 0:07:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5153, loss_cls: 4.5751, loss: 4.5751 +2023-12-30 13:23:07,182 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 0:06:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5152, loss_cls: 4.5887, loss: 4.5887 +2023-12-30 13:24:06,735 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 0:05:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5100, loss_cls: 4.5735, loss: 4.5735 +2023-12-30 13:25:06,664 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 0:04:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5145, loss_cls: 4.5645, loss: 4.5645 +2023-12-30 13:25:36,559 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-30 13:27:34,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 13:27:35,363 - pyskl - INFO - +top1_acc 0.1903 +top5_acc 0.4152 +2023-12-30 13:27:35,363 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 13:27:35,393 - pyskl - INFO - +mean_acc 0.1900 +2023-12-30 13:27:35,402 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.1903, top5_acc: 0.4152, mean_class_accuracy: 0.1900 +2023-12-30 13:30:57,093 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 0:07:41, time: 2.017, data_time: 1.418, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5203, loss_cls: 4.5250, loss: 4.5250 +2023-12-30 13:31:57,138 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 0:06:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5100, loss_cls: 4.5834, loss: 4.5834 +2023-12-30 13:32:57,202 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 0:05:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5098, loss_cls: 4.5929, loss: 4.5929 +2023-12-30 13:33:57,320 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 0:04:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5130, loss_cls: 4.5773, loss: 4.5773 +2023-12-30 13:34:57,288 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 0:02:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5197, loss_cls: 4.5372, loss: 4.5372 +2023-12-30 13:35:56,982 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 0:01:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5147, loss_cls: 4.5524, loss: 4.5524 +2023-12-30 13:36:56,898 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 0:00:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5228, loss_cls: 4.5522, loss: 4.5522 +2023-12-30 13:37:56,733 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 2 days, 23:59:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5158, loss_cls: 4.5493, loss: 4.5493 +2023-12-30 13:38:56,425 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 2 days, 23:58:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5158, loss_cls: 4.5385, loss: 4.5385 +2023-12-30 13:39:56,069 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 2 days, 23:56:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5075, loss_cls: 4.6071, loss: 4.6071 +2023-12-30 13:40:55,784 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 2 days, 23:55:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5127, loss_cls: 4.5493, loss: 4.5493 +2023-12-30 13:41:55,392 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 2 days, 23:54:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5286, loss_cls: 4.5168, loss: 4.5168 +2023-12-30 13:42:55,264 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 2 days, 23:53:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5100, loss_cls: 4.5636, loss: 4.5636 +2023-12-30 13:43:55,748 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 2 days, 23:52:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5056, loss_cls: 4.6057, loss: 4.6057 +2023-12-30 13:44:55,539 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 2 days, 23:50:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5161, loss_cls: 4.5937, loss: 4.5937 +2023-12-30 13:45:55,611 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 2 days, 23:49:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5267, loss_cls: 4.5199, loss: 4.5199 +2023-12-30 13:46:55,458 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 2 days, 23:48:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5277, loss_cls: 4.5214, loss: 4.5214 +2023-12-30 13:47:55,083 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 2 days, 23:47:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5133, loss_cls: 4.5704, loss: 4.5704 +2023-12-30 13:48:54,588 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 2 days, 23:46:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5280, loss_cls: 4.5313, loss: 4.5313 +2023-12-30 13:49:54,445 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 2 days, 23:45:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5106, loss_cls: 4.5779, loss: 4.5779 +2023-12-30 13:50:55,060 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 2 days, 23:43:51, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5147, loss_cls: 4.5808, loss: 4.5808 +2023-12-30 13:51:54,762 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 2 days, 23:42:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5197, loss_cls: 4.5323, loss: 4.5323 +2023-12-30 13:52:54,911 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 2 days, 23:41:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5262, loss_cls: 4.5005, loss: 4.5005 +2023-12-30 13:53:54,689 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 2 days, 23:40:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5162, loss_cls: 4.5359, loss: 4.5359 +2023-12-30 13:54:54,365 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 2 days, 23:39:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5155, loss_cls: 4.5880, loss: 4.5880 +2023-12-30 13:55:53,801 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 2 days, 23:37:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5116, loss_cls: 4.5982, loss: 4.5982 +2023-12-30 13:56:53,363 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 2 days, 23:36:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5070, loss_cls: 4.5798, loss: 4.5798 +2023-12-30 13:57:52,995 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 2 days, 23:35:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5136, loss_cls: 4.5861, loss: 4.5861 +2023-12-30 13:58:52,346 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 2 days, 23:34:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5212, loss_cls: 4.5119, loss: 4.5119 +2023-12-30 13:59:51,663 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 2 days, 23:33:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5172, loss_cls: 4.5720, loss: 4.5720 +2023-12-30 14:00:51,181 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 2 days, 23:31:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5197, loss_cls: 4.5674, loss: 4.5674 +2023-12-30 14:01:50,543 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 2 days, 23:30:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5106, loss_cls: 4.5773, loss: 4.5773 +2023-12-30 14:02:50,204 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 2 days, 23:29:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5119, loss_cls: 4.5814, loss: 4.5814 +2023-12-30 14:03:49,495 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 2 days, 23:28:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5238, loss_cls: 4.5396, loss: 4.5396 +2023-12-30 14:04:48,965 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 2 days, 23:27:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5278, loss_cls: 4.5165, loss: 4.5165 +2023-12-30 14:05:49,003 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 2 days, 23:25:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5105, loss_cls: 4.5790, loss: 4.5790 +2023-12-30 14:06:49,490 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 2 days, 23:24:41, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5292, loss_cls: 4.5090, loss: 4.5090 +2023-12-30 14:07:19,727 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-30 14:09:20,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:09:21,535 - pyskl - INFO - +top1_acc 0.1959 +top5_acc 0.4296 +2023-12-30 14:09:21,535 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 14:09:21,571 - pyskl - INFO - +mean_acc 0.1958 +2023-12-30 14:09:21,582 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.1959, top5_acc: 0.4296, mean_class_accuracy: 0.1958 +2023-12-30 14:12:44,988 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 2 days, 23:28:06, time: 2.034, data_time: 1.431, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5261, loss_cls: 4.5116, loss: 4.5116 +2023-12-30 14:13:45,039 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 2 days, 23:26:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5198, loss_cls: 4.5376, loss: 4.5376 +2023-12-30 14:14:44,780 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 2 days, 23:25:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5212, loss_cls: 4.5460, loss: 4.5460 +2023-12-30 14:15:44,273 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 2 days, 23:24:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5337, loss_cls: 4.5379, loss: 4.5379 +2023-12-30 14:16:44,537 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 2 days, 23:23:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5211, loss_cls: 4.5311, loss: 4.5311 +2023-12-30 14:17:44,431 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 2 days, 23:22:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5167, loss_cls: 4.5292, loss: 4.5292 +2023-12-30 14:18:44,277 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 2 days, 23:20:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5158, loss_cls: 4.5136, loss: 4.5136 +2023-12-30 14:19:43,998 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 2 days, 23:19:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5145, loss_cls: 4.5400, loss: 4.5400 +2023-12-30 14:20:43,553 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 2 days, 23:18:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5230, loss_cls: 4.5436, loss: 4.5436 +2023-12-30 14:21:42,843 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 2 days, 23:17:21, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5164, loss_cls: 4.5542, loss: 4.5542 +2023-12-30 14:22:42,586 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 2 days, 23:16:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5202, loss_cls: 4.5232, loss: 4.5232 +2023-12-30 14:23:42,094 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 2 days, 23:14:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5195, loss_cls: 4.5567, loss: 4.5567 +2023-12-30 14:24:41,711 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 2 days, 23:13:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5280, loss_cls: 4.5264, loss: 4.5264 +2023-12-30 14:25:41,785 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 2 days, 23:12:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5141, loss_cls: 4.5551, loss: 4.5551 +2023-12-30 14:26:42,173 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 2 days, 23:11:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5123, loss_cls: 4.5641, loss: 4.5641 +2023-12-30 14:27:42,030 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 2 days, 23:10:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5122, loss_cls: 4.5888, loss: 4.5888 +2023-12-30 14:28:42,214 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 2 days, 23:09:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5181, loss_cls: 4.5649, loss: 4.5649 +2023-12-30 14:29:42,188 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 2 days, 23:07:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5228, loss_cls: 4.5612, loss: 4.5612 +2023-12-30 14:30:41,601 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 2 days, 23:06:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5141, loss_cls: 4.5787, loss: 4.5787 +2023-12-30 14:31:41,132 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 2 days, 23:05:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5188, loss_cls: 4.5464, loss: 4.5464 +2023-12-30 14:32:40,703 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 2 days, 23:04:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5227, loss_cls: 4.5861, loss: 4.5861 +2023-12-30 14:33:41,261 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 2 days, 23:03:07, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5064, loss_cls: 4.6031, loss: 4.6031 +2023-12-30 14:34:41,550 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 2 days, 23:01:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5012, loss_cls: 4.6126, loss: 4.6126 +2023-12-30 14:35:41,709 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 2 days, 23:00:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5223, loss_cls: 4.4816, loss: 4.4816 +2023-12-30 14:36:41,727 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 2 days, 22:59:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5148, loss_cls: 4.5635, loss: 4.5635 +2023-12-30 14:37:41,712 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 2 days, 22:58:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5158, loss_cls: 4.5980, loss: 4.5980 +2023-12-30 14:38:41,629 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 2 days, 22:57:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5088, loss_cls: 4.5940, loss: 4.5940 +2023-12-30 14:39:41,265 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 2 days, 22:56:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5197, loss_cls: 4.5432, loss: 4.5432 +2023-12-30 14:40:40,873 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 2 days, 22:54:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5202, loss_cls: 4.5679, loss: 4.5679 +2023-12-30 14:41:40,927 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 2 days, 22:53:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5086, loss_cls: 4.5815, loss: 4.5815 +2023-12-30 14:42:40,464 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 2 days, 22:52:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5058, loss_cls: 4.5982, loss: 4.5982 +2023-12-30 14:43:40,482 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 2 days, 22:51:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5100, loss_cls: 4.5728, loss: 4.5728 +2023-12-30 14:44:40,324 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 2 days, 22:50:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5162, loss_cls: 4.5459, loss: 4.5459 +2023-12-30 14:45:40,590 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 2 days, 22:48:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5114, loss_cls: 4.5780, loss: 4.5780 +2023-12-30 14:46:40,234 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 2 days, 22:47:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5233, loss_cls: 4.5166, loss: 4.5166 +2023-12-30 14:47:39,920 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 2 days, 22:46:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5164, loss_cls: 4.5298, loss: 4.5298 +2023-12-30 14:48:40,078 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 2 days, 22:45:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5086, loss_cls: 4.5818, loss: 4.5818 +2023-12-30 14:49:10,791 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-30 14:51:09,163 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:51:10,203 - pyskl - INFO - +top1_acc 0.1983 +top5_acc 0.4252 +2023-12-30 14:51:10,203 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 14:51:10,242 - pyskl - INFO - +mean_acc 0.1982 +2023-12-30 14:51:10,254 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.1983, top5_acc: 0.4252, mean_class_accuracy: 0.1982 +2023-12-30 14:54:34,627 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 2 days, 22:48:41, time: 2.044, data_time: 1.444, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5266, loss_cls: 4.5140, loss: 4.5140 +2023-12-30 14:55:34,357 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 2 days, 22:47:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5208, loss_cls: 4.5375, loss: 4.5375 +2023-12-30 14:56:34,631 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 2 days, 22:46:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5231, loss_cls: 4.5276, loss: 4.5276 +2023-12-30 14:57:34,679 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 2 days, 22:45:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5178, loss_cls: 4.5661, loss: 4.5661 +2023-12-30 14:58:34,698 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 2 days, 22:43:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5253, loss_cls: 4.5233, loss: 4.5233 +2023-12-30 14:59:35,121 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 2 days, 22:42:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5284, loss_cls: 4.5289, loss: 4.5289 +2023-12-30 15:00:34,431 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 2 days, 22:41:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5214, loss_cls: 4.5270, loss: 4.5270 +2023-12-30 15:01:34,065 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 2 days, 22:40:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5219, loss_cls: 4.5293, loss: 4.5293 +2023-12-30 15:02:33,952 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 2 days, 22:39:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5314, loss_cls: 4.5358, loss: 4.5358 +2023-12-30 15:03:33,462 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 2 days, 22:38:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5234, loss_cls: 4.5228, loss: 4.5228 +2023-12-30 15:04:33,082 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 2 days, 22:36:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5258, loss_cls: 4.5625, loss: 4.5625 +2023-12-30 15:05:32,669 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 2 days, 22:35:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5225, loss_cls: 4.5379, loss: 4.5379 +2023-12-30 15:06:32,132 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 2 days, 22:34:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5206, loss_cls: 4.5190, loss: 4.5190 +2023-12-30 15:07:32,041 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 2 days, 22:33:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5173, loss_cls: 4.5452, loss: 4.5452 +2023-12-30 15:08:32,264 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 2 days, 22:32:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5125, loss_cls: 4.5564, loss: 4.5564 +2023-12-30 15:09:31,842 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 2 days, 22:30:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5130, loss_cls: 4.5357, loss: 4.5357 +2023-12-30 15:10:31,121 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 2 days, 22:29:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5161, loss_cls: 4.5551, loss: 4.5551 +2023-12-30 15:11:30,868 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 2 days, 22:28:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5153, loss_cls: 4.5483, loss: 4.5483 +2023-12-30 15:12:30,596 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 2 days, 22:27:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5245, loss_cls: 4.5153, loss: 4.5153 +2023-12-30 15:13:30,231 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 2 days, 22:26:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5284, loss_cls: 4.4741, loss: 4.4741 +2023-12-30 15:14:29,641 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 2 days, 22:24:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5192, loss_cls: 4.5600, loss: 4.5600 +2023-12-30 15:15:29,597 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 2 days, 22:23:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5202, loss_cls: 4.5454, loss: 4.5454 +2023-12-30 15:16:29,926 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 2 days, 22:22:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5122, loss_cls: 4.5532, loss: 4.5532 +2023-12-30 15:17:30,310 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 2 days, 22:21:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5181, loss_cls: 4.5720, loss: 4.5720 +2023-12-30 15:18:30,097 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 2 days, 22:20:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5144, loss_cls: 4.5436, loss: 4.5436 +2023-12-30 15:19:29,622 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 2 days, 22:19:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5133, loss_cls: 4.5412, loss: 4.5412 +2023-12-30 15:20:29,370 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 2 days, 22:17:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5064, loss_cls: 4.5868, loss: 4.5868 +2023-12-30 15:21:28,878 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 2 days, 22:16:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5162, loss_cls: 4.5563, loss: 4.5563 +2023-12-30 15:22:28,668 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 2 days, 22:15:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5156, loss_cls: 4.5647, loss: 4.5647 +2023-12-30 15:23:28,165 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 2 days, 22:14:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5156, loss_cls: 4.5628, loss: 4.5628 +2023-12-30 15:24:27,732 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 2 days, 22:13:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5131, loss_cls: 4.5834, loss: 4.5834 +2023-12-30 15:25:27,230 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 2 days, 22:11:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5044, loss_cls: 4.6016, loss: 4.6016 +2023-12-30 15:26:26,946 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 2 days, 22:10:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5198, loss_cls: 4.5515, loss: 4.5515 +2023-12-30 15:27:27,091 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 2 days, 22:09:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5086, loss_cls: 4.5886, loss: 4.5886 +2023-12-30 15:28:26,532 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 2 days, 22:08:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5180, loss_cls: 4.5575, loss: 4.5575 +2023-12-30 15:29:25,978 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 2 days, 22:07:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5159, loss_cls: 4.5602, loss: 4.5602 +2023-12-30 15:30:26,129 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 2 days, 22:05:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5188, loss_cls: 4.5444, loss: 4.5444 +2023-12-30 15:30:56,202 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-30 15:32:52,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 15:32:53,758 - pyskl - INFO - +top1_acc 0.1999 +top5_acc 0.4303 +2023-12-30 15:32:53,759 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 15:32:53,797 - pyskl - INFO - +mean_acc 0.1998 +2023-12-30 15:32:53,807 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.1999, top5_acc: 0.4303, mean_class_accuracy: 0.1998 +2023-12-30 15:36:23,621 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 2 days, 22:09:20, time: 2.098, data_time: 1.495, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5234, loss_cls: 4.5082, loss: 4.5082 +2023-12-30 15:37:23,285 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 2 days, 22:08:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5305, loss_cls: 4.4704, loss: 4.4704 +2023-12-30 15:38:23,986 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 2 days, 22:07:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5167, loss_cls: 4.5485, loss: 4.5485 +2023-12-30 15:39:24,229 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 2 days, 22:05:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5153, loss_cls: 4.5643, loss: 4.5643 +2023-12-30 15:40:24,384 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 2 days, 22:04:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5230, loss_cls: 4.5364, loss: 4.5364 +2023-12-30 15:41:24,140 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 2 days, 22:03:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5114, loss_cls: 4.5679, loss: 4.5679 +2023-12-30 15:42:23,632 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 2 days, 22:02:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5230, loss_cls: 4.5253, loss: 4.5253 +2023-12-30 15:43:23,344 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 2 days, 22:01:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5209, loss_cls: 4.5605, loss: 4.5605 +2023-12-30 15:44:22,985 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 2 days, 21:59:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5136, loss_cls: 4.5315, loss: 4.5315 +2023-12-30 15:45:22,580 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 2 days, 21:58:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5155, loss_cls: 4.5736, loss: 4.5736 +2023-12-30 15:46:22,105 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 2 days, 21:57:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5067, loss_cls: 4.6172, loss: 4.6172 +2023-12-30 15:47:21,673 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 2 days, 21:56:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5200, loss_cls: 4.5297, loss: 4.5297 +2023-12-30 15:48:21,769 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 2 days, 21:55:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5248, loss_cls: 4.5044, loss: 4.5044 +2023-12-30 15:49:21,638 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 2 days, 21:53:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5358, loss_cls: 4.5115, loss: 4.5115 +2023-12-30 15:50:22,379 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 2 days, 21:52:51, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5134, loss_cls: 4.5609, loss: 4.5609 +2023-12-30 15:51:21,863 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 2 days, 21:51:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5231, loss_cls: 4.5148, loss: 4.5148 +2023-12-30 15:52:21,538 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 2 days, 21:50:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5172, loss_cls: 4.5510, loss: 4.5510 +2023-12-30 15:53:20,869 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 2 days, 21:49:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5242, loss_cls: 4.5220, loss: 4.5220 +2023-12-30 15:54:20,285 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 2 days, 21:48:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5100, loss_cls: 4.5908, loss: 4.5908 +2023-12-30 15:55:19,642 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 2 days, 21:46:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5220, loss_cls: 4.5499, loss: 4.5499 +2023-12-30 15:56:19,221 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 2 days, 21:45:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5234, loss_cls: 4.5306, loss: 4.5306 +2023-12-30 15:57:18,785 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 2 days, 21:44:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5056, loss_cls: 4.6065, loss: 4.6065 +2023-12-30 15:58:18,128 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 2 days, 21:43:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5203, loss_cls: 4.5345, loss: 4.5345 +2023-12-30 15:59:17,577 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 2 days, 21:42:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5105, loss_cls: 4.5952, loss: 4.5952 +2023-12-30 16:00:17,233 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 2 days, 21:40:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5228, loss_cls: 4.5620, loss: 4.5620 +2023-12-30 16:01:16,716 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 2 days, 21:39:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5114, loss_cls: 4.5727, loss: 4.5727 +2023-12-30 16:02:16,317 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 2 days, 21:38:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5158, loss_cls: 4.5498, loss: 4.5498 +2023-12-30 16:03:15,796 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 2 days, 21:37:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5189, loss_cls: 4.5699, loss: 4.5699 +2023-12-30 16:04:15,402 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 2 days, 21:36:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5220, loss_cls: 4.5400, loss: 4.5400 +2023-12-30 16:05:14,948 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 2 days, 21:34:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5206, loss_cls: 4.5354, loss: 4.5354 +2023-12-30 16:06:14,687 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 2 days, 21:33:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5069, loss_cls: 4.5837, loss: 4.5837 +2023-12-30 16:07:14,710 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 2 days, 21:32:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5159, loss_cls: 4.5609, loss: 4.5609 +2023-12-30 16:08:14,846 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 2 days, 21:31:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5116, loss_cls: 4.5610, loss: 4.5610 +2023-12-30 16:09:14,786 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 2 days, 21:30:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5208, loss_cls: 4.5169, loss: 4.5169 +2023-12-30 16:10:14,736 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 2 days, 21:29:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5208, loss_cls: 4.5385, loss: 4.5385 +2023-12-30 16:11:14,440 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 2 days, 21:27:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5116, loss_cls: 4.5604, loss: 4.5604 +2023-12-30 16:12:14,529 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 2 days, 21:26:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5152, loss_cls: 4.5570, loss: 4.5570 +2023-12-30 16:12:45,148 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-30 16:14:43,764 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 16:14:44,728 - pyskl - INFO - +top1_acc 0.2095 +top5_acc 0.4424 +2023-12-30 16:14:44,728 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 16:14:44,759 - pyskl - INFO - +mean_acc 0.2095 +2023-12-30 16:14:44,764 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_37.pth was removed +2023-12-30 16:14:44,991 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2023-12-30 16:14:44,992 - pyskl - INFO - Best top1_acc is 0.2095 at 44 epoch. +2023-12-30 16:14:45,002 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.2095, top5_acc: 0.4424, mean_class_accuracy: 0.2095 +2023-12-30 16:18:10,206 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 2 days, 21:29:48, time: 2.052, data_time: 1.448, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5258, loss_cls: 4.4995, loss: 4.4995 +2023-12-30 16:19:09,948 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 2 days, 21:28:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5223, loss_cls: 4.5261, loss: 4.5261 +2023-12-30 16:20:10,215 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 2 days, 21:27:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5277, loss_cls: 4.5140, loss: 4.5140 +2023-12-30 16:21:10,276 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 2 days, 21:26:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5173, loss_cls: 4.5475, loss: 4.5475 +2023-12-30 16:22:10,357 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 2 days, 21:25:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5189, loss_cls: 4.5524, loss: 4.5524 +2023-12-30 16:23:10,114 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 2 days, 21:23:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5219, loss_cls: 4.5342, loss: 4.5342 +2023-12-30 16:24:09,805 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 2 days, 21:22:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5158, loss_cls: 4.5544, loss: 4.5544 +2023-12-30 16:25:09,655 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 2 days, 21:21:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5252, loss_cls: 4.5327, loss: 4.5327 +2023-12-30 16:26:09,084 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 2 days, 21:20:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5100, loss_cls: 4.5840, loss: 4.5840 +2023-12-30 16:27:08,485 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 2 days, 21:19:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5253, loss_cls: 4.5248, loss: 4.5248 +2023-12-30 16:28:08,101 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 2 days, 21:18:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5294, loss_cls: 4.4980, loss: 4.4980 +2023-12-30 16:29:07,643 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 2 days, 21:16:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5184, loss_cls: 4.5308, loss: 4.5308 +2023-12-30 16:30:07,301 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 2 days, 21:15:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5241, loss_cls: 4.5435, loss: 4.5435 +2023-12-30 16:31:07,101 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 2 days, 21:14:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5236, loss_cls: 4.5350, loss: 4.5350 +2023-12-30 16:32:07,992 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 2 days, 21:13:19, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5233, loss_cls: 4.4710, loss: 4.4710 +2023-12-30 16:33:08,367 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 2 days, 21:12:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5184, loss_cls: 4.5328, loss: 4.5328 +2023-12-30 16:34:08,290 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 2 days, 21:11:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5245, loss_cls: 4.5416, loss: 4.5416 +2023-12-30 16:35:07,958 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 2 days, 21:09:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5222, loss_cls: 4.5399, loss: 4.5399 +2023-12-30 16:36:07,693 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 2 days, 21:08:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5255, loss_cls: 4.5185, loss: 4.5185 +2023-12-30 16:37:07,282 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 2 days, 21:07:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5139, loss_cls: 4.5331, loss: 4.5331 +2023-12-30 16:38:07,113 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 2 days, 21:06:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5066, loss_cls: 4.5874, loss: 4.5874 +2023-12-30 16:39:06,601 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 2 days, 21:05:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5159, loss_cls: 4.5350, loss: 4.5350 +2023-12-30 16:40:06,319 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 2 days, 21:03:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5220, loss_cls: 4.5483, loss: 4.5483 +2023-12-30 16:41:05,976 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 2 days, 21:02:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5194, loss_cls: 4.5515, loss: 4.5515 +2023-12-30 16:42:05,538 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 2 days, 21:01:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5148, loss_cls: 4.5671, loss: 4.5671 +2023-12-30 16:43:05,259 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 2 days, 21:00:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5277, loss_cls: 4.5182, loss: 4.5182 +2023-12-30 16:44:04,865 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 2 days, 20:59:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5189, loss_cls: 4.5522, loss: 4.5522 +2023-12-30 16:45:04,456 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 2 days, 20:58:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5280, loss_cls: 4.5295, loss: 4.5295 +2023-12-30 16:46:04,082 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 2 days, 20:56:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5233, loss_cls: 4.5489, loss: 4.5489 +2023-12-30 16:47:04,313 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 2 days, 20:55:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5194, loss_cls: 4.5515, loss: 4.5515 +2023-12-30 16:48:04,577 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 2 days, 20:54:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5220, loss_cls: 4.5272, loss: 4.5272 +2023-12-30 16:49:04,846 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 2 days, 20:53:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5142, loss_cls: 4.5858, loss: 4.5858 +2023-12-30 16:50:04,811 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 2 days, 20:52:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5234, loss_cls: 4.5195, loss: 4.5195 +2023-12-30 16:51:05,390 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 2 days, 20:51:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5167, loss_cls: 4.5455, loss: 4.5455 +2023-12-30 16:52:05,046 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 2 days, 20:49:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5177, loss_cls: 4.5685, loss: 4.5685 +2023-12-30 16:53:05,071 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 2 days, 20:48:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5222, loss_cls: 4.5089, loss: 4.5089 +2023-12-30 16:54:05,394 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 2 days, 20:47:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5177, loss_cls: 4.5629, loss: 4.5629 +2023-12-30 16:54:35,640 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-30 16:56:35,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 16:56:36,326 - pyskl - INFO - +top1_acc 0.2114 +top5_acc 0.4515 +2023-12-30 16:56:36,326 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 16:56:36,368 - pyskl - INFO - +mean_acc 0.2113 +2023-12-30 16:56:36,374 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_44.pth was removed +2023-12-30 16:56:36,655 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2023-12-30 16:56:36,656 - pyskl - INFO - Best top1_acc is 0.2114 at 45 epoch. +2023-12-30 16:56:36,671 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.2114, top5_acc: 0.4515, mean_class_accuracy: 0.2113 +2023-12-30 16:59:58,934 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 2 days, 20:50:19, time: 2.023, data_time: 1.423, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5350, loss_cls: 4.4605, loss: 4.4605 +2023-12-30 17:00:58,443 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 2 days, 20:49:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5212, loss_cls: 4.5160, loss: 4.5160 +2023-12-30 17:01:59,221 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 2 days, 20:47:59, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5320, loss_cls: 4.5240, loss: 4.5240 +2023-12-30 17:02:59,342 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 2 days, 20:46:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5356, loss_cls: 4.4947, loss: 4.4947 +2023-12-30 17:03:59,954 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 2 days, 20:45:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5275, loss_cls: 4.5023, loss: 4.5023 +2023-12-30 17:04:59,778 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 2 days, 20:44:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5192, loss_cls: 4.5432, loss: 4.5432 +2023-12-30 17:05:59,628 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 2 days, 20:43:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5333, loss_cls: 4.5001, loss: 4.5001 +2023-12-30 17:06:59,547 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 2 days, 20:42:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5184, loss_cls: 4.5524, loss: 4.5524 +2023-12-30 17:07:59,265 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 2 days, 20:40:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5133, loss_cls: 4.5731, loss: 4.5731 +2023-12-30 17:08:58,905 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 2 days, 20:39:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5280, loss_cls: 4.5367, loss: 4.5367 +2023-12-30 17:09:58,463 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 2 days, 20:38:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5153, loss_cls: 4.5427, loss: 4.5427 +2023-12-30 17:10:58,204 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 2 days, 20:37:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5289, loss_cls: 4.5029, loss: 4.5029 +2023-12-30 17:11:58,125 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 2 days, 20:36:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5153, loss_cls: 4.5333, loss: 4.5333 +2023-12-30 17:12:57,880 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 2 days, 20:35:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5188, loss_cls: 4.5452, loss: 4.5452 +2023-12-30 17:13:58,271 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 2 days, 20:33:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5212, loss_cls: 4.5250, loss: 4.5250 +2023-12-30 17:14:58,387 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 2 days, 20:32:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5194, loss_cls: 4.5452, loss: 4.5452 +2023-12-30 17:15:58,214 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 2 days, 20:31:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5177, loss_cls: 4.5292, loss: 4.5292 +2023-12-30 17:16:57,714 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 2 days, 20:30:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5252, loss_cls: 4.5587, loss: 4.5587 +2023-12-30 17:17:57,226 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 2 days, 20:29:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5245, loss_cls: 4.5110, loss: 4.5110 +2023-12-30 17:18:56,998 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 2 days, 20:28:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5155, loss_cls: 4.5233, loss: 4.5233 +2023-12-30 17:19:56,993 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 2 days, 20:26:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5189, loss_cls: 4.5273, loss: 4.5273 +2023-12-30 17:20:57,078 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 2 days, 20:25:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5211, loss_cls: 4.5208, loss: 4.5208 +2023-12-30 17:21:56,524 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 2 days, 20:24:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5209, loss_cls: 4.5153, loss: 4.5153 +2023-12-30 17:22:56,207 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 2 days, 20:23:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5227, loss_cls: 4.5133, loss: 4.5133 +2023-12-30 17:23:55,943 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 2 days, 20:22:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5142, loss_cls: 4.5434, loss: 4.5434 +2023-12-30 17:24:55,906 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 2 days, 20:21:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5241, loss_cls: 4.5202, loss: 4.5202 +2023-12-30 17:25:55,886 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 2 days, 20:19:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5138, loss_cls: 4.5545, loss: 4.5545 +2023-12-30 17:26:55,550 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 2 days, 20:18:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5252, loss_cls: 4.5364, loss: 4.5364 +2023-12-30 17:27:55,482 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 2 days, 20:17:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5198, loss_cls: 4.5502, loss: 4.5502 +2023-12-30 17:28:55,287 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 2 days, 20:16:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5178, loss_cls: 4.5249, loss: 4.5249 +2023-12-30 17:29:55,048 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 2 days, 20:15:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5075, loss_cls: 4.5656, loss: 4.5656 +2023-12-30 17:30:54,863 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 2 days, 20:14:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5145, loss_cls: 4.5650, loss: 4.5650 +2023-12-30 17:31:54,872 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 2 days, 20:12:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5138, loss_cls: 4.5949, loss: 4.5949 +2023-12-30 17:32:54,935 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 2 days, 20:11:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5188, loss_cls: 4.5254, loss: 4.5254 +2023-12-30 17:33:54,607 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 2 days, 20:10:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5077, loss_cls: 4.5626, loss: 4.5626 +2023-12-30 17:34:54,510 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 2 days, 20:09:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5327, loss_cls: 4.5066, loss: 4.5066 +2023-12-30 17:35:55,527 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 2 days, 20:08:16, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5286, loss_cls: 4.5230, loss: 4.5230 +2023-12-30 17:36:26,496 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-30 17:38:24,059 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:38:24,863 - pyskl - INFO - +top1_acc 0.1949 +top5_acc 0.4236 +2023-12-30 17:38:24,863 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 17:38:24,897 - pyskl - INFO - +mean_acc 0.1948 +2023-12-30 17:38:24,906 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.1949, top5_acc: 0.4236, mean_class_accuracy: 0.1948 +2023-12-30 17:41:48,788 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 2 days, 20:10:57, time: 2.039, data_time: 1.437, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5353, loss_cls: 4.4629, loss: 4.4629 +2023-12-30 17:42:48,721 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 2 days, 20:09:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5234, loss_cls: 4.5296, loss: 4.5296 +2023-12-30 17:43:49,088 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 2 days, 20:08:38, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5288, loss_cls: 4.4968, loss: 4.4968 +2023-12-30 17:44:49,054 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 2 days, 20:07:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5298, loss_cls: 4.4817, loss: 4.4817 +2023-12-30 17:45:49,518 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 2 days, 20:06:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5208, loss_cls: 4.5074, loss: 4.5074 +2023-12-30 17:46:49,151 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 2 days, 20:05:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5306, loss_cls: 4.4827, loss: 4.4827 +2023-12-30 17:47:48,993 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 2 days, 20:03:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5184, loss_cls: 4.5536, loss: 4.5536 +2023-12-30 17:48:48,778 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 2 days, 20:02:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5214, loss_cls: 4.5520, loss: 4.5520 +2023-12-30 17:49:48,566 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 2 days, 20:01:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5189, loss_cls: 4.5220, loss: 4.5220 +2023-12-30 17:50:48,468 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 2 days, 20:00:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5273, loss_cls: 4.4834, loss: 4.4834 +2023-12-30 17:51:49,015 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 2 days, 19:59:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5208, loss_cls: 4.5585, loss: 4.5585 +2023-12-30 17:52:49,354 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 2 days, 19:58:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5161, loss_cls: 4.5506, loss: 4.5506 +2023-12-30 17:53:49,223 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 2 days, 19:57:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5195, loss_cls: 4.5191, loss: 4.5191 +2023-12-30 17:54:49,167 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 2 days, 19:55:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5088, loss_cls: 4.5896, loss: 4.5896 +2023-12-30 17:55:49,596 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 2 days, 19:54:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5277, loss_cls: 4.4724, loss: 4.4724 +2023-12-30 17:56:50,148 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 2 days, 19:53:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5161, loss_cls: 4.5468, loss: 4.5468 +2023-12-30 17:57:50,045 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 2 days, 19:52:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5236, loss_cls: 4.5254, loss: 4.5254 +2023-12-30 17:58:50,035 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 2 days, 19:51:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5211, loss_cls: 4.5241, loss: 4.5241 +2023-12-30 17:59:49,918 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 2 days, 19:50:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5267, loss_cls: 4.5404, loss: 4.5404 +2023-12-30 18:00:49,428 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 2 days, 19:48:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5167, loss_cls: 4.5952, loss: 4.5952 +2023-12-30 18:01:49,279 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 2 days, 19:47:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5231, loss_cls: 4.5299, loss: 4.5299 +2023-12-30 18:02:49,684 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 2 days, 19:46:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5208, loss_cls: 4.5500, loss: 4.5500 +2023-12-30 18:03:49,857 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 2 days, 19:45:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5234, loss_cls: 4.5504, loss: 4.5504 +2023-12-30 18:04:50,103 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 2 days, 19:44:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5219, loss_cls: 4.5164, loss: 4.5164 +2023-12-30 18:05:50,115 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 2 days, 19:43:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5194, loss_cls: 4.5270, loss: 4.5270 +2023-12-30 18:06:49,819 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 2 days, 19:41:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5161, loss_cls: 4.5403, loss: 4.5403 +2023-12-30 18:07:49,496 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 2 days, 19:40:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5195, loss_cls: 4.5177, loss: 4.5177 +2023-12-30 18:08:49,108 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 2 days, 19:39:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5356, loss_cls: 4.4780, loss: 4.4780 +2023-12-30 18:09:48,592 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 2 days, 19:38:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5209, loss_cls: 4.5555, loss: 4.5555 +2023-12-30 18:10:48,123 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 2 days, 19:37:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5317, loss_cls: 4.5049, loss: 4.5049 +2023-12-30 18:11:47,730 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 2 days, 19:36:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5327, loss_cls: 4.5033, loss: 4.5033 +2023-12-30 18:12:47,323 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 2 days, 19:34:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5145, loss_cls: 4.5485, loss: 4.5485 +2023-12-30 18:13:47,253 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 2 days, 19:33:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5192, loss_cls: 4.5317, loss: 4.5317 +2023-12-30 18:14:47,576 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 2 days, 19:32:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5247, loss_cls: 4.5361, loss: 4.5361 +2023-12-30 18:15:48,043 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 2 days, 19:31:27, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5188, loss_cls: 4.5364, loss: 4.5364 +2023-12-30 18:16:48,041 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 2 days, 19:30:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5359, loss_cls: 4.4792, loss: 4.4792 +2023-12-30 18:17:48,282 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 2 days, 19:29:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5241, loss_cls: 4.5314, loss: 4.5314 +2023-12-30 18:18:18,851 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-30 18:20:14,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 18:20:15,531 - pyskl - INFO - +top1_acc 0.1950 +top5_acc 0.4221 +2023-12-30 18:20:15,532 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 18:20:15,566 - pyskl - INFO - +mean_acc 0.1946 +2023-12-30 18:20:15,576 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.1950, top5_acc: 0.4221, mean_class_accuracy: 0.1946 +2023-12-30 18:23:32,475 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 2 days, 19:31:27, time: 1.969, data_time: 1.368, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5348, loss_cls: 4.4558, loss: 4.4558 +2023-12-30 18:24:33,156 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 2 days, 19:30:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5273, loss_cls: 4.4733, loss: 4.4733 +2023-12-30 18:25:32,781 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 2 days, 19:29:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5197, loss_cls: 4.5240, loss: 4.5240 +2023-12-30 18:26:32,883 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 2 days, 19:27:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5247, loss_cls: 4.5347, loss: 4.5347 +2023-12-30 18:27:33,635 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 2 days, 19:26:51, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5166, loss_cls: 4.5258, loss: 4.5258 +2023-12-30 18:28:33,486 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 2 days, 19:25:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5238, loss_cls: 4.5042, loss: 4.5042 +2023-12-30 18:29:33,134 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 2 days, 19:24:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5392, loss_cls: 4.4566, loss: 4.4566 +2023-12-30 18:30:32,374 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 2 days, 19:23:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5161, loss_cls: 4.5616, loss: 4.5616 +2023-12-30 18:31:32,096 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 2 days, 19:22:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5186, loss_cls: 4.5304, loss: 4.5304 +2023-12-30 18:32:31,711 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 2 days, 19:20:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5256, loss_cls: 4.4890, loss: 4.4890 +2023-12-30 18:33:31,277 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 2 days, 19:19:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5225, loss_cls: 4.5123, loss: 4.5123 +2023-12-30 18:34:31,065 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 2 days, 19:18:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5312, loss_cls: 4.4854, loss: 4.4854 +2023-12-30 18:35:30,871 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 2 days, 19:17:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5100, loss_cls: 4.5797, loss: 4.5797 +2023-12-30 18:36:30,566 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 2 days, 19:16:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5300, loss_cls: 4.5078, loss: 4.5078 +2023-12-30 18:37:30,152 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 2 days, 19:15:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5273, loss_cls: 4.5266, loss: 4.5266 +2023-12-30 18:38:29,794 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 2 days, 19:13:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5203, loss_cls: 4.5340, loss: 4.5340 +2023-12-30 18:39:30,161 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 2 days, 19:12:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5306, loss_cls: 4.5007, loss: 4.5007 +2023-12-30 18:40:29,833 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 2 days, 19:11:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5212, loss_cls: 4.5342, loss: 4.5342 +2023-12-30 18:41:29,349 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 2 days, 19:10:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5164, loss_cls: 4.5412, loss: 4.5412 +2023-12-30 18:42:29,633 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 2 days, 19:09:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5109, loss_cls: 4.5660, loss: 4.5660 +2023-12-30 18:43:29,008 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 2 days, 19:08:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5125, loss_cls: 4.5567, loss: 4.5567 +2023-12-30 18:44:28,497 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 2 days, 19:06:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5298, loss_cls: 4.5444, loss: 4.5444 +2023-12-30 18:45:28,068 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 2 days, 19:05:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5138, loss_cls: 4.5370, loss: 4.5370 +2023-12-30 18:46:27,783 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 2 days, 19:04:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5214, loss_cls: 4.5385, loss: 4.5385 +2023-12-30 18:47:27,336 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 2 days, 19:03:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5170, loss_cls: 4.5545, loss: 4.5545 +2023-12-30 18:48:27,281 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 2 days, 19:02:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5206, loss_cls: 4.5128, loss: 4.5128 +2023-12-30 18:49:26,937 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 2 days, 19:01:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5280, loss_cls: 4.5141, loss: 4.5141 +2023-12-30 18:50:26,498 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 2 days, 18:59:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5212, loss_cls: 4.5185, loss: 4.5185 +2023-12-30 18:51:26,292 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 2 days, 18:58:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5223, loss_cls: 4.5434, loss: 4.5434 +2023-12-30 18:52:26,947 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 2 days, 18:57:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5311, loss_cls: 4.5083, loss: 4.5083 +2023-12-30 18:53:26,977 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 2 days, 18:56:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5208, loss_cls: 4.5275, loss: 4.5275 +2023-12-30 18:54:26,537 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 2 days, 18:55:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5209, loss_cls: 4.5308, loss: 4.5308 +2023-12-30 18:55:26,166 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 2 days, 18:54:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5180, loss_cls: 4.4958, loss: 4.4958 +2023-12-30 18:56:25,703 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 2 days, 18:53:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5241, loss_cls: 4.5194, loss: 4.5194 +2023-12-30 18:57:25,331 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 2 days, 18:51:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5081, loss_cls: 4.5780, loss: 4.5780 +2023-12-30 18:58:24,727 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 2 days, 18:50:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5167, loss_cls: 4.5225, loss: 4.5225 +2023-12-30 18:59:25,183 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 2 days, 18:49:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5327, loss_cls: 4.4845, loss: 4.4845 +2023-12-30 18:59:55,558 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-30 19:01:53,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:01:54,146 - pyskl - INFO - +top1_acc 0.2100 +top5_acc 0.4398 +2023-12-30 19:01:54,146 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 19:01:54,181 - pyskl - INFO - +mean_acc 0.2099 +2023-12-30 19:01:54,191 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.2100, top5_acc: 0.4398, mean_class_accuracy: 0.2099 +2023-12-30 19:05:23,812 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 2 days, 18:52:09, time: 2.096, data_time: 1.496, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5322, loss_cls: 4.4581, loss: 4.4581 +2023-12-30 19:06:23,621 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 2 days, 18:50:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5289, loss_cls: 4.4769, loss: 4.4769 +2023-12-30 19:07:23,551 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 2 days, 18:49:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5245, loss_cls: 4.5051, loss: 4.5051 +2023-12-30 19:08:24,193 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 2 days, 18:48:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5170, loss_cls: 4.5182, loss: 4.5182 +2023-12-30 19:09:24,149 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 2 days, 18:47:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5286, loss_cls: 4.5087, loss: 4.5087 +2023-12-30 19:10:24,097 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 2 days, 18:46:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5295, loss_cls: 4.4672, loss: 4.4672 +2023-12-30 19:11:24,276 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 2 days, 18:45:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5284, loss_cls: 4.5030, loss: 4.5030 +2023-12-30 19:12:23,845 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 2 days, 18:44:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5258, loss_cls: 4.5052, loss: 4.5052 +2023-12-30 19:13:23,578 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 2 days, 18:42:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5236, loss_cls: 4.5238, loss: 4.5238 +2023-12-30 19:14:23,044 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 2 days, 18:41:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5314, loss_cls: 4.4930, loss: 4.4930 +2023-12-30 19:15:22,831 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 2 days, 18:40:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5200, loss_cls: 4.5489, loss: 4.5489 +2023-12-30 19:16:22,522 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 2 days, 18:39:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5317, loss_cls: 4.4728, loss: 4.4728 +2023-12-30 19:17:22,170 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 2 days, 18:38:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5214, loss_cls: 4.5330, loss: 4.5330 +2023-12-30 19:18:21,606 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 2 days, 18:37:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5200, loss_cls: 4.5391, loss: 4.5391 +2023-12-30 19:19:21,211 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 2 days, 18:35:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5289, loss_cls: 4.5073, loss: 4.5073 +2023-12-30 19:20:21,256 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 2 days, 18:34:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5227, loss_cls: 4.5336, loss: 4.5336 +2023-12-30 19:21:21,649 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 2 days, 18:33:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5206, loss_cls: 4.5293, loss: 4.5293 +2023-12-30 19:22:21,301 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 2 days, 18:32:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5295, loss_cls: 4.4799, loss: 4.4799 +2023-12-30 19:23:20,991 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 2 days, 18:31:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5259, loss_cls: 4.4789, loss: 4.4789 +2023-12-30 19:24:20,775 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 2 days, 18:30:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5327, loss_cls: 4.4976, loss: 4.4976 +2023-12-30 19:25:20,441 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 2 days, 18:28:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5144, loss_cls: 4.5468, loss: 4.5468 +2023-12-30 19:26:19,945 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 2 days, 18:27:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5278, loss_cls: 4.4926, loss: 4.4926 +2023-12-30 19:27:19,482 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 2 days, 18:26:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5256, loss_cls: 4.5078, loss: 4.5078 +2023-12-30 19:28:19,105 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 2 days, 18:25:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5177, loss_cls: 4.5273, loss: 4.5273 +2023-12-30 19:29:18,621 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 2 days, 18:24:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5188, loss_cls: 4.5422, loss: 4.5422 +2023-12-30 19:30:17,843 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 2 days, 18:23:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5225, loss_cls: 4.5259, loss: 4.5259 +2023-12-30 19:31:17,948 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 2 days, 18:21:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5217, loss_cls: 4.5429, loss: 4.5429 +2023-12-30 19:32:18,524 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 2 days, 18:20:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5366, loss_cls: 4.4716, loss: 4.4716 +2023-12-30 19:33:18,432 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 2 days, 18:19:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5203, loss_cls: 4.5293, loss: 4.5293 +2023-12-30 19:34:18,067 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 2 days, 18:18:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5117, loss_cls: 4.5626, loss: 4.5626 +2023-12-30 19:35:17,536 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 2 days, 18:17:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5255, loss_cls: 4.5434, loss: 4.5434 +2023-12-30 19:36:17,608 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 2 days, 18:16:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5311, loss_cls: 4.4837, loss: 4.4837 +2023-12-30 19:37:17,748 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 2 days, 18:15:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5172, loss_cls: 4.5444, loss: 4.5444 +2023-12-30 19:38:18,160 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 2 days, 18:13:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.4989, loss_cls: 4.6114, loss: 4.6114 +2023-12-30 19:39:18,449 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 2 days, 18:12:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5262, loss_cls: 4.4894, loss: 4.4894 +2023-12-30 19:40:18,521 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 2 days, 18:11:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5211, loss_cls: 4.5298, loss: 4.5298 +2023-12-30 19:41:18,842 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 2 days, 18:10:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5183, loss_cls: 4.5460, loss: 4.5460 +2023-12-30 19:41:49,173 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-30 19:43:46,831 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:43:47,587 - pyskl - INFO - +top1_acc 0.1636 +top5_acc 0.3720 +2023-12-30 19:43:47,587 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 19:43:47,617 - pyskl - INFO - +mean_acc 0.1631 +2023-12-30 19:43:47,627 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.1636, top5_acc: 0.3720, mean_class_accuracy: 0.1631 +2023-12-30 19:47:10,950 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 2 days, 18:12:44, time: 2.033, data_time: 1.436, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5272, loss_cls: 4.4921, loss: 4.4921 +2023-12-30 19:48:11,124 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 2 days, 18:11:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5369, loss_cls: 4.4706, loss: 4.4706 +2023-12-30 19:49:10,962 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 2 days, 18:10:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5277, loss_cls: 4.4838, loss: 4.4838 +2023-12-30 19:50:11,222 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 2 days, 18:09:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5153, loss_cls: 4.5319, loss: 4.5319 +2023-12-30 19:51:11,726 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 2 days, 18:08:08, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5400, loss_cls: 4.4278, loss: 4.4278 +2023-12-30 19:52:11,970 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 2 days, 18:07:00, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5283, loss_cls: 4.5130, loss: 4.5130 +2023-12-30 19:53:11,654 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 2 days, 18:05:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5250, loss_cls: 4.5441, loss: 4.5441 +2023-12-30 19:54:11,344 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 2 days, 18:04:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5283, loss_cls: 4.4992, loss: 4.4992 +2023-12-30 19:55:11,376 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 2 days, 18:03:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5248, loss_cls: 4.5253, loss: 4.5253 +2023-12-30 19:56:10,688 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 2 days, 18:02:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5131, loss_cls: 4.5483, loss: 4.5483 +2023-12-30 19:57:10,034 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 2 days, 18:01:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5231, loss_cls: 4.5138, loss: 4.5138 +2023-12-30 19:58:09,492 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 2 days, 18:00:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5305, loss_cls: 4.4989, loss: 4.4989 +2023-12-30 19:59:09,085 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 2 days, 17:58:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5228, loss_cls: 4.5001, loss: 4.5001 +2023-12-30 20:00:08,631 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 2 days, 17:57:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5217, loss_cls: 4.5067, loss: 4.5067 +2023-12-30 20:01:08,418 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 2 days, 17:56:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5323, loss_cls: 4.4826, loss: 4.4826 +2023-12-30 20:02:08,005 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 2 days, 17:55:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5347, loss_cls: 4.4732, loss: 4.4732 +2023-12-30 20:03:08,196 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 2 days, 17:54:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5239, loss_cls: 4.5072, loss: 4.5072 +2023-12-30 20:04:08,495 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 2 days, 17:53:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5302, loss_cls: 4.5099, loss: 4.5099 +2023-12-30 20:05:08,250 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 2 days, 17:51:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5220, loss_cls: 4.5263, loss: 4.5263 +2023-12-30 20:06:07,943 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 2 days, 17:50:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5269, loss_cls: 4.5145, loss: 4.5145 +2023-12-30 20:07:07,607 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 2 days, 17:49:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5225, loss_cls: 4.5206, loss: 4.5206 +2023-12-30 20:08:07,004 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 2 days, 17:48:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5148, loss_cls: 4.5130, loss: 4.5130 +2023-12-30 20:09:06,490 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 2 days, 17:47:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5269, loss_cls: 4.5010, loss: 4.5010 +2023-12-30 20:10:06,501 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 2 days, 17:46:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5292, loss_cls: 4.4794, loss: 4.4794 +2023-12-30 20:11:05,867 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 2 days, 17:44:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5322, loss_cls: 4.4713, loss: 4.4713 +2023-12-30 20:12:05,238 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 2 days, 17:43:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5248, loss_cls: 4.5425, loss: 4.5425 +2023-12-30 20:13:04,719 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 2 days, 17:42:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5188, loss_cls: 4.5197, loss: 4.5197 +2023-12-30 20:14:04,046 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 2 days, 17:41:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5262, loss_cls: 4.5102, loss: 4.5102 +2023-12-30 20:15:03,555 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 2 days, 17:40:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5195, loss_cls: 4.5478, loss: 4.5478 +2023-12-30 20:16:03,226 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 2 days, 17:39:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5334, loss_cls: 4.4721, loss: 4.4721 +2023-12-30 20:17:02,826 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 2 days, 17:37:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5297, loss_cls: 4.4950, loss: 4.4950 +2023-12-30 20:18:02,369 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 2 days, 17:36:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5172, loss_cls: 4.5744, loss: 4.5744 +2023-12-30 20:19:02,268 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 2 days, 17:35:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5302, loss_cls: 4.4698, loss: 4.4698 +2023-12-30 20:20:02,313 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 2 days, 17:34:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5295, loss_cls: 4.5154, loss: 4.5154 +2023-12-30 20:21:02,709 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 2 days, 17:33:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5220, loss_cls: 4.5287, loss: 4.5287 +2023-12-30 20:22:03,162 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 2 days, 17:32:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5327, loss_cls: 4.4957, loss: 4.4957 +2023-12-30 20:23:03,639 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 2 days, 17:31:03, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5256, loss_cls: 4.5123, loss: 4.5123 +2023-12-30 20:23:33,889 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-30 20:25:33,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 20:25:33,837 - pyskl - INFO - +top1_acc 0.2090 +top5_acc 0.4482 +2023-12-30 20:25:33,837 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 20:25:33,871 - pyskl - INFO - +mean_acc 0.2089 +2023-12-30 20:25:33,882 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.2090, top5_acc: 0.4482, mean_class_accuracy: 0.2089 +2023-12-30 20:28:59,895 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 2 days, 17:33:19, time: 2.060, data_time: 1.461, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5320, loss_cls: 4.4617, loss: 4.4617 +2023-12-30 20:30:00,372 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 2 days, 17:32:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5266, loss_cls: 4.4654, loss: 4.4654 +2023-12-30 20:31:00,469 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 2 days, 17:31:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5353, loss_cls: 4.4661, loss: 4.4661 +2023-12-30 20:32:01,054 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 2 days, 17:29:54, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5348, loss_cls: 4.4335, loss: 4.4335 +2023-12-30 20:33:01,105 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 2 days, 17:28:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5325, loss_cls: 4.4611, loss: 4.4611 +2023-12-30 20:34:01,210 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 2 days, 17:27:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5355, loss_cls: 4.4688, loss: 4.4688 +2023-12-30 20:35:01,120 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 2 days, 17:26:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5358, loss_cls: 4.4546, loss: 4.4546 +2023-12-30 20:36:00,891 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 2 days, 17:25:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5284, loss_cls: 4.4998, loss: 4.4998 +2023-12-30 20:37:00,524 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 2 days, 17:24:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5348, loss_cls: 4.4741, loss: 4.4741 +2023-12-30 20:38:00,583 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 2 days, 17:22:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5312, loss_cls: 4.4977, loss: 4.4977 +2023-12-30 20:39:00,332 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 2 days, 17:21:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5184, loss_cls: 4.5354, loss: 4.5354 +2023-12-30 20:40:00,167 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 2 days, 17:20:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5212, loss_cls: 4.5369, loss: 4.5369 +2023-12-30 20:40:59,739 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 2 days, 17:19:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5228, loss_cls: 4.5045, loss: 4.5045 +2023-12-30 20:41:58,964 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 2 days, 17:18:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5312, loss_cls: 4.4919, loss: 4.4919 +2023-12-30 20:42:58,535 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 2 days, 17:17:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5281, loss_cls: 4.5231, loss: 4.5231 +2023-12-30 20:43:58,031 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 2 days, 17:16:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5323, loss_cls: 4.4741, loss: 4.4741 +2023-12-30 20:44:58,008 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 2 days, 17:14:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5423, loss_cls: 4.4719, loss: 4.4719 +2023-12-30 20:45:59,336 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 2 days, 17:13:45, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5253, loss_cls: 4.5452, loss: 4.5452 +2023-12-30 20:46:59,643 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 2 days, 17:12:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5306, loss_cls: 4.4989, loss: 4.4989 +2023-12-30 20:47:58,872 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 2 days, 17:11:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5191, loss_cls: 4.5194, loss: 4.5194 +2023-12-30 20:48:58,279 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 2 days, 17:10:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5180, loss_cls: 4.5226, loss: 4.5226 +2023-12-30 20:49:57,850 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 2 days, 17:09:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5306, loss_cls: 4.5016, loss: 4.5016 +2023-12-30 20:50:57,160 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 2 days, 17:07:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5150, loss_cls: 4.5546, loss: 4.5546 +2023-12-30 20:51:56,814 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 2 days, 17:06:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5266, loss_cls: 4.5123, loss: 4.5123 +2023-12-30 20:52:56,436 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 2 days, 17:05:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5266, loss_cls: 4.5193, loss: 4.5193 +2023-12-30 20:53:55,997 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 2 days, 17:04:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5322, loss_cls: 4.4990, loss: 4.4990 +2023-12-30 20:54:55,547 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 2 days, 17:03:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5294, loss_cls: 4.4821, loss: 4.4821 +2023-12-30 20:55:55,751 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 2 days, 17:02:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5250, loss_cls: 4.5073, loss: 4.5073 +2023-12-30 20:56:55,690 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 2 days, 17:01:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5162, loss_cls: 4.5527, loss: 4.5527 +2023-12-30 20:57:55,389 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 2 days, 16:59:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5211, loss_cls: 4.5244, loss: 4.5244 +2023-12-30 20:58:55,251 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 2 days, 16:58:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5281, loss_cls: 4.5029, loss: 4.5029 +2023-12-30 20:59:54,726 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 2 days, 16:57:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5275, loss_cls: 4.4971, loss: 4.4971 +2023-12-30 21:00:54,257 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 2 days, 16:56:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5302, loss_cls: 4.5061, loss: 4.5061 +2023-12-30 21:01:53,874 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 2 days, 16:55:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5398, loss_cls: 4.4589, loss: 4.4589 +2023-12-30 21:02:53,458 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 2 days, 16:54:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5148, loss_cls: 4.5500, loss: 4.5500 +2023-12-30 21:03:52,794 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 2 days, 16:52:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5383, loss_cls: 4.4926, loss: 4.4926 +2023-12-30 21:04:54,091 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 2 days, 16:51:48, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5400, loss_cls: 4.4633, loss: 4.4633 +2023-12-30 21:05:24,821 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-30 21:07:20,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:07:21,534 - pyskl - INFO - +top1_acc 0.2063 +top5_acc 0.4271 +2023-12-30 21:07:21,534 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 21:07:21,574 - pyskl - INFO - +mean_acc 0.2062 +2023-12-30 21:07:21,586 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.2063, top5_acc: 0.4271, mean_class_accuracy: 0.2062 +2023-12-30 21:10:42,105 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 2 days, 16:53:47, time: 2.005, data_time: 1.415, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5288, loss_cls: 4.4800, loss: 4.4800 +2023-12-30 21:11:41,981 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 2 days, 16:52:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5244, loss_cls: 4.4681, loss: 4.4681 +2023-12-30 21:12:41,949 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 2 days, 16:51:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5342, loss_cls: 4.4687, loss: 4.4687 +2023-12-30 21:13:41,970 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 2 days, 16:50:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5448, loss_cls: 4.4090, loss: 4.4090 +2023-12-30 21:14:41,765 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 2 days, 16:49:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5278, loss_cls: 4.5030, loss: 4.5030 +2023-12-30 21:15:41,793 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 2 days, 16:48:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5306, loss_cls: 4.4700, loss: 4.4700 +2023-12-30 21:16:41,510 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 2 days, 16:46:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5283, loss_cls: 4.4937, loss: 4.4937 +2023-12-30 21:17:41,166 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 2 days, 16:45:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5297, loss_cls: 4.4598, loss: 4.4598 +2023-12-30 21:18:40,750 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 2 days, 16:44:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5350, loss_cls: 4.4787, loss: 4.4787 +2023-12-30 21:19:40,445 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 2 days, 16:43:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5238, loss_cls: 4.4959, loss: 4.4959 +2023-12-30 21:20:40,022 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 2 days, 16:42:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5292, loss_cls: 4.4943, loss: 4.4943 +2023-12-30 21:21:39,497 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 2 days, 16:41:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5302, loss_cls: 4.4601, loss: 4.4601 +2023-12-30 21:22:39,435 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 2 days, 16:39:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5217, loss_cls: 4.5153, loss: 4.5153 +2023-12-30 21:23:39,163 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 2 days, 16:38:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5384, loss_cls: 4.4648, loss: 4.4648 +2023-12-30 21:24:38,577 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 2 days, 16:37:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5391, loss_cls: 4.4252, loss: 4.4252 +2023-12-30 21:25:38,104 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 2 days, 16:36:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5205, loss_cls: 4.5235, loss: 4.5235 +2023-12-30 21:26:37,687 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 2 days, 16:35:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5180, loss_cls: 4.5587, loss: 4.5587 +2023-12-30 21:27:37,770 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 2 days, 16:34:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5380, loss_cls: 4.4614, loss: 4.4614 +2023-12-30 21:28:39,053 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 2 days, 16:33:03, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5223, loss_cls: 4.5160, loss: 4.5160 +2023-12-30 21:29:38,548 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 2 days, 16:31:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5255, loss_cls: 4.5368, loss: 4.5368 +2023-12-30 21:30:38,328 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 2 days, 16:30:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5225, loss_cls: 4.5141, loss: 4.5141 +2023-12-30 21:31:38,003 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 2 days, 16:29:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5230, loss_cls: 4.4977, loss: 4.4977 +2023-12-30 21:32:37,239 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 2 days, 16:28:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5378, loss_cls: 4.4526, loss: 4.4526 +2023-12-30 21:33:36,695 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 2 days, 16:27:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5328, loss_cls: 4.4829, loss: 4.4829 +2023-12-30 21:34:36,345 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 2 days, 16:26:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5337, loss_cls: 4.4544, loss: 4.4544 +2023-12-30 21:35:35,828 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 2 days, 16:24:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5280, loss_cls: 4.5013, loss: 4.5013 +2023-12-30 21:36:35,229 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 2 days, 16:23:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5267, loss_cls: 4.5175, loss: 4.5175 +2023-12-30 21:37:35,123 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 2 days, 16:22:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5322, loss_cls: 4.4923, loss: 4.4923 +2023-12-30 21:38:35,531 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 2 days, 16:21:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5234, loss_cls: 4.5065, loss: 4.5065 +2023-12-30 21:39:35,546 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 2 days, 16:20:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5166, loss_cls: 4.5565, loss: 4.5565 +2023-12-30 21:40:35,760 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 2 days, 16:19:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5361, loss_cls: 4.4622, loss: 4.4622 +2023-12-30 21:41:35,357 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 2 days, 16:18:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5252, loss_cls: 4.5144, loss: 4.5144 +2023-12-30 21:42:35,131 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 2 days, 16:16:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5181, loss_cls: 4.5601, loss: 4.5601 +2023-12-30 21:43:35,420 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 2 days, 16:15:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5308, loss_cls: 4.4811, loss: 4.4811 +2023-12-30 21:44:34,723 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 2 days, 16:14:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5209, loss_cls: 4.5227, loss: 4.5227 +2023-12-30 21:45:34,027 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 2 days, 16:13:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5248, loss_cls: 4.5342, loss: 4.5342 +2023-12-30 21:46:34,184 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 2 days, 16:12:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5320, loss_cls: 4.4778, loss: 4.4778 +2023-12-30 21:47:03,970 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-30 21:49:03,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:49:04,406 - pyskl - INFO - +top1_acc 0.2013 +top5_acc 0.4314 +2023-12-30 21:49:04,407 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 21:49:04,444 - pyskl - INFO - +mean_acc 0.2011 +2023-12-30 21:49:04,455 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.2013, top5_acc: 0.4314, mean_class_accuracy: 0.2011 +2023-12-30 21:52:29,604 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 2 days, 16:14:20, time: 2.051, data_time: 1.449, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5425, loss_cls: 4.4332, loss: 4.4332 +2023-12-30 21:53:29,972 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 2 days, 16:13:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5414, loss_cls: 4.4274, loss: 4.4274 +2023-12-30 21:54:30,435 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 2 days, 16:12:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5387, loss_cls: 4.4430, loss: 4.4430 +2023-12-30 21:55:30,165 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 2 days, 16:10:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5266, loss_cls: 4.4958, loss: 4.4958 +2023-12-30 21:56:29,990 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 2 days, 16:09:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5306, loss_cls: 4.4667, loss: 4.4667 +2023-12-30 21:57:30,392 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 2 days, 16:08:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5312, loss_cls: 4.4840, loss: 4.4840 +2023-12-30 21:58:30,143 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 2 days, 16:07:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5272, loss_cls: 4.4965, loss: 4.4965 +2023-12-30 21:59:29,541 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 2 days, 16:06:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5309, loss_cls: 4.4796, loss: 4.4796 +2023-12-30 22:00:29,227 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 2 days, 16:05:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5305, loss_cls: 4.4757, loss: 4.4757 +2023-12-30 22:01:28,738 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 2 days, 16:04:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5353, loss_cls: 4.4488, loss: 4.4488 +2023-12-30 22:02:28,320 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 2 days, 16:02:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5289, loss_cls: 4.4827, loss: 4.4827 +2023-12-30 22:03:27,937 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 2 days, 16:01:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5319, loss_cls: 4.4680, loss: 4.4680 +2023-12-30 22:04:27,832 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 2 days, 16:00:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5381, loss_cls: 4.4624, loss: 4.4624 +2023-12-30 22:05:28,248 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 2 days, 15:59:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5331, loss_cls: 4.4586, loss: 4.4586 +2023-12-30 22:06:28,018 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 2 days, 15:58:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5316, loss_cls: 4.4846, loss: 4.4846 +2023-12-30 22:07:27,435 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 2 days, 15:57:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5238, loss_cls: 4.5088, loss: 4.5088 +2023-12-30 22:08:26,940 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 2 days, 15:55:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5339, loss_cls: 4.4740, loss: 4.4740 +2023-12-30 22:09:26,651 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 2 days, 15:54:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5309, loss_cls: 4.4809, loss: 4.4809 +2023-12-30 22:10:26,673 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 2 days, 15:53:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5266, loss_cls: 4.5142, loss: 4.5142 +2023-12-30 22:11:26,524 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 2 days, 15:52:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5155, loss_cls: 4.5421, loss: 4.5421 +2023-12-30 22:12:26,002 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 2 days, 15:51:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5380, loss_cls: 4.4829, loss: 4.4829 +2023-12-30 22:13:25,663 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 2 days, 15:50:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5138, loss_cls: 4.5312, loss: 4.5312 +2023-12-30 22:14:25,002 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 2 days, 15:49:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5138, loss_cls: 4.5509, loss: 4.5509 +2023-12-30 22:15:24,379 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 2 days, 15:47:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5219, loss_cls: 4.5178, loss: 4.5178 +2023-12-30 22:16:23,876 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 2 days, 15:46:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5212, loss_cls: 4.5304, loss: 4.5304 +2023-12-30 22:17:23,123 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 2 days, 15:45:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5267, loss_cls: 4.4859, loss: 4.4859 +2023-12-30 22:18:22,412 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 2 days, 15:44:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5288, loss_cls: 4.5304, loss: 4.5304 +2023-12-30 22:19:22,025 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 2 days, 15:43:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5258, loss_cls: 4.5017, loss: 4.5017 +2023-12-30 22:20:21,724 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 2 days, 15:42:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5194, loss_cls: 4.5325, loss: 4.5325 +2023-12-30 22:21:21,146 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 2 days, 15:40:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5373, loss_cls: 4.4702, loss: 4.4702 +2023-12-30 22:22:20,564 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 2 days, 15:39:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5256, loss_cls: 4.5417, loss: 4.5417 +2023-12-30 22:23:20,054 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 2 days, 15:38:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5378, loss_cls: 4.4666, loss: 4.4666 +2023-12-30 22:24:19,998 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 2 days, 15:37:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5397, loss_cls: 4.4670, loss: 4.4670 +2023-12-30 22:25:19,525 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 2 days, 15:36:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5181, loss_cls: 4.5269, loss: 4.5269 +2023-12-30 22:26:19,430 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 2 days, 15:35:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5286, loss_cls: 4.4840, loss: 4.4840 +2023-12-30 22:27:19,010 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 2 days, 15:34:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5345, loss_cls: 4.4672, loss: 4.4672 +2023-12-30 22:28:18,942 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 2 days, 15:32:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5223, loss_cls: 4.5111, loss: 4.5111 +2023-12-30 22:28:49,321 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-30 22:30:45,379 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 22:30:46,436 - pyskl - INFO - +top1_acc 0.2169 +top5_acc 0.4494 +2023-12-30 22:30:46,436 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 22:30:46,476 - pyskl - INFO - +mean_acc 0.2168 +2023-12-30 22:30:46,482 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_45.pth was removed +2023-12-30 22:30:46,761 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2023-12-30 22:30:46,762 - pyskl - INFO - Best top1_acc is 0.2169 at 53 epoch. +2023-12-30 22:30:46,776 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.2169, top5_acc: 0.4494, mean_class_accuracy: 0.2168 +2023-12-30 22:34:10,663 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 2 days, 15:34:46, time: 2.039, data_time: 1.445, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5387, loss_cls: 4.4609, loss: 4.4609 +2023-12-30 22:35:10,329 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 2 days, 15:33:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5294, loss_cls: 4.4665, loss: 4.4665 +2023-12-30 22:36:10,323 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 2 days, 15:32:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5194, loss_cls: 4.4874, loss: 4.4874 +2023-12-30 22:37:10,358 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 2 days, 15:31:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5289, loss_cls: 4.4799, loss: 4.4799 +2023-12-30 22:38:10,425 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 2 days, 15:30:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5244, loss_cls: 4.4945, loss: 4.4945 +2023-12-30 22:39:10,241 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 2 days, 15:29:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5305, loss_cls: 4.4736, loss: 4.4736 +2023-12-30 22:40:10,586 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 2 days, 15:27:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5295, loss_cls: 4.4774, loss: 4.4774 +2023-12-30 22:41:10,506 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 2 days, 15:26:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5245, loss_cls: 4.5204, loss: 4.5204 +2023-12-30 22:42:09,972 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 2 days, 15:25:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5414, loss_cls: 4.4041, loss: 4.4041 +2023-12-30 22:43:10,127 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 2 days, 15:24:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5336, loss_cls: 4.4580, loss: 4.4580 +2023-12-30 22:44:09,604 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 2 days, 15:23:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5348, loss_cls: 4.4604, loss: 4.4604 +2023-12-30 22:45:09,140 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 2 days, 15:22:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5352, loss_cls: 4.4730, loss: 4.4730 +2023-12-30 22:46:08,543 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 2 days, 15:21:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5291, loss_cls: 4.4872, loss: 4.4872 +2023-12-30 22:47:08,114 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 2 days, 15:19:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5328, loss_cls: 4.4880, loss: 4.4880 +2023-12-30 22:48:07,628 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 2 days, 15:18:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5327, loss_cls: 4.4539, loss: 4.4539 +2023-12-30 22:49:07,294 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 2 days, 15:17:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5206, loss_cls: 4.5227, loss: 4.5227 +2023-12-30 22:50:06,731 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 2 days, 15:16:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5272, loss_cls: 4.4858, loss: 4.4858 +2023-12-30 22:51:06,887 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 2 days, 15:15:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5316, loss_cls: 4.4902, loss: 4.4902 +2023-12-30 22:52:07,177 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 2 days, 15:14:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5283, loss_cls: 4.4879, loss: 4.4879 +2023-12-30 22:53:07,246 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 2 days, 15:13:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5336, loss_cls: 4.4888, loss: 4.4888 +2023-12-30 22:54:07,030 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 2 days, 15:11:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5280, loss_cls: 4.5132, loss: 4.5132 +2023-12-30 22:55:06,627 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 2 days, 15:10:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5428, loss_cls: 4.4434, loss: 4.4434 +2023-12-30 22:56:06,193 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 2 days, 15:09:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5191, loss_cls: 4.5313, loss: 4.5313 +2023-12-30 22:57:05,547 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 2 days, 15:08:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5305, loss_cls: 4.4745, loss: 4.4745 +2023-12-30 22:58:05,007 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 2 days, 15:07:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5259, loss_cls: 4.5069, loss: 4.5069 +2023-12-30 22:59:04,667 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 2 days, 15:06:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5356, loss_cls: 4.4925, loss: 4.4925 +2023-12-30 23:00:05,009 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 2 days, 15:04:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5242, loss_cls: 4.4972, loss: 4.4972 +2023-12-30 23:01:05,347 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 2 days, 15:03:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5348, loss_cls: 4.4467, loss: 4.4467 +2023-12-30 23:02:05,995 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 2 days, 15:02:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5248, loss_cls: 4.5048, loss: 4.5048 +2023-12-30 23:03:05,750 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 2 days, 15:01:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5361, loss_cls: 4.4398, loss: 4.4398 +2023-12-30 23:04:05,432 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 2 days, 15:00:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5269, loss_cls: 4.5134, loss: 4.5134 +2023-12-30 23:05:05,900 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 2 days, 14:59:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5309, loss_cls: 4.4585, loss: 4.4585 +2023-12-30 23:06:06,142 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 2 days, 14:58:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5322, loss_cls: 4.4616, loss: 4.4616 +2023-12-30 23:07:06,079 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 2 days, 14:57:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5234, loss_cls: 4.4961, loss: 4.4961 +2023-12-30 23:08:05,700 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 2 days, 14:55:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5202, loss_cls: 4.5137, loss: 4.5137 +2023-12-30 23:09:05,703 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 2 days, 14:54:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5222, loss_cls: 4.5197, loss: 4.5197 +2023-12-30 23:10:06,256 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 2 days, 14:53:37, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5247, loss_cls: 4.5234, loss: 4.5234 +2023-12-30 23:10:37,725 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-30 23:12:33,195 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 23:12:33,969 - pyskl - INFO - +top1_acc 0.2192 +top5_acc 0.4612 +2023-12-30 23:12:33,969 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 23:12:34,015 - pyskl - INFO - +mean_acc 0.2189 +2023-12-30 23:12:34,023 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_53.pth was removed +2023-12-30 23:12:34,244 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2023-12-30 23:12:34,245 - pyskl - INFO - Best top1_acc is 0.2192 at 54 epoch. +2023-12-30 23:12:34,256 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.2192, top5_acc: 0.4612, mean_class_accuracy: 0.2189 +2023-12-30 23:16:00,813 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 2 days, 14:55:29, time: 2.065, data_time: 1.472, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5414, loss_cls: 4.4287, loss: 4.4287 +2023-12-30 23:17:00,444 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 2 days, 14:54:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5320, loss_cls: 4.4441, loss: 4.4441 +2023-12-30 23:18:00,981 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 2 days, 14:53:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5420, loss_cls: 4.4462, loss: 4.4462 +2023-12-30 23:19:00,338 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 2 days, 14:52:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5414, loss_cls: 4.4387, loss: 4.4387 +2023-12-30 23:20:00,945 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 2 days, 14:50:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5339, loss_cls: 4.4642, loss: 4.4642 +2023-12-30 23:21:01,189 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 2 days, 14:49:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5383, loss_cls: 4.4320, loss: 4.4320 +2023-12-30 23:22:01,366 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 2 days, 14:48:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5386, loss_cls: 4.4473, loss: 4.4473 +2023-12-30 23:23:01,169 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 2 days, 14:47:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5353, loss_cls: 4.4732, loss: 4.4732 +2023-12-30 23:24:00,794 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 2 days, 14:46:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5378, loss_cls: 4.4614, loss: 4.4614 +2023-12-30 23:25:00,464 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 2 days, 14:45:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5369, loss_cls: 4.4607, loss: 4.4607 +2023-12-30 23:26:00,022 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 2 days, 14:44:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5267, loss_cls: 4.4868, loss: 4.4868 +2023-12-30 23:26:59,402 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 2 days, 14:42:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5327, loss_cls: 4.4811, loss: 4.4811 +2023-12-30 23:27:58,592 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 2 days, 14:41:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5472, loss_cls: 4.4221, loss: 4.4221 +2023-12-30 23:28:58,146 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 2 days, 14:40:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5262, loss_cls: 4.4841, loss: 4.4841 +2023-12-30 23:29:57,548 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 2 days, 14:39:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5339, loss_cls: 4.4747, loss: 4.4747 +2023-12-30 23:30:57,124 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 2 days, 14:38:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5230, loss_cls: 4.5254, loss: 4.5254 +2023-12-30 23:31:56,622 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 2 days, 14:37:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5386, loss_cls: 4.4864, loss: 4.4864 +2023-12-30 23:32:56,413 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 2 days, 14:36:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5294, loss_cls: 4.4640, loss: 4.4640 +2023-12-30 23:33:56,264 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 2 days, 14:34:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5350, loss_cls: 4.4762, loss: 4.4762 +2023-12-30 23:34:56,828 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 2 days, 14:33:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5336, loss_cls: 4.4748, loss: 4.4748 +2023-12-30 23:35:56,285 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 2 days, 14:32:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5377, loss_cls: 4.4640, loss: 4.4640 +2023-12-30 23:36:55,969 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 2 days, 14:31:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5381, loss_cls: 4.4418, loss: 4.4418 +2023-12-30 23:37:56,170 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 2 days, 14:30:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5312, loss_cls: 4.4769, loss: 4.4769 +2023-12-30 23:38:55,233 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 2 days, 14:29:09, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5333, loss_cls: 4.4883, loss: 4.4883 +2023-12-30 23:39:54,500 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 2 days, 14:28:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5270, loss_cls: 4.5017, loss: 4.5017 +2023-12-30 23:40:53,857 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 2 days, 14:26:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5389, loss_cls: 4.4698, loss: 4.4698 +2023-12-30 23:41:53,793 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 2 days, 14:25:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5233, loss_cls: 4.5083, loss: 4.5083 +2023-12-30 23:42:53,843 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 2 days, 14:24:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5295, loss_cls: 4.4841, loss: 4.4841 +2023-12-30 23:43:54,047 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 2 days, 14:23:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5437, loss_cls: 4.4562, loss: 4.4562 +2023-12-30 23:44:54,313 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 2 days, 14:22:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5269, loss_cls: 4.5040, loss: 4.5040 +2023-12-30 23:45:54,909 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 2 days, 14:21:12, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5122, loss_cls: 4.5409, loss: 4.5409 +2023-12-30 23:46:55,385 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 2 days, 14:20:05, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5209, loss_cls: 4.5428, loss: 4.5428 +2023-12-30 23:47:55,049 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 2 days, 14:18:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5331, loss_cls: 4.4759, loss: 4.4759 +2023-12-30 23:48:55,388 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 2 days, 14:17:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5175, loss_cls: 4.5424, loss: 4.5424 +2023-12-30 23:49:55,071 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 2 days, 14:16:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5345, loss_cls: 4.4773, loss: 4.4773 +2023-12-30 23:50:54,938 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 2 days, 14:15:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5316, loss_cls: 4.4937, loss: 4.4937 +2023-12-30 23:51:54,867 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 2 days, 14:14:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5345, loss_cls: 4.4739, loss: 4.4739 +2023-12-30 23:52:25,727 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-30 23:54:23,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 23:54:24,529 - pyskl - INFO - +top1_acc 0.1883 +top5_acc 0.4210 +2023-12-30 23:54:24,529 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 23:54:24,574 - pyskl - INFO - +mean_acc 0.1883 +2023-12-30 23:54:24,590 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.1883, top5_acc: 0.4210, mean_class_accuracy: 0.1883 +2023-12-30 23:57:50,018 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 2 days, 14:16:07, time: 2.054, data_time: 1.461, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5350, loss_cls: 4.4455, loss: 4.4455 +2023-12-30 23:58:50,078 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 2 days, 14:14:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5300, loss_cls: 4.4888, loss: 4.4888 +2023-12-30 23:59:50,179 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 2 days, 14:13:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5420, loss_cls: 4.4284, loss: 4.4284 +2023-12-31 00:00:49,508 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 2 days, 14:12:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5369, loss_cls: 4.4544, loss: 4.4544 +2023-12-31 00:01:50,308 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 2 days, 14:11:35, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5312, loss_cls: 4.4787, loss: 4.4787 +2023-12-31 00:02:50,474 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 2 days, 14:10:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5498, loss_cls: 4.4065, loss: 4.4065 +2023-12-31 00:03:50,310 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 2 days, 14:09:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5295, loss_cls: 4.4747, loss: 4.4747 +2023-12-31 00:04:49,963 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 2 days, 14:08:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5472, loss_cls: 4.4058, loss: 4.4058 +2023-12-31 00:05:49,372 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 2 days, 14:07:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5377, loss_cls: 4.4483, loss: 4.4483 +2023-12-31 00:06:48,745 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 2 days, 14:05:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5273, loss_cls: 4.4902, loss: 4.4902 +2023-12-31 00:07:48,381 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 2 days, 14:04:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5405, loss_cls: 4.4241, loss: 4.4241 +2023-12-31 00:08:47,855 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 2 days, 14:03:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5255, loss_cls: 4.4921, loss: 4.4921 +2023-12-31 00:09:47,278 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 2 days, 14:02:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5331, loss_cls: 4.4696, loss: 4.4696 +2023-12-31 00:10:47,180 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 2 days, 14:01:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5337, loss_cls: 4.4910, loss: 4.4910 +2023-12-31 00:11:47,050 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 2 days, 14:00:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5377, loss_cls: 4.4452, loss: 4.4452 +2023-12-31 00:12:47,200 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 2 days, 13:59:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5333, loss_cls: 4.4408, loss: 4.4408 +2023-12-31 00:13:46,948 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 2 days, 13:57:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5314, loss_cls: 4.4937, loss: 4.4937 +2023-12-31 00:14:46,659 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 2 days, 13:56:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5419, loss_cls: 4.4282, loss: 4.4282 +2023-12-31 00:15:46,548 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 2 days, 13:55:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5183, loss_cls: 4.5060, loss: 4.5060 +2023-12-31 00:16:46,986 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 2 days, 13:54:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5411, loss_cls: 4.4354, loss: 4.4354 +2023-12-31 00:17:46,957 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 2 days, 13:53:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5430, loss_cls: 4.4589, loss: 4.4589 +2023-12-31 00:18:46,624 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 2 days, 13:52:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5356, loss_cls: 4.4599, loss: 4.4599 +2023-12-31 00:19:46,077 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 2 days, 13:51:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5312, loss_cls: 4.4816, loss: 4.4816 +2023-12-31 00:20:45,177 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 2 days, 13:49:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5348, loss_cls: 4.4777, loss: 4.4777 +2023-12-31 00:21:44,226 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 2 days, 13:48:43, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5328, loss_cls: 4.4750, loss: 4.4750 +2023-12-31 00:22:43,815 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 2 days, 13:47:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5239, loss_cls: 4.5224, loss: 4.5224 +2023-12-31 00:23:42,986 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 2 days, 13:46:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5286, loss_cls: 4.4839, loss: 4.4839 +2023-12-31 00:24:42,287 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 2 days, 13:45:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5366, loss_cls: 4.4164, loss: 4.4164 +2023-12-31 00:25:42,032 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 2 days, 13:44:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5391, loss_cls: 4.4475, loss: 4.4475 +2023-12-31 00:26:41,954 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 2 days, 13:42:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5306, loss_cls: 4.4807, loss: 4.4807 +2023-12-31 00:27:41,810 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 2 days, 13:41:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5230, loss_cls: 4.4963, loss: 4.4963 +2023-12-31 00:28:41,468 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 2 days, 13:40:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5261, loss_cls: 4.4977, loss: 4.4977 +2023-12-31 00:29:41,955 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 2 days, 13:39:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5398, loss_cls: 4.4256, loss: 4.4256 +2023-12-31 00:30:42,196 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 2 days, 13:38:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5309, loss_cls: 4.4473, loss: 4.4473 +2023-12-31 00:31:42,118 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 2 days, 13:37:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5478, loss_cls: 4.4008, loss: 4.4008 +2023-12-31 00:32:42,430 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 2 days, 13:36:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5242, loss_cls: 4.5221, loss: 4.5221 +2023-12-31 00:33:42,522 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 2 days, 13:35:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5314, loss_cls: 4.4904, loss: 4.4904 +2023-12-31 00:34:13,204 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-31 00:36:12,478 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 00:36:13,289 - pyskl - INFO - +top1_acc 0.1937 +top5_acc 0.4173 +2023-12-31 00:36:13,289 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 00:36:13,320 - pyskl - INFO - +mean_acc 0.1933 +2023-12-31 00:36:13,329 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.1937, top5_acc: 0.4173, mean_class_accuracy: 0.1933 +2023-12-31 00:39:37,937 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 2 days, 13:36:42, time: 2.046, data_time: 1.454, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5441, loss_cls: 4.4144, loss: 4.4144 +2023-12-31 00:40:37,669 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 2 days, 13:35:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5419, loss_cls: 4.4069, loss: 4.4069 +2023-12-31 00:41:38,289 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 2 days, 13:34:26, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5337, loss_cls: 4.4595, loss: 4.4595 +2023-12-31 00:42:37,786 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 2 days, 13:33:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5314, loss_cls: 4.4552, loss: 4.4552 +2023-12-31 00:43:37,754 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 2 days, 13:32:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5384, loss_cls: 4.4458, loss: 4.4458 +2023-12-31 00:44:38,119 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 2 days, 13:31:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5395, loss_cls: 4.4036, loss: 4.4036 +2023-12-31 00:45:38,171 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 2 days, 13:29:54, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5434, loss_cls: 4.4529, loss: 4.4529 +2023-12-31 00:46:37,877 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 2 days, 13:28:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5297, loss_cls: 4.4907, loss: 4.4907 +2023-12-31 00:47:37,484 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 2 days, 13:27:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5423, loss_cls: 4.4513, loss: 4.4513 +2023-12-31 00:48:37,129 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 2 days, 13:26:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5370, loss_cls: 4.4383, loss: 4.4383 +2023-12-31 00:49:36,539 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 2 days, 13:25:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5266, loss_cls: 4.4845, loss: 4.4845 +2023-12-31 00:50:35,886 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 2 days, 13:24:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5502, loss_cls: 4.4036, loss: 4.4036 +2023-12-31 00:51:35,300 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 2 days, 13:23:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5328, loss_cls: 4.4536, loss: 4.4536 +2023-12-31 00:52:34,803 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 2 days, 13:21:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5322, loss_cls: 4.4595, loss: 4.4595 +2023-12-31 00:53:34,387 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 2 days, 13:20:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5420, loss_cls: 4.4360, loss: 4.4360 +2023-12-31 00:54:33,846 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 2 days, 13:19:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5344, loss_cls: 4.4684, loss: 4.4684 +2023-12-31 00:55:33,559 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 2 days, 13:18:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5387, loss_cls: 4.4438, loss: 4.4438 +2023-12-31 00:56:33,199 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 2 days, 13:17:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5439, loss_cls: 4.4304, loss: 4.4304 +2023-12-31 00:57:33,229 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 2 days, 13:16:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5347, loss_cls: 4.4784, loss: 4.4784 +2023-12-31 00:58:33,791 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 2 days, 13:15:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5436, loss_cls: 4.4286, loss: 4.4286 +2023-12-31 00:59:33,977 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 2 days, 13:13:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5320, loss_cls: 4.4595, loss: 4.4595 +2023-12-31 01:00:33,410 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 2 days, 13:12:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5372, loss_cls: 4.4607, loss: 4.4607 +2023-12-31 01:01:33,401 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 2 days, 13:11:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5416, loss_cls: 4.4370, loss: 4.4370 +2023-12-31 01:02:33,000 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 2 days, 13:10:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5155, loss_cls: 4.4974, loss: 4.4974 +2023-12-31 01:03:32,481 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 2 days, 13:09:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5302, loss_cls: 4.4653, loss: 4.4653 +2023-12-31 01:04:32,783 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 2 days, 13:08:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5327, loss_cls: 4.4685, loss: 4.4685 +2023-12-31 01:05:32,896 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 2 days, 13:07:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5380, loss_cls: 4.4532, loss: 4.4532 +2023-12-31 01:06:33,248 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 2 days, 13:05:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5252, loss_cls: 4.4922, loss: 4.4922 +2023-12-31 01:07:33,300 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 2 days, 13:04:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5286, loss_cls: 4.4867, loss: 4.4867 +2023-12-31 01:08:33,119 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 2 days, 13:03:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5219, loss_cls: 4.4937, loss: 4.4937 +2023-12-31 01:09:32,582 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 2 days, 13:02:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5294, loss_cls: 4.4759, loss: 4.4759 +2023-12-31 01:10:32,449 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 2 days, 13:01:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5344, loss_cls: 4.4516, loss: 4.4516 +2023-12-31 01:11:32,396 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 2 days, 13:00:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5334, loss_cls: 4.4852, loss: 4.4852 +2023-12-31 01:12:32,106 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 2 days, 12:59:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5311, loss_cls: 4.4834, loss: 4.4834 +2023-12-31 01:13:32,436 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 2 days, 12:58:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5334, loss_cls: 4.4814, loss: 4.4814 +2023-12-31 01:14:32,099 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 2 days, 12:56:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5253, loss_cls: 4.5165, loss: 4.5165 +2023-12-31 01:15:32,377 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 2 days, 12:55:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5248, loss_cls: 4.4862, loss: 4.4862 +2023-12-31 01:16:02,841 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-31 01:18:00,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 01:18:01,249 - pyskl - INFO - +top1_acc 0.2213 +top5_acc 0.4639 +2023-12-31 01:18:01,249 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 01:18:01,285 - pyskl - INFO - +mean_acc 0.2209 +2023-12-31 01:18:01,291 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_54.pth was removed +2023-12-31 01:18:01,566 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_57.pth. +2023-12-31 01:18:01,566 - pyskl - INFO - Best top1_acc is 0.2213 at 57 epoch. +2023-12-31 01:18:01,578 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.2213, top5_acc: 0.4639, mean_class_accuracy: 0.2209 +2023-12-31 01:21:25,355 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 2 days, 12:57:18, time: 2.038, data_time: 1.438, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5519, loss_cls: 4.3811, loss: 4.3811 +2023-12-31 01:22:25,273 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 2 days, 12:56:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5427, loss_cls: 4.4460, loss: 4.4460 +2023-12-31 01:23:26,021 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 2 days, 12:55:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5413, loss_cls: 4.4200, loss: 4.4200 +2023-12-31 01:24:25,525 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 2 days, 12:53:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5366, loss_cls: 4.4396, loss: 4.4396 +2023-12-31 01:25:25,027 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 2 days, 12:52:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5425, loss_cls: 4.4555, loss: 4.4555 +2023-12-31 01:26:24,856 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 2 days, 12:51:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5372, loss_cls: 4.4343, loss: 4.4343 +2023-12-31 01:27:25,181 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 2 days, 12:50:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2934, top5_acc: 0.5483, loss_cls: 4.3980, loss: 4.3980 +2023-12-31 01:28:25,177 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 2 days, 12:49:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5316, loss_cls: 4.4737, loss: 4.4737 +2023-12-31 01:29:24,828 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 2 days, 12:48:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5352, loss_cls: 4.4402, loss: 4.4402 +2023-12-31 01:30:24,516 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 2 days, 12:47:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5330, loss_cls: 4.4546, loss: 4.4546 +2023-12-31 01:31:24,120 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 2 days, 12:45:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5341, loss_cls: 4.4947, loss: 4.4947 +2023-12-31 01:32:23,721 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 2 days, 12:44:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5316, loss_cls: 4.4731, loss: 4.4731 +2023-12-31 01:33:23,068 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 2 days, 12:43:40, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5358, loss_cls: 4.4579, loss: 4.4579 +2023-12-31 01:34:23,041 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 2 days, 12:42:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5513, loss_cls: 4.3945, loss: 4.3945 +2023-12-31 01:35:22,625 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 2 days, 12:41:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5269, loss_cls: 4.4437, loss: 4.4437 +2023-12-31 01:36:22,232 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 2 days, 12:40:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5250, loss_cls: 4.4921, loss: 4.4921 +2023-12-31 01:37:22,014 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 2 days, 12:39:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5508, loss_cls: 4.3987, loss: 4.3987 +2023-12-31 01:38:21,689 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 2 days, 12:37:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5306, loss_cls: 4.4880, loss: 4.4880 +2023-12-31 01:39:21,002 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 2 days, 12:36:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5223, loss_cls: 4.4946, loss: 4.4946 +2023-12-31 01:40:21,206 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 2 days, 12:35:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5387, loss_cls: 4.4427, loss: 4.4427 +2023-12-31 01:41:21,894 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 2 days, 12:34:36, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5353, loss_cls: 4.4709, loss: 4.4709 +2023-12-31 01:42:21,237 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 2 days, 12:33:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5308, loss_cls: 4.4615, loss: 4.4615 +2023-12-31 01:43:20,458 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 2 days, 12:32:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5444, loss_cls: 4.4421, loss: 4.4421 +2023-12-31 01:44:19,988 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 2 days, 12:31:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5331, loss_cls: 4.4738, loss: 4.4738 +2023-12-31 01:45:19,445 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 2 days, 12:30:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5394, loss_cls: 4.4392, loss: 4.4392 +2023-12-31 01:46:19,322 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 2 days, 12:28:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5431, loss_cls: 4.4250, loss: 4.4250 +2023-12-31 01:47:19,268 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 2 days, 12:27:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5445, loss_cls: 4.4261, loss: 4.4261 +2023-12-31 01:48:18,766 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 2 days, 12:26:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5281, loss_cls: 4.4761, loss: 4.4761 +2023-12-31 01:49:18,220 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 2 days, 12:25:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5386, loss_cls: 4.4621, loss: 4.4621 +2023-12-31 01:50:18,058 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 2 days, 12:24:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5403, loss_cls: 4.4613, loss: 4.4613 +2023-12-31 01:51:17,622 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 2 days, 12:23:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5317, loss_cls: 4.4569, loss: 4.4569 +2023-12-31 01:52:16,862 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 2 days, 12:22:03, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5370, loss_cls: 4.4575, loss: 4.4575 +2023-12-31 01:53:17,353 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 2 days, 12:20:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5320, loss_cls: 4.4797, loss: 4.4797 +2023-12-31 01:54:17,502 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 2 days, 12:19:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5384, loss_cls: 4.4406, loss: 4.4406 +2023-12-31 01:55:17,388 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 2 days, 12:18:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5344, loss_cls: 4.4522, loss: 4.4522 +2023-12-31 01:56:17,484 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 2 days, 12:17:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5359, loss_cls: 4.4572, loss: 4.4572 +2023-12-31 01:57:17,802 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 2 days, 12:16:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5305, loss_cls: 4.4791, loss: 4.4791 +2023-12-31 01:57:47,907 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-31 01:59:44,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 01:59:45,690 - pyskl - INFO - +top1_acc 0.1996 +top5_acc 0.4250 +2023-12-31 01:59:45,690 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 01:59:45,735 - pyskl - INFO - +mean_acc 0.1995 +2023-12-31 01:59:45,752 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.1996, top5_acc: 0.4250, mean_class_accuracy: 0.1995 +2023-12-31 02:03:16,173 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 2 days, 12:18:02, time: 2.104, data_time: 1.514, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5284, loss_cls: 4.4695, loss: 4.4695 +2023-12-31 02:04:15,715 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 2 days, 12:16:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5455, loss_cls: 4.4204, loss: 4.4204 +2023-12-31 02:05:15,748 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 2 days, 12:15:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5336, loss_cls: 4.4269, loss: 4.4269 +2023-12-31 02:06:15,762 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 2 days, 12:14:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5355, loss_cls: 4.4614, loss: 4.4614 +2023-12-31 02:07:15,562 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 2 days, 12:13:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5252, loss_cls: 4.4783, loss: 4.4783 +2023-12-31 02:08:15,236 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 2 days, 12:12:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5333, loss_cls: 4.4793, loss: 4.4793 +2023-12-31 02:09:15,304 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 2 days, 12:11:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5350, loss_cls: 4.4534, loss: 4.4534 +2023-12-31 02:10:14,999 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 2 days, 12:10:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5442, loss_cls: 4.4278, loss: 4.4278 +2023-12-31 02:11:14,645 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 2 days, 12:08:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5489, loss_cls: 4.4116, loss: 4.4116 +2023-12-31 02:12:13,963 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 2 days, 12:07:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5400, loss_cls: 4.4452, loss: 4.4452 +2023-12-31 02:13:13,833 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 2 days, 12:06:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5387, loss_cls: 4.4558, loss: 4.4558 +2023-12-31 02:14:13,166 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 2 days, 12:05:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5369, loss_cls: 4.4458, loss: 4.4458 +2023-12-31 02:15:13,178 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 2 days, 12:04:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5350, loss_cls: 4.4516, loss: 4.4516 +2023-12-31 02:16:13,489 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 2 days, 12:03:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5450, loss_cls: 4.4038, loss: 4.4038 +2023-12-31 02:17:13,209 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 2 days, 12:02:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5508, loss_cls: 4.4177, loss: 4.4177 +2023-12-31 02:18:12,884 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 2 days, 12:01:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5486, loss_cls: 4.4084, loss: 4.4084 +2023-12-31 02:19:12,555 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 2 days, 11:59:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5358, loss_cls: 4.4450, loss: 4.4450 +2023-12-31 02:20:11,932 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 2 days, 11:58:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5370, loss_cls: 4.4645, loss: 4.4645 +2023-12-31 02:21:11,250 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 2 days, 11:57:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5253, loss_cls: 4.4714, loss: 4.4714 +2023-12-31 02:22:11,167 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 2 days, 11:56:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5367, loss_cls: 4.4200, loss: 4.4200 +2023-12-31 02:23:11,858 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 2 days, 11:55:21, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5444, loss_cls: 4.4264, loss: 4.4264 +2023-12-31 02:24:11,309 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 2 days, 11:54:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5297, loss_cls: 4.4902, loss: 4.4902 +2023-12-31 02:25:10,857 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 2 days, 11:53:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5455, loss_cls: 4.4255, loss: 4.4255 +2023-12-31 02:26:10,110 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 2 days, 11:51:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5289, loss_cls: 4.4615, loss: 4.4615 +2023-12-31 02:27:09,267 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 2 days, 11:50:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5316, loss_cls: 4.4924, loss: 4.4924 +2023-12-31 02:28:08,424 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 2 days, 11:49:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5333, loss_cls: 4.4621, loss: 4.4621 +2023-12-31 02:29:07,539 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 2 days, 11:48:28, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5411, loss_cls: 4.4384, loss: 4.4384 +2023-12-31 02:30:06,831 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 2 days, 11:47:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5311, loss_cls: 4.4774, loss: 4.4774 +2023-12-31 02:31:05,977 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 2 days, 11:46:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5366, loss_cls: 4.4528, loss: 4.4528 +2023-12-31 02:32:05,555 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 2 days, 11:45:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5434, loss_cls: 4.4287, loss: 4.4287 +2023-12-31 02:33:04,900 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 2 days, 11:43:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5353, loss_cls: 4.4642, loss: 4.4642 +2023-12-31 02:34:04,451 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 2 days, 11:42:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5405, loss_cls: 4.4173, loss: 4.4173 +2023-12-31 02:35:03,977 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 2 days, 11:41:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5342, loss_cls: 4.4495, loss: 4.4495 +2023-12-31 02:36:03,259 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 2 days, 11:40:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5461, loss_cls: 4.4289, loss: 4.4289 +2023-12-31 02:37:02,847 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 2 days, 11:39:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5320, loss_cls: 4.4341, loss: 4.4341 +2023-12-31 02:38:02,429 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 2 days, 11:38:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5495, loss_cls: 4.3909, loss: 4.3909 +2023-12-31 02:39:02,685 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 2 days, 11:37:05, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5436, loss_cls: 4.4362, loss: 4.4362 +2023-12-31 02:39:32,716 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-31 02:41:27,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 02:41:28,364 - pyskl - INFO - +top1_acc 0.2027 +top5_acc 0.4293 +2023-12-31 02:41:28,364 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 02:41:28,409 - pyskl - INFO - +mean_acc 0.2026 +2023-12-31 02:41:28,421 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.2027, top5_acc: 0.4293, mean_class_accuracy: 0.2026 +2023-12-31 02:44:59,393 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 2 days, 11:38:37, time: 2.110, data_time: 1.514, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5530, loss_cls: 4.3714, loss: 4.3714 +2023-12-31 02:45:58,784 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 2 days, 11:37:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5420, loss_cls: 4.4172, loss: 4.4172 +2023-12-31 02:46:59,039 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 2 days, 11:36:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5487, loss_cls: 4.3986, loss: 4.3986 +2023-12-31 02:47:59,166 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 2 days, 11:35:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5486, loss_cls: 4.3887, loss: 4.3887 +2023-12-31 02:48:58,781 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 2 days, 11:34:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5411, loss_cls: 4.4159, loss: 4.4159 +2023-12-31 02:49:58,542 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 2 days, 11:32:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5364, loss_cls: 4.4559, loss: 4.4559 +2023-12-31 02:50:58,146 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 2 days, 11:31:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5302, loss_cls: 4.4671, loss: 4.4671 +2023-12-31 02:51:57,958 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 2 days, 11:30:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5306, loss_cls: 4.4542, loss: 4.4542 +2023-12-31 02:52:57,647 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 2 days, 11:29:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5430, loss_cls: 4.4105, loss: 4.4105 +2023-12-31 02:53:57,416 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 2 days, 11:28:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5298, loss_cls: 4.4647, loss: 4.4647 +2023-12-31 02:54:57,283 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 2 days, 11:27:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5414, loss_cls: 4.4063, loss: 4.4063 +2023-12-31 02:55:56,546 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 2 days, 11:26:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5302, loss_cls: 4.4914, loss: 4.4914 +2023-12-31 02:56:55,959 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 2 days, 11:25:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5420, loss_cls: 4.4302, loss: 4.4302 +2023-12-31 02:57:55,434 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 2 days, 11:23:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5381, loss_cls: 4.4251, loss: 4.4251 +2023-12-31 02:58:54,957 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 2 days, 11:22:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5419, loss_cls: 4.4395, loss: 4.4395 +2023-12-31 02:59:54,564 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 2 days, 11:21:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5372, loss_cls: 4.4642, loss: 4.4642 +2023-12-31 03:00:54,137 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 2 days, 11:20:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5420, loss_cls: 4.3984, loss: 4.3984 +2023-12-31 03:01:53,576 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 2 days, 11:19:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5405, loss_cls: 4.4522, loss: 4.4522 +2023-12-31 03:02:52,918 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 2 days, 11:18:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5394, loss_cls: 4.4498, loss: 4.4498 +2023-12-31 03:03:52,494 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 2 days, 11:17:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5402, loss_cls: 4.4574, loss: 4.4574 +2023-12-31 03:04:52,606 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 2 days, 11:15:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5494, loss_cls: 4.3826, loss: 4.3826 +2023-12-31 03:05:53,319 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 2 days, 11:14:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5383, loss_cls: 4.4459, loss: 4.4459 +2023-12-31 03:06:52,757 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 2 days, 11:13:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5337, loss_cls: 4.4465, loss: 4.4465 +2023-12-31 03:07:52,369 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 2 days, 11:12:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5302, loss_cls: 4.4703, loss: 4.4703 +2023-12-31 03:08:52,033 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 2 days, 11:11:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5423, loss_cls: 4.4379, loss: 4.4379 +2023-12-31 03:09:51,581 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 2 days, 11:10:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5447, loss_cls: 4.4193, loss: 4.4193 +2023-12-31 03:10:51,151 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 2 days, 11:09:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5375, loss_cls: 4.4234, loss: 4.4234 +2023-12-31 03:11:50,596 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 2 days, 11:08:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5381, loss_cls: 4.4718, loss: 4.4718 +2023-12-31 03:12:50,035 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 2 days, 11:06:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5291, loss_cls: 4.4834, loss: 4.4834 +2023-12-31 03:13:49,987 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 2 days, 11:05:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5363, loss_cls: 4.4538, loss: 4.4538 +2023-12-31 03:14:49,949 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 2 days, 11:04:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5433, loss_cls: 4.4222, loss: 4.4222 +2023-12-31 03:15:50,118 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 2 days, 11:03:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5405, loss_cls: 4.4318, loss: 4.4318 +2023-12-31 03:16:50,415 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 2 days, 11:02:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5400, loss_cls: 4.4534, loss: 4.4534 +2023-12-31 03:17:50,711 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 2 days, 11:01:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5336, loss_cls: 4.4582, loss: 4.4582 +2023-12-31 03:18:50,243 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 2 days, 11:00:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5466, loss_cls: 4.4032, loss: 4.4032 +2023-12-31 03:19:49,805 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 2 days, 10:58:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5386, loss_cls: 4.4285, loss: 4.4285 +2023-12-31 03:20:50,209 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 2 days, 10:57:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5370, loss_cls: 4.4372, loss: 4.4372 +2023-12-31 03:21:20,142 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-31 03:23:18,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 03:23:19,289 - pyskl - INFO - +top1_acc 0.2139 +top5_acc 0.4506 +2023-12-31 03:23:19,289 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 03:23:19,329 - pyskl - INFO - +mean_acc 0.2138 +2023-12-31 03:23:19,344 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.2139, top5_acc: 0.4506, mean_class_accuracy: 0.2138 +2023-12-31 03:26:38,512 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 2 days, 10:59:01, time: 1.992, data_time: 1.398, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5514, loss_cls: 4.3694, loss: 4.3694 +2023-12-31 03:27:37,864 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 2 days, 10:57:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5417, loss_cls: 4.4170, loss: 4.4170 +2023-12-31 03:28:38,045 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 2 days, 10:56:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5409, loss_cls: 4.4114, loss: 4.4114 +2023-12-31 03:29:38,337 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 2 days, 10:55:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5392, loss_cls: 4.4443, loss: 4.4443 +2023-12-31 03:30:38,397 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 2 days, 10:54:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5453, loss_cls: 4.3941, loss: 4.3941 +2023-12-31 03:31:38,723 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 2 days, 10:53:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5273, loss_cls: 4.4820, loss: 4.4820 +2023-12-31 03:32:38,762 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 2 days, 10:52:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5456, loss_cls: 4.4203, loss: 4.4203 +2023-12-31 03:33:38,481 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 2 days, 10:51:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5431, loss_cls: 4.4135, loss: 4.4135 +2023-12-31 03:34:38,292 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 2 days, 10:50:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5602, loss_cls: 4.3561, loss: 4.3561 +2023-12-31 03:35:37,949 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 2 days, 10:48:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5325, loss_cls: 4.4797, loss: 4.4797 +2023-12-31 03:36:37,838 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 2 days, 10:47:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5334, loss_cls: 4.4687, loss: 4.4687 +2023-12-31 03:37:37,234 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 2 days, 10:46:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5289, loss_cls: 4.4689, loss: 4.4689 +2023-12-31 03:38:37,016 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 2 days, 10:45:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5484, loss_cls: 4.3964, loss: 4.3964 +2023-12-31 03:39:36,661 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 2 days, 10:44:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5441, loss_cls: 4.4139, loss: 4.4139 +2023-12-31 03:40:36,220 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 2 days, 10:43:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5397, loss_cls: 4.4243, loss: 4.4243 +2023-12-31 03:41:35,465 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 2 days, 10:42:05, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5370, loss_cls: 4.4310, loss: 4.4310 +2023-12-31 03:42:35,096 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 2 days, 10:40:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5452, loss_cls: 4.4013, loss: 4.4013 +2023-12-31 03:43:35,327 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 2 days, 10:39:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5342, loss_cls: 4.4574, loss: 4.4574 +2023-12-31 03:44:35,489 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 2 days, 10:38:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5442, loss_cls: 4.4405, loss: 4.4405 +2023-12-31 03:45:35,048 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 2 days, 10:37:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5380, loss_cls: 4.4310, loss: 4.4310 +2023-12-31 03:46:35,003 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 2 days, 10:36:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5252, loss_cls: 4.4995, loss: 4.4995 +2023-12-31 03:47:34,954 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 2 days, 10:35:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5491, loss_cls: 4.4257, loss: 4.4257 +2023-12-31 03:48:34,626 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 2 days, 10:34:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5427, loss_cls: 4.4216, loss: 4.4216 +2023-12-31 03:49:33,744 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 2 days, 10:33:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5484, loss_cls: 4.3835, loss: 4.3835 +2023-12-31 03:50:33,303 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 2 days, 10:31:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5417, loss_cls: 4.4245, loss: 4.4245 +2023-12-31 03:51:32,946 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 2 days, 10:30:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5359, loss_cls: 4.4274, loss: 4.4274 +2023-12-31 03:52:32,665 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 2 days, 10:29:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5295, loss_cls: 4.4428, loss: 4.4428 +2023-12-31 03:53:32,331 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 2 days, 10:28:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5477, loss_cls: 4.4295, loss: 4.4295 +2023-12-31 03:54:32,419 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 2 days, 10:27:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5456, loss_cls: 4.4239, loss: 4.4239 +2023-12-31 03:55:32,273 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 2 days, 10:26:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5203, loss_cls: 4.5049, loss: 4.5049 +2023-12-31 03:56:32,325 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 2 days, 10:25:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5419, loss_cls: 4.4072, loss: 4.4072 +2023-12-31 03:57:32,132 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 2 days, 10:24:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5395, loss_cls: 4.4359, loss: 4.4359 +2023-12-31 03:58:31,800 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 2 days, 10:22:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5395, loss_cls: 4.4409, loss: 4.4409 +2023-12-31 03:59:31,940 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 2 days, 10:21:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5470, loss_cls: 4.4069, loss: 4.4069 +2023-12-31 04:00:31,684 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 2 days, 10:20:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5353, loss_cls: 4.4391, loss: 4.4391 +2023-12-31 04:01:31,792 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 2 days, 10:19:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5494, loss_cls: 4.4182, loss: 4.4182 +2023-12-31 04:02:31,820 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 2 days, 10:18:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5402, loss_cls: 4.4594, loss: 4.4594 +2023-12-31 04:03:01,993 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-31 04:05:02,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 04:05:03,584 - pyskl - INFO - +top1_acc 0.2081 +top5_acc 0.4505 +2023-12-31 04:05:03,585 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 04:05:03,620 - pyskl - INFO - +mean_acc 0.2079 +2023-12-31 04:05:03,630 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.2081, top5_acc: 0.4505, mean_class_accuracy: 0.2079 +2023-12-31 04:08:28,505 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 2 days, 10:19:39, time: 2.049, data_time: 1.454, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5614, loss_cls: 4.3387, loss: 4.3387 +2023-12-31 04:09:27,690 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 2 days, 10:18:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5425, loss_cls: 4.3901, loss: 4.3901 +2023-12-31 04:10:27,540 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 2 days, 10:17:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5500, loss_cls: 4.3922, loss: 4.3922 +2023-12-31 04:11:28,217 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 2 days, 10:16:16, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5452, loss_cls: 4.4087, loss: 4.4087 +2023-12-31 04:12:27,877 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 2 days, 10:15:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5536, loss_cls: 4.3872, loss: 4.3872 +2023-12-31 04:13:27,952 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 2 days, 10:14:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5545, loss_cls: 4.3526, loss: 4.3526 +2023-12-31 04:14:28,331 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 2 days, 10:12:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5363, loss_cls: 4.4303, loss: 4.4303 +2023-12-31 04:15:28,393 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 2 days, 10:11:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5394, loss_cls: 4.4352, loss: 4.4352 +2023-12-31 04:16:27,987 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 2 days, 10:10:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5430, loss_cls: 4.4161, loss: 4.4161 +2023-12-31 04:17:27,691 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 2 days, 10:09:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5527, loss_cls: 4.3982, loss: 4.3982 +2023-12-31 04:18:27,223 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 2 days, 10:08:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5525, loss_cls: 4.3873, loss: 4.3873 +2023-12-31 04:19:26,607 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 2 days, 10:07:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5413, loss_cls: 4.4336, loss: 4.4336 +2023-12-31 04:20:25,953 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 2 days, 10:06:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5439, loss_cls: 4.4243, loss: 4.4243 +2023-12-31 04:21:25,222 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 2 days, 10:04:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5411, loss_cls: 4.4111, loss: 4.4111 +2023-12-31 04:22:24,805 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 2 days, 10:03:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5494, loss_cls: 4.4127, loss: 4.4127 +2023-12-31 04:23:24,304 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 2 days, 10:02:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5442, loss_cls: 4.4062, loss: 4.4062 +2023-12-31 04:24:23,846 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 2 days, 10:01:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5400, loss_cls: 4.4402, loss: 4.4402 +2023-12-31 04:25:23,231 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 2 days, 10:00:26, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5331, loss_cls: 4.4746, loss: 4.4746 +2023-12-31 04:26:22,662 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 2 days, 9:59:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5413, loss_cls: 4.4132, loss: 4.4132 +2023-12-31 04:27:22,218 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 2 days, 9:58:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5536, loss_cls: 4.3913, loss: 4.3913 +2023-12-31 04:28:21,865 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 2 days, 9:57:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5408, loss_cls: 4.4105, loss: 4.4105 +2023-12-31 04:29:22,467 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 2 days, 9:55:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5377, loss_cls: 4.4401, loss: 4.4401 +2023-12-31 04:30:21,915 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 2 days, 9:54:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5423, loss_cls: 4.4104, loss: 4.4104 +2023-12-31 04:31:21,346 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 2 days, 9:53:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5425, loss_cls: 4.4335, loss: 4.4335 +2023-12-31 04:32:20,769 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 2 days, 9:52:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5344, loss_cls: 4.4245, loss: 4.4245 +2023-12-31 04:33:20,076 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 2 days, 9:51:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5305, loss_cls: 4.4917, loss: 4.4917 +2023-12-31 04:34:19,520 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 2 days, 9:50:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5422, loss_cls: 4.4198, loss: 4.4198 +2023-12-31 04:35:19,031 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 2 days, 9:49:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5381, loss_cls: 4.4214, loss: 4.4214 +2023-12-31 04:36:18,943 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 2 days, 9:48:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5430, loss_cls: 4.4375, loss: 4.4375 +2023-12-31 04:37:18,578 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 2 days, 9:46:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5366, loss_cls: 4.4389, loss: 4.4389 +2023-12-31 04:38:18,952 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 2 days, 9:45:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5350, loss_cls: 4.4285, loss: 4.4285 +2023-12-31 04:39:18,493 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 2 days, 9:44:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5345, loss_cls: 4.4592, loss: 4.4592 +2023-12-31 04:40:18,120 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 2 days, 9:43:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5330, loss_cls: 4.4453, loss: 4.4453 +2023-12-31 04:41:17,864 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 2 days, 9:42:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5378, loss_cls: 4.4634, loss: 4.4634 +2023-12-31 04:42:17,616 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 2 days, 9:41:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5400, loss_cls: 4.3849, loss: 4.3849 +2023-12-31 04:43:17,611 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 2 days, 9:40:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5377, loss_cls: 4.4421, loss: 4.4421 +2023-12-31 04:44:17,931 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 2 days, 9:39:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5402, loss_cls: 4.4310, loss: 4.4310 +2023-12-31 04:44:48,539 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-31 04:46:46,786 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 04:46:47,860 - pyskl - INFO - +top1_acc 0.2276 +top5_acc 0.4619 +2023-12-31 04:46:47,860 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 04:46:47,896 - pyskl - INFO - +mean_acc 0.2276 +2023-12-31 04:46:47,901 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_57.pth was removed +2023-12-31 04:46:48,117 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2023-12-31 04:46:48,118 - pyskl - INFO - Best top1_acc is 0.2276 at 62 epoch. +2023-12-31 04:46:48,127 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.2276, top5_acc: 0.4619, mean_class_accuracy: 0.2276 +2023-12-31 04:50:06,602 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 2 days, 9:40:01, time: 1.985, data_time: 1.395, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5534, loss_cls: 4.3570, loss: 4.3570 +2023-12-31 04:51:05,715 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 2 days, 9:38:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5609, loss_cls: 4.3371, loss: 4.3371 +2023-12-31 04:52:05,342 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 2 days, 9:37:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5452, loss_cls: 4.4167, loss: 4.4167 +2023-12-31 04:53:05,799 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 2 days, 9:36:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5594, loss_cls: 4.3499, loss: 4.3499 +2023-12-31 04:54:05,446 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 2 days, 9:35:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5413, loss_cls: 4.4400, loss: 4.4400 +2023-12-31 04:55:04,966 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 2 days, 9:34:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5458, loss_cls: 4.4126, loss: 4.4126 +2023-12-31 04:56:04,994 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 2 days, 9:33:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2961, top5_acc: 0.5548, loss_cls: 4.3673, loss: 4.3673 +2023-12-31 04:57:05,274 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 2 days, 9:32:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5378, loss_cls: 4.4266, loss: 4.4266 +2023-12-31 04:58:04,905 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 2 days, 9:31:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5527, loss_cls: 4.3632, loss: 4.3632 +2023-12-31 04:59:04,593 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 2 days, 9:29:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5433, loss_cls: 4.4279, loss: 4.4279 +2023-12-31 05:00:03,950 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 2 days, 9:28:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5464, loss_cls: 4.4060, loss: 4.4060 +2023-12-31 05:01:03,379 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 2 days, 9:27:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5605, loss_cls: 4.3461, loss: 4.3461 +2023-12-31 05:02:02,620 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 2 days, 9:26:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5456, loss_cls: 4.4190, loss: 4.4190 +2023-12-31 05:03:02,055 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 2 days, 9:25:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5516, loss_cls: 4.3829, loss: 4.3829 +2023-12-31 05:04:01,442 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 2 days, 9:24:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5464, loss_cls: 4.4222, loss: 4.4222 +2023-12-31 05:05:00,886 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 2 days, 9:23:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5383, loss_cls: 4.4450, loss: 4.4450 +2023-12-31 05:06:00,919 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 2 days, 9:21:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5434, loss_cls: 4.4014, loss: 4.4014 +2023-12-31 05:07:00,738 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 2 days, 9:20:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5489, loss_cls: 4.3986, loss: 4.3986 +2023-12-31 05:08:00,865 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 2 days, 9:19:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5370, loss_cls: 4.4275, loss: 4.4275 +2023-12-31 05:09:00,739 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 2 days, 9:18:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5370, loss_cls: 4.4379, loss: 4.4379 +2023-12-31 05:10:00,515 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 2 days, 9:17:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5428, loss_cls: 4.4035, loss: 4.4035 +2023-12-31 05:11:01,161 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 2 days, 9:16:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5336, loss_cls: 4.4600, loss: 4.4600 +2023-12-31 05:12:02,617 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 2 days, 9:15:18, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5448, loss_cls: 4.4211, loss: 4.4211 +2023-12-31 05:13:02,183 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 2 days, 9:14:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5350, loss_cls: 4.4629, loss: 4.4629 +2023-12-31 05:14:01,918 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 2 days, 9:13:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5459, loss_cls: 4.4005, loss: 4.4005 +2023-12-31 05:15:01,930 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 2 days, 9:11:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5387, loss_cls: 4.4385, loss: 4.4385 +2023-12-31 05:16:00,999 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 2 days, 9:10:47, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5481, loss_cls: 4.4114, loss: 4.4114 +2023-12-31 05:17:00,549 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 2 days, 9:09:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5523, loss_cls: 4.3907, loss: 4.3907 +2023-12-31 05:17:59,998 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 2 days, 9:08:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5433, loss_cls: 4.3893, loss: 4.3893 +2023-12-31 05:18:59,243 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 2 days, 9:07:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5384, loss_cls: 4.4271, loss: 4.4271 +2023-12-31 05:19:58,964 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 2 days, 9:06:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5459, loss_cls: 4.4335, loss: 4.4335 +2023-12-31 05:20:58,480 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 2 days, 9:05:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5364, loss_cls: 4.4342, loss: 4.4342 +2023-12-31 05:21:58,567 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 2 days, 9:04:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5309, loss_cls: 4.4665, loss: 4.4665 +2023-12-31 05:22:58,564 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 2 days, 9:02:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5347, loss_cls: 4.4634, loss: 4.4634 +2023-12-31 05:23:58,137 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 2 days, 9:01:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5386, loss_cls: 4.4290, loss: 4.4290 +2023-12-31 05:24:57,704 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 2 days, 9:00:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5298, loss_cls: 4.4628, loss: 4.4628 +2023-12-31 05:25:57,844 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 2 days, 8:59:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5486, loss_cls: 4.4148, loss: 4.4148 +2023-12-31 05:26:27,956 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-31 05:28:28,134 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 05:28:29,169 - pyskl - INFO - +top1_acc 0.2331 +top5_acc 0.4695 +2023-12-31 05:28:29,169 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 05:28:29,205 - pyskl - INFO - +mean_acc 0.2330 +2023-12-31 05:28:29,211 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_62.pth was removed +2023-12-31 05:28:29,691 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. +2023-12-31 05:28:29,692 - pyskl - INFO - Best top1_acc is 0.2331 at 63 epoch. +2023-12-31 05:28:29,703 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.2331, top5_acc: 0.4695, mean_class_accuracy: 0.2330 +2023-12-31 05:31:51,863 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 2 days, 9:00:33, time: 2.022, data_time: 1.427, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5572, loss_cls: 4.3555, loss: 4.3555 +2023-12-31 05:32:52,276 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 2 days, 8:59:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5508, loss_cls: 4.3968, loss: 4.3968 +2023-12-31 05:33:52,349 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 2 days, 8:58:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5489, loss_cls: 4.3860, loss: 4.3860 +2023-12-31 05:34:53,079 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 2 days, 8:57:13, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5523, loss_cls: 4.3639, loss: 4.3639 +2023-12-31 05:35:53,376 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 2 days, 8:56:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5427, loss_cls: 4.3914, loss: 4.3914 +2023-12-31 05:36:53,056 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 2 days, 8:54:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5517, loss_cls: 4.3999, loss: 4.3999 +2023-12-31 05:37:53,113 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 2 days, 8:53:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5589, loss_cls: 4.3644, loss: 4.3644 +2023-12-31 05:38:53,745 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 2 days, 8:52:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5487, loss_cls: 4.3640, loss: 4.3640 +2023-12-31 05:39:53,847 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 2 days, 8:51:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5480, loss_cls: 4.3856, loss: 4.3856 +2023-12-31 05:40:53,698 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 2 days, 8:50:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5405, loss_cls: 4.4355, loss: 4.4355 +2023-12-31 05:41:53,477 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 2 days, 8:49:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5452, loss_cls: 4.4179, loss: 4.4179 +2023-12-31 05:42:52,898 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 2 days, 8:48:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5586, loss_cls: 4.3370, loss: 4.3370 +2023-12-31 05:43:51,961 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 2 days, 8:47:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5373, loss_cls: 4.4281, loss: 4.4281 +2023-12-31 05:44:51,516 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 2 days, 8:46:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5383, loss_cls: 4.4537, loss: 4.4537 +2023-12-31 05:45:51,140 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 2 days, 8:44:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5481, loss_cls: 4.4030, loss: 4.4030 +2023-12-31 05:46:50,964 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 2 days, 8:43:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5394, loss_cls: 4.4300, loss: 4.4300 +2023-12-31 05:47:51,176 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 2 days, 8:42:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5477, loss_cls: 4.3830, loss: 4.3830 +2023-12-31 05:48:50,773 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 2 days, 8:41:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5408, loss_cls: 4.4135, loss: 4.4135 +2023-12-31 05:49:50,533 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 2 days, 8:40:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5494, loss_cls: 4.3809, loss: 4.3809 +2023-12-31 05:50:50,089 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 2 days, 8:39:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5425, loss_cls: 4.3978, loss: 4.3978 +2023-12-31 05:51:49,430 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 2 days, 8:38:08, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5470, loss_cls: 4.4104, loss: 4.4104 +2023-12-31 05:52:49,613 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 2 days, 8:37:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5434, loss_cls: 4.4106, loss: 4.4106 +2023-12-31 05:53:50,313 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 2 days, 8:35:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2934, top5_acc: 0.5472, loss_cls: 4.4006, loss: 4.4006 +2023-12-31 05:54:49,860 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 2 days, 8:34:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5464, loss_cls: 4.4063, loss: 4.4063 +2023-12-31 05:55:49,860 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 2 days, 8:33:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5548, loss_cls: 4.3658, loss: 4.3658 +2023-12-31 05:56:49,542 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 2 days, 8:32:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5427, loss_cls: 4.4261, loss: 4.4261 +2023-12-31 05:57:48,984 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 2 days, 8:31:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5452, loss_cls: 4.4294, loss: 4.4294 +2023-12-31 05:58:48,550 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 2 days, 8:30:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5447, loss_cls: 4.4113, loss: 4.4113 +2023-12-31 05:59:47,999 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 2 days, 8:29:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2955, top5_acc: 0.5492, loss_cls: 4.4003, loss: 4.4003 +2023-12-31 06:00:47,447 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 2 days, 8:28:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5486, loss_cls: 4.4132, loss: 4.4132 +2023-12-31 06:01:47,097 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 2 days, 8:26:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5320, loss_cls: 4.4433, loss: 4.4433 +2023-12-31 06:02:46,863 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 2 days, 8:25:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5483, loss_cls: 4.4010, loss: 4.4010 +2023-12-31 06:03:46,267 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 2 days, 8:24:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3014, top5_acc: 0.5531, loss_cls: 4.3686, loss: 4.3686 +2023-12-31 06:04:45,991 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 2 days, 8:23:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5442, loss_cls: 4.4184, loss: 4.4184 +2023-12-31 06:05:45,950 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 2 days, 8:22:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5409, loss_cls: 4.4205, loss: 4.4205 +2023-12-31 06:06:45,864 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 2 days, 8:21:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5475, loss_cls: 4.3941, loss: 4.3941 +2023-12-31 06:07:45,562 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 2 days, 8:20:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5417, loss_cls: 4.4233, loss: 4.4233 +2023-12-31 06:08:15,508 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-31 06:10:14,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 06:10:15,329 - pyskl - INFO - +top1_acc 0.1996 +top5_acc 0.4281 +2023-12-31 06:10:15,330 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 06:10:15,371 - pyskl - INFO - +mean_acc 0.1993 +2023-12-31 06:10:15,381 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.1996, top5_acc: 0.4281, mean_class_accuracy: 0.1993 +2023-12-31 06:13:38,197 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 2 days, 8:21:08, time: 2.028, data_time: 1.437, memory: 16177, top1_acc: 0.2955, top5_acc: 0.5528, loss_cls: 4.3725, loss: 4.3725 +2023-12-31 06:14:37,356 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 2 days, 8:20:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5642, loss_cls: 4.3364, loss: 4.3364 +2023-12-31 06:15:36,856 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 2 days, 8:18:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5555, loss_cls: 4.3586, loss: 4.3586 +2023-12-31 06:16:36,872 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 2 days, 8:17:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5484, loss_cls: 4.3891, loss: 4.3891 +2023-12-31 06:17:36,736 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 2 days, 8:16:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5475, loss_cls: 4.3853, loss: 4.3853 +2023-12-31 06:18:36,541 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 2 days, 8:15:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5541, loss_cls: 4.3649, loss: 4.3649 +2023-12-31 06:19:36,452 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 2 days, 8:14:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5427, loss_cls: 4.4243, loss: 4.4243 +2023-12-31 06:20:36,556 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 2 days, 8:13:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5430, loss_cls: 4.3810, loss: 4.3810 +2023-12-31 06:21:36,532 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 2 days, 8:12:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5380, loss_cls: 4.4353, loss: 4.4353 +2023-12-31 06:22:36,484 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 2 days, 8:11:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5505, loss_cls: 4.3933, loss: 4.3933 +2023-12-31 06:23:35,772 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 2 days, 8:09:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5470, loss_cls: 4.4220, loss: 4.4220 +2023-12-31 06:24:35,336 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 2 days, 8:08:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5463, loss_cls: 4.3955, loss: 4.3955 +2023-12-31 06:25:34,722 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 2 days, 8:07:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5381, loss_cls: 4.4303, loss: 4.4303 +2023-12-31 06:26:34,167 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 2 days, 8:06:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5473, loss_cls: 4.3684, loss: 4.3684 +2023-12-31 06:27:33,649 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 2 days, 8:05:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5481, loss_cls: 4.3837, loss: 4.3837 +2023-12-31 06:28:32,979 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 2 days, 8:04:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5469, loss_cls: 4.3794, loss: 4.3794 +2023-12-31 06:29:32,211 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 2 days, 8:03:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5498, loss_cls: 4.3813, loss: 4.3813 +2023-12-31 06:30:31,656 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 2 days, 8:02:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5544, loss_cls: 4.3956, loss: 4.3956 +2023-12-31 06:31:31,068 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 2 days, 8:00:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5394, loss_cls: 4.4342, loss: 4.4342 +2023-12-31 06:32:30,352 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 2 days, 7:59:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5495, loss_cls: 4.3720, loss: 4.3720 +2023-12-31 06:33:29,849 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 2 days, 7:58:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5448, loss_cls: 4.4267, loss: 4.4267 +2023-12-31 06:34:29,362 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 2 days, 7:57:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5442, loss_cls: 4.4353, loss: 4.4353 +2023-12-31 06:35:29,294 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 2 days, 7:56:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5473, loss_cls: 4.3975, loss: 4.3975 +2023-12-31 06:36:29,365 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 2 days, 7:55:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5441, loss_cls: 4.4276, loss: 4.4276 +2023-12-31 06:37:28,961 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 2 days, 7:54:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5366, loss_cls: 4.4334, loss: 4.4334 +2023-12-31 06:38:28,310 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 2 days, 7:53:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5458, loss_cls: 4.3970, loss: 4.3970 +2023-12-31 06:39:27,828 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 2 days, 7:51:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5584, loss_cls: 4.4022, loss: 4.4022 +2023-12-31 06:40:26,985 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 2 days, 7:50:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5559, loss_cls: 4.3689, loss: 4.3689 +2023-12-31 06:41:26,184 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 2 days, 7:49:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5492, loss_cls: 4.3844, loss: 4.3844 +2023-12-31 06:42:25,858 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 2 days, 7:48:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5464, loss_cls: 4.4132, loss: 4.4132 +2023-12-31 06:43:25,325 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 2 days, 7:47:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5528, loss_cls: 4.3896, loss: 4.3896 +2023-12-31 06:44:24,734 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 2 days, 7:46:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5491, loss_cls: 4.4123, loss: 4.4123 +2023-12-31 06:45:24,796 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 2 days, 7:45:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5384, loss_cls: 4.4245, loss: 4.4245 +2023-12-31 06:46:25,035 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 2 days, 7:44:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5463, loss_cls: 4.4077, loss: 4.4077 +2023-12-31 06:47:25,202 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 2 days, 7:42:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5413, loss_cls: 4.4254, loss: 4.4254 +2023-12-31 06:48:24,639 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 2 days, 7:41:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5477, loss_cls: 4.3643, loss: 4.3643 +2023-12-31 06:49:24,414 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 2 days, 7:40:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5413, loss_cls: 4.4353, loss: 4.4353 +2023-12-31 06:49:54,636 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-31 06:51:55,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 06:51:56,465 - pyskl - INFO - +top1_acc 0.2271 +top5_acc 0.4618 +2023-12-31 06:51:56,465 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 06:51:56,503 - pyskl - INFO - +mean_acc 0.2270 +2023-12-31 06:51:56,518 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.2271, top5_acc: 0.4618, mean_class_accuracy: 0.2270 +2023-12-31 06:55:22,760 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 2 days, 7:41:39, time: 2.062, data_time: 1.468, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5555, loss_cls: 4.3515, loss: 4.3515 +2023-12-31 06:56:22,179 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 2 days, 7:40:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5602, loss_cls: 4.3267, loss: 4.3267 +2023-12-31 06:57:21,482 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 2 days, 7:39:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5425, loss_cls: 4.3996, loss: 4.3996 +2023-12-31 06:58:21,297 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 2 days, 7:38:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5633, loss_cls: 4.3283, loss: 4.3283 +2023-12-31 06:59:21,756 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 2 days, 7:37:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5489, loss_cls: 4.3815, loss: 4.3815 +2023-12-31 07:00:21,421 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 2 days, 7:36:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5641, loss_cls: 4.3407, loss: 4.3407 +2023-12-31 07:01:22,097 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 2 days, 7:34:57, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5545, loss_cls: 4.3732, loss: 4.3732 +2023-12-31 07:02:22,398 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 2 days, 7:33:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5503, loss_cls: 4.3865, loss: 4.3865 +2023-12-31 07:03:22,056 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 2 days, 7:32:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5436, loss_cls: 4.4020, loss: 4.4020 +2023-12-31 07:04:21,725 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 2 days, 7:31:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5503, loss_cls: 4.3609, loss: 4.3609 +2023-12-31 07:05:21,269 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 2 days, 7:30:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5392, loss_cls: 4.4358, loss: 4.4358 +2023-12-31 07:06:20,585 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 2 days, 7:29:21, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5545, loss_cls: 4.3562, loss: 4.3562 +2023-12-31 07:07:19,836 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 2 days, 7:28:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5456, loss_cls: 4.3721, loss: 4.3721 +2023-12-31 07:08:18,976 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 2 days, 7:27:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5514, loss_cls: 4.3839, loss: 4.3839 +2023-12-31 07:09:18,171 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 2 days, 7:25:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5456, loss_cls: 4.4053, loss: 4.4053 +2023-12-31 07:10:17,472 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 2 days, 7:24:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5525, loss_cls: 4.3923, loss: 4.3923 +2023-12-31 07:11:17,203 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 2 days, 7:23:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5486, loss_cls: 4.4119, loss: 4.4119 +2023-12-31 07:12:16,937 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 2 days, 7:22:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2970, top5_acc: 0.5450, loss_cls: 4.4097, loss: 4.4097 +2023-12-31 07:13:16,421 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 2 days, 7:21:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5434, loss_cls: 4.4074, loss: 4.4074 +2023-12-31 07:14:15,733 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 2 days, 7:20:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5556, loss_cls: 4.3503, loss: 4.3503 +2023-12-31 07:15:15,167 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 2 days, 7:19:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5523, loss_cls: 4.3496, loss: 4.3496 +2023-12-31 07:16:14,803 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 2 days, 7:18:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5463, loss_cls: 4.4124, loss: 4.4124 +2023-12-31 07:17:15,076 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 2 days, 7:16:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5486, loss_cls: 4.3863, loss: 4.3863 +2023-12-31 07:18:15,512 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 2 days, 7:15:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5500, loss_cls: 4.3659, loss: 4.3659 +2023-12-31 07:19:15,369 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 2 days, 7:14:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5575, loss_cls: 4.3731, loss: 4.3731 +2023-12-31 07:20:14,692 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 2 days, 7:13:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5548, loss_cls: 4.3594, loss: 4.3594 +2023-12-31 07:21:14,451 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 2 days, 7:12:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5408, loss_cls: 4.3860, loss: 4.3860 +2023-12-31 07:22:13,802 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 2 days, 7:11:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5339, loss_cls: 4.3991, loss: 4.3991 +2023-12-31 07:23:13,211 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 2 days, 7:10:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5408, loss_cls: 4.4391, loss: 4.4391 +2023-12-31 07:24:12,860 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 2 days, 7:09:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5531, loss_cls: 4.3733, loss: 4.3733 +2023-12-31 07:25:12,384 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 2 days, 7:08:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5373, loss_cls: 4.4505, loss: 4.4505 +2023-12-31 07:26:11,794 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 2 days, 7:06:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5416, loss_cls: 4.4285, loss: 4.4285 +2023-12-31 07:27:11,335 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 2 days, 7:05:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5422, loss_cls: 4.4093, loss: 4.4093 +2023-12-31 07:28:11,262 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 2 days, 7:04:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5575, loss_cls: 4.3487, loss: 4.3487 +2023-12-31 07:29:10,628 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 2 days, 7:03:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5477, loss_cls: 4.3841, loss: 4.3841 +2023-12-31 07:30:10,040 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 2 days, 7:02:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5544, loss_cls: 4.3690, loss: 4.3690 +2023-12-31 07:31:09,820 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 2 days, 7:01:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5458, loss_cls: 4.3987, loss: 4.3987 +2023-12-31 07:31:40,377 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-31 07:33:39,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 07:33:40,139 - pyskl - INFO - +top1_acc 0.2275 +top5_acc 0.4690 +2023-12-31 07:33:40,140 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 07:33:40,176 - pyskl - INFO - +mean_acc 0.2274 +2023-12-31 07:33:40,188 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.2275, top5_acc: 0.4690, mean_class_accuracy: 0.2274 +2023-12-31 07:37:07,633 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 2 days, 7:02:13, time: 2.074, data_time: 1.476, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5500, loss_cls: 4.3536, loss: 4.3536 +2023-12-31 07:38:06,937 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 2 days, 7:01:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5519, loss_cls: 4.3709, loss: 4.3709 +2023-12-31 07:39:06,439 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 2 days, 6:59:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5627, loss_cls: 4.3452, loss: 4.3452 +2023-12-31 07:40:06,624 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 2 days, 6:58:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5578, loss_cls: 4.3539, loss: 4.3539 +2023-12-31 07:41:06,999 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 2 days, 6:57:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5650, loss_cls: 4.3355, loss: 4.3355 +2023-12-31 07:42:06,507 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 2 days, 6:56:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5447, loss_cls: 4.4036, loss: 4.4036 +2023-12-31 07:43:06,550 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 2 days, 6:55:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5513, loss_cls: 4.3414, loss: 4.3414 +2023-12-31 07:44:06,988 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 2 days, 6:54:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5577, loss_cls: 4.3253, loss: 4.3253 +2023-12-31 07:45:07,273 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 2 days, 6:53:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5605, loss_cls: 4.3237, loss: 4.3237 +2023-12-31 07:46:06,999 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 2 days, 6:52:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5495, loss_cls: 4.3804, loss: 4.3804 +2023-12-31 07:47:06,749 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 2 days, 6:51:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5489, loss_cls: 4.4035, loss: 4.4035 +2023-12-31 07:48:06,212 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 2 days, 6:49:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5430, loss_cls: 4.4200, loss: 4.4200 +2023-12-31 07:49:05,741 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 6:48:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5500, loss_cls: 4.3773, loss: 4.3773 +2023-12-31 07:50:05,417 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 6:47:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5487, loss_cls: 4.4194, loss: 4.4194 +2023-12-31 07:51:04,974 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 6:46:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5525, loss_cls: 4.3797, loss: 4.3797 +2023-12-31 07:52:04,534 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 6:45:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5484, loss_cls: 4.3825, loss: 4.3825 +2023-12-31 07:53:04,128 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 6:44:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5534, loss_cls: 4.3805, loss: 4.3805 +2023-12-31 07:54:03,609 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 6:43:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5398, loss_cls: 4.4040, loss: 4.4040 +2023-12-31 07:55:03,019 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 6:42:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5511, loss_cls: 4.3863, loss: 4.3863 +2023-12-31 07:56:02,420 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 6:40:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5428, loss_cls: 4.4126, loss: 4.4126 +2023-12-31 07:57:01,738 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 6:39:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2955, top5_acc: 0.5541, loss_cls: 4.3749, loss: 4.3749 +2023-12-31 07:58:01,913 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 6:38:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5461, loss_cls: 4.3863, loss: 4.3863 +2023-12-31 07:59:01,908 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 6:37:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5639, loss_cls: 4.3347, loss: 4.3347 +2023-12-31 08:00:02,392 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 6:36:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5555, loss_cls: 4.3626, loss: 4.3626 +2023-12-31 08:01:02,329 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 6:35:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5508, loss_cls: 4.3723, loss: 4.3723 +2023-12-31 08:02:01,393 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 6:34:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5513, loss_cls: 4.3923, loss: 4.3923 +2023-12-31 08:03:00,453 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 6:33:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5397, loss_cls: 4.4074, loss: 4.4074 +2023-12-31 08:03:59,671 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 6:32:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5408, loss_cls: 4.4048, loss: 4.4048 +2023-12-31 08:04:59,240 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 6:30:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5392, loss_cls: 4.4224, loss: 4.4224 +2023-12-31 08:05:59,099 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 6:29:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2961, top5_acc: 0.5473, loss_cls: 4.3964, loss: 4.3964 +2023-12-31 08:06:58,495 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 6:28:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5578, loss_cls: 4.3473, loss: 4.3473 +2023-12-31 08:07:58,107 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 6:27:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5433, loss_cls: 4.3868, loss: 4.3868 +2023-12-31 08:08:57,389 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 6:26:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5478, loss_cls: 4.3793, loss: 4.3793 +2023-12-31 08:09:56,815 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 6:25:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5502, loss_cls: 4.4103, loss: 4.4103 +2023-12-31 08:10:56,116 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 6:24:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5480, loss_cls: 4.3783, loss: 4.3783 +2023-12-31 08:11:55,651 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 6:23:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5530, loss_cls: 4.3929, loss: 4.3929 +2023-12-31 08:12:55,634 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 6:21:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5480, loss_cls: 4.4165, loss: 4.4165 +2023-12-31 08:13:25,795 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-31 08:15:24,723 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 08:15:25,778 - pyskl - INFO - +top1_acc 0.2132 +top5_acc 0.4438 +2023-12-31 08:15:25,778 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 08:15:25,816 - pyskl - INFO - +mean_acc 0.2132 +2023-12-31 08:15:25,829 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.2132, top5_acc: 0.4438, mean_class_accuracy: 0.2132 +2023-12-31 08:18:47,631 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 6:22:42, time: 2.018, data_time: 1.423, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5730, loss_cls: 4.2983, loss: 4.2983 +2023-12-31 08:19:46,918 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 6:21:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5700, loss_cls: 4.2809, loss: 4.2809 +2023-12-31 08:20:46,195 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 6:20:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5498, loss_cls: 4.3622, loss: 4.3622 +2023-12-31 08:21:45,840 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 6:19:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5595, loss_cls: 4.3599, loss: 4.3599 +2023-12-31 08:22:46,191 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 6:18:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5581, loss_cls: 4.3460, loss: 4.3460 +2023-12-31 08:23:46,163 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 6:17:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5578, loss_cls: 4.3582, loss: 4.3582 +2023-12-31 08:24:46,108 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 6:16:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5628, loss_cls: 4.3582, loss: 4.3582 +2023-12-31 08:25:46,751 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 6:14:54, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5559, loss_cls: 4.3474, loss: 4.3474 +2023-12-31 08:26:47,120 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 6:13:48, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5539, loss_cls: 4.3690, loss: 4.3690 +2023-12-31 08:27:46,714 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 6:12:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5534, loss_cls: 4.4088, loss: 4.4088 +2023-12-31 08:28:46,103 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 6:11:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5536, loss_cls: 4.3576, loss: 4.3576 +2023-12-31 08:29:45,732 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 6:10:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5544, loss_cls: 4.3615, loss: 4.3615 +2023-12-31 08:30:45,426 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 6:09:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5466, loss_cls: 4.3719, loss: 4.3719 +2023-12-31 08:31:45,139 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 6:08:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5622, loss_cls: 4.3602, loss: 4.3602 +2023-12-31 08:32:44,768 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 6:07:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5383, loss_cls: 4.4234, loss: 4.4234 +2023-12-31 08:33:44,097 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 6:05:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5508, loss_cls: 4.3983, loss: 4.3983 +2023-12-31 08:34:43,732 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 6:04:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5455, loss_cls: 4.4172, loss: 4.4172 +2023-12-31 08:35:43,128 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 6:03:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3061, top5_acc: 0.5586, loss_cls: 4.3447, loss: 4.3447 +2023-12-31 08:36:42,889 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 6:02:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3039, top5_acc: 0.5548, loss_cls: 4.3633, loss: 4.3633 +2023-12-31 08:37:42,581 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 6:01:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5519, loss_cls: 4.3799, loss: 4.3799 +2023-12-31 08:38:42,979 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 6:00:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5495, loss_cls: 4.3666, loss: 4.3666 +2023-12-31 08:39:43,486 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 5:59:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5548, loss_cls: 4.3570, loss: 4.3570 +2023-12-31 08:40:43,709 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 5:58:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5583, loss_cls: 4.3465, loss: 4.3465 +2023-12-31 08:41:44,747 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 5:57:06, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5417, loss_cls: 4.4119, loss: 4.4119 +2023-12-31 08:42:44,910 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 5:56:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5513, loss_cls: 4.3569, loss: 4.3569 +2023-12-31 08:43:44,953 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 5:54:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5489, loss_cls: 4.4017, loss: 4.4017 +2023-12-31 08:44:44,808 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 5:53:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5564, loss_cls: 4.3511, loss: 4.3511 +2023-12-31 08:45:44,505 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 5:52:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5587, loss_cls: 4.3441, loss: 4.3441 +2023-12-31 08:46:44,579 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 5:51:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5433, loss_cls: 4.4354, loss: 4.4354 +2023-12-31 08:47:44,284 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 5:50:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5486, loss_cls: 4.3715, loss: 4.3715 +2023-12-31 08:48:43,954 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 5:49:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5525, loss_cls: 4.3687, loss: 4.3687 +2023-12-31 08:49:43,367 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 5:48:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5587, loss_cls: 4.3411, loss: 4.3411 +2023-12-31 08:50:42,979 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 5:47:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5470, loss_cls: 4.3868, loss: 4.3868 +2023-12-31 08:51:42,794 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 5:45:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5550, loss_cls: 4.3655, loss: 4.3655 +2023-12-31 08:52:42,768 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 5:44:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5580, loss_cls: 4.3411, loss: 4.3411 +2023-12-31 08:53:42,414 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 5:43:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5559, loss_cls: 4.3412, loss: 4.3412 +2023-12-31 08:54:42,589 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 5:42:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5558, loss_cls: 4.3797, loss: 4.3797 +2023-12-31 08:55:12,673 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-31 08:57:12,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 08:57:13,465 - pyskl - INFO - +top1_acc 0.2325 +top5_acc 0.4723 +2023-12-31 08:57:13,466 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 08:57:13,497 - pyskl - INFO - +mean_acc 0.2324 +2023-12-31 08:57:13,509 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.2325, top5_acc: 0.4723, mean_class_accuracy: 0.2324 +2023-12-31 09:00:42,901 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 5:43:28, time: 2.094, data_time: 1.495, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5530, loss_cls: 4.3434, loss: 4.3434 +2023-12-31 09:01:42,344 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 5:42:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5681, loss_cls: 4.3080, loss: 4.3080 +2023-12-31 09:02:41,778 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 5:41:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5697, loss_cls: 4.2979, loss: 4.2979 +2023-12-31 09:03:41,384 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 5:40:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5589, loss_cls: 4.3385, loss: 4.3385 +2023-12-31 09:04:41,803 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 5:39:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5650, loss_cls: 4.3198, loss: 4.3198 +2023-12-31 09:05:41,392 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 5:37:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5561, loss_cls: 4.3540, loss: 4.3540 +2023-12-31 09:06:41,166 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 5:36:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5473, loss_cls: 4.3646, loss: 4.3646 +2023-12-31 09:07:41,429 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 5:35:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5556, loss_cls: 4.3707, loss: 4.3707 +2023-12-31 09:08:41,586 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 5:34:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5531, loss_cls: 4.3459, loss: 4.3459 +2023-12-31 09:09:41,228 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 5:33:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5589, loss_cls: 4.3266, loss: 4.3266 +2023-12-31 09:10:41,357 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 5:32:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5587, loss_cls: 4.3582, loss: 4.3582 +2023-12-31 09:11:40,834 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 5:31:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5433, loss_cls: 4.3962, loss: 4.3962 +2023-12-31 09:12:40,537 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 5:30:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5606, loss_cls: 4.3399, loss: 4.3399 +2023-12-31 09:13:39,935 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 5:29:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5570, loss_cls: 4.3362, loss: 4.3362 +2023-12-31 09:14:39,666 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 5:27:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5591, loss_cls: 4.3606, loss: 4.3606 +2023-12-31 09:15:39,739 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 5:26:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5548, loss_cls: 4.3701, loss: 4.3701 +2023-12-31 09:16:39,326 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 5:25:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5620, loss_cls: 4.3106, loss: 4.3106 +2023-12-31 09:17:38,863 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 5:24:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5556, loss_cls: 4.3637, loss: 4.3637 +2023-12-31 09:18:38,593 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 5:23:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5434, loss_cls: 4.3994, loss: 4.3994 +2023-12-31 09:19:38,027 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 5:22:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5584, loss_cls: 4.3589, loss: 4.3589 +2023-12-31 09:20:37,374 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 5:21:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5591, loss_cls: 4.3590, loss: 4.3590 +2023-12-31 09:21:37,666 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 5:20:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5423, loss_cls: 4.4327, loss: 4.4327 +2023-12-31 09:22:37,818 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 5:18:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5600, loss_cls: 4.3577, loss: 4.3577 +2023-12-31 09:23:38,356 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 5:17:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5559, loss_cls: 4.3612, loss: 4.3612 +2023-12-31 09:24:38,963 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 5:16:47, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5453, loss_cls: 4.3934, loss: 4.3934 +2023-12-31 09:25:38,618 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 5:15:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5470, loss_cls: 4.3790, loss: 4.3790 +2023-12-31 09:26:38,015 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 5:14:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5428, loss_cls: 4.4053, loss: 4.4053 +2023-12-31 09:27:37,571 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 5:13:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5423, loss_cls: 4.4118, loss: 4.4118 +2023-12-31 09:28:36,778 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 5:12:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5458, loss_cls: 4.4063, loss: 4.4063 +2023-12-31 09:29:36,261 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 5:11:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5480, loss_cls: 4.3767, loss: 4.3767 +2023-12-31 09:30:36,228 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 5:10:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5495, loss_cls: 4.3767, loss: 4.3767 +2023-12-31 09:31:35,984 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 5:08:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5569, loss_cls: 4.3792, loss: 4.3792 +2023-12-31 09:32:36,115 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 5:07:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5489, loss_cls: 4.3798, loss: 4.3798 +2023-12-31 09:33:36,084 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 5:06:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5569, loss_cls: 4.3672, loss: 4.3672 +2023-12-31 09:34:35,566 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 5:05:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5569, loss_cls: 4.3444, loss: 4.3444 +2023-12-31 09:35:35,356 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 5:04:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5520, loss_cls: 4.3848, loss: 4.3848 +2023-12-31 09:36:35,468 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 5:03:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5439, loss_cls: 4.3973, loss: 4.3973 +2023-12-31 09:37:05,588 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-31 09:39:03,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 09:39:04,602 - pyskl - INFO - +top1_acc 0.2288 +top5_acc 0.4738 +2023-12-31 09:39:04,602 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 09:39:04,641 - pyskl - INFO - +mean_acc 0.2285 +2023-12-31 09:39:04,654 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.2288, top5_acc: 0.4738, mean_class_accuracy: 0.2285 +2023-12-31 09:42:36,337 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 5:04:15, time: 2.117, data_time: 1.520, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5623, loss_cls: 4.3196, loss: 4.3196 +2023-12-31 09:43:36,051 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 5:03:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5708, loss_cls: 4.3048, loss: 4.3048 +2023-12-31 09:44:36,272 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 5:02:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5533, loss_cls: 4.3260, loss: 4.3260 +2023-12-31 09:45:36,302 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 5:00:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5623, loss_cls: 4.3048, loss: 4.3048 +2023-12-31 09:46:36,571 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 4:59:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5630, loss_cls: 4.3081, loss: 4.3081 +2023-12-31 09:47:37,018 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 4:58:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5622, loss_cls: 4.3333, loss: 4.3333 +2023-12-31 09:48:37,062 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 4:57:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5631, loss_cls: 4.2977, loss: 4.2977 +2023-12-31 09:49:37,041 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 4:56:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5469, loss_cls: 4.3938, loss: 4.3938 +2023-12-31 09:50:37,473 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 4:55:24, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5539, loss_cls: 4.3260, loss: 4.3260 +2023-12-31 09:51:37,526 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 4:54:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5508, loss_cls: 4.3564, loss: 4.3564 +2023-12-31 09:52:37,461 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 4:53:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5473, loss_cls: 4.3797, loss: 4.3797 +2023-12-31 09:53:37,225 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 4:52:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5553, loss_cls: 4.3484, loss: 4.3484 +2023-12-31 09:54:36,721 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 4:50:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5603, loss_cls: 4.3413, loss: 4.3413 +2023-12-31 09:55:36,082 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 4:49:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5531, loss_cls: 4.3664, loss: 4.3664 +2023-12-31 09:56:35,751 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 4:48:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5528, loss_cls: 4.3477, loss: 4.3477 +2023-12-31 09:57:35,848 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 4:47:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5475, loss_cls: 4.3609, loss: 4.3609 +2023-12-31 09:58:35,238 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 4:46:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5537, loss_cls: 4.3644, loss: 4.3644 +2023-12-31 09:59:34,613 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 4:45:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5453, loss_cls: 4.3798, loss: 4.3798 +2023-12-31 10:00:34,403 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 4:44:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5509, loss_cls: 4.3895, loss: 4.3895 +2023-12-31 10:01:34,240 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 4:43:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5472, loss_cls: 4.3699, loss: 4.3699 +2023-12-31 10:02:33,635 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 4:42:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5623, loss_cls: 4.3343, loss: 4.3343 +2023-12-31 10:03:32,891 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 4:40:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5552, loss_cls: 4.3521, loss: 4.3521 +2023-12-31 10:04:32,064 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 4:39:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5497, loss_cls: 4.3660, loss: 4.3660 +2023-12-31 10:05:32,040 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 4:38:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2970, top5_acc: 0.5613, loss_cls: 4.3455, loss: 4.3455 +2023-12-31 10:06:32,517 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 4:37:36, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5353, loss_cls: 4.4075, loss: 4.4075 +2023-12-31 10:07:32,282 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 4:36:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5453, loss_cls: 4.3997, loss: 4.3997 +2023-12-31 10:08:31,697 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 4:35:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5578, loss_cls: 4.3167, loss: 4.3167 +2023-12-31 10:09:30,975 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 4:34:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5572, loss_cls: 4.3408, loss: 4.3408 +2023-12-31 10:10:30,402 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 4:33:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5564, loss_cls: 4.3917, loss: 4.3917 +2023-12-31 10:11:29,563 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 4:32:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5517, loss_cls: 4.3794, loss: 4.3794 +2023-12-31 10:12:29,749 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 4:30:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5555, loss_cls: 4.3589, loss: 4.3589 +2023-12-31 10:13:30,024 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 4:29:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3075, top5_acc: 0.5605, loss_cls: 4.3459, loss: 4.3459 +2023-12-31 10:14:30,093 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 4:28:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5559, loss_cls: 4.3723, loss: 4.3723 +2023-12-31 10:15:29,609 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 4:27:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5545, loss_cls: 4.3307, loss: 4.3307 +2023-12-31 10:16:29,806 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 4:26:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5544, loss_cls: 4.3493, loss: 4.3493 +2023-12-31 10:17:29,966 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 4:25:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5603, loss_cls: 4.3492, loss: 4.3492 +2023-12-31 10:18:30,817 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 4:24:18, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5555, loss_cls: 4.3523, loss: 4.3523 +2023-12-31 10:19:01,427 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-31 10:20:59,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 10:21:00,690 - pyskl - INFO - +top1_acc 0.2206 +top5_acc 0.4573 +2023-12-31 10:21:00,690 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 10:21:00,730 - pyskl - INFO - +mean_acc 0.2204 +2023-12-31 10:21:00,741 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.2206, top5_acc: 0.4573, mean_class_accuracy: 0.2204 +2023-12-31 10:24:27,456 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 4:24:57, time: 2.067, data_time: 1.474, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5637, loss_cls: 4.2719, loss: 4.2719 +2023-12-31 10:25:26,818 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 4:23:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5630, loss_cls: 4.3082, loss: 4.3082 +2023-12-31 10:26:26,072 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 4:22:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5544, loss_cls: 4.3422, loss: 4.3422 +2023-12-31 10:27:25,342 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 4:21:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5492, loss_cls: 4.3638, loss: 4.3638 +2023-12-31 10:28:25,200 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 4:20:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5608, loss_cls: 4.3093, loss: 4.3093 +2023-12-31 10:29:25,608 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 4:19:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5547, loss_cls: 4.3461, loss: 4.3461 +2023-12-31 10:30:25,392 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 4:18:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5616, loss_cls: 4.3241, loss: 4.3241 +2023-12-31 10:31:25,204 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 4:17:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5492, loss_cls: 4.3717, loss: 4.3717 +2023-12-31 10:32:25,530 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 4:16:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3061, top5_acc: 0.5602, loss_cls: 4.3346, loss: 4.3346 +2023-12-31 10:33:25,164 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 4:14:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5586, loss_cls: 4.3356, loss: 4.3356 +2023-12-31 10:34:24,575 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 4:13:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5605, loss_cls: 4.3234, loss: 4.3234 +2023-12-31 10:35:24,266 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 4:12:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5633, loss_cls: 4.3238, loss: 4.3238 +2023-12-31 10:36:23,979 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 4:11:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5730, loss_cls: 4.3081, loss: 4.3081 +2023-12-31 10:37:23,285 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 4:10:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5586, loss_cls: 4.3437, loss: 4.3437 +2023-12-31 10:38:22,760 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 4:09:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5637, loss_cls: 4.3004, loss: 4.3004 +2023-12-31 10:39:22,493 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 4:08:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3102, top5_acc: 0.5605, loss_cls: 4.3355, loss: 4.3355 +2023-12-31 10:40:22,245 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 4:07:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3053, top5_acc: 0.5647, loss_cls: 4.3235, loss: 4.3235 +2023-12-31 10:41:21,616 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 4:06:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5631, loss_cls: 4.3651, loss: 4.3651 +2023-12-31 10:42:21,801 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 4:04:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5564, loss_cls: 4.3654, loss: 4.3654 +2023-12-31 10:43:21,707 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 4:03:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5652, loss_cls: 4.3416, loss: 4.3416 +2023-12-31 10:44:21,775 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 4:02:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3005, top5_acc: 0.5533, loss_cls: 4.3684, loss: 4.3684 +2023-12-31 10:45:21,216 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 4:01:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5666, loss_cls: 4.2729, loss: 4.2729 +2023-12-31 10:46:20,710 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 4:00:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5461, loss_cls: 4.3804, loss: 4.3804 +2023-12-31 10:47:20,096 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 3:59:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5539, loss_cls: 4.3396, loss: 4.3396 +2023-12-31 10:48:20,353 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 3:58:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5566, loss_cls: 4.3466, loss: 4.3466 +2023-12-31 10:49:20,840 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 3:57:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5609, loss_cls: 4.3491, loss: 4.3491 +2023-12-31 10:50:20,159 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 3:56:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5705, loss_cls: 4.2983, loss: 4.2983 +2023-12-31 10:51:19,449 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 3:54:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5545, loss_cls: 4.3562, loss: 4.3562 +2023-12-31 10:52:19,098 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 3:53:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5464, loss_cls: 4.3974, loss: 4.3974 +2023-12-31 10:53:18,222 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 3:52:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5486, loss_cls: 4.3544, loss: 4.3544 +2023-12-31 10:54:17,566 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 3:51:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5437, loss_cls: 4.3872, loss: 4.3872 +2023-12-31 10:55:16,884 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 3:50:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5677, loss_cls: 4.3291, loss: 4.3291 +2023-12-31 10:56:16,260 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 3:49:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5694, loss_cls: 4.2895, loss: 4.2895 +2023-12-31 10:57:15,599 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 3:48:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5687, loss_cls: 4.3101, loss: 4.3101 +2023-12-31 10:58:14,996 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 3:47:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5586, loss_cls: 4.3419, loss: 4.3419 +2023-12-31 10:59:14,320 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 3:46:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5650, loss_cls: 4.3388, loss: 4.3388 +2023-12-31 11:00:14,633 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 3:44:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5552, loss_cls: 4.3547, loss: 4.3547 +2023-12-31 11:00:45,270 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-31 11:02:42,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 11:02:43,777 - pyskl - INFO - +top1_acc 0.2302 +top5_acc 0.4714 +2023-12-31 11:02:43,777 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 11:02:43,815 - pyskl - INFO - +mean_acc 0.2301 +2023-12-31 11:02:43,827 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2302, top5_acc: 0.4714, mean_class_accuracy: 0.2301 +2023-12-31 11:06:12,104 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 3:45:33, time: 2.083, data_time: 1.492, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5755, loss_cls: 4.2557, loss: 4.2557 +2023-12-31 11:07:11,264 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 3:44:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3075, top5_acc: 0.5650, loss_cls: 4.2942, loss: 4.2942 +2023-12-31 11:08:10,607 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 3:43:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3219, top5_acc: 0.5781, loss_cls: 4.2562, loss: 4.2562 +2023-12-31 11:09:10,101 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 3:42:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3058, top5_acc: 0.5614, loss_cls: 4.3124, loss: 4.3124 +2023-12-31 11:10:10,343 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 3:41:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5563, loss_cls: 4.3369, loss: 4.3369 +2023-12-31 11:11:10,997 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 3:40:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5586, loss_cls: 4.3380, loss: 4.3380 +2023-12-31 11:12:10,803 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 3:38:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5592, loss_cls: 4.3370, loss: 4.3370 +2023-12-31 11:13:11,237 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 3:37:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5794, loss_cls: 4.2834, loss: 4.2834 +2023-12-31 11:14:10,943 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 3:36:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5570, loss_cls: 4.3582, loss: 4.3582 +2023-12-31 11:15:11,232 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 3:35:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5603, loss_cls: 4.3306, loss: 4.3306 +2023-12-31 11:16:10,811 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 3:34:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5717, loss_cls: 4.2712, loss: 4.2712 +2023-12-31 11:17:10,385 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 3:33:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5569, loss_cls: 4.3440, loss: 4.3440 +2023-12-31 11:18:09,888 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 3:32:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5569, loss_cls: 4.3478, loss: 4.3478 +2023-12-31 11:19:09,405 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 3:31:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5623, loss_cls: 4.3263, loss: 4.3263 +2023-12-31 11:20:08,950 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 3:30:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5559, loss_cls: 4.3394, loss: 4.3394 +2023-12-31 11:21:08,786 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 3:28:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5569, loss_cls: 4.3184, loss: 4.3184 +2023-12-31 11:22:08,419 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 3:27:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5583, loss_cls: 4.3550, loss: 4.3550 +2023-12-31 11:23:07,941 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 3:26:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5578, loss_cls: 4.3202, loss: 4.3202 +2023-12-31 11:24:08,071 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 3:25:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5669, loss_cls: 4.3061, loss: 4.3061 +2023-12-31 11:25:08,185 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 3:24:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2934, top5_acc: 0.5606, loss_cls: 4.3455, loss: 4.3455 +2023-12-31 11:26:07,693 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 3:23:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5723, loss_cls: 4.2832, loss: 4.2832 +2023-12-31 11:27:07,535 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 3:22:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5517, loss_cls: 4.3622, loss: 4.3622 +2023-12-31 11:28:07,749 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 3:21:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5594, loss_cls: 4.3472, loss: 4.3472 +2023-12-31 11:29:07,776 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 3:20:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5575, loss_cls: 4.3535, loss: 4.3535 +2023-12-31 11:30:07,537 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 3:18:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5522, loss_cls: 4.3757, loss: 4.3757 +2023-12-31 11:31:08,106 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 3:17:52, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5584, loss_cls: 4.3408, loss: 4.3408 +2023-12-31 11:32:07,612 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 3:16:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5558, loss_cls: 4.3335, loss: 4.3335 +2023-12-31 11:33:07,105 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 3:15:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5663, loss_cls: 4.3194, loss: 4.3194 +2023-12-31 11:34:06,745 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 3:14:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3081, top5_acc: 0.5645, loss_cls: 4.3042, loss: 4.3042 +2023-12-31 11:35:06,386 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 3:13:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5558, loss_cls: 4.3724, loss: 4.3724 +2023-12-31 11:36:06,227 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 3:12:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5448, loss_cls: 4.3929, loss: 4.3929 +2023-12-31 11:37:06,094 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 3:11:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5605, loss_cls: 4.3326, loss: 4.3326 +2023-12-31 11:38:06,131 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 3:10:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5636, loss_cls: 4.3277, loss: 4.3277 +2023-12-31 11:39:05,852 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 3:09:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5628, loss_cls: 4.3258, loss: 4.3258 +2023-12-31 11:40:05,298 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 3:07:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5625, loss_cls: 4.3291, loss: 4.3291 +2023-12-31 11:41:04,723 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 3:06:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5542, loss_cls: 4.3682, loss: 4.3682 +2023-12-31 11:42:04,955 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 3:05:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3014, top5_acc: 0.5573, loss_cls: 4.3468, loss: 4.3468 +2023-12-31 11:42:35,219 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-31 11:44:35,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 11:44:36,947 - pyskl - INFO - +top1_acc 0.2494 +top5_acc 0.4882 +2023-12-31 11:44:36,947 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 11:44:36,983 - pyskl - INFO - +mean_acc 0.2490 +2023-12-31 11:44:36,989 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_63.pth was removed +2023-12-31 11:44:37,277 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2023-12-31 11:44:37,278 - pyskl - INFO - Best top1_acc is 0.2494 at 72 epoch. +2023-12-31 11:44:37,289 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2494, top5_acc: 0.4882, mean_class_accuracy: 0.2490 +2023-12-31 11:48:00,159 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 3:06:09, time: 2.029, data_time: 1.436, memory: 16177, top1_acc: 0.3152, top5_acc: 0.5797, loss_cls: 4.2400, loss: 4.2400 +2023-12-31 11:48:59,281 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 3:05:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5673, loss_cls: 4.2988, loss: 4.2988 +2023-12-31 11:49:58,498 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 3:03:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5727, loss_cls: 4.2849, loss: 4.2849 +2023-12-31 11:50:58,262 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 3:02:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5573, loss_cls: 4.3326, loss: 4.3326 +2023-12-31 11:51:58,309 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 3:01:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5758, loss_cls: 4.2727, loss: 4.2727 +2023-12-31 11:52:58,844 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 3:00:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5669, loss_cls: 4.2591, loss: 4.2591 +2023-12-31 11:53:58,731 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 2:59:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5619, loss_cls: 4.3031, loss: 4.3031 +2023-12-31 11:54:58,961 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 2:58:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5628, loss_cls: 4.3242, loss: 4.3242 +2023-12-31 11:55:58,660 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 2:57:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5648, loss_cls: 4.3006, loss: 4.3006 +2023-12-31 11:56:59,023 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 2:56:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5606, loss_cls: 4.3368, loss: 4.3368 +2023-12-31 11:57:58,546 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 2:55:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5694, loss_cls: 4.2885, loss: 4.2885 +2023-12-31 11:58:58,110 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 2:53:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5614, loss_cls: 4.3212, loss: 4.3212 +2023-12-31 11:59:57,556 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 2:52:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5731, loss_cls: 4.2919, loss: 4.2919 +2023-12-31 12:00:57,042 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 2:51:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5670, loss_cls: 4.2882, loss: 4.2882 +2023-12-31 12:01:56,491 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 2:50:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5673, loss_cls: 4.2992, loss: 4.2992 +2023-12-31 12:02:56,584 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 2:49:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5619, loss_cls: 4.3181, loss: 4.3181 +2023-12-31 12:03:56,778 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 2:48:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3106, top5_acc: 0.5589, loss_cls: 4.3153, loss: 4.3153 +2023-12-31 12:04:56,354 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 2:47:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5587, loss_cls: 4.3522, loss: 4.3522 +2023-12-31 12:05:55,862 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 2:46:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5622, loss_cls: 4.3184, loss: 4.3184 +2023-12-31 12:06:55,653 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 2:45:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5573, loss_cls: 4.3308, loss: 4.3308 +2023-12-31 12:07:55,985 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 2:44:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5492, loss_cls: 4.3480, loss: 4.3480 +2023-12-31 12:08:55,550 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 2:42:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5534, loss_cls: 4.3538, loss: 4.3538 +2023-12-31 12:09:55,075 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 2:41:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5586, loss_cls: 4.3098, loss: 4.3098 +2023-12-31 12:10:54,415 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 2:40:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5578, loss_cls: 4.3154, loss: 4.3154 +2023-12-31 12:11:53,938 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 2:39:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5591, loss_cls: 4.3569, loss: 4.3569 +2023-12-31 12:12:54,077 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 2:38:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5717, loss_cls: 4.2761, loss: 4.2761 +2023-12-31 12:13:54,763 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 2:37:24, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5506, loss_cls: 4.3589, loss: 4.3589 +2023-12-31 12:14:54,100 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 2:36:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5483, loss_cls: 4.3708, loss: 4.3708 +2023-12-31 12:15:53,410 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 2:35:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5591, loss_cls: 4.3014, loss: 4.3014 +2023-12-31 12:16:53,467 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 2:34:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5572, loss_cls: 4.3593, loss: 4.3593 +2023-12-31 12:17:52,979 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 2:32:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5667, loss_cls: 4.2955, loss: 4.2955 +2023-12-31 12:18:52,366 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 2:31:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5559, loss_cls: 4.3248, loss: 4.3248 +2023-12-31 12:19:52,051 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 2:30:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5555, loss_cls: 4.3490, loss: 4.3490 +2023-12-31 12:20:51,789 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 2:29:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5633, loss_cls: 4.3233, loss: 4.3233 +2023-12-31 12:21:51,276 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 2:28:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5581, loss_cls: 4.3515, loss: 4.3515 +2023-12-31 12:22:50,850 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 2:27:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5567, loss_cls: 4.3634, loss: 4.3634 +2023-12-31 12:23:50,537 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 2:26:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5586, loss_cls: 4.3413, loss: 4.3413 +2023-12-31 12:24:20,601 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-31 12:26:18,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 12:26:19,029 - pyskl - INFO - +top1_acc 0.2424 +top5_acc 0.4915 +2023-12-31 12:26:19,029 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 12:26:19,061 - pyskl - INFO - +mean_acc 0.2422 +2023-12-31 12:26:19,070 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2424, top5_acc: 0.4915, mean_class_accuracy: 0.2422 +2023-12-31 12:29:39,516 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 2:26:41, time: 2.004, data_time: 1.413, memory: 16177, top1_acc: 0.3137, top5_acc: 0.5780, loss_cls: 4.2748, loss: 4.2748 +2023-12-31 12:30:39,047 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 2:25:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5558, loss_cls: 4.3545, loss: 4.3545 +2023-12-31 12:31:38,415 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 2:24:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5719, loss_cls: 4.2399, loss: 4.2399 +2023-12-31 12:32:38,045 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 2:23:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5769, loss_cls: 4.2681, loss: 4.2681 +2023-12-31 12:33:37,430 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 2:22:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5659, loss_cls: 4.3013, loss: 4.3013 +2023-12-31 12:34:37,575 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 2:21:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3102, top5_acc: 0.5547, loss_cls: 4.3194, loss: 4.3194 +2023-12-31 12:35:37,807 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 2:20:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5580, loss_cls: 4.3221, loss: 4.3221 +2023-12-31 12:36:37,394 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 2:18:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5600, loss_cls: 4.3577, loss: 4.3577 +2023-12-31 12:37:37,377 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 2:17:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5714, loss_cls: 4.2752, loss: 4.2752 +2023-12-31 12:38:37,251 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 2:16:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5647, loss_cls: 4.3179, loss: 4.3179 +2023-12-31 12:39:37,262 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 2:15:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5627, loss_cls: 4.2811, loss: 4.2811 +2023-12-31 12:40:36,901 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 2:14:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5658, loss_cls: 4.3075, loss: 4.3075 +2023-12-31 12:41:36,736 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 2:13:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3053, top5_acc: 0.5684, loss_cls: 4.3108, loss: 4.3108 +2023-12-31 12:42:36,485 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 2:12:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3053, top5_acc: 0.5586, loss_cls: 4.3244, loss: 4.3244 +2023-12-31 12:43:36,046 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 2:11:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5603, loss_cls: 4.2970, loss: 4.2970 +2023-12-31 12:44:35,623 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 2:10:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5556, loss_cls: 4.3350, loss: 4.3350 +2023-12-31 12:45:35,227 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 2:08:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5580, loss_cls: 4.3198, loss: 4.3198 +2023-12-31 12:46:35,189 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 2:07:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5687, loss_cls: 4.3003, loss: 4.3003 +2023-12-31 12:47:34,585 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 2:06:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5648, loss_cls: 4.3415, loss: 4.3415 +2023-12-31 12:48:34,933 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 2:05:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5577, loss_cls: 4.3361, loss: 4.3361 +2023-12-31 12:49:34,797 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 2:04:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5589, loss_cls: 4.3445, loss: 4.3445 +2023-12-31 12:50:34,794 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 2:03:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3153, top5_acc: 0.5691, loss_cls: 4.2791, loss: 4.2791 +2023-12-31 12:51:34,416 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 2:02:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3161, top5_acc: 0.5711, loss_cls: 4.2741, loss: 4.2741 +2023-12-31 12:52:34,058 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 2:01:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5656, loss_cls: 4.2886, loss: 4.2886 +2023-12-31 12:53:33,149 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 2:00:09, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5678, loss_cls: 4.3046, loss: 4.3046 +2023-12-31 12:54:33,286 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 1:59:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5580, loss_cls: 4.3751, loss: 4.3751 +2023-12-31 12:55:33,566 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 1:57:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5636, loss_cls: 4.3268, loss: 4.3268 +2023-12-31 12:56:32,973 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 1:56:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5564, loss_cls: 4.3650, loss: 4.3650 +2023-12-31 12:57:32,444 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 1:55:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5619, loss_cls: 4.3318, loss: 4.3318 +2023-12-31 12:58:32,123 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 1:54:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5705, loss_cls: 4.2830, loss: 4.2830 +2023-12-31 12:59:31,395 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 1:53:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5691, loss_cls: 4.2972, loss: 4.2972 +2023-12-31 13:00:30,623 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 1:52:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5558, loss_cls: 4.3265, loss: 4.3265 +2023-12-31 13:01:29,824 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 1:51:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5658, loss_cls: 4.3039, loss: 4.3039 +2023-12-31 13:02:29,199 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 1:50:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5645, loss_cls: 4.2982, loss: 4.2982 +2023-12-31 13:03:29,216 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 1:49:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5555, loss_cls: 4.3484, loss: 4.3484 +2023-12-31 13:04:28,880 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 1:47:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5630, loss_cls: 4.3017, loss: 4.3017 +2023-12-31 13:05:29,206 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 1:46:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3053, top5_acc: 0.5636, loss_cls: 4.3200, loss: 4.3200 +2023-12-31 13:05:59,867 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-31 13:07:56,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 13:07:57,464 - pyskl - INFO - +top1_acc 0.2425 +top5_acc 0.4974 +2023-12-31 13:07:57,464 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 13:07:57,495 - pyskl - INFO - +mean_acc 0.2425 +2023-12-31 13:07:57,506 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.2425, top5_acc: 0.4974, mean_class_accuracy: 0.2425 +2023-12-31 13:11:17,198 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 1:47:11, time: 1.997, data_time: 1.406, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5713, loss_cls: 4.2481, loss: 4.2481 +2023-12-31 13:12:16,652 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 1:46:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5713, loss_cls: 4.2692, loss: 4.2692 +2023-12-31 13:13:16,443 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 1:44:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5533, loss_cls: 4.3043, loss: 4.3043 +2023-12-31 13:14:16,107 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 1:43:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5622, loss_cls: 4.3025, loss: 4.3025 +2023-12-31 13:15:15,600 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 1:42:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5759, loss_cls: 4.2705, loss: 4.2705 +2023-12-31 13:16:15,993 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 1:41:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5759, loss_cls: 4.2668, loss: 4.2668 +2023-12-31 13:17:16,247 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 1:40:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5637, loss_cls: 4.3262, loss: 4.3262 +2023-12-31 13:18:16,187 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 1:39:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5753, loss_cls: 4.2590, loss: 4.2590 +2023-12-31 13:19:16,161 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 1:38:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5697, loss_cls: 4.2895, loss: 4.2895 +2023-12-31 13:20:15,935 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 1:37:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5689, loss_cls: 4.2748, loss: 4.2748 +2023-12-31 13:21:15,891 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 1:36:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5689, loss_cls: 4.2926, loss: 4.2926 +2023-12-31 13:22:15,353 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 1:35:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5689, loss_cls: 4.2745, loss: 4.2745 +2023-12-31 13:23:14,804 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 1:33:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3081, top5_acc: 0.5642, loss_cls: 4.3063, loss: 4.3063 +2023-12-31 13:24:14,562 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 1:32:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5705, loss_cls: 4.2836, loss: 4.2836 +2023-12-31 13:25:13,814 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 1:31:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5695, loss_cls: 4.2690, loss: 4.2690 +2023-12-31 13:26:13,020 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 1:30:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5587, loss_cls: 4.3557, loss: 4.3557 +2023-12-31 13:27:12,385 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 1:29:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3117, top5_acc: 0.5678, loss_cls: 4.2882, loss: 4.2882 +2023-12-31 13:28:11,586 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 1:28:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5744, loss_cls: 4.2834, loss: 4.2834 +2023-12-31 13:29:11,143 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 1:27:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5634, loss_cls: 4.2993, loss: 4.2993 +2023-12-31 13:30:11,252 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 1:26:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5683, loss_cls: 4.2716, loss: 4.2716 +2023-12-31 13:31:10,771 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 1:25:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5714, loss_cls: 4.2788, loss: 4.2788 +2023-12-31 13:32:10,529 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 1:23:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5703, loss_cls: 4.3101, loss: 4.3101 +2023-12-31 13:33:10,158 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 1:22:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5705, loss_cls: 4.2971, loss: 4.2971 +2023-12-31 13:34:09,900 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 1:21:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5537, loss_cls: 4.3481, loss: 4.3481 +2023-12-31 13:35:09,885 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 1:20:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5678, loss_cls: 4.3117, loss: 4.3117 +2023-12-31 13:36:10,091 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 1:19:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5509, loss_cls: 4.3413, loss: 4.3413 +2023-12-31 13:37:10,080 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 1:18:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5717, loss_cls: 4.2874, loss: 4.2874 +2023-12-31 13:38:10,580 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 1:17:23, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5661, loss_cls: 4.2976, loss: 4.2976 +2023-12-31 13:39:10,151 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 1:16:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5558, loss_cls: 4.3541, loss: 4.3541 +2023-12-31 13:40:09,657 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 1:15:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5572, loss_cls: 4.3602, loss: 4.3602 +2023-12-31 13:41:09,416 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 1:14:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5652, loss_cls: 4.3050, loss: 4.3050 +2023-12-31 13:42:08,671 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 1:12:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5578, loss_cls: 4.3220, loss: 4.3220 +2023-12-31 13:43:08,140 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 1:11:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5647, loss_cls: 4.3225, loss: 4.3225 +2023-12-31 13:44:07,637 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 1:10:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5683, loss_cls: 4.3215, loss: 4.3215 +2023-12-31 13:45:07,184 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 1:09:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5705, loss_cls: 4.2887, loss: 4.2887 +2023-12-31 13:46:06,727 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 1:08:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5619, loss_cls: 4.3265, loss: 4.3265 +2023-12-31 13:47:07,184 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 1:07:27, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5609, loss_cls: 4.3091, loss: 4.3091 +2023-12-31 13:47:37,281 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-31 13:49:37,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 13:49:39,027 - pyskl - INFO - +top1_acc 0.2410 +top5_acc 0.4835 +2023-12-31 13:49:39,027 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 13:49:39,064 - pyskl - INFO - +mean_acc 0.2407 +2023-12-31 13:49:39,075 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.2410, top5_acc: 0.4835, mean_class_accuracy: 0.2407 +2023-12-31 13:53:10,770 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 1:07:55, time: 2.117, data_time: 1.523, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5789, loss_cls: 4.2485, loss: 4.2485 +2023-12-31 13:54:10,322 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 1:06:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5664, loss_cls: 4.2573, loss: 4.2573 +2023-12-31 13:55:09,788 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 1:05:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5680, loss_cls: 4.2805, loss: 4.2805 +2023-12-31 13:56:09,294 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 1:04:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5625, loss_cls: 4.3069, loss: 4.3069 +2023-12-31 13:57:08,858 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 1:03:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3102, top5_acc: 0.5541, loss_cls: 4.3329, loss: 4.3329 +2023-12-31 13:58:09,134 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 1:02:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5684, loss_cls: 4.2847, loss: 4.2847 +2023-12-31 13:59:09,445 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 1:01:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5667, loss_cls: 4.2992, loss: 4.2992 +2023-12-31 14:00:09,179 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 1:00:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3152, top5_acc: 0.5761, loss_cls: 4.2282, loss: 4.2282 +2023-12-31 14:01:09,079 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 0:59:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5678, loss_cls: 4.2638, loss: 4.2638 +2023-12-31 14:02:09,426 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 0:58:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5692, loss_cls: 4.2968, loss: 4.2968 +2023-12-31 14:03:09,210 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 0:56:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3106, top5_acc: 0.5770, loss_cls: 4.2892, loss: 4.2892 +2023-12-31 14:04:08,873 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 0:55:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5641, loss_cls: 4.3233, loss: 4.3233 +2023-12-31 14:05:08,358 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 0:54:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5620, loss_cls: 4.3329, loss: 4.3329 +2023-12-31 14:06:08,073 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 0:53:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5741, loss_cls: 4.2702, loss: 4.2702 +2023-12-31 14:07:07,269 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 0:52:28, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5717, loss_cls: 4.2704, loss: 4.2704 +2023-12-31 14:08:06,689 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 0:51:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5587, loss_cls: 4.3126, loss: 4.3126 +2023-12-31 14:09:06,016 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 0:50:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5619, loss_cls: 4.3115, loss: 4.3115 +2023-12-31 14:10:05,428 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 0:49:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5759, loss_cls: 4.2570, loss: 4.2570 +2023-12-31 14:11:04,800 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 0:48:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5611, loss_cls: 4.3445, loss: 4.3445 +2023-12-31 14:12:04,302 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 0:46:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5591, loss_cls: 4.3342, loss: 4.3342 +2023-12-31 14:13:03,558 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 0:45:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5648, loss_cls: 4.3301, loss: 4.3301 +2023-12-31 14:14:02,959 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 0:44:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5694, loss_cls: 4.2481, loss: 4.2481 +2023-12-31 14:15:02,511 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 0:43:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3127, top5_acc: 0.5689, loss_cls: 4.2666, loss: 4.2666 +2023-12-31 14:16:02,312 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 0:42:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5664, loss_cls: 4.2961, loss: 4.2961 +2023-12-31 14:17:01,897 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 0:41:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5614, loss_cls: 4.3037, loss: 4.3037 +2023-12-31 14:18:01,597 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 0:40:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5739, loss_cls: 4.2398, loss: 4.2398 +2023-12-31 14:19:02,012 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 0:39:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5764, loss_cls: 4.2686, loss: 4.2686 +2023-12-31 14:20:01,997 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 0:38:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5684, loss_cls: 4.2876, loss: 4.2876 +2023-12-31 14:21:01,248 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 0:37:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5750, loss_cls: 4.2824, loss: 4.2824 +2023-12-31 14:22:00,728 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 0:35:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5569, loss_cls: 4.3389, loss: 4.3389 +2023-12-31 14:23:00,568 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 0:34:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5642, loss_cls: 4.3151, loss: 4.3151 +2023-12-31 14:23:59,878 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 0:33:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5684, loss_cls: 4.3022, loss: 4.3022 +2023-12-31 14:24:59,326 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 0:32:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5595, loss_cls: 4.3193, loss: 4.3193 +2023-12-31 14:25:59,095 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 0:31:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5670, loss_cls: 4.3019, loss: 4.3019 +2023-12-31 14:26:58,723 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 0:30:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5600, loss_cls: 4.3088, loss: 4.3088 +2023-12-31 14:27:58,225 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 0:29:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3205, top5_acc: 0.5808, loss_cls: 4.2558, loss: 4.2558 +2023-12-31 14:28:58,123 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 0:28:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3200, top5_acc: 0.5759, loss_cls: 4.2438, loss: 4.2438 +2023-12-31 14:29:28,464 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-31 14:31:28,655 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 14:31:29,689 - pyskl - INFO - +top1_acc 0.2466 +top5_acc 0.4989 +2023-12-31 14:31:29,689 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 14:31:29,730 - pyskl - INFO - +mean_acc 0.2464 +2023-12-31 14:31:29,742 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2466, top5_acc: 0.4989, mean_class_accuracy: 0.2464 +2023-12-31 14:34:50,863 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 0:28:25, time: 2.011, data_time: 1.419, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5809, loss_cls: 4.2203, loss: 4.2203 +2023-12-31 14:35:50,318 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 0:27:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5783, loss_cls: 4.2071, loss: 4.2071 +2023-12-31 14:36:50,080 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 0:26:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5613, loss_cls: 4.2936, loss: 4.2936 +2023-12-31 14:37:49,602 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 0:25:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5677, loss_cls: 4.2788, loss: 4.2788 +2023-12-31 14:38:49,279 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 0:24:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5723, loss_cls: 4.2510, loss: 4.2510 +2023-12-31 14:39:49,009 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 0:22:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5717, loss_cls: 4.2807, loss: 4.2807 +2023-12-31 14:40:49,523 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 0:21:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5798, loss_cls: 4.2757, loss: 4.2757 +2023-12-31 14:41:49,264 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 0:20:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5705, loss_cls: 4.2723, loss: 4.2723 +2023-12-31 14:42:49,205 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 0:19:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5742, loss_cls: 4.2519, loss: 4.2519 +2023-12-31 14:43:49,172 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 0:18:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5809, loss_cls: 4.2357, loss: 4.2357 +2023-12-31 14:44:49,231 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 0:17:25, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5650, loss_cls: 4.3035, loss: 4.3035 +2023-12-31 14:45:49,406 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 0:16:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5777, loss_cls: 4.2417, loss: 4.2417 +2023-12-31 14:46:49,271 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 0:15:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5694, loss_cls: 4.2889, loss: 4.2889 +2023-12-31 14:47:48,926 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 0:14:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5586, loss_cls: 4.3108, loss: 4.3108 +2023-12-31 14:48:48,404 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 0:13:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5755, loss_cls: 4.2695, loss: 4.2695 +2023-12-31 14:49:48,037 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 0:11:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5728, loss_cls: 4.2815, loss: 4.2815 +2023-12-31 14:50:47,658 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 0:10:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5570, loss_cls: 4.2975, loss: 4.2975 +2023-12-31 14:51:46,967 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 0:09:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5694, loss_cls: 4.2816, loss: 4.2816 +2023-12-31 14:52:46,487 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 0:08:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5642, loss_cls: 4.3000, loss: 4.3000 +2023-12-31 14:53:46,782 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 0:07:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5669, loss_cls: 4.3081, loss: 4.3081 +2023-12-31 14:54:46,900 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 0:06:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5673, loss_cls: 4.2852, loss: 4.2852 +2023-12-31 14:55:46,702 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 0:05:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3150, top5_acc: 0.5648, loss_cls: 4.2616, loss: 4.2616 +2023-12-31 14:56:47,044 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 0:04:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5767, loss_cls: 4.2355, loss: 4.2355 +2023-12-31 14:57:46,427 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 0:03:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5605, loss_cls: 4.3034, loss: 4.3034 +2023-12-31 14:58:45,683 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 0:02:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5686, loss_cls: 4.2876, loss: 4.2876 +2023-12-31 14:59:44,976 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 0:00:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5575, loss_cls: 4.3333, loss: 4.3333 +2023-12-31 15:00:44,772 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 1 day, 23:59:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5655, loss_cls: 4.3106, loss: 4.3106 +2023-12-31 15:01:45,061 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 1 day, 23:58:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5637, loss_cls: 4.2849, loss: 4.2849 +2023-12-31 15:02:44,881 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 1 day, 23:57:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5644, loss_cls: 4.2994, loss: 4.2994 +2023-12-31 15:03:44,380 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 1 day, 23:56:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3197, top5_acc: 0.5670, loss_cls: 4.2613, loss: 4.2613 +2023-12-31 15:04:44,136 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 1 day, 23:55:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3058, top5_acc: 0.5673, loss_cls: 4.3195, loss: 4.3195 +2023-12-31 15:05:43,506 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 1 day, 23:54:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5677, loss_cls: 4.2874, loss: 4.2874 +2023-12-31 15:06:42,780 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 1 day, 23:53:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5627, loss_cls: 4.3139, loss: 4.3139 +2023-12-31 15:07:42,284 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 1 day, 23:52:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5613, loss_cls: 4.3011, loss: 4.3011 +2023-12-31 15:08:42,172 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 1 day, 23:51:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5689, loss_cls: 4.2895, loss: 4.2895 +2023-12-31 15:09:41,781 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 1 day, 23:49:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5591, loss_cls: 4.3295, loss: 4.3295 +2023-12-31 15:10:41,757 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 1 day, 23:48:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5670, loss_cls: 4.3071, loss: 4.3071 +2023-12-31 15:11:11,708 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-31 15:13:12,900 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 15:13:13,964 - pyskl - INFO - +top1_acc 0.2350 +top5_acc 0.4775 +2023-12-31 15:13:13,964 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 15:13:14,004 - pyskl - INFO - +mean_acc 0.2347 +2023-12-31 15:13:14,017 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.2350, top5_acc: 0.4775, mean_class_accuracy: 0.2347 +2023-12-31 15:16:33,202 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 1 day, 23:48:58, time: 1.992, data_time: 1.403, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5828, loss_cls: 4.2175, loss: 4.2175 +2023-12-31 15:17:32,238 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 1 day, 23:47:51, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5736, loss_cls: 4.2487, loss: 4.2487 +2023-12-31 15:18:31,323 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 1 day, 23:46:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5753, loss_cls: 4.2500, loss: 4.2500 +2023-12-31 15:19:30,716 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 1 day, 23:45:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5787, loss_cls: 4.2475, loss: 4.2475 +2023-12-31 15:20:30,031 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 1 day, 23:44:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5637, loss_cls: 4.2856, loss: 4.2856 +2023-12-31 15:21:29,137 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 1 day, 23:43:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5784, loss_cls: 4.2570, loss: 4.2570 +2023-12-31 15:22:29,175 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 1 day, 23:42:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5680, loss_cls: 4.2805, loss: 4.2805 +2023-12-31 15:23:29,502 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 1 day, 23:41:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3150, top5_acc: 0.5761, loss_cls: 4.2359, loss: 4.2359 +2023-12-31 15:24:29,154 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 1 day, 23:40:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5798, loss_cls: 4.2306, loss: 4.2306 +2023-12-31 15:25:28,938 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 1 day, 23:39:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5786, loss_cls: 4.2492, loss: 4.2492 +2023-12-31 15:26:29,165 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 1 day, 23:37:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5634, loss_cls: 4.3066, loss: 4.3066 +2023-12-31 15:27:28,891 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 1 day, 23:36:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5747, loss_cls: 4.2780, loss: 4.2780 +2023-12-31 15:28:28,315 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 1 day, 23:35:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5789, loss_cls: 4.2104, loss: 4.2104 +2023-12-31 15:29:27,511 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 1 day, 23:34:37, time: 0.592, data_time: 0.001, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5650, loss_cls: 4.3120, loss: 4.3120 +2023-12-31 15:30:26,974 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 1 day, 23:33:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5672, loss_cls: 4.2869, loss: 4.2869 +2023-12-31 15:31:26,310 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 1 day, 23:32:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3117, top5_acc: 0.5692, loss_cls: 4.2869, loss: 4.2869 +2023-12-31 15:32:25,613 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 1 day, 23:31:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5661, loss_cls: 4.2945, loss: 4.2945 +2023-12-31 15:33:24,954 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 1 day, 23:30:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5700, loss_cls: 4.2573, loss: 4.2573 +2023-12-31 15:34:24,415 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 1 day, 23:29:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5708, loss_cls: 4.2793, loss: 4.2793 +2023-12-31 15:35:23,978 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 1 day, 23:28:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5714, loss_cls: 4.2750, loss: 4.2750 +2023-12-31 15:36:23,336 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 1 day, 23:26:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5698, loss_cls: 4.2823, loss: 4.2823 +2023-12-31 15:37:22,847 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 1 day, 23:25:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5641, loss_cls: 4.2914, loss: 4.2914 +2023-12-31 15:38:22,427 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 1 day, 23:24:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5658, loss_cls: 4.2683, loss: 4.2683 +2023-12-31 15:39:22,139 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 1 day, 23:23:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5511, loss_cls: 4.3404, loss: 4.3404 +2023-12-31 15:40:22,338 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 1 day, 23:22:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5703, loss_cls: 4.2653, loss: 4.2653 +2023-12-31 15:41:22,538 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 1 day, 23:21:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5781, loss_cls: 4.2607, loss: 4.2607 +2023-12-31 15:42:21,930 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 1 day, 23:20:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3031, top5_acc: 0.5694, loss_cls: 4.3028, loss: 4.3028 +2023-12-31 15:43:22,571 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 1 day, 23:19:13, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5681, loss_cls: 4.3066, loss: 4.3066 +2023-12-31 15:44:22,489 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 1 day, 23:18:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5783, loss_cls: 4.2555, loss: 4.2555 +2023-12-31 15:45:21,998 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 1 day, 23:17:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5686, loss_cls: 4.2847, loss: 4.2847 +2023-12-31 15:46:21,869 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 1 day, 23:15:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3127, top5_acc: 0.5698, loss_cls: 4.2858, loss: 4.2858 +2023-12-31 15:47:21,661 - pyskl - INFO - Epoch [78][3200/3746] lr: 4.701e-02, eta: 1 day, 23:14:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5758, loss_cls: 4.2576, loss: 4.2576 +2023-12-31 15:48:21,255 - pyskl - INFO - Epoch [78][3300/3746] lr: 4.699e-02, eta: 1 day, 23:13:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3161, top5_acc: 0.5678, loss_cls: 4.2629, loss: 4.2629 +2023-12-31 15:49:20,521 - pyskl - INFO - Epoch [78][3400/3746] lr: 4.696e-02, eta: 1 day, 23:12:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5703, loss_cls: 4.2771, loss: 4.2771 +2023-12-31 15:50:20,355 - pyskl - INFO - Epoch [78][3500/3746] lr: 4.693e-02, eta: 1 day, 23:11:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5652, loss_cls: 4.2709, loss: 4.2709 +2023-12-31 15:51:20,082 - pyskl - INFO - Epoch [78][3600/3746] lr: 4.690e-02, eta: 1 day, 23:10:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5798, loss_cls: 4.2356, loss: 4.2356 +2023-12-31 15:52:19,794 - pyskl - INFO - Epoch [78][3700/3746] lr: 4.687e-02, eta: 1 day, 23:09:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5725, loss_cls: 4.2661, loss: 4.2661 +2023-12-31 15:52:50,184 - pyskl - INFO - Saving checkpoint at 78 epochs