diff --git "a/k400/b_2/20231224_142746.log" "b/k400/b_2/20231224_142746.log" new file mode 100644--- /dev/null +++ "b/k400/b_2/20231224_142746.log" @@ -0,0 +1,7328 @@ +2023-12-24 14:27:46,491 - 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+ +------------------------------------------------------------ + +2023-12-24 14:27:47,140 - pyskl - INFO - Config: modality = 'b' +graph = 'coco_new' +work_dir = './work_dirs/test_prototype/k400/b_2' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='coco_new', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_13', 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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=['b']), + 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) + +2023-12-24 14:27:47,140 - pyskl - INFO - Set random seed to 687627683, deterministic: False +2023-12-24 14:27:55,417 - pyskl - INFO - 239737 videos remain after valid thresholding +2023-12-24 14:28:07,706 - pyskl - INFO - 19743 videos remain after valid thresholding +2023-12-24 14:28:07,707 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2 +2023-12-24 14:28:07,715 - 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 + -------------------- +2023-12-24 14:28:07,729 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-24 14:28:07,729 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2 by HardDiskBackend. +2023-12-24 14:31:15,660 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 12 days, 5:16:00, time: 1.879, data_time: 1.266, memory: 16177, top1_acc: 0.0070, top5_acc: 0.0377, loss_cls: 9.4879, loss: 9.4879 +2023-12-24 14:32:16,263 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 1:53:06, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.0158, top5_acc: 0.0634, loss_cls: 9.1816, loss: 9.1816 +2023-12-24 14:33:16,335 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 6 days, 16:28:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.0222, top5_acc: 0.0798, loss_cls: 8.9757, loss: 8.9757 +2023-12-24 14:34:17,046 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 0:00:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.0264, top5_acc: 0.1014, loss_cls: 8.8796, loss: 8.8796 +2023-12-24 14:35:18,237 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 5 days, 14:15:59, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.0259, top5_acc: 0.1056, loss_cls: 9.1186, loss: 9.1186 +2023-12-24 14:36:18,939 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 5 days, 7:38:33, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.0297, top5_acc: 0.1077, loss_cls: 9.4781, loss: 9.4781 +2023-12-24 14:37:19,584 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 2:53:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0320, top5_acc: 0.1258, loss_cls: 10.2622, loss: 10.2622 +2023-12-24 14:38:19,752 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 4 days, 23:14:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.0355, top5_acc: 0.1292, loss_cls: 9.8855, loss: 9.8855 +2023-12-24 14:39:20,192 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 4 days, 20:25:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.0366, top5_acc: 0.1369, loss_cls: 9.1632, loss: 9.1632 +2023-12-24 14:40:20,754 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 4 days, 18:12:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0409, top5_acc: 0.1473, loss_cls: 9.2085, loss: 9.2085 +2023-12-24 14:41:21,081 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 4 days, 16:20:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0453, top5_acc: 0.1519, loss_cls: 9.7406, loss: 9.7406 +2023-12-24 14:42:21,341 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 4 days, 14:47:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0422, top5_acc: 0.1592, loss_cls: 9.9487, loss: 9.9487 +2023-12-24 14:43:21,249 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 4 days, 13:25:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.0452, top5_acc: 0.1508, loss_cls: 9.9236, loss: 9.9236 +2023-12-24 14:44:21,351 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 4 days, 12:16:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.0480, top5_acc: 0.1678, loss_cls: 10.0283, loss: 10.0283 +2023-12-24 14:45:21,423 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 4 days, 11:16:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.0537, top5_acc: 0.1742, loss_cls: 10.0427, loss: 10.0427 +2023-12-24 14:46:21,189 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 4 days, 10:21:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.0500, top5_acc: 0.1805, loss_cls: 9.7792, loss: 9.7792 +2023-12-24 14:47:21,042 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 4 days, 9:34:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.0580, top5_acc: 0.1758, loss_cls: 9.9391, loss: 9.9391 +2023-12-24 14:48:20,965 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 4 days, 8:51:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.0602, top5_acc: 0.1953, loss_cls: 9.8418, loss: 9.8418 +2023-12-24 14:49:20,745 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 4 days, 8:13:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.0656, top5_acc: 0.2078, loss_cls: 9.8076, loss: 9.8076 +2023-12-24 14:50:20,495 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 4 days, 7:38:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.0681, top5_acc: 0.2077, loss_cls: 9.8134, loss: 9.8134 +2023-12-24 14:51:20,243 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 4 days, 7:06:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.0755, top5_acc: 0.2219, loss_cls: 9.6766, loss: 9.6766 +2023-12-24 14:52:20,120 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 6:38:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.0772, top5_acc: 0.2242, loss_cls: 9.5750, loss: 9.5750 +2023-12-24 14:53:19,910 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 6:11:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.0727, top5_acc: 0.2206, loss_cls: 9.4812, loss: 9.4812 +2023-12-24 14:54:19,608 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 5:47:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.0770, top5_acc: 0.2272, loss_cls: 9.5247, loss: 9.5247 +2023-12-24 14:55:20,185 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 5:27:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0761, top5_acc: 0.2278, loss_cls: 9.4250, loss: 9.4250 +2023-12-24 14:56:20,201 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 5:07:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.0806, top5_acc: 0.2341, loss_cls: 9.3232, loss: 9.3232 +2023-12-24 14:57:20,275 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 4:49:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.0850, top5_acc: 0.2447, loss_cls: 9.2265, loss: 9.2265 +2023-12-24 14:58:20,310 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 4:32:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.0914, top5_acc: 0.2506, loss_cls: 9.2364, loss: 9.2364 +2023-12-24 14:59:20,587 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 4:16:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0908, top5_acc: 0.2494, loss_cls: 9.2057, loss: 9.2057 +2023-12-24 15:00:21,216 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 4:03:21, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.0905, top5_acc: 0.2581, loss_cls: 9.0898, loss: 9.0898 +2023-12-24 15:01:22,828 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 3:53:45, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.1005, top5_acc: 0.2681, loss_cls: 9.0850, loss: 9.0850 +2023-12-24 15:02:23,687 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 3:42:30, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0977, top5_acc: 0.2711, loss_cls: 8.9536, loss: 8.9536 +2023-12-24 15:03:24,959 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 3:33:02, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.1020, top5_acc: 0.2772, loss_cls: 8.9776, loss: 8.9776 +2023-12-24 15:04:25,671 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 3:22:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1044, top5_acc: 0.2825, loss_cls: 8.9213, loss: 8.9213 +2023-12-24 15:05:26,599 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 3:13:08, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1030, top5_acc: 0.2925, loss_cls: 8.8204, loss: 8.8204 +2023-12-24 15:06:27,785 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 3:04:53, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1045, top5_acc: 0.2845, loss_cls: 8.7686, loss: 8.7686 +2023-12-24 15:07:28,775 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 2:56:31, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1061, top5_acc: 0.2870, loss_cls: 8.8463, loss: 8.8463 +2023-12-24 15:07:59,292 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-24 15:10:02,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:10:02,780 - pyskl - INFO - +top1_acc 0.0736 +top5_acc 0.2170 +2023-12-24 15:10:02,780 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 15:10:02,827 - pyskl - INFO - +mean_acc 0.0736 +2023-12-24 15:10:03,094 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-24 15:10:03,094 - pyskl - INFO - Best top1_acc is 0.0736 at 1 epoch. +2023-12-24 15:10:03,103 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0736, top5_acc: 0.2170, mean_class_accuracy: 0.0736 +2023-12-24 15:13:30,799 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 4 days, 7:31:55, time: 2.077, data_time: 1.481, memory: 16177, top1_acc: 0.1205, top5_acc: 0.3105, loss_cls: 8.7316, loss: 8.7316 +2023-12-24 15:14:30,983 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 4 days, 7:15:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1184, top5_acc: 0.3009, loss_cls: 8.6459, loss: 8.6459 +2023-12-24 15:15:31,059 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 6:59:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1245, top5_acc: 0.3116, loss_cls: 8.5872, loss: 8.5872 +2023-12-24 15:16:31,940 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 6:45:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1152, top5_acc: 0.3070, loss_cls: 8.6566, loss: 8.6566 +2023-12-24 15:17:32,513 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 6:31:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1341, top5_acc: 0.3295, loss_cls: 8.5204, loss: 8.5204 +2023-12-24 15:18:32,743 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 6:17:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1314, top5_acc: 0.3227, loss_cls: 8.5584, loss: 8.5584 +2023-12-24 15:19:33,225 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 6:05:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1259, top5_acc: 0.3217, loss_cls: 8.4984, loss: 8.4984 +2023-12-24 15:20:33,435 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 5:52:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1328, top5_acc: 0.3311, loss_cls: 8.4362, loss: 8.4362 +2023-12-24 15:21:33,369 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 5:39:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1352, top5_acc: 0.3362, loss_cls: 8.4132, loss: 8.4132 +2023-12-24 15:22:33,009 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 5:26:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.1355, top5_acc: 0.3341, loss_cls: 8.3826, loss: 8.3826 +2023-12-24 15:23:33,052 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 5:15:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1456, top5_acc: 0.3461, loss_cls: 8.3482, loss: 8.3482 +2023-12-24 15:24:32,829 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 5:03:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1417, top5_acc: 0.3498, loss_cls: 8.3428, loss: 8.3428 +2023-12-24 15:25:33,130 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 4:53:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1447, top5_acc: 0.3452, loss_cls: 8.3447, loss: 8.3447 +2023-12-24 15:26:33,052 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 4:42:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1437, top5_acc: 0.3553, loss_cls: 8.2657, loss: 8.2657 +2023-12-24 15:27:32,998 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 4:32:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1461, top5_acc: 0.3620, loss_cls: 8.2510, loss: 8.2510 +2023-12-24 15:28:33,026 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 4:22:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1512, top5_acc: 0.3644, loss_cls: 8.2359, loss: 8.2359 +2023-12-24 15:29:32,903 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 4:12:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1478, top5_acc: 0.3564, loss_cls: 8.2589, loss: 8.2589 +2023-12-24 15:30:32,681 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 4:03:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1505, top5_acc: 0.3575, loss_cls: 8.2360, loss: 8.2360 +2023-12-24 15:31:32,639 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 3:54:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1525, top5_acc: 0.3653, loss_cls: 8.2040, loss: 8.2040 +2023-12-24 15:32:32,514 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 3:45:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1547, top5_acc: 0.3708, loss_cls: 8.1363, loss: 8.1363 +2023-12-24 15:33:32,381 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 3:36:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1442, top5_acc: 0.3617, loss_cls: 8.1737, loss: 8.1737 +2023-12-24 15:34:32,251 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 3:28:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1645, top5_acc: 0.3795, loss_cls: 8.0787, loss: 8.0787 +2023-12-24 15:35:32,058 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 3:20:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1708, top5_acc: 0.3822, loss_cls: 8.0837, loss: 8.0837 +2023-12-24 15:36:31,900 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 3:12:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1670, top5_acc: 0.3842, loss_cls: 8.0533, loss: 8.0533 +2023-12-24 15:37:31,809 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 3:05:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1586, top5_acc: 0.3791, loss_cls: 8.0867, loss: 8.0867 +2023-12-24 15:38:31,756 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 2:57:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1664, top5_acc: 0.3787, loss_cls: 8.0233, loss: 8.0233 +2023-12-24 15:39:31,582 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 2:50:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1672, top5_acc: 0.3883, loss_cls: 8.0017, loss: 8.0017 +2023-12-24 15:40:31,696 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 2:43:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1702, top5_acc: 0.3877, loss_cls: 7.9960, loss: 7.9960 +2023-12-24 15:41:31,469 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 2:36:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1634, top5_acc: 0.3873, loss_cls: 7.9700, loss: 7.9700 +2023-12-24 15:42:31,703 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 2:30:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1744, top5_acc: 0.3992, loss_cls: 7.9236, loss: 7.9236 +2023-12-24 15:43:31,535 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 2:24:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1730, top5_acc: 0.3864, loss_cls: 7.9720, loss: 7.9720 +2023-12-24 15:44:31,425 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 2:17:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1722, top5_acc: 0.3973, loss_cls: 7.9251, loss: 7.9251 +2023-12-24 15:45:31,381 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 2:11:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1758, top5_acc: 0.3966, loss_cls: 7.9082, loss: 7.9082 +2023-12-24 15:46:31,247 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 2:05:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1758, top5_acc: 0.4023, loss_cls: 7.8726, loss: 7.8726 +2023-12-24 15:47:31,329 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 2:00:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1713, top5_acc: 0.3897, loss_cls: 7.9395, loss: 7.9395 +2023-12-24 15:48:31,644 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 1:55:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1750, top5_acc: 0.3969, loss_cls: 7.8702, loss: 7.8702 +2023-12-24 15:49:31,294 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 1:49:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.1683, top5_acc: 0.3853, loss_cls: 7.9008, loss: 7.9008 +2023-12-24 15:50:01,207 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-24 15:52:01,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:52:02,652 - pyskl - INFO - +top1_acc 0.0970 +top5_acc 0.2675 +2023-12-24 15:52:02,652 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 15:52:02,686 - pyskl - INFO - +mean_acc 0.0970 +2023-12-24 15:52:02,695 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_1.pth was removed +2023-12-24 15:52:03,106 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-24 15:52:03,107 - pyskl - INFO - Best top1_acc is 0.0970 at 2 epoch. +2023-12-24 15:52:03,119 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.0970, top5_acc: 0.2675, mean_class_accuracy: 0.0970 +2023-12-24 15:55:19,962 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 3:54:15, time: 1.968, data_time: 1.372, memory: 16177, top1_acc: 0.1820, top5_acc: 0.4095, loss_cls: 7.8000, loss: 7.8000 +2023-12-24 15:56:19,963 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 3:47:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1780, top5_acc: 0.4022, loss_cls: 7.8270, loss: 7.8270 +2023-12-24 15:57:19,820 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 3:40:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1812, top5_acc: 0.4105, loss_cls: 7.7768, loss: 7.7768 +2023-12-24 15:58:19,955 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 3:33:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1842, top5_acc: 0.4166, loss_cls: 7.7844, loss: 7.7844 +2023-12-24 15:59:19,810 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 3:27:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1797, top5_acc: 0.4048, loss_cls: 7.7751, loss: 7.7751 +2023-12-24 16:00:19,562 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 3:20:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1744, top5_acc: 0.4022, loss_cls: 7.8182, loss: 7.8182 +2023-12-24 16:01:19,365 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 3:14:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1883, top5_acc: 0.4139, loss_cls: 7.7094, loss: 7.7094 +2023-12-24 16:02:19,208 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 3:07:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1842, top5_acc: 0.4117, loss_cls: 7.7776, loss: 7.7776 +2023-12-24 16:03:18,955 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 3:01:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1852, top5_acc: 0.4136, loss_cls: 7.7423, loss: 7.7423 +2023-12-24 16:04:18,866 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 2:55:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1861, top5_acc: 0.4183, loss_cls: 7.7176, loss: 7.7176 +2023-12-24 16:05:18,730 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 2:49:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1891, top5_acc: 0.4214, loss_cls: 7.6833, loss: 7.6833 +2023-12-24 16:06:18,556 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 2:43:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1853, top5_acc: 0.4150, loss_cls: 7.7107, loss: 7.7107 +2023-12-24 16:07:18,629 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 2:38:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1881, top5_acc: 0.4180, loss_cls: 7.6660, loss: 7.6660 +2023-12-24 16:08:19,114 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 2:33:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1903, top5_acc: 0.4142, loss_cls: 7.6895, loss: 7.6895 +2023-12-24 16:09:19,063 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 2:28:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1956, top5_acc: 0.4309, loss_cls: 7.6351, loss: 7.6351 +2023-12-24 16:10:18,775 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 2:22:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1942, top5_acc: 0.4222, loss_cls: 7.6520, loss: 7.6520 +2023-12-24 16:11:18,942 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 2:17:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1805, top5_acc: 0.4230, loss_cls: 7.6416, loss: 7.6416 +2023-12-24 16:12:18,806 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 2:12:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1983, top5_acc: 0.4302, loss_cls: 7.6132, loss: 7.6132 +2023-12-24 16:13:18,663 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 2:07:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1905, top5_acc: 0.4270, loss_cls: 7.6410, loss: 7.6410 +2023-12-24 16:14:18,533 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 2:02:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1933, top5_acc: 0.4303, loss_cls: 7.6560, loss: 7.6560 +2023-12-24 16:15:18,553 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 1:57:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1959, top5_acc: 0.4248, loss_cls: 7.6808, loss: 7.6808 +2023-12-24 16:16:18,289 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 1:52:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1864, top5_acc: 0.4206, loss_cls: 7.6919, loss: 7.6919 +2023-12-24 16:17:18,035 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 1:47:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1869, top5_acc: 0.4158, loss_cls: 7.6321, loss: 7.6321 +2023-12-24 16:18:18,038 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 1:43:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1950, top5_acc: 0.4266, loss_cls: 7.5879, loss: 7.5879 +2023-12-24 16:19:17,891 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 1:38:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1945, top5_acc: 0.4303, loss_cls: 7.5900, loss: 7.5900 +2023-12-24 16:20:17,829 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 1:33:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1923, top5_acc: 0.4136, loss_cls: 7.6888, loss: 7.6888 +2023-12-24 16:21:17,508 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 1:29:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1934, top5_acc: 0.4303, loss_cls: 7.5681, loss: 7.5681 +2023-12-24 16:22:17,479 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 1:25:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2000, top5_acc: 0.4352, loss_cls: 7.5463, loss: 7.5463 +2023-12-24 16:23:16,987 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 1:20:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.1947, top5_acc: 0.4230, loss_cls: 7.6089, loss: 7.6089 +2023-12-24 16:24:16,915 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 1:16:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2048, top5_acc: 0.4367, loss_cls: 7.5458, loss: 7.5458 +2023-12-24 16:25:16,726 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 1:11:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1933, top5_acc: 0.4145, loss_cls: 7.6416, loss: 7.6416 +2023-12-24 16:26:16,441 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 1:07:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1944, top5_acc: 0.4319, loss_cls: 7.5649, loss: 7.5649 +2023-12-24 16:27:16,498 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 1:03:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1911, top5_acc: 0.4227, loss_cls: 7.5921, loss: 7.5921 +2023-12-24 16:28:16,289 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 0:59:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2039, top5_acc: 0.4347, loss_cls: 7.5315, loss: 7.5315 +2023-12-24 16:29:16,492 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 0:55:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2009, top5_acc: 0.4320, loss_cls: 7.5412, loss: 7.5412 +2023-12-24 16:30:16,746 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 0:52:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1967, top5_acc: 0.4366, loss_cls: 7.5752, loss: 7.5752 +2023-12-24 16:31:17,277 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 0:48:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2062, top5_acc: 0.4402, loss_cls: 7.5046, loss: 7.5046 +2023-12-24 16:31:47,585 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-24 16:33:44,528 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:33:45,398 - pyskl - INFO - +top1_acc 0.1448 +top5_acc 0.3545 +2023-12-24 16:33:45,398 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 16:33:45,433 - pyskl - INFO - +mean_acc 0.1447 +2023-12-24 16:33:45,438 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_2.pth was removed +2023-12-24 16:33:45,757 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-24 16:33:45,758 - pyskl - INFO - Best top1_acc is 0.1448 at 3 epoch. +2023-12-24 16:33:45,772 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.1448, top5_acc: 0.3545, mean_class_accuracy: 0.1447 +2023-12-24 16:37:06,318 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 2:14:53, time: 2.005, data_time: 1.406, memory: 16177, top1_acc: 0.2178, top5_acc: 0.4489, loss_cls: 7.4456, loss: 7.4456 +2023-12-24 16:38:06,506 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 2:10:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2030, top5_acc: 0.4403, loss_cls: 7.5070, loss: 7.5070 +2023-12-24 16:39:06,376 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 2:06:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2031, top5_acc: 0.4481, loss_cls: 7.4940, loss: 7.4940 +2023-12-24 16:40:06,403 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 2:01:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2095, top5_acc: 0.4492, loss_cls: 7.4363, loss: 7.4363 +2023-12-24 16:41:06,155 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 1:57:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2105, top5_acc: 0.4395, loss_cls: 7.5041, loss: 7.5041 +2023-12-24 16:42:06,052 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 1:52:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2041, top5_acc: 0.4422, loss_cls: 7.4959, loss: 7.4959 +2023-12-24 16:43:05,736 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 1:48:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2102, top5_acc: 0.4434, loss_cls: 7.4561, loss: 7.4561 +2023-12-24 16:44:05,814 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 1:44:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2044, top5_acc: 0.4422, loss_cls: 7.4740, loss: 7.4740 +2023-12-24 16:45:06,205 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 1:40:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1994, top5_acc: 0.4386, loss_cls: 7.5335, loss: 7.5335 +2023-12-24 16:46:06,059 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 1:36:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2048, top5_acc: 0.4478, loss_cls: 7.4890, loss: 7.4890 +2023-12-24 16:47:06,123 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 1:32:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2184, top5_acc: 0.4555, loss_cls: 7.4092, loss: 7.4092 +2023-12-24 16:48:06,434 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 1:28:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2159, top5_acc: 0.4505, loss_cls: 7.4456, loss: 7.4456 +2023-12-24 16:49:07,385 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 1:25:38, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2081, top5_acc: 0.4495, loss_cls: 7.4653, loss: 7.4653 +2023-12-24 16:50:08,549 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 1:22:37, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2067, top5_acc: 0.4427, loss_cls: 7.4775, loss: 7.4775 +2023-12-24 16:51:09,760 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 1:19:41, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2158, top5_acc: 0.4495, loss_cls: 7.4478, loss: 7.4478 +2023-12-24 16:52:10,513 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 1:16:27, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2131, top5_acc: 0.4420, loss_cls: 7.4563, loss: 7.4563 +2023-12-24 16:53:10,959 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 1:13:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2127, top5_acc: 0.4556, loss_cls: 7.4025, loss: 7.4025 +2023-12-24 16:54:11,801 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 1:09:55, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2142, top5_acc: 0.4498, loss_cls: 7.4221, loss: 7.4221 +2023-12-24 16:55:12,990 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 1:07:05, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2116, top5_acc: 0.4625, loss_cls: 7.3766, loss: 7.3766 +2023-12-24 16:56:13,694 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 1:03:57, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2078, top5_acc: 0.4477, loss_cls: 7.4643, loss: 7.4643 +2023-12-24 16:57:14,482 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 1:00:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2208, top5_acc: 0.4597, loss_cls: 7.3777, loss: 7.3777 +2023-12-24 16:58:15,318 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 0:57:54, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2098, top5_acc: 0.4380, loss_cls: 7.4525, loss: 7.4525 +2023-12-24 16:59:16,284 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 0:55:02, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2172, top5_acc: 0.4509, loss_cls: 7.4562, loss: 7.4562 +2023-12-24 17:00:16,790 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 0:51:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2106, top5_acc: 0.4500, loss_cls: 7.4581, loss: 7.4581 +2023-12-24 17:01:17,276 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 0:48:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2139, top5_acc: 0.4541, loss_cls: 7.4068, loss: 7.4068 +2023-12-24 17:02:17,688 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 0:45:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2139, top5_acc: 0.4589, loss_cls: 7.3724, loss: 7.3724 +2023-12-24 17:03:18,371 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 0:42:39, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2188, top5_acc: 0.4550, loss_cls: 7.4405, loss: 7.4405 +2023-12-24 17:04:19,695 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 0:40:09, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2175, top5_acc: 0.4534, loss_cls: 7.3674, loss: 7.3674 +2023-12-24 17:05:20,740 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 0:37:30, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2098, top5_acc: 0.4494, loss_cls: 7.4518, loss: 7.4518 +2023-12-24 17:06:22,631 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 0:35:24, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.2150, top5_acc: 0.4522, loss_cls: 7.4383, loss: 7.4383 +2023-12-24 17:07:23,728 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 0:32:49, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2067, top5_acc: 0.4495, loss_cls: 7.4162, loss: 7.4162 +2023-12-24 17:08:25,163 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 0:30:28, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2105, top5_acc: 0.4427, loss_cls: 7.4316, loss: 7.4316 +2023-12-24 17:09:25,618 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 0:27:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2198, top5_acc: 0.4650, loss_cls: 7.3675, loss: 7.3675 +2023-12-24 17:10:25,582 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 0:24:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2166, top5_acc: 0.4567, loss_cls: 7.4014, loss: 7.4014 +2023-12-24 17:11:25,629 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 0:21:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2119, top5_acc: 0.4544, loss_cls: 7.3947, loss: 7.3947 +2023-12-24 17:12:25,887 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 0:18:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2261, top5_acc: 0.4595, loss_cls: 7.3424, loss: 7.3424 +2023-12-24 17:13:26,327 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 0:15:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2247, top5_acc: 0.4567, loss_cls: 7.3674, loss: 7.3674 +2023-12-24 17:13:56,389 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-24 17:15:59,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:16:00,406 - pyskl - INFO - +top1_acc 0.1478 +top5_acc 0.3630 +2023-12-24 17:16:00,406 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 17:16:00,439 - pyskl - INFO - +mean_acc 0.1475 +2023-12-24 17:16:00,444 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_3.pth was removed +2023-12-24 17:16:00,703 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-24 17:16:00,704 - pyskl - INFO - Best top1_acc is 0.1478 at 4 epoch. +2023-12-24 17:16:00,711 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.1478, top5_acc: 0.3630, mean_class_accuracy: 0.1475 +2023-12-24 17:19:16,470 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 1:16:10, time: 1.958, data_time: 1.363, memory: 16177, top1_acc: 0.2302, top5_acc: 0.4692, loss_cls: 7.3166, loss: 7.3166 +2023-12-24 17:20:16,616 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 1:12:46, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.2238, top5_acc: 0.4608, loss_cls: 7.3290, loss: 7.3290 +2023-12-24 17:21:16,396 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 1:09:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2153, top5_acc: 0.4580, loss_cls: 7.3511, loss: 7.3511 +2023-12-24 17:22:16,109 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 1:05:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2198, top5_acc: 0.4664, loss_cls: 7.3639, loss: 7.3639 +2023-12-24 17:23:16,242 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 1:02:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2216, top5_acc: 0.4620, loss_cls: 7.3472, loss: 7.3472 +2023-12-24 17:24:16,160 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 0:58:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2153, top5_acc: 0.4642, loss_cls: 7.3015, loss: 7.3015 +2023-12-24 17:25:16,575 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 0:55:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2272, top5_acc: 0.4680, loss_cls: 7.2841, loss: 7.2841 +2023-12-24 17:26:16,758 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 0:52:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2264, top5_acc: 0.4630, loss_cls: 7.3157, loss: 7.3157 +2023-12-24 17:27:16,858 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 0:49:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2188, top5_acc: 0.4533, loss_cls: 7.3738, loss: 7.3738 +2023-12-24 17:28:16,994 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 0:46:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2319, top5_acc: 0.4659, loss_cls: 7.3242, loss: 7.3242 +2023-12-24 17:29:17,480 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 0:43:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2147, top5_acc: 0.4617, loss_cls: 7.3651, loss: 7.3651 +2023-12-24 17:30:18,591 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 0:40:39, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2239, top5_acc: 0.4636, loss_cls: 7.3136, loss: 7.3136 +2023-12-24 17:31:18,751 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 0:37:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2264, top5_acc: 0.4617, loss_cls: 7.3176, loss: 7.3176 +2023-12-24 17:32:19,153 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 0:34:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2228, top5_acc: 0.4639, loss_cls: 7.3320, loss: 7.3320 +2023-12-24 17:33:20,014 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 0:32:00, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2200, top5_acc: 0.4581, loss_cls: 7.3439, loss: 7.3439 +2023-12-24 17:34:21,628 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 0:29:47, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2181, top5_acc: 0.4673, loss_cls: 7.2913, loss: 7.2913 +2023-12-24 17:35:22,790 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 0:27:20, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2183, top5_acc: 0.4617, loss_cls: 7.3462, loss: 7.3462 +2023-12-24 17:36:23,756 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 0:24:48, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2227, top5_acc: 0.4678, loss_cls: 7.2519, loss: 7.2519 +2023-12-24 17:37:24,851 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 0:22:21, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2178, top5_acc: 0.4645, loss_cls: 7.3364, loss: 7.3364 +2023-12-24 17:38:26,171 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 0:20:02, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2200, top5_acc: 0.4689, loss_cls: 7.2957, loss: 7.2957 +2023-12-24 17:39:27,324 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 0:17:39, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2263, top5_acc: 0.4634, loss_cls: 7.3310, loss: 7.3310 +2023-12-24 17:40:28,822 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 0:15:28, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2244, top5_acc: 0.4569, loss_cls: 7.3299, loss: 7.3299 +2023-12-24 17:41:29,791 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 0:13:01, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2238, top5_acc: 0.4641, loss_cls: 7.2939, loss: 7.2939 +2023-12-24 17:42:30,925 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 0:10:40, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2283, top5_acc: 0.4750, loss_cls: 7.2786, loss: 7.2786 +2023-12-24 17:43:31,388 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 4 days, 0:07:59, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2230, top5_acc: 0.4598, loss_cls: 7.2997, loss: 7.2997 +2023-12-24 17:44:32,570 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 4 days, 0:05:42, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2208, top5_acc: 0.4709, loss_cls: 7.3178, loss: 7.3178 +2023-12-24 17:45:33,992 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 4 days, 0:03:32, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2273, top5_acc: 0.4719, loss_cls: 7.2654, loss: 7.2654 +2023-12-24 17:46:34,273 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 4 days, 0:00:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2331, top5_acc: 0.4713, loss_cls: 7.2811, loss: 7.2811 +2023-12-24 17:47:34,736 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 3 days, 23:58:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2219, top5_acc: 0.4614, loss_cls: 7.3296, loss: 7.3296 +2023-12-24 17:48:35,173 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 3 days, 23:55:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2225, top5_acc: 0.4655, loss_cls: 7.2686, loss: 7.2686 +2023-12-24 17:49:35,049 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 3 days, 23:52:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2236, top5_acc: 0.4713, loss_cls: 7.2710, loss: 7.2710 +2023-12-24 17:50:35,303 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 3 days, 23:50:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2306, top5_acc: 0.4739, loss_cls: 7.2527, loss: 7.2527 +2023-12-24 17:51:35,717 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 3 days, 23:47:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2280, top5_acc: 0.4692, loss_cls: 7.2856, loss: 7.2856 +2023-12-24 17:52:36,001 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 3 days, 23:44:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2348, top5_acc: 0.4770, loss_cls: 7.2330, loss: 7.2330 +2023-12-24 17:53:36,291 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 3 days, 23:42:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2292, top5_acc: 0.4642, loss_cls: 7.2620, loss: 7.2620 +2023-12-24 17:54:36,372 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 3 days, 23:39:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2139, top5_acc: 0.4637, loss_cls: 7.3152, loss: 7.3152 +2023-12-24 17:55:37,296 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 3 days, 23:37:22, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2367, top5_acc: 0.4902, loss_cls: 7.1900, loss: 7.1900 +2023-12-24 17:56:08,754 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-24 17:58:11,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:58:12,288 - pyskl - INFO - +top1_acc 0.1534 +top5_acc 0.3563 +2023-12-24 17:58:12,289 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 17:58:12,335 - pyskl - INFO - +mean_acc 0.1533 +2023-12-24 17:58:12,343 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_4.pth was removed +2023-12-24 17:58:12,632 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-24 17:58:12,632 - pyskl - INFO - Best top1_acc is 0.1534 at 5 epoch. +2023-12-24 17:58:12,642 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.1534, top5_acc: 0.3563, mean_class_accuracy: 0.1533 +2023-12-24 18:01:32,821 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 0:27:35, time: 2.002, data_time: 1.403, memory: 16177, top1_acc: 0.2272, top5_acc: 0.4775, loss_cls: 7.2287, loss: 7.2287 +2023-12-24 18:02:32,446 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 0:24:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2273, top5_acc: 0.4714, loss_cls: 7.2558, loss: 7.2558 +2023-12-24 18:03:32,562 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 0:21:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2323, top5_acc: 0.4736, loss_cls: 7.2203, loss: 7.2203 +2023-12-24 18:04:32,610 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 0:18:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2319, top5_acc: 0.4784, loss_cls: 7.2023, loss: 7.2023 +2023-12-24 18:05:33,021 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 0:15:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2239, top5_acc: 0.4681, loss_cls: 7.3122, loss: 7.3122 +2023-12-24 18:06:33,575 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 4 days, 0:13:22, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2225, top5_acc: 0.4637, loss_cls: 7.2389, loss: 7.2389 +2023-12-24 18:07:33,919 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 4 days, 0:10:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2291, top5_acc: 0.4631, loss_cls: 7.3187, loss: 7.3187 +2023-12-24 18:08:35,193 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 4 days, 0:08:26, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2202, top5_acc: 0.4658, loss_cls: 7.3169, loss: 7.3169 +2023-12-24 18:09:36,142 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 4 days, 0:06:03, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2366, top5_acc: 0.4789, loss_cls: 7.2252, loss: 7.2252 +2023-12-24 18:10:37,988 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 4 days, 0:04:06, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2322, top5_acc: 0.4647, loss_cls: 7.2789, loss: 7.2789 +2023-12-24 18:11:39,314 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 4 days, 0:01:54, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2406, top5_acc: 0.4902, loss_cls: 7.1872, loss: 7.1872 +2023-12-24 18:12:40,150 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 3 days, 23:59:31, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4670, loss_cls: 7.2484, loss: 7.2484 +2023-12-24 18:13:41,404 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 3 days, 23:57:19, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2259, top5_acc: 0.4691, loss_cls: 7.2990, loss: 7.2990 +2023-12-24 18:14:42,539 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 3 days, 23:55:05, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2295, top5_acc: 0.4813, loss_cls: 7.2170, loss: 7.2170 +2023-12-24 18:15:43,622 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 3 days, 23:52:50, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4838, loss_cls: 7.2030, loss: 7.2030 +2023-12-24 18:16:45,097 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 3 days, 23:50:46, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2242, top5_acc: 0.4725, loss_cls: 7.2308, loss: 7.2308 +2023-12-24 18:17:46,471 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 3 days, 23:48:41, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2272, top5_acc: 0.4809, loss_cls: 7.2670, loss: 7.2670 +2023-12-24 18:18:47,632 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 3 days, 23:46:30, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2311, top5_acc: 0.4725, loss_cls: 7.2589, loss: 7.2589 +2023-12-24 18:19:49,303 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 3 days, 23:44:33, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.2323, top5_acc: 0.4761, loss_cls: 7.2623, loss: 7.2623 +2023-12-24 18:20:50,703 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 3 days, 23:42:30, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2267, top5_acc: 0.4789, loss_cls: 7.2322, loss: 7.2322 +2023-12-24 18:21:51,469 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 3 days, 23:40:11, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2359, top5_acc: 0.4803, loss_cls: 7.2015, loss: 7.2015 +2023-12-24 18:22:51,905 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 3 days, 23:37:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4811, loss_cls: 7.1790, loss: 7.1790 +2023-12-24 18:23:52,894 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 3 days, 23:35:32, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2317, top5_acc: 0.4814, loss_cls: 7.2247, loss: 7.2247 +2023-12-24 18:24:53,923 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 3 days, 23:33:22, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2239, top5_acc: 0.4738, loss_cls: 7.2671, loss: 7.2671 +2023-12-24 18:25:54,844 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 3 days, 23:31:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4813, loss_cls: 7.2100, loss: 7.2100 +2023-12-24 18:26:55,942 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 3 days, 23:29:03, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2344, top5_acc: 0.4788, loss_cls: 7.2473, loss: 7.2473 +2023-12-24 18:27:56,840 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 3 days, 23:26:51, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2333, top5_acc: 0.4819, loss_cls: 7.2103, loss: 7.2103 +2023-12-24 18:28:57,759 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 3 days, 23:24:41, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2302, top5_acc: 0.4722, loss_cls: 7.2303, loss: 7.2303 +2023-12-24 18:29:58,498 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 3 days, 23:22:27, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4688, loss_cls: 7.2458, loss: 7.2458 +2023-12-24 18:30:59,460 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 3 days, 23:20:19, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2377, top5_acc: 0.4780, loss_cls: 7.2368, loss: 7.2368 +2023-12-24 18:32:00,448 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 3 days, 23:18:12, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2373, top5_acc: 0.4728, loss_cls: 7.2198, loss: 7.2198 +2023-12-24 18:33:01,371 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 3 days, 23:16:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2248, top5_acc: 0.4681, loss_cls: 7.2701, loss: 7.2701 +2023-12-24 18:34:02,396 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 3 days, 23:14:00, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4778, loss_cls: 7.2271, loss: 7.2271 +2023-12-24 18:35:03,317 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 3 days, 23:11:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4734, loss_cls: 7.2317, loss: 7.2317 +2023-12-24 18:36:03,285 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 3 days, 23:09:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2344, top5_acc: 0.4805, loss_cls: 7.1982, loss: 7.1982 +2023-12-24 18:37:04,518 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 3 days, 23:07:27, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2348, top5_acc: 0.4839, loss_cls: 7.1982, loss: 7.1982 +2023-12-24 18:38:05,508 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 3 days, 23:05:24, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2380, top5_acc: 0.4794, loss_cls: 7.1924, loss: 7.1924 +2023-12-24 18:38:36,511 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-24 18:40:41,071 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:40:41,946 - pyskl - INFO - +top1_acc 0.1615 +top5_acc 0.3830 +2023-12-24 18:40:41,946 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 18:40:41,979 - pyskl - INFO - +mean_acc 0.1612 +2023-12-24 18:40:41,984 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_5.pth was removed +2023-12-24 18:40:42,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-24 18:40:42,256 - pyskl - INFO - Best top1_acc is 0.1615 at 6 epoch. +2023-12-24 18:40:42,264 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.1615, top5_acc: 0.3830, mean_class_accuracy: 0.1612 +2023-12-24 18:43:56,807 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 3 days, 23:44:25, time: 1.945, data_time: 1.343, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4800, loss_cls: 7.1744, loss: 7.1744 +2023-12-24 18:44:57,297 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 3 days, 23:42:00, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4891, loss_cls: 7.1454, loss: 7.1454 +2023-12-24 18:45:57,381 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 3 days, 23:39:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4814, loss_cls: 7.2109, loss: 7.2109 +2023-12-24 18:46:58,351 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 3 days, 23:37:13, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2336, top5_acc: 0.4805, loss_cls: 7.2598, loss: 7.2598 +2023-12-24 18:47:59,692 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 3 days, 23:35:10, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4967, loss_cls: 7.1330, loss: 7.1330 +2023-12-24 18:49:01,197 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 3 days, 23:33:12, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4809, loss_cls: 7.1979, loss: 7.1979 +2023-12-24 18:50:02,666 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 3 days, 23:31:13, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2356, top5_acc: 0.4781, loss_cls: 7.1929, loss: 7.1929 +2023-12-24 18:51:03,633 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 3 days, 23:29:03, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2317, top5_acc: 0.4756, loss_cls: 7.2625, loss: 7.2625 +2023-12-24 18:52:05,035 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 3 days, 23:27:03, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2356, top5_acc: 0.4786, loss_cls: 7.1895, loss: 7.1895 +2023-12-24 18:53:06,240 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 3 days, 23:24:59, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4778, loss_cls: 7.2233, loss: 7.2233 +2023-12-24 18:54:07,245 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 3 days, 23:22:52, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2264, top5_acc: 0.4730, loss_cls: 7.2386, loss: 7.2386 +2023-12-24 18:55:07,905 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 3 days, 23:20:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2383, top5_acc: 0.4742, loss_cls: 7.2343, loss: 7.2343 +2023-12-24 18:56:08,131 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 3 days, 23:18:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4831, loss_cls: 7.1689, loss: 7.1689 +2023-12-24 18:57:08,942 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 3 days, 23:16:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2384, top5_acc: 0.4883, loss_cls: 7.1699, loss: 7.1699 +2023-12-24 18:58:10,104 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 3 days, 23:14:01, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4759, loss_cls: 7.1883, loss: 7.1883 +2023-12-24 18:59:11,623 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 3 days, 23:12:08, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2327, top5_acc: 0.4714, loss_cls: 7.2556, loss: 7.2556 +2023-12-24 19:00:12,911 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 3 days, 23:10:10, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4903, loss_cls: 7.1628, loss: 7.1628 +2023-12-24 19:01:13,097 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 3 days, 23:07:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2347, top5_acc: 0.4858, loss_cls: 7.1999, loss: 7.1999 +2023-12-24 19:02:13,345 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 3 days, 23:05:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2302, top5_acc: 0.4763, loss_cls: 7.2163, loss: 7.2163 +2023-12-24 19:03:14,959 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 3 days, 23:03:39, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2303, top5_acc: 0.4756, loss_cls: 7.2110, loss: 7.2110 +2023-12-24 19:04:16,052 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 3 days, 23:01:39, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4705, loss_cls: 7.2147, loss: 7.2147 +2023-12-24 19:05:17,444 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 3 days, 22:59:45, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4855, loss_cls: 7.1902, loss: 7.1902 +2023-12-24 19:06:18,687 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 3 days, 22:57:49, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2311, top5_acc: 0.4736, loss_cls: 7.2039, loss: 7.2039 +2023-12-24 19:07:19,360 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 3 days, 22:55:41, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4853, loss_cls: 7.1692, loss: 7.1692 +2023-12-24 19:08:19,517 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 3 days, 22:53:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2403, top5_acc: 0.4795, loss_cls: 7.1894, loss: 7.1894 +2023-12-24 19:09:19,354 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 3 days, 22:50:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4811, loss_cls: 7.1693, loss: 7.1693 +2023-12-24 19:10:19,696 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 3 days, 22:48:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2292, top5_acc: 0.4706, loss_cls: 7.2491, loss: 7.2491 +2023-12-24 19:11:19,712 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 3 days, 22:46:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2283, top5_acc: 0.4827, loss_cls: 7.2175, loss: 7.2175 +2023-12-24 19:12:20,367 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 3 days, 22:44:20, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4909, loss_cls: 7.1625, loss: 7.1625 +2023-12-24 19:13:21,031 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 3 days, 22:42:15, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2412, top5_acc: 0.4900, loss_cls: 7.1481, loss: 7.1481 +2023-12-24 19:14:20,932 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 3 days, 22:39:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4925, loss_cls: 7.1488, loss: 7.1488 +2023-12-24 19:15:20,977 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 3 days, 22:37:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2336, top5_acc: 0.4806, loss_cls: 7.2135, loss: 7.2135 +2023-12-24 19:16:20,918 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 3 days, 22:35:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4958, loss_cls: 7.1407, loss: 7.1407 +2023-12-24 19:17:21,207 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 3 days, 22:33:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4833, loss_cls: 7.1811, loss: 7.1811 +2023-12-24 19:18:21,267 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 3 days, 22:30:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2406, top5_acc: 0.4875, loss_cls: 7.1876, loss: 7.1876 +2023-12-24 19:19:21,376 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 3 days, 22:28:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4916, loss_cls: 7.1408, loss: 7.1408 +2023-12-24 19:20:21,451 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 3 days, 22:26:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4786, loss_cls: 7.2112, loss: 7.2112 +2023-12-24 19:20:51,164 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-24 19:22:53,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:22:54,409 - pyskl - INFO - +top1_acc 0.1705 +top5_acc 0.3859 +2023-12-24 19:22:54,410 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 19:22:54,457 - pyskl - INFO - +mean_acc 0.1704 +2023-12-24 19:22:54,466 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_6.pth was removed +2023-12-24 19:22:54,820 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-24 19:22:54,821 - pyskl - INFO - Best top1_acc is 0.1705 at 7 epoch. +2023-12-24 19:22:54,832 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1705, top5_acc: 0.3859, mean_class_accuracy: 0.1704 +2023-12-24 19:26:13,366 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 3 days, 23:00:51, time: 1.985, data_time: 1.381, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4883, loss_cls: 7.1397, loss: 7.1397 +2023-12-24 19:27:13,220 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 3 days, 22:58:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4895, loss_cls: 7.1457, loss: 7.1457 +2023-12-24 19:28:13,137 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 3 days, 22:56:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2445, top5_acc: 0.4919, loss_cls: 7.1259, loss: 7.1259 +2023-12-24 19:29:13,620 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 3 days, 22:53:51, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2375, top5_acc: 0.4841, loss_cls: 7.1453, loss: 7.1453 +2023-12-24 19:30:13,925 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 3 days, 22:51:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4805, loss_cls: 7.1576, loss: 7.1576 +2023-12-24 19:31:14,017 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 3 days, 22:49:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4931, loss_cls: 7.1605, loss: 7.1605 +2023-12-24 19:32:14,516 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 3 days, 22:47:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4845, loss_cls: 7.1693, loss: 7.1693 +2023-12-24 19:33:14,497 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 3 days, 22:44:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4848, loss_cls: 7.1703, loss: 7.1703 +2023-12-24 19:34:15,500 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 3 days, 22:42:52, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4750, loss_cls: 7.1701, loss: 7.1701 +2023-12-24 19:35:16,566 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 3 days, 22:40:55, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4847, loss_cls: 7.1689, loss: 7.1689 +2023-12-24 19:36:17,379 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 3 days, 22:38:54, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4759, loss_cls: 7.2074, loss: 7.2074 +2023-12-24 19:37:17,385 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 3 days, 22:36:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4958, loss_cls: 7.1343, loss: 7.1343 +2023-12-24 19:38:17,287 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 3 days, 22:34:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2386, top5_acc: 0.4869, loss_cls: 7.1557, loss: 7.1557 +2023-12-24 19:39:17,274 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 3 days, 22:32:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4870, loss_cls: 7.1784, loss: 7.1784 +2023-12-24 19:40:16,898 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 3 days, 22:29:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4845, loss_cls: 7.1632, loss: 7.1632 +2023-12-24 19:41:16,561 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 3 days, 22:27:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4809, loss_cls: 7.1572, loss: 7.1572 +2023-12-24 19:42:16,504 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 3 days, 22:25:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4850, loss_cls: 7.1489, loss: 7.1489 +2023-12-24 19:43:16,212 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 3 days, 22:22:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4803, loss_cls: 7.1559, loss: 7.1559 +2023-12-24 19:44:16,251 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 3 days, 22:20:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2403, top5_acc: 0.4889, loss_cls: 7.1565, loss: 7.1565 +2023-12-24 19:45:16,248 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 3 days, 22:18:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4830, loss_cls: 7.1695, loss: 7.1695 +2023-12-24 19:46:16,340 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 3 days, 22:16:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2381, top5_acc: 0.4867, loss_cls: 7.1704, loss: 7.1704 +2023-12-24 19:47:16,221 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 3 days, 22:13:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4839, loss_cls: 7.1630, loss: 7.1630 +2023-12-24 19:48:16,133 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 3 days, 22:11:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2412, top5_acc: 0.4819, loss_cls: 7.1724, loss: 7.1724 +2023-12-24 19:49:15,900 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 3 days, 22:09:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4936, loss_cls: 7.1227, loss: 7.1227 +2023-12-24 19:50:15,851 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 3 days, 22:07:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4836, loss_cls: 7.1549, loss: 7.1549 +2023-12-24 19:51:16,203 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 3 days, 22:05:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4816, loss_cls: 7.1419, loss: 7.1419 +2023-12-24 19:52:16,591 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 3 days, 22:03:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4959, loss_cls: 7.1232, loss: 7.1232 +2023-12-24 19:53:17,178 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 3 days, 22:01:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2400, top5_acc: 0.4764, loss_cls: 7.1852, loss: 7.1852 +2023-12-24 19:54:17,894 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 3 days, 21:59:24, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2305, top5_acc: 0.4847, loss_cls: 7.1826, loss: 7.1826 +2023-12-24 19:55:17,939 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 3 days, 21:57:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4933, loss_cls: 7.1146, loss: 7.1146 +2023-12-24 19:56:18,011 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 3 days, 21:55:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2342, top5_acc: 0.4791, loss_cls: 7.1533, loss: 7.1533 +2023-12-24 19:57:18,231 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 3 days, 21:53:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4819, loss_cls: 7.2019, loss: 7.2019 +2023-12-24 19:58:17,943 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 3 days, 21:50:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4961, loss_cls: 7.1458, loss: 7.1458 +2023-12-24 19:59:17,956 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 3 days, 21:48:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.4914, loss_cls: 7.1017, loss: 7.1017 +2023-12-24 20:00:17,701 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 3 days, 21:46:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4855, loss_cls: 7.1596, loss: 7.1596 +2023-12-24 20:01:17,758 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 3 days, 21:44:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4836, loss_cls: 7.1398, loss: 7.1398 +2023-12-24 20:02:17,836 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 3 days, 21:42:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4873, loss_cls: 7.1487, loss: 7.1487 +2023-12-24 20:02:48,239 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-24 20:04:52,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:04:53,318 - pyskl - INFO - +top1_acc 0.1669 +top5_acc 0.3704 +2023-12-24 20:04:53,319 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 20:04:53,359 - pyskl - INFO - +mean_acc 0.1669 +2023-12-24 20:04:53,374 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1669, top5_acc: 0.3704, mean_class_accuracy: 0.1669 +2023-12-24 20:08:16,905 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 3 days, 22:13:46, time: 2.035, data_time: 1.439, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4967, loss_cls: 7.0614, loss: 7.0614 +2023-12-24 20:09:16,973 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 3 days, 22:11:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.5041, loss_cls: 7.0707, loss: 7.0707 +2023-12-24 20:10:16,915 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 3 days, 22:09:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.4980, loss_cls: 7.0742, loss: 7.0742 +2023-12-24 20:11:17,721 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 3 days, 22:07:30, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4963, loss_cls: 7.1020, loss: 7.1020 +2023-12-24 20:12:19,285 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 3 days, 22:05:48, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2416, top5_acc: 0.4873, loss_cls: 7.1789, loss: 7.1789 +2023-12-24 20:13:20,112 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 3 days, 22:03:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4925, loss_cls: 7.1319, loss: 7.1319 +2023-12-24 20:14:20,288 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 3 days, 22:01:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.4961, loss_cls: 7.1298, loss: 7.1298 +2023-12-24 20:15:21,388 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 3 days, 21:59:59, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2445, top5_acc: 0.4963, loss_cls: 7.0866, loss: 7.0866 +2023-12-24 20:16:22,116 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 3 days, 21:58:04, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4864, loss_cls: 7.1290, loss: 7.1290 +2023-12-24 20:17:23,332 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 3 days, 21:56:18, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.4938, loss_cls: 7.1154, loss: 7.1154 +2023-12-24 20:18:23,322 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 3 days, 21:54:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4913, loss_cls: 7.1378, loss: 7.1378 +2023-12-24 20:19:23,117 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 3 days, 21:52:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4881, loss_cls: 7.1350, loss: 7.1350 +2023-12-24 20:20:23,016 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 3 days, 21:49:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4884, loss_cls: 7.1119, loss: 7.1119 +2023-12-24 20:21:23,352 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 3 days, 21:47:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4923, loss_cls: 7.1248, loss: 7.1248 +2023-12-24 20:22:23,201 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 3 days, 21:45:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4825, loss_cls: 7.1541, loss: 7.1541 +2023-12-24 20:23:23,009 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 3 days, 21:43:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2353, top5_acc: 0.4773, loss_cls: 7.1747, loss: 7.1747 +2023-12-24 20:24:23,052 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 3 days, 21:41:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4950, loss_cls: 7.0789, loss: 7.0789 +2023-12-24 20:25:23,491 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 3 days, 21:39:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4858, loss_cls: 7.1098, loss: 7.1098 +2023-12-24 20:26:23,410 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 3 days, 21:37:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4783, loss_cls: 7.1685, loss: 7.1685 +2023-12-24 20:27:22,995 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 3 days, 21:35:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4864, loss_cls: 7.1420, loss: 7.1420 +2023-12-24 20:28:22,835 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 3 days, 21:33:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.5002, loss_cls: 7.0977, loss: 7.0977 +2023-12-24 20:29:22,486 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 3 days, 21:31:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4848, loss_cls: 7.1618, loss: 7.1618 +2023-12-24 20:30:22,361 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 3 days, 21:29:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4864, loss_cls: 7.1384, loss: 7.1384 +2023-12-24 20:31:22,256 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 3 days, 21:27:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4878, loss_cls: 7.1386, loss: 7.1386 +2023-12-24 20:32:21,945 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 3 days, 21:24:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4864, loss_cls: 7.1213, loss: 7.1213 +2023-12-24 20:33:21,713 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 3 days, 21:22:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2427, top5_acc: 0.4772, loss_cls: 7.1778, loss: 7.1778 +2023-12-24 20:34:21,879 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 3 days, 21:20:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.4944, loss_cls: 7.1148, loss: 7.1148 +2023-12-24 20:35:21,838 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 3 days, 21:18:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2384, top5_acc: 0.4905, loss_cls: 7.1199, loss: 7.1199 +2023-12-24 20:36:22,621 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 3 days, 21:17:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4842, loss_cls: 7.1387, loss: 7.1387 +2023-12-24 20:37:23,873 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 3 days, 21:15:26, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2359, top5_acc: 0.4794, loss_cls: 7.1732, loss: 7.1732 +2023-12-24 20:38:23,887 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 3 days, 21:13:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2381, top5_acc: 0.4800, loss_cls: 7.1628, loss: 7.1628 +2023-12-24 20:39:23,805 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 3 days, 21:11:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4891, loss_cls: 7.1095, loss: 7.1095 +2023-12-24 20:40:24,708 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 3 days, 21:09:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4856, loss_cls: 7.1435, loss: 7.1435 +2023-12-24 20:41:24,673 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 3 days, 21:07:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4938, loss_cls: 7.0880, loss: 7.0880 +2023-12-24 20:42:24,616 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 3 days, 21:05:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4813, loss_cls: 7.1563, loss: 7.1563 +2023-12-24 20:43:24,137 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 3 days, 21:03:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2327, top5_acc: 0.4784, loss_cls: 7.1656, loss: 7.1656 +2023-12-24 20:44:23,820 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 3 days, 21:01:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2480, top5_acc: 0.4941, loss_cls: 7.1002, loss: 7.1002 +2023-12-24 20:44:53,710 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-24 20:46:52,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:46:53,262 - pyskl - INFO - +top1_acc 0.1703 +top5_acc 0.3938 +2023-12-24 20:46:53,262 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 20:46:53,297 - pyskl - INFO - +mean_acc 0.1701 +2023-12-24 20:46:53,310 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.1703, top5_acc: 0.3938, mean_class_accuracy: 0.1701 +2023-12-24 20:50:11,660 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 3 days, 21:27:39, time: 1.983, data_time: 1.380, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5048, loss_cls: 7.0641, loss: 7.0641 +2023-12-24 20:51:11,679 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 3 days, 21:25:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4834, loss_cls: 7.1386, loss: 7.1386 +2023-12-24 20:52:11,655 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 3 days, 21:23:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4930, loss_cls: 7.1252, loss: 7.1252 +2023-12-24 20:53:11,353 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 3 days, 21:21:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2431, top5_acc: 0.4984, loss_cls: 7.0640, loss: 7.0640 +2023-12-24 20:54:10,921 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 3 days, 21:19:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2395, top5_acc: 0.4922, loss_cls: 7.1229, loss: 7.1229 +2023-12-24 20:55:10,623 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 3 days, 21:17:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4967, loss_cls: 7.1088, loss: 7.1088 +2023-12-24 20:56:10,295 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 3 days, 21:15:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2412, top5_acc: 0.4897, loss_cls: 7.1432, loss: 7.1432 +2023-12-24 20:57:09,779 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 3 days, 21:13:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4936, loss_cls: 7.0868, loss: 7.0868 +2023-12-24 20:58:09,640 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 3 days, 21:11:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4911, loss_cls: 7.1251, loss: 7.1251 +2023-12-24 20:59:09,970 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 3 days, 21:09:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4902, loss_cls: 7.1065, loss: 7.1065 +2023-12-24 21:00:10,784 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 3 days, 21:07:26, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4861, loss_cls: 7.1004, loss: 7.1004 +2023-12-24 21:01:10,607 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 3 days, 21:05:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4913, loss_cls: 7.1020, loss: 7.1020 +2023-12-24 21:02:10,983 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 3 days, 21:03:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4917, loss_cls: 7.1258, loss: 7.1258 +2023-12-24 21:03:12,266 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 3 days, 21:01:55, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2364, top5_acc: 0.4819, loss_cls: 7.1636, loss: 7.1636 +2023-12-24 21:04:13,449 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 3 days, 21:00:16, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.4983, loss_cls: 7.0868, loss: 7.0868 +2023-12-24 21:05:14,283 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 3 days, 20:58:32, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4934, loss_cls: 7.1043, loss: 7.1043 +2023-12-24 21:06:14,132 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 3 days, 20:56:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2373, top5_acc: 0.4841, loss_cls: 7.1326, loss: 7.1326 +2023-12-24 21:07:13,709 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 3 days, 20:54:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5028, loss_cls: 7.0904, loss: 7.0904 +2023-12-24 21:08:13,434 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 3 days, 20:52:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4880, loss_cls: 7.1147, loss: 7.1147 +2023-12-24 21:09:13,228 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 3 days, 20:50:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4939, loss_cls: 7.1075, loss: 7.1075 +2023-12-24 21:10:13,116 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 3 days, 20:48:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4930, loss_cls: 7.1112, loss: 7.1112 +2023-12-24 21:11:13,221 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 3 days, 20:46:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4877, loss_cls: 7.1410, loss: 7.1410 +2023-12-24 21:12:14,242 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 3 days, 20:45:02, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5020, loss_cls: 7.0458, loss: 7.0458 +2023-12-24 21:13:15,196 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 3 days, 20:43:21, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4963, loss_cls: 7.1018, loss: 7.1018 +2023-12-24 21:14:16,364 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 3 days, 20:41:44, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4870, loss_cls: 7.1711, loss: 7.1711 +2023-12-24 21:15:16,137 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 3 days, 20:39:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4941, loss_cls: 7.1063, loss: 7.1063 +2023-12-24 21:16:16,228 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 3 days, 20:37:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.4956, loss_cls: 7.0833, loss: 7.0833 +2023-12-24 21:17:16,287 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 3 days, 20:36:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4978, loss_cls: 7.0888, loss: 7.0888 +2023-12-24 21:18:16,692 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 3 days, 20:34:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4902, loss_cls: 7.1170, loss: 7.1170 +2023-12-24 21:19:16,482 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 3 days, 20:32:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4775, loss_cls: 7.1361, loss: 7.1361 +2023-12-24 21:20:16,355 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 3 days, 20:30:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4833, loss_cls: 7.1241, loss: 7.1241 +2023-12-24 21:21:16,178 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 3 days, 20:28:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4791, loss_cls: 7.1579, loss: 7.1579 +2023-12-24 21:22:16,289 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 3 days, 20:26:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4884, loss_cls: 7.1211, loss: 7.1211 +2023-12-24 21:23:15,942 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 3 days, 20:24:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2398, top5_acc: 0.4825, loss_cls: 7.1299, loss: 7.1299 +2023-12-24 21:24:16,582 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 3 days, 20:23:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2431, top5_acc: 0.4908, loss_cls: 7.1191, loss: 7.1191 +2023-12-24 21:25:16,559 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 3 days, 20:21:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4953, loss_cls: 7.0954, loss: 7.0954 +2023-12-24 21:26:16,437 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 3 days, 20:19:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2387, top5_acc: 0.4833, loss_cls: 7.1172, loss: 7.1172 +2023-12-24 21:26:47,117 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-24 21:28:51,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:28:52,557 - pyskl - INFO - +top1_acc 0.1702 +top5_acc 0.3902 +2023-12-24 21:28:52,557 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 21:28:52,588 - pyskl - INFO - +mean_acc 0.1700 +2023-12-24 21:28:52,596 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1702, top5_acc: 0.3902, mean_class_accuracy: 0.1700 +2023-12-24 21:32:07,974 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 3 days, 20:41:41, time: 1.954, data_time: 1.355, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4813, loss_cls: 7.1400, loss: 7.1400 +2023-12-24 21:33:07,485 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 3 days, 20:39:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5048, loss_cls: 7.0219, loss: 7.0219 +2023-12-24 21:34:07,213 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 3 days, 20:37:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5020, loss_cls: 7.0803, loss: 7.0803 +2023-12-24 21:35:07,034 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 3 days, 20:35:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.5036, loss_cls: 7.0439, loss: 7.0439 +2023-12-24 21:36:06,885 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 3 days, 20:33:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4880, loss_cls: 7.1261, loss: 7.1261 +2023-12-24 21:37:06,682 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 3 days, 20:31:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2431, top5_acc: 0.4895, loss_cls: 7.1314, loss: 7.1314 +2023-12-24 21:38:06,698 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 3 days, 20:30:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4820, loss_cls: 7.1514, loss: 7.1514 +2023-12-24 21:39:06,692 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 3 days, 20:28:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4875, loss_cls: 7.1111, loss: 7.1111 +2023-12-24 21:40:06,692 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 3 days, 20:26:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.4905, loss_cls: 7.1010, loss: 7.1010 +2023-12-24 21:41:06,684 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 3 days, 20:24:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4908, loss_cls: 7.1022, loss: 7.1022 +2023-12-24 21:42:07,252 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 3 days, 20:22:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4858, loss_cls: 7.1318, loss: 7.1318 +2023-12-24 21:43:07,511 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 3 days, 20:20:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4933, loss_cls: 7.1058, loss: 7.1058 +2023-12-24 21:44:07,368 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 3 days, 20:18:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5045, loss_cls: 7.0437, loss: 7.0437 +2023-12-24 21:45:07,351 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 3 days, 20:17:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4934, loss_cls: 7.0605, loss: 7.0605 +2023-12-24 21:46:07,205 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 3 days, 20:15:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4997, loss_cls: 7.0657, loss: 7.0657 +2023-12-24 21:47:07,961 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 3 days, 20:13:35, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4984, loss_cls: 7.0792, loss: 7.0792 +2023-12-24 21:48:08,069 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 3 days, 20:11:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4936, loss_cls: 7.0773, loss: 7.0773 +2023-12-24 21:49:08,458 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 3 days, 20:10:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4905, loss_cls: 7.1211, loss: 7.1211 +2023-12-24 21:50:09,192 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 3 days, 20:08:21, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4888, loss_cls: 7.0640, loss: 7.0640 +2023-12-24 21:51:09,952 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 3 days, 20:06:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4898, loss_cls: 7.1186, loss: 7.1186 +2023-12-24 21:52:10,439 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 3 days, 20:04:59, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4927, loss_cls: 7.0554, loss: 7.0554 +2023-12-24 21:53:11,096 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 3 days, 20:03:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.5006, loss_cls: 7.0922, loss: 7.0922 +2023-12-24 21:54:11,053 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 3 days, 20:01:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.4981, loss_cls: 7.0783, loss: 7.0783 +2023-12-24 21:55:11,581 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 3 days, 19:59:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2375, top5_acc: 0.4889, loss_cls: 7.1339, loss: 7.1339 +2023-12-24 21:56:12,708 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 3 days, 19:58:14, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4936, loss_cls: 7.1244, loss: 7.1244 +2023-12-24 21:57:13,245 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 3 days, 19:56:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4972, loss_cls: 7.0890, loss: 7.0890 +2023-12-24 21:58:13,637 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 3 days, 19:54:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4981, loss_cls: 7.0859, loss: 7.0859 +2023-12-24 21:59:13,721 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 3 days, 19:53:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2416, top5_acc: 0.4917, loss_cls: 7.1344, loss: 7.1344 +2023-12-24 22:00:13,508 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 3 days, 19:51:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4878, loss_cls: 7.1468, loss: 7.1468 +2023-12-24 22:01:13,242 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 3 days, 19:49:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4989, loss_cls: 7.0686, loss: 7.0686 +2023-12-24 22:02:12,986 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 3 days, 19:47:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4827, loss_cls: 7.1356, loss: 7.1356 +2023-12-24 22:03:12,966 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 3 days, 19:45:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4863, loss_cls: 7.1259, loss: 7.1259 +2023-12-24 22:04:13,320 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 3 days, 19:44:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5022, loss_cls: 7.0299, loss: 7.0299 +2023-12-24 22:05:13,878 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 3 days, 19:42:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4919, loss_cls: 7.0785, loss: 7.0785 +2023-12-24 22:06:14,180 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 3 days, 19:40:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.4961, loss_cls: 7.0778, loss: 7.0778 +2023-12-24 22:07:14,243 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 3 days, 19:38:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4920, loss_cls: 7.0719, loss: 7.0719 +2023-12-24 22:08:14,291 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 3 days, 19:37:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4936, loss_cls: 7.0964, loss: 7.0964 +2023-12-24 22:08:44,409 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-24 22:10:45,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:10:46,353 - pyskl - INFO - +top1_acc 0.1740 +top5_acc 0.3902 +2023-12-24 22:10:46,353 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 22:10:46,391 - pyskl - INFO - +mean_acc 0.1738 +2023-12-24 22:10:46,398 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_7.pth was removed +2023-12-24 22:10:46,687 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. +2023-12-24 22:10:46,688 - pyskl - INFO - Best top1_acc is 0.1740 at 11 epoch. +2023-12-24 22:10:46,697 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1740, top5_acc: 0.3902, mean_class_accuracy: 0.1738 +2023-12-24 22:14:03,947 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 3 days, 19:57:39, time: 1.972, data_time: 1.373, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5092, loss_cls: 7.0403, loss: 7.0403 +2023-12-24 22:15:03,922 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 3 days, 19:55:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.4995, loss_cls: 7.0782, loss: 7.0782 +2023-12-24 22:16:03,877 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 3 days, 19:54:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4828, loss_cls: 7.1306, loss: 7.1306 +2023-12-24 22:17:03,812 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 3 days, 19:52:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5159, loss_cls: 6.9991, loss: 6.9991 +2023-12-24 22:18:03,466 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 3 days, 19:50:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4842, loss_cls: 7.1068, loss: 7.1068 +2023-12-24 22:19:03,233 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 3 days, 19:48:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4841, loss_cls: 7.1064, loss: 7.1064 +2023-12-24 22:20:03,026 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 3 days, 19:46:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5030, loss_cls: 7.0133, loss: 7.0133 +2023-12-24 22:21:02,858 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 3 days, 19:44:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4967, loss_cls: 7.0599, loss: 7.0599 +2023-12-24 22:22:02,907 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 3 days, 19:43:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4973, loss_cls: 7.0685, loss: 7.0685 +2023-12-24 22:23:02,607 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 3 days, 19:41:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4945, loss_cls: 7.0828, loss: 7.0828 +2023-12-24 22:24:02,220 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 3 days, 19:39:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4934, loss_cls: 7.0754, loss: 7.0754 +2023-12-24 22:25:02,170 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 3 days, 19:37:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4916, loss_cls: 7.1085, loss: 7.1085 +2023-12-24 22:26:01,928 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 3 days, 19:35:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2445, top5_acc: 0.4927, loss_cls: 7.0932, loss: 7.0932 +2023-12-24 22:27:02,592 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 3 days, 19:34:06, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2414, top5_acc: 0.4886, loss_cls: 7.1164, loss: 7.1164 +2023-12-24 22:28:03,413 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 3 days, 19:32:30, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4892, loss_cls: 7.1390, loss: 7.1390 +2023-12-24 22:29:03,899 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 3 days, 19:30:50, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4877, loss_cls: 7.0800, loss: 7.0800 +2023-12-24 22:30:04,107 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 3 days, 19:29:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4891, loss_cls: 7.1144, loss: 7.1144 +2023-12-24 22:31:04,077 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 3 days, 19:27:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.4891, loss_cls: 7.0855, loss: 7.0855 +2023-12-24 22:32:04,129 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 3 days, 19:25:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4895, loss_cls: 7.1276, loss: 7.1276 +2023-12-24 22:33:03,856 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 3 days, 19:23:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4875, loss_cls: 7.1089, loss: 7.1089 +2023-12-24 22:34:03,737 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 3 days, 19:22:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4927, loss_cls: 7.0920, loss: 7.0920 +2023-12-24 22:35:03,668 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 3 days, 19:20:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.4978, loss_cls: 7.0440, loss: 7.0440 +2023-12-24 22:36:04,580 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 3 days, 19:18:45, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4981, loss_cls: 7.1047, loss: 7.1047 +2023-12-24 22:37:05,353 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 3 days, 19:17:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4894, loss_cls: 7.1272, loss: 7.1272 +2023-12-24 22:38:05,165 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 3 days, 19:15:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4883, loss_cls: 7.0939, loss: 7.0939 +2023-12-24 22:39:05,075 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 3 days, 19:13:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4928, loss_cls: 7.0765, loss: 7.0765 +2023-12-24 22:40:05,498 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 3 days, 19:12:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4941, loss_cls: 7.0830, loss: 7.0830 +2023-12-24 22:41:06,337 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 3 days, 19:10:28, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4992, loss_cls: 7.0763, loss: 7.0763 +2023-12-24 22:42:06,193 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 3 days, 19:08:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4883, loss_cls: 7.1157, loss: 7.1157 +2023-12-24 22:43:06,227 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 3 days, 19:07:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.5078, loss_cls: 7.0395, loss: 7.0395 +2023-12-24 22:44:05,948 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 3 days, 19:05:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4927, loss_cls: 7.0835, loss: 7.0835 +2023-12-24 22:45:05,466 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 3 days, 19:03:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2366, top5_acc: 0.4936, loss_cls: 7.1344, loss: 7.1344 +2023-12-24 22:46:05,410 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 3 days, 19:01:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4841, loss_cls: 7.0862, loss: 7.0862 +2023-12-24 22:47:05,022 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 3 days, 18:59:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4952, loss_cls: 7.0806, loss: 7.0806 +2023-12-24 22:48:04,927 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 3 days, 18:58:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.4991, loss_cls: 7.0805, loss: 7.0805 +2023-12-24 22:49:04,653 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 3 days, 18:56:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2353, top5_acc: 0.4841, loss_cls: 7.1404, loss: 7.1404 +2023-12-24 22:50:04,184 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 3 days, 18:54:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4908, loss_cls: 7.0970, loss: 7.0970 +2023-12-24 22:50:34,688 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-24 22:52:35,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:52:35,936 - pyskl - INFO - +top1_acc 0.1577 +top5_acc 0.3687 +2023-12-24 22:52:35,937 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 22:52:35,967 - pyskl - INFO - +mean_acc 0.1576 +2023-12-24 22:52:35,976 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1577, top5_acc: 0.3687, mean_class_accuracy: 0.1576 +2023-12-24 22:55:48,797 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 3 days, 19:12:22, time: 1.928, data_time: 1.325, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4920, loss_cls: 7.0835, loss: 7.0835 +2023-12-24 22:56:48,691 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 3 days, 19:10:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.4973, loss_cls: 7.0410, loss: 7.0410 +2023-12-24 22:57:48,945 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 3 days, 19:08:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4980, loss_cls: 7.0820, loss: 7.0820 +2023-12-24 22:58:48,997 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 3 days, 19:07:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4909, loss_cls: 7.0791, loss: 7.0791 +2023-12-24 22:59:48,876 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 3 days, 19:05:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5023, loss_cls: 7.0249, loss: 7.0249 +2023-12-24 23:00:49,124 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 3 days, 19:03:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4939, loss_cls: 7.0842, loss: 7.0842 +2023-12-24 23:01:49,878 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 3 days, 19:02:13, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.4938, loss_cls: 7.0762, loss: 7.0762 +2023-12-24 23:02:50,261 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 3 days, 19:00:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4939, loss_cls: 7.0947, loss: 7.0947 +2023-12-24 23:03:50,633 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 3 days, 18:58:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2431, top5_acc: 0.4902, loss_cls: 7.1069, loss: 7.1069 +2023-12-24 23:04:50,871 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 3 days, 18:57:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4923, loss_cls: 7.0880, loss: 7.0880 +2023-12-24 23:05:50,784 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 3 days, 18:55:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4895, loss_cls: 7.0987, loss: 7.0987 +2023-12-24 23:06:50,838 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 3 days, 18:53:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4906, loss_cls: 7.1002, loss: 7.1002 +2023-12-24 23:07:50,998 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 3 days, 18:52:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.4963, loss_cls: 7.0412, loss: 7.0412 +2023-12-24 23:08:51,345 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 3 days, 18:50:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2372, top5_acc: 0.4869, loss_cls: 7.1322, loss: 7.1322 +2023-12-24 23:09:51,626 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 3 days, 18:48:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5020, loss_cls: 7.0505, loss: 7.0505 +2023-12-24 23:10:51,651 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 3 days, 18:47:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5012, loss_cls: 7.0566, loss: 7.0566 +2023-12-24 23:11:51,926 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 3 days, 18:45:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4911, loss_cls: 7.0954, loss: 7.0954 +2023-12-24 23:12:52,097 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 3 days, 18:43:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4900, loss_cls: 7.0832, loss: 7.0832 +2023-12-24 23:13:52,574 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 3 days, 18:42:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.5020, loss_cls: 7.0348, loss: 7.0348 +2023-12-24 23:14:53,188 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 3 days, 18:40:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.5005, loss_cls: 7.0761, loss: 7.0761 +2023-12-24 23:15:53,346 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 3 days, 18:39:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4947, loss_cls: 7.0814, loss: 7.0814 +2023-12-24 23:16:54,911 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 3 days, 18:37:45, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2422, top5_acc: 0.4934, loss_cls: 7.0989, loss: 7.0989 +2023-12-24 23:17:56,177 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 3 days, 18:36:19, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5077, loss_cls: 6.9843, loss: 6.9843 +2023-12-24 23:18:57,668 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 3 days, 18:34:55, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4888, loss_cls: 7.0928, loss: 7.0928 +2023-12-24 23:19:58,835 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 3 days, 18:33:28, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2480, top5_acc: 0.4980, loss_cls: 7.0507, loss: 7.0507 +2023-12-24 23:21:00,601 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 3 days, 18:32:07, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4847, loss_cls: 7.1242, loss: 7.1242 +2023-12-24 23:22:01,845 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 3 days, 18:30:41, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5023, loss_cls: 7.0381, loss: 7.0381 +2023-12-24 23:23:02,554 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 3 days, 18:29:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4853, loss_cls: 7.0965, loss: 7.0965 +2023-12-24 23:24:03,064 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 3 days, 18:27:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.5002, loss_cls: 7.0566, loss: 7.0566 +2023-12-24 23:25:03,261 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 3 days, 18:25:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4889, loss_cls: 7.1040, loss: 7.1040 +2023-12-24 23:26:03,265 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 3 days, 18:24:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.5006, loss_cls: 7.0716, loss: 7.0716 +2023-12-24 23:27:03,237 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 3 days, 18:22:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4983, loss_cls: 7.0612, loss: 7.0612 +2023-12-24 23:28:03,358 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 3 days, 18:21:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.4973, loss_cls: 7.0624, loss: 7.0624 +2023-12-24 23:29:03,679 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 3 days, 18:19:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.4997, loss_cls: 7.0477, loss: 7.0477 +2023-12-24 23:30:03,469 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 3 days, 18:17:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.5000, loss_cls: 7.0644, loss: 7.0644 +2023-12-24 23:31:03,494 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 3 days, 18:16:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4881, loss_cls: 7.1097, loss: 7.1097 +2023-12-24 23:32:04,010 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 3 days, 18:14:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4980, loss_cls: 7.0748, loss: 7.0748 +2023-12-24 23:32:34,599 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-24 23:34:35,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:34:36,397 - pyskl - INFO - +top1_acc 0.1796 +top5_acc 0.4073 +2023-12-24 23:34:36,397 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 23:34:36,429 - pyskl - INFO - +mean_acc 0.1793 +2023-12-24 23:34:36,435 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_11.pth was removed +2023-12-24 23:34:36,690 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2023-12-24 23:34:36,691 - pyskl - INFO - Best top1_acc is 0.1796 at 13 epoch. +2023-12-24 23:34:36,698 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1796, top5_acc: 0.4073, mean_class_accuracy: 0.1793 +2023-12-24 23:37:50,662 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 3 days, 18:30:50, time: 1.940, data_time: 1.338, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4986, loss_cls: 7.0534, loss: 7.0534 +2023-12-24 23:38:50,899 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 3 days, 18:29:13, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5047, loss_cls: 7.0287, loss: 7.0287 +2023-12-24 23:39:51,488 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 3 days, 18:27:39, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4969, loss_cls: 7.0841, loss: 7.0841 +2023-12-24 23:40:51,871 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 3 days, 18:26:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4955, loss_cls: 7.0858, loss: 7.0858 +2023-12-24 23:41:51,950 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 3 days, 18:24:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4873, loss_cls: 7.1183, loss: 7.1183 +2023-12-24 23:42:51,618 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 3 days, 18:22:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5048, loss_cls: 7.0115, loss: 7.0115 +2023-12-24 23:43:51,653 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 3 days, 18:21:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5120, loss_cls: 7.0370, loss: 7.0370 +2023-12-24 23:44:51,838 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 3 days, 18:19:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.4917, loss_cls: 7.0689, loss: 7.0689 +2023-12-24 23:45:51,945 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 3 days, 18:17:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4936, loss_cls: 7.0910, loss: 7.0910 +2023-12-24 23:46:52,576 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 3 days, 18:16:13, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.5017, loss_cls: 7.0598, loss: 7.0598 +2023-12-24 23:47:53,511 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 3 days, 18:14:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4981, loss_cls: 7.0645, loss: 7.0645 +2023-12-24 23:48:54,435 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 3 days, 18:13:15, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4948, loss_cls: 7.0825, loss: 7.0825 +2023-12-24 23:49:54,359 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 3 days, 18:11:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4938, loss_cls: 7.0711, loss: 7.0711 +2023-12-24 23:50:55,446 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 3 days, 18:10:08, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.4963, loss_cls: 7.0375, loss: 7.0375 +2023-12-24 23:51:55,802 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 3 days, 18:08:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5067, loss_cls: 7.0303, loss: 7.0303 +2023-12-24 23:52:56,283 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 3 days, 18:07:00, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4973, loss_cls: 7.0903, loss: 7.0903 +2023-12-24 23:53:56,412 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 3 days, 18:05:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.5036, loss_cls: 7.0679, loss: 7.0679 +2023-12-24 23:54:56,483 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 3 days, 18:03:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5031, loss_cls: 7.0184, loss: 7.0184 +2023-12-24 23:55:57,084 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 3 days, 18:02:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4839, loss_cls: 7.1170, loss: 7.1170 +2023-12-24 23:56:57,253 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 3 days, 18:00:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4991, loss_cls: 7.0928, loss: 7.0928 +2023-12-24 23:57:57,149 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 3 days, 17:59:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.4978, loss_cls: 7.0549, loss: 7.0549 +2023-12-24 23:58:57,078 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 3 days, 17:57:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5059, loss_cls: 7.0110, loss: 7.0110 +2023-12-24 23:59:57,335 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 3 days, 17:55:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.4997, loss_cls: 7.0495, loss: 7.0495 +2023-12-25 00:00:57,274 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 3 days, 17:54:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.4928, loss_cls: 7.0455, loss: 7.0455 +2023-12-25 00:01:57,766 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 3 days, 17:52:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4963, loss_cls: 7.0599, loss: 7.0599 +2023-12-25 00:02:57,967 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 3 days, 17:51:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4908, loss_cls: 7.0808, loss: 7.0808 +2023-12-25 00:03:57,832 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 3 days, 17:49:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.4939, loss_cls: 7.0852, loss: 7.0852 +2023-12-25 00:04:57,797 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 3 days, 17:47:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5038, loss_cls: 7.0338, loss: 7.0338 +2023-12-25 00:05:57,533 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 3 days, 17:46:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4967, loss_cls: 7.0677, loss: 7.0677 +2023-12-25 00:06:57,819 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 3 days, 17:44:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.5019, loss_cls: 7.0170, loss: 7.0170 +2023-12-25 00:07:58,315 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 3 days, 17:43:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5062, loss_cls: 7.0105, loss: 7.0105 +2023-12-25 00:08:58,926 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 3 days, 17:41:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.4881, loss_cls: 7.1028, loss: 7.1028 +2023-12-25 00:09:59,240 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 3 days, 17:40:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.4948, loss_cls: 7.0459, loss: 7.0459 +2023-12-25 00:10:59,320 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 3 days, 17:38:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4917, loss_cls: 7.0588, loss: 7.0588 +2023-12-25 00:11:59,454 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 3 days, 17:36:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4980, loss_cls: 7.0402, loss: 7.0402 +2023-12-25 00:12:59,287 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 3 days, 17:35:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4917, loss_cls: 7.0924, loss: 7.0924 +2023-12-25 00:13:59,550 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 3 days, 17:33:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4908, loss_cls: 7.0845, loss: 7.0845 +2023-12-25 00:14:29,658 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-25 00:16:32,289 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:16:33,322 - pyskl - INFO - +top1_acc 0.1816 +top5_acc 0.4062 +2023-12-25 00:16:33,322 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 00:16:33,355 - pyskl - INFO - +mean_acc 0.1813 +2023-12-25 00:16:33,360 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_13.pth was removed +2023-12-25 00:16:33,611 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. +2023-12-25 00:16:33,611 - pyskl - INFO - Best top1_acc is 0.1816 at 14 epoch. +2023-12-25 00:16:33,619 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1816, top5_acc: 0.4062, mean_class_accuracy: 0.1813 +2023-12-25 00:19:48,366 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 3 days, 17:48:43, time: 1.947, data_time: 1.348, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5100, loss_cls: 6.9717, loss: 6.9717 +2023-12-25 00:20:48,515 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 3 days, 17:47:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4938, loss_cls: 7.0666, loss: 7.0666 +2023-12-25 00:21:48,741 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 3 days, 17:45:32, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5028, loss_cls: 7.0411, loss: 7.0411 +2023-12-25 00:22:48,850 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 3 days, 17:43:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.5056, loss_cls: 7.0328, loss: 7.0328 +2023-12-25 00:23:48,728 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 3 days, 17:42:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5086, loss_cls: 7.0410, loss: 7.0410 +2023-12-25 00:24:48,897 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 3 days, 17:40:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4958, loss_cls: 7.0538, loss: 7.0538 +2023-12-25 00:25:49,233 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 3 days, 17:39:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4916, loss_cls: 7.0607, loss: 7.0607 +2023-12-25 00:26:49,244 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 3 days, 17:37:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5039, loss_cls: 7.0188, loss: 7.0188 +2023-12-25 00:27:49,158 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 3 days, 17:35:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4980, loss_cls: 7.0512, loss: 7.0512 +2023-12-25 00:28:49,006 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 3 days, 17:34:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5012, loss_cls: 7.0153, loss: 7.0153 +2023-12-25 00:29:49,058 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 3 days, 17:32:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.5005, loss_cls: 7.0421, loss: 7.0421 +2023-12-25 00:30:49,484 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 3 days, 17:31:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4956, loss_cls: 7.0477, loss: 7.0477 +2023-12-25 00:31:49,377 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 3 days, 17:29:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.4941, loss_cls: 7.0468, loss: 7.0468 +2023-12-25 00:32:49,569 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 3 days, 17:28:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5105, loss_cls: 7.0046, loss: 7.0046 +2023-12-25 00:33:49,781 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 3 days, 17:26:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4983, loss_cls: 7.0604, loss: 7.0604 +2023-12-25 00:34:50,370 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 3 days, 17:24:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5095, loss_cls: 7.0145, loss: 7.0145 +2023-12-25 00:35:51,096 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 3 days, 17:23:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5019, loss_cls: 7.0322, loss: 7.0322 +2023-12-25 00:36:52,330 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 3 days, 17:22:07, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4855, loss_cls: 7.1024, loss: 7.1024 +2023-12-25 00:37:52,844 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 3 days, 17:20:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4922, loss_cls: 7.0796, loss: 7.0796 +2023-12-25 00:38:53,525 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 3 days, 17:19:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4955, loss_cls: 7.0878, loss: 7.0878 +2023-12-25 00:39:53,876 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 3 days, 17:17:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4939, loss_cls: 7.0424, loss: 7.0424 +2023-12-25 00:40:53,882 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 3 days, 17:16:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5045, loss_cls: 7.0016, loss: 7.0016 +2023-12-25 00:41:54,155 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 3 days, 17:14:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.4975, loss_cls: 7.0553, loss: 7.0553 +2023-12-25 00:42:55,084 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 3 days, 17:13:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5023, loss_cls: 7.0353, loss: 7.0353 +2023-12-25 00:43:55,273 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 3 days, 17:11:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4941, loss_cls: 7.0865, loss: 7.0865 +2023-12-25 00:44:55,442 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 3 days, 17:10:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4877, loss_cls: 7.1105, loss: 7.1105 +2023-12-25 00:45:56,297 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 3 days, 17:08:34, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4909, loss_cls: 7.0796, loss: 7.0796 +2023-12-25 00:46:56,452 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 3 days, 17:07:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4955, loss_cls: 7.0499, loss: 7.0499 +2023-12-25 00:47:56,528 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 3 days, 17:05:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4917, loss_cls: 7.0631, loss: 7.0631 +2023-12-25 00:48:56,366 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 3 days, 17:03:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4922, loss_cls: 7.0721, loss: 7.0721 +2023-12-25 00:49:56,981 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 3 days, 17:02:26, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4914, loss_cls: 7.0772, loss: 7.0772 +2023-12-25 00:50:57,103 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 3 days, 17:00:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4952, loss_cls: 7.0725, loss: 7.0725 +2023-12-25 00:51:56,778 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 3 days, 16:59:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4977, loss_cls: 7.0616, loss: 7.0616 +2023-12-25 00:52:56,759 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 3 days, 16:57:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.5027, loss_cls: 7.0602, loss: 7.0602 +2023-12-25 00:53:57,085 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 3 days, 16:56:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4994, loss_cls: 7.0448, loss: 7.0448 +2023-12-25 00:54:57,797 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 3 days, 16:54:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4969, loss_cls: 7.0861, loss: 7.0861 +2023-12-25 00:55:58,871 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 3 days, 16:53:24, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4947, loss_cls: 7.0714, loss: 7.0714 +2023-12-25 00:56:29,071 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-25 00:58:31,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:58:32,069 - pyskl - INFO - +top1_acc 0.1754 +top5_acc 0.4024 +2023-12-25 00:58:32,070 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 00:58:32,101 - pyskl - INFO - +mean_acc 0.1752 +2023-12-25 00:58:32,109 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1754, top5_acc: 0.4024, mean_class_accuracy: 0.1752 +2023-12-25 01:01:52,068 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 3 days, 17:07:58, time: 2.000, data_time: 1.395, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5044, loss_cls: 7.0331, loss: 7.0331 +2023-12-25 01:02:52,635 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 3 days, 17:06:29, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.5011, loss_cls: 7.0474, loss: 7.0474 +2023-12-25 01:03:53,135 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 3 days, 17:04:59, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5041, loss_cls: 7.0069, loss: 7.0069 +2023-12-25 01:04:53,419 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 3 days, 17:03:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5041, loss_cls: 7.0061, loss: 7.0061 +2023-12-25 01:05:53,192 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 3 days, 17:01:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4994, loss_cls: 7.0313, loss: 7.0313 +2023-12-25 01:06:53,422 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 3 days, 17:00:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5056, loss_cls: 7.0032, loss: 7.0032 +2023-12-25 01:07:53,560 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 3 days, 16:58:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5027, loss_cls: 7.0318, loss: 7.0318 +2023-12-25 01:08:54,237 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 3 days, 16:57:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.4923, loss_cls: 7.0657, loss: 7.0657 +2023-12-25 01:09:54,780 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 3 days, 16:55:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4913, loss_cls: 7.0981, loss: 7.0981 +2023-12-25 01:10:55,274 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 3 days, 16:54:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5000, loss_cls: 7.0452, loss: 7.0452 +2023-12-25 01:11:55,484 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 3 days, 16:52:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.4992, loss_cls: 7.0372, loss: 7.0372 +2023-12-25 01:12:55,783 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 3 days, 16:51:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5038, loss_cls: 7.0309, loss: 7.0309 +2023-12-25 01:13:56,221 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 3 days, 16:49:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.4892, loss_cls: 7.0823, loss: 7.0823 +2023-12-25 01:14:57,376 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 3 days, 16:48:25, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4933, loss_cls: 7.0631, loss: 7.0631 +2023-12-25 01:15:57,164 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 3 days, 16:46:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2455, top5_acc: 0.4964, loss_cls: 7.0475, loss: 7.0475 +2023-12-25 01:16:57,311 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 3 days, 16:45:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.4995, loss_cls: 7.0416, loss: 7.0416 +2023-12-25 01:17:56,822 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 3 days, 16:43:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2369, top5_acc: 0.4913, loss_cls: 7.1013, loss: 7.1013 +2023-12-25 01:18:56,509 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 3 days, 16:42:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5061, loss_cls: 7.0105, loss: 7.0105 +2023-12-25 01:19:56,423 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 3 days, 16:40:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5123, loss_cls: 6.9958, loss: 6.9958 +2023-12-25 01:20:56,744 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 3 days, 16:39:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.4911, loss_cls: 7.0519, loss: 7.0519 +2023-12-25 01:21:56,800 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 3 days, 16:37:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4995, loss_cls: 7.0456, loss: 7.0456 +2023-12-25 01:22:56,840 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 3 days, 16:35:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.5052, loss_cls: 7.0307, loss: 7.0307 +2023-12-25 01:23:56,993 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 3 days, 16:34:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.4988, loss_cls: 7.0353, loss: 7.0353 +2023-12-25 01:24:56,969 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 3 days, 16:32:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5042, loss_cls: 7.0211, loss: 7.0211 +2023-12-25 01:25:56,873 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 3 days, 16:31:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4956, loss_cls: 7.0379, loss: 7.0379 +2023-12-25 01:26:57,363 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 3 days, 16:29:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5084, loss_cls: 7.0093, loss: 7.0093 +2023-12-25 01:27:58,281 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 3 days, 16:28:32, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.5052, loss_cls: 7.0630, loss: 7.0630 +2023-12-25 01:28:58,852 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 3 days, 16:27:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5014, loss_cls: 7.0515, loss: 7.0515 +2023-12-25 01:29:59,560 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 3 days, 16:25:39, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4991, loss_cls: 7.0485, loss: 7.0485 +2023-12-25 01:30:59,495 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 3 days, 16:24:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4919, loss_cls: 7.1131, loss: 7.1131 +2023-12-25 01:31:59,517 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 3 days, 16:22:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4927, loss_cls: 7.0858, loss: 7.0858 +2023-12-25 01:32:59,915 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 3 days, 16:21:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4934, loss_cls: 7.0834, loss: 7.0834 +2023-12-25 01:34:00,647 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 3 days, 16:19:43, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.4959, loss_cls: 7.0319, loss: 7.0319 +2023-12-25 01:35:00,618 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 3 days, 16:18:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4938, loss_cls: 7.0300, loss: 7.0300 +2023-12-25 01:36:00,183 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 3 days, 16:16:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.5044, loss_cls: 7.0331, loss: 7.0331 +2023-12-25 01:36:59,715 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 3 days, 16:15:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5058, loss_cls: 7.0436, loss: 7.0436 +2023-12-25 01:37:59,813 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 3 days, 16:13:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4947, loss_cls: 7.0870, loss: 7.0870 +2023-12-25 01:38:30,286 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-25 01:40:32,909 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:40:33,821 - pyskl - INFO - +top1_acc 0.1319 +top5_acc 0.3286 +2023-12-25 01:40:33,822 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 01:40:33,878 - pyskl - INFO - +mean_acc 0.1319 +2023-12-25 01:40:33,888 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1319, top5_acc: 0.3286, mean_class_accuracy: 0.1319 +2023-12-25 01:43:51,823 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 3 days, 16:26:43, time: 1.979, data_time: 1.377, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5148, loss_cls: 6.9558, loss: 6.9558 +2023-12-25 01:44:52,039 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 3 days, 16:25:12, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5078, loss_cls: 7.0090, loss: 7.0090 +2023-12-25 01:45:52,303 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 3 days, 16:23:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5161, loss_cls: 6.9906, loss: 6.9906 +2023-12-25 01:46:52,197 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 3 days, 16:22:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5081, loss_cls: 7.0010, loss: 7.0010 +2023-12-25 01:47:53,210 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 3 days, 16:20:46, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4891, loss_cls: 7.0953, loss: 7.0953 +2023-12-25 01:48:53,198 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 3 days, 16:19:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5033, loss_cls: 7.0177, loss: 7.0177 +2023-12-25 01:49:53,002 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 3 days, 16:17:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5041, loss_cls: 7.0004, loss: 7.0004 +2023-12-25 01:50:52,925 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 3 days, 16:16:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5073, loss_cls: 7.0119, loss: 7.0119 +2023-12-25 01:51:53,330 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 3 days, 16:14:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4917, loss_cls: 7.0363, loss: 7.0363 +2023-12-25 01:52:53,566 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 3 days, 16:13:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5044, loss_cls: 7.0404, loss: 7.0404 +2023-12-25 01:53:53,609 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 3 days, 16:11:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5056, loss_cls: 7.0132, loss: 7.0132 +2023-12-25 01:54:53,726 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 3 days, 16:10:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.4984, loss_cls: 7.0371, loss: 7.0371 +2023-12-25 01:55:53,659 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 3 days, 16:08:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4995, loss_cls: 7.0593, loss: 7.0593 +2023-12-25 01:56:53,673 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 3 days, 16:07:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4980, loss_cls: 7.0519, loss: 7.0519 +2023-12-25 01:57:53,701 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 3 days, 16:05:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.5052, loss_cls: 7.0234, loss: 7.0234 +2023-12-25 01:58:53,449 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 3 days, 16:04:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5023, loss_cls: 7.0261, loss: 7.0261 +2023-12-25 01:59:53,316 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 3 days, 16:02:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5028, loss_cls: 7.0081, loss: 7.0081 +2023-12-25 02:00:52,920 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 3 days, 16:00:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.4958, loss_cls: 7.0221, loss: 7.0221 +2023-12-25 02:01:53,208 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 3 days, 15:59:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5066, loss_cls: 7.0136, loss: 7.0136 +2023-12-25 02:02:53,363 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 3 days, 15:58:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.4956, loss_cls: 7.0541, loss: 7.0541 +2023-12-25 02:03:53,817 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 3 days, 15:56:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.4945, loss_cls: 7.0280, loss: 7.0280 +2023-12-25 02:04:54,344 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 3 days, 15:55:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5034, loss_cls: 7.0408, loss: 7.0408 +2023-12-25 02:05:55,374 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 3 days, 15:53:47, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4969, loss_cls: 7.0593, loss: 7.0593 +2023-12-25 02:06:55,612 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 3 days, 15:52:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.4975, loss_cls: 7.0393, loss: 7.0393 +2023-12-25 02:07:55,174 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 3 days, 15:50:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5025, loss_cls: 7.0254, loss: 7.0254 +2023-12-25 02:08:55,366 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 3 days, 15:49:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5005, loss_cls: 7.0747, loss: 7.0747 +2023-12-25 02:09:56,119 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 3 days, 15:47:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.5038, loss_cls: 7.0456, loss: 7.0456 +2023-12-25 02:10:57,269 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 3 days, 15:46:33, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4923, loss_cls: 7.0579, loss: 7.0579 +2023-12-25 02:11:57,957 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 3 days, 15:45:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4839, loss_cls: 7.1109, loss: 7.1109 +2023-12-25 02:12:58,671 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 3 days, 15:43:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4925, loss_cls: 7.0826, loss: 7.0826 +2023-12-25 02:13:59,612 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 3 days, 15:42:23, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4956, loss_cls: 7.0837, loss: 7.0837 +2023-12-25 02:15:00,001 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 3 days, 15:40:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.4952, loss_cls: 7.0102, loss: 7.0102 +2023-12-25 02:16:00,025 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 3 days, 15:39:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5064, loss_cls: 7.0048, loss: 7.0048 +2023-12-25 02:17:00,051 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 3 days, 15:37:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4955, loss_cls: 7.0465, loss: 7.0465 +2023-12-25 02:17:59,851 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 3 days, 15:36:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.4991, loss_cls: 7.0559, loss: 7.0559 +2023-12-25 02:18:59,998 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 3 days, 15:35:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4961, loss_cls: 7.0141, loss: 7.0141 +2023-12-25 02:20:00,149 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 3 days, 15:33:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4939, loss_cls: 7.0727, loss: 7.0727 +2023-12-25 02:20:30,204 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-25 02:22:29,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:22:30,650 - pyskl - INFO - +top1_acc 0.1656 +top5_acc 0.3851 +2023-12-25 02:22:30,650 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 02:22:30,695 - pyskl - INFO - +mean_acc 0.1653 +2023-12-25 02:22:30,713 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1656, top5_acc: 0.3851, mean_class_accuracy: 0.1653 +2023-12-25 02:25:45,363 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 3 days, 15:45:19, time: 1.946, data_time: 1.347, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5012, loss_cls: 7.0207, loss: 7.0207 +2023-12-25 02:26:45,704 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 3 days, 15:43:52, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5116, loss_cls: 6.9362, loss: 6.9362 +2023-12-25 02:27:45,801 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 3 days, 15:42:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5144, loss_cls: 7.0015, loss: 7.0015 +2023-12-25 02:28:45,873 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 3 days, 15:40:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.5033, loss_cls: 7.0353, loss: 7.0353 +2023-12-25 02:29:45,767 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 3 days, 15:39:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4927, loss_cls: 7.0510, loss: 7.0510 +2023-12-25 02:30:45,635 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 3 days, 15:37:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.5033, loss_cls: 7.0368, loss: 7.0368 +2023-12-25 02:31:45,486 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 3 days, 15:36:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.5048, loss_cls: 7.0220, loss: 7.0220 +2023-12-25 02:32:45,227 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 3 days, 15:34:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4995, loss_cls: 7.0325, loss: 7.0325 +2023-12-25 02:33:44,824 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 3 days, 15:33:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5056, loss_cls: 7.0157, loss: 7.0157 +2023-12-25 02:34:44,383 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 3 days, 15:31:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5003, loss_cls: 7.0324, loss: 7.0324 +2023-12-25 02:35:44,135 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 3 days, 15:30:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5119, loss_cls: 6.9971, loss: 6.9971 +2023-12-25 02:36:43,928 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 3 days, 15:28:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5141, loss_cls: 7.0006, loss: 7.0006 +2023-12-25 02:37:43,493 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 3 days, 15:27:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5014, loss_cls: 7.0140, loss: 7.0140 +2023-12-25 02:38:43,408 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 3 days, 15:25:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5084, loss_cls: 6.9916, loss: 6.9916 +2023-12-25 02:39:43,448 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 3 days, 15:24:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5091, loss_cls: 6.9851, loss: 6.9851 +2023-12-25 02:40:43,690 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 3 days, 15:22:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.4944, loss_cls: 7.0179, loss: 7.0179 +2023-12-25 02:41:43,822 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 3 days, 15:21:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5041, loss_cls: 7.0289, loss: 7.0289 +2023-12-25 02:42:44,076 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 3 days, 15:19:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5091, loss_cls: 6.9795, loss: 6.9795 +2023-12-25 02:43:44,462 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 3 days, 15:18:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4922, loss_cls: 7.0350, loss: 7.0350 +2023-12-25 02:44:44,487 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 3 days, 15:16:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4966, loss_cls: 7.1042, loss: 7.1042 +2023-12-25 02:45:45,129 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 3 days, 15:15:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4989, loss_cls: 7.0736, loss: 7.0736 +2023-12-25 02:46:44,860 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 3 days, 15:14:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4906, loss_cls: 7.0998, loss: 7.0998 +2023-12-25 02:47:44,623 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 3 days, 15:12:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5008, loss_cls: 7.0378, loss: 7.0378 +2023-12-25 02:48:44,278 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 3 days, 15:11:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4953, loss_cls: 7.0608, loss: 7.0608 +2023-12-25 02:49:43,972 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 3 days, 15:09:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5027, loss_cls: 7.0299, loss: 7.0299 +2023-12-25 02:50:43,859 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 3 days, 15:08:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.4969, loss_cls: 7.0500, loss: 7.0500 +2023-12-25 02:51:43,728 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 3 days, 15:06:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.5039, loss_cls: 7.0326, loss: 7.0326 +2023-12-25 02:52:43,652 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 3 days, 15:05:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.4955, loss_cls: 7.0454, loss: 7.0454 +2023-12-25 02:53:43,938 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 3 days, 15:03:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4961, loss_cls: 7.0582, loss: 7.0582 +2023-12-25 02:54:43,591 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 3 days, 15:02:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4916, loss_cls: 7.0662, loss: 7.0662 +2023-12-25 02:55:44,009 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 3 days, 15:00:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5112, loss_cls: 6.9822, loss: 6.9822 +2023-12-25 02:56:44,930 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 3 days, 14:59:24, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4886, loss_cls: 7.0998, loss: 7.0998 +2023-12-25 02:57:45,109 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 3 days, 14:57:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4952, loss_cls: 7.0592, loss: 7.0592 +2023-12-25 02:58:45,235 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 3 days, 14:56:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5027, loss_cls: 7.0392, loss: 7.0392 +2023-12-25 02:59:45,491 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 3 days, 14:55:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2416, top5_acc: 0.4928, loss_cls: 7.0719, loss: 7.0719 +2023-12-25 03:00:45,190 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 3 days, 14:53:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.5081, loss_cls: 7.0185, loss: 7.0185 +2023-12-25 03:01:44,962 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 3 days, 14:52:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4994, loss_cls: 7.0588, loss: 7.0588 +2023-12-25 03:02:14,529 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-25 03:04:15,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:04:15,854 - pyskl - INFO - +top1_acc 0.1669 +top5_acc 0.3805 +2023-12-25 03:04:15,855 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 03:04:15,890 - pyskl - INFO - +mean_acc 0.1667 +2023-12-25 03:04:15,900 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1669, top5_acc: 0.3805, mean_class_accuracy: 0.1667 +2023-12-25 03:07:29,848 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 3 days, 15:03:00, time: 1.939, data_time: 1.338, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5212, loss_cls: 6.9707, loss: 6.9707 +2023-12-25 03:08:30,089 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 3 days, 15:01:34, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5020, loss_cls: 7.0117, loss: 7.0117 +2023-12-25 03:09:30,505 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 3 days, 15:00:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4948, loss_cls: 7.0507, loss: 7.0507 +2023-12-25 03:10:30,918 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 3 days, 14:58:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5011, loss_cls: 7.0174, loss: 7.0174 +2023-12-25 03:11:32,647 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 3 days, 14:57:28, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5122, loss_cls: 6.9790, loss: 6.9790 +2023-12-25 03:12:34,535 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 3 days, 14:56:14, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5008, loss_cls: 7.0087, loss: 7.0087 +2023-12-25 03:13:36,193 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 3 days, 14:54:58, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5117, loss_cls: 6.9925, loss: 6.9925 +2023-12-25 03:14:37,730 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 3 days, 14:53:41, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4994, loss_cls: 7.0652, loss: 7.0652 +2023-12-25 03:15:39,093 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 3 days, 14:52:24, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2414, top5_acc: 0.4903, loss_cls: 7.1065, loss: 7.1065 +2023-12-25 03:16:40,894 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 3 days, 14:51:09, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5008, loss_cls: 7.0184, loss: 7.0184 +2023-12-25 03:17:42,723 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 3 days, 14:49:55, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5092, loss_cls: 6.9873, loss: 6.9873 +2023-12-25 03:18:44,581 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 3 days, 14:48:40, time: 0.619, data_time: 0.001, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5056, loss_cls: 6.9928, loss: 6.9928 +2023-12-25 03:19:45,493 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 3 days, 14:47:20, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4977, loss_cls: 7.0600, loss: 7.0600 +2023-12-25 03:20:45,918 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 3 days, 14:45:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5022, loss_cls: 7.0202, loss: 7.0202 +2023-12-25 03:21:45,881 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 3 days, 14:44:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.4945, loss_cls: 7.0557, loss: 7.0557 +2023-12-25 03:22:46,273 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 3 days, 14:43:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4980, loss_cls: 7.0468, loss: 7.0468 +2023-12-25 03:23:46,372 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 3 days, 14:41:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5053, loss_cls: 7.0192, loss: 7.0192 +2023-12-25 03:24:46,377 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 3 days, 14:40:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4989, loss_cls: 7.0237, loss: 7.0237 +2023-12-25 03:25:46,639 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 3 days, 14:38:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5006, loss_cls: 7.0464, loss: 7.0464 +2023-12-25 03:26:46,689 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 3 days, 14:37:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.5050, loss_cls: 7.0347, loss: 7.0347 +2023-12-25 03:27:47,139 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 3 days, 14:35:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5077, loss_cls: 6.9769, loss: 6.9769 +2023-12-25 03:28:48,337 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 3 days, 14:34:36, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5027, loss_cls: 7.0288, loss: 7.0288 +2023-12-25 03:29:48,916 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 3 days, 14:33:13, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4958, loss_cls: 7.0634, loss: 7.0634 +2023-12-25 03:30:49,864 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 3 days, 14:31:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4831, loss_cls: 7.0942, loss: 7.0942 +2023-12-25 03:31:50,474 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 3 days, 14:30:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2366, top5_acc: 0.4961, loss_cls: 7.0736, loss: 7.0736 +2023-12-25 03:32:50,402 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 3 days, 14:29:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4933, loss_cls: 7.0621, loss: 7.0621 +2023-12-25 03:33:50,105 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 3 days, 14:27:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5017, loss_cls: 7.0146, loss: 7.0146 +2023-12-25 03:34:49,909 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 3 days, 14:26:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4959, loss_cls: 7.0383, loss: 7.0383 +2023-12-25 03:35:49,475 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 3 days, 14:24:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5022, loss_cls: 7.0417, loss: 7.0417 +2023-12-25 03:36:49,220 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 3 days, 14:23:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.4922, loss_cls: 7.0517, loss: 7.0517 +2023-12-25 03:37:49,448 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 3 days, 14:21:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5122, loss_cls: 6.9841, loss: 6.9841 +2023-12-25 03:38:49,449 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 3 days, 14:20:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.4972, loss_cls: 7.0391, loss: 7.0391 +2023-12-25 03:39:49,422 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 3 days, 14:18:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5031, loss_cls: 7.0268, loss: 7.0268 +2023-12-25 03:40:49,882 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 3 days, 14:17:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5020, loss_cls: 7.0308, loss: 7.0308 +2023-12-25 03:41:50,521 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 3 days, 14:16:10, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4955, loss_cls: 7.0413, loss: 7.0413 +2023-12-25 03:42:51,152 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 3 days, 14:14:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.4988, loss_cls: 7.0227, loss: 7.0227 +2023-12-25 03:43:51,642 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 3 days, 14:13:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5002, loss_cls: 7.0111, loss: 7.0111 +2023-12-25 03:44:22,166 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-25 03:46:20,268 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:46:21,058 - pyskl - INFO - +top1_acc 0.1912 +top5_acc 0.4130 +2023-12-25 03:46:21,058 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 03:46:21,095 - pyskl - INFO - +mean_acc 0.1909 +2023-12-25 03:46:21,101 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_14.pth was removed +2023-12-25 03:46:21,342 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2023-12-25 03:46:21,343 - pyskl - INFO - Best top1_acc is 0.1912 at 19 epoch. +2023-12-25 03:46:21,354 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1912, top5_acc: 0.4130, mean_class_accuracy: 0.1909 +2023-12-25 03:49:41,863 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 3 days, 14:24:18, time: 2.005, data_time: 1.403, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5066, loss_cls: 6.9908, loss: 6.9908 +2023-12-25 03:50:41,743 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 3 days, 14:22:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5011, loss_cls: 7.0148, loss: 7.0148 +2023-12-25 03:51:41,908 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 3 days, 14:21:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4941, loss_cls: 7.0646, loss: 7.0646 +2023-12-25 03:52:42,148 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 3 days, 14:20:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5058, loss_cls: 6.9888, loss: 6.9888 +2023-12-25 03:53:42,735 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 3 days, 14:18:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5169, loss_cls: 6.9406, loss: 6.9406 +2023-12-25 03:54:42,364 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 3 days, 14:17:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.5056, loss_cls: 7.0191, loss: 7.0191 +2023-12-25 03:55:42,458 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 3 days, 14:15:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5070, loss_cls: 7.0046, loss: 7.0046 +2023-12-25 03:56:42,513 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 3 days, 14:14:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5016, loss_cls: 7.0334, loss: 7.0334 +2023-12-25 03:57:42,372 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 3 days, 14:12:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5155, loss_cls: 7.0068, loss: 7.0068 +2023-12-25 03:58:43,142 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 3 days, 14:11:29, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5027, loss_cls: 7.0069, loss: 7.0069 +2023-12-25 03:59:42,927 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 3 days, 14:10:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4988, loss_cls: 7.0621, loss: 7.0621 +2023-12-25 04:00:43,512 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 3 days, 14:08:39, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5055, loss_cls: 7.0182, loss: 7.0182 +2023-12-25 04:01:44,646 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 3 days, 14:07:21, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2381, top5_acc: 0.4978, loss_cls: 7.0818, loss: 7.0818 +2023-12-25 04:02:45,353 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 3 days, 14:05:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5138, loss_cls: 6.9831, loss: 6.9831 +2023-12-25 04:03:45,595 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 3 days, 14:04:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5091, loss_cls: 7.0135, loss: 7.0135 +2023-12-25 04:04:45,903 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 3 days, 14:03:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.4941, loss_cls: 7.0466, loss: 7.0466 +2023-12-25 04:05:45,982 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 3 days, 14:01:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5028, loss_cls: 7.0163, loss: 7.0163 +2023-12-25 04:06:45,901 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 3 days, 14:00:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4936, loss_cls: 7.0588, loss: 7.0588 +2023-12-25 04:07:46,132 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 3 days, 13:58:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5017, loss_cls: 7.0203, loss: 7.0203 +2023-12-25 04:08:46,299 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 3 days, 13:57:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.4994, loss_cls: 7.0394, loss: 7.0394 +2023-12-25 04:09:46,590 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 3 days, 13:56:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5095, loss_cls: 6.9787, loss: 6.9787 +2023-12-25 04:10:47,516 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 3 days, 13:54:49, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.4977, loss_cls: 7.0476, loss: 7.0476 +2023-12-25 04:11:47,933 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 3 days, 13:53:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4911, loss_cls: 7.0513, loss: 7.0513 +2023-12-25 04:12:48,590 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 3 days, 13:52:05, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.5034, loss_cls: 7.0268, loss: 7.0268 +2023-12-25 04:13:48,919 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 3 days, 13:50:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.4994, loss_cls: 7.0150, loss: 7.0150 +2023-12-25 04:14:49,106 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 3 days, 13:49:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5000, loss_cls: 7.0335, loss: 7.0335 +2023-12-25 04:15:49,080 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 3 days, 13:47:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4975, loss_cls: 7.0356, loss: 7.0356 +2023-12-25 04:16:49,238 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 3 days, 13:46:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.4995, loss_cls: 7.0295, loss: 7.0295 +2023-12-25 04:17:49,375 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 3 days, 13:45:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5030, loss_cls: 7.0237, loss: 7.0237 +2023-12-25 04:18:50,328 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 3 days, 13:43:47, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.4914, loss_cls: 7.0701, loss: 7.0701 +2023-12-25 04:19:51,363 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 3 days, 13:42:29, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.4997, loss_cls: 7.0298, loss: 7.0298 +2023-12-25 04:20:52,036 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 3 days, 13:41:08, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5041, loss_cls: 7.0329, loss: 7.0329 +2023-12-25 04:21:52,504 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 3 days, 13:39:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5097, loss_cls: 7.0141, loss: 7.0141 +2023-12-25 04:22:53,161 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 3 days, 13:38:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4842, loss_cls: 7.0856, loss: 7.0856 +2023-12-25 04:23:53,237 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 3 days, 13:37:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4950, loss_cls: 7.0456, loss: 7.0456 +2023-12-25 04:24:53,081 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 3 days, 13:35:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5000, loss_cls: 7.0214, loss: 7.0214 +2023-12-25 04:25:53,622 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 3 days, 13:34:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5028, loss_cls: 7.0069, loss: 7.0069 +2023-12-25 04:26:23,686 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-25 04:28:22,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:28:24,017 - pyskl - INFO - +top1_acc 0.1784 +top5_acc 0.3968 +2023-12-25 04:28:24,018 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 04:28:24,056 - pyskl - INFO - +mean_acc 0.1782 +2023-12-25 04:28:24,065 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1784, top5_acc: 0.3968, mean_class_accuracy: 0.1782 +2023-12-25 04:31:35,015 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 3 days, 13:43:23, time: 1.909, data_time: 1.311, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5214, loss_cls: 6.9562, loss: 6.9562 +2023-12-25 04:32:35,255 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 3 days, 13:42:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5067, loss_cls: 6.9939, loss: 6.9939 +2023-12-25 04:33:35,062 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 3 days, 13:40:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5109, loss_cls: 6.9826, loss: 6.9826 +2023-12-25 04:34:35,116 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 3 days, 13:39:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.4923, loss_cls: 7.0153, loss: 7.0153 +2023-12-25 04:35:34,916 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 3 days, 13:37:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.4991, loss_cls: 7.0195, loss: 7.0195 +2023-12-25 04:36:34,683 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 3 days, 13:36:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2480, top5_acc: 0.5002, loss_cls: 7.0542, loss: 7.0542 +2023-12-25 04:37:35,048 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 3 days, 13:34:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4964, loss_cls: 7.0358, loss: 7.0358 +2023-12-25 04:38:35,519 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 3 days, 13:33:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5006, loss_cls: 7.0271, loss: 7.0271 +2023-12-25 04:39:35,251 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 3 days, 13:32:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2445, top5_acc: 0.4939, loss_cls: 7.0718, loss: 7.0718 +2023-12-25 04:40:34,803 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 3 days, 13:30:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.4986, loss_cls: 7.0288, loss: 7.0288 +2023-12-25 04:41:34,507 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 3 days, 13:29:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5142, loss_cls: 6.9960, loss: 6.9960 +2023-12-25 04:42:35,273 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 3 days, 13:27:50, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4952, loss_cls: 7.0453, loss: 7.0453 +2023-12-25 04:43:36,069 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 3 days, 13:26:31, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5192, loss_cls: 6.9922, loss: 6.9922 +2023-12-25 04:44:36,954 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 3 days, 13:25:12, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5141, loss_cls: 6.9835, loss: 6.9835 +2023-12-25 04:45:37,310 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 3 days, 13:23:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.5006, loss_cls: 7.0523, loss: 7.0523 +2023-12-25 04:46:38,093 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 3 days, 13:22:30, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4966, loss_cls: 7.0369, loss: 7.0369 +2023-12-25 04:47:38,335 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 3 days, 13:21:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5027, loss_cls: 7.0447, loss: 7.0447 +2023-12-25 04:48:38,243 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 3 days, 13:19:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4928, loss_cls: 7.0475, loss: 7.0475 +2023-12-25 04:49:38,023 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 3 days, 13:18:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4995, loss_cls: 7.0379, loss: 7.0379 +2023-12-25 04:50:37,847 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 3 days, 13:16:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.5094, loss_cls: 6.9984, loss: 6.9984 +2023-12-25 04:51:37,403 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 3 days, 13:15:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5086, loss_cls: 7.0184, loss: 7.0184 +2023-12-25 04:52:37,352 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 3 days, 13:14:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5044, loss_cls: 7.0031, loss: 7.0031 +2023-12-25 04:53:37,046 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 3 days, 13:12:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.4998, loss_cls: 7.0352, loss: 7.0352 +2023-12-25 04:54:36,942 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 3 days, 13:11:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5111, loss_cls: 6.9938, loss: 6.9938 +2023-12-25 04:55:36,890 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 3 days, 13:09:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4955, loss_cls: 7.0555, loss: 7.0555 +2023-12-25 04:56:36,784 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 3 days, 13:08:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4991, loss_cls: 7.0650, loss: 7.0650 +2023-12-25 04:57:36,800 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 3 days, 13:06:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5094, loss_cls: 7.0134, loss: 7.0134 +2023-12-25 04:58:36,755 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 3 days, 13:05:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5119, loss_cls: 6.9655, loss: 6.9655 +2023-12-25 04:59:36,648 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 3 days, 13:04:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5156, loss_cls: 6.9915, loss: 6.9915 +2023-12-25 05:00:36,482 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 3 days, 13:02:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5014, loss_cls: 7.0169, loss: 7.0169 +2023-12-25 05:01:36,466 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 3 days, 13:01:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.4945, loss_cls: 7.0434, loss: 7.0434 +2023-12-25 05:02:36,167 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 3 days, 12:59:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5019, loss_cls: 7.0145, loss: 7.0145 +2023-12-25 05:03:35,933 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 3 days, 12:58:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5050, loss_cls: 7.0473, loss: 7.0473 +2023-12-25 05:04:35,391 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 3 days, 12:57:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5028, loss_cls: 7.0107, loss: 7.0107 +2023-12-25 05:05:34,970 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 3 days, 12:55:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5058, loss_cls: 7.0021, loss: 7.0021 +2023-12-25 05:06:34,546 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 3 days, 12:54:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5183, loss_cls: 6.9816, loss: 6.9816 +2023-12-25 05:07:34,845 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 3 days, 12:52:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5114, loss_cls: 6.9480, loss: 6.9480 +2023-12-25 05:08:05,530 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-25 05:10:07,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:10:08,098 - pyskl - INFO - +top1_acc 0.1895 +top5_acc 0.4145 +2023-12-25 05:10:08,098 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 05:10:08,136 - pyskl - INFO - +mean_acc 0.1891 +2023-12-25 05:10:08,145 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1895, top5_acc: 0.4145, mean_class_accuracy: 0.1891 +2023-12-25 05:13:28,104 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 3 days, 13:02:19, time: 1.999, data_time: 1.399, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5131, loss_cls: 6.9894, loss: 6.9894 +2023-12-25 05:14:28,052 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 3 days, 13:00:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4903, loss_cls: 7.0495, loss: 7.0495 +2023-12-25 05:15:27,646 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 3 days, 12:59:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5064, loss_cls: 6.9719, loss: 6.9719 +2023-12-25 05:16:27,259 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 3 days, 12:58:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5089, loss_cls: 6.9860, loss: 6.9860 +2023-12-25 05:17:26,852 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 3 days, 12:56:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5006, loss_cls: 7.0116, loss: 7.0116 +2023-12-25 05:18:26,412 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 3 days, 12:55:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5153, loss_cls: 6.9616, loss: 6.9616 +2023-12-25 05:19:26,316 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 3 days, 12:53:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4994, loss_cls: 7.0486, loss: 7.0486 +2023-12-25 05:20:25,999 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 3 days, 12:52:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5106, loss_cls: 7.0071, loss: 7.0071 +2023-12-25 05:21:25,687 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 3 days, 12:50:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4969, loss_cls: 7.0832, loss: 7.0832 +2023-12-25 05:22:25,643 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 3 days, 12:49:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2480, top5_acc: 0.5053, loss_cls: 7.0009, loss: 7.0009 +2023-12-25 05:23:25,831 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 3 days, 12:48:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5130, loss_cls: 6.9860, loss: 6.9860 +2023-12-25 05:24:25,621 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 3 days, 12:46:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5012, loss_cls: 7.0099, loss: 7.0099 +2023-12-25 05:25:25,292 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 3 days, 12:45:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5089, loss_cls: 7.0277, loss: 7.0277 +2023-12-25 05:26:25,319 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 3 days, 12:43:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5055, loss_cls: 6.9974, loss: 6.9974 +2023-12-25 05:27:24,982 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 3 days, 12:42:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5141, loss_cls: 6.9608, loss: 6.9608 +2023-12-25 05:28:25,493 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 3 days, 12:41:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5027, loss_cls: 7.0240, loss: 7.0240 +2023-12-25 05:29:25,396 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 3 days, 12:39:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5145, loss_cls: 6.9770, loss: 6.9770 +2023-12-25 05:30:25,385 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 3 days, 12:38:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5017, loss_cls: 7.0201, loss: 7.0201 +2023-12-25 05:31:25,186 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 3 days, 12:36:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5028, loss_cls: 7.0010, loss: 7.0010 +2023-12-25 05:32:24,881 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 3 days, 12:35:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4909, loss_cls: 7.0719, loss: 7.0719 +2023-12-25 05:33:24,504 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 3 days, 12:34:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4913, loss_cls: 7.0616, loss: 7.0616 +2023-12-25 05:34:23,991 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 3 days, 12:32:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5100, loss_cls: 6.9817, loss: 6.9817 +2023-12-25 05:35:23,578 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 3 days, 12:31:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5067, loss_cls: 7.0189, loss: 7.0189 +2023-12-25 05:36:23,238 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 3 days, 12:29:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.4986, loss_cls: 7.0386, loss: 7.0386 +2023-12-25 05:37:23,109 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 3 days, 12:28:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5059, loss_cls: 7.0487, loss: 7.0487 +2023-12-25 05:38:23,027 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 3 days, 12:27:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5038, loss_cls: 7.0150, loss: 7.0150 +2023-12-25 05:39:22,683 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 3 days, 12:25:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5047, loss_cls: 6.9854, loss: 6.9854 +2023-12-25 05:40:22,568 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 3 days, 12:24:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.5031, loss_cls: 7.0181, loss: 7.0181 +2023-12-25 05:41:22,000 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 3 days, 12:22:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4970, loss_cls: 7.0430, loss: 7.0430 +2023-12-25 05:42:21,619 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 3 days, 12:21:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5072, loss_cls: 6.9508, loss: 6.9508 +2023-12-25 05:43:21,212 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 3 days, 12:20:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5052, loss_cls: 7.0325, loss: 7.0325 +2023-12-25 05:44:20,908 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 3 days, 12:18:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4981, loss_cls: 7.0426, loss: 7.0426 +2023-12-25 05:45:20,706 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 3 days, 12:17:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5025, loss_cls: 7.0183, loss: 7.0183 +2023-12-25 05:46:20,474 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 3 days, 12:15:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5045, loss_cls: 7.0084, loss: 7.0084 +2023-12-25 05:47:20,166 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 3 days, 12:14:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4956, loss_cls: 7.0464, loss: 7.0464 +2023-12-25 05:48:19,607 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 3 days, 12:13:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5039, loss_cls: 6.9928, loss: 6.9928 +2023-12-25 05:49:19,589 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 3 days, 12:11:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5064, loss_cls: 7.0180, loss: 7.0180 +2023-12-25 05:49:49,669 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-25 05:51:48,168 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:51:48,983 - pyskl - INFO - +top1_acc 0.1731 +top5_acc 0.3894 +2023-12-25 05:51:48,983 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 05:51:49,015 - pyskl - INFO - +mean_acc 0.1730 +2023-12-25 05:51:49,025 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.1731, top5_acc: 0.3894, mean_class_accuracy: 0.1730 +2023-12-25 05:55:02,001 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 3 days, 12:19:56, time: 1.930, data_time: 1.330, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5059, loss_cls: 6.9780, loss: 6.9780 +2023-12-25 05:56:01,867 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 3 days, 12:18:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4936, loss_cls: 7.0556, loss: 7.0556 +2023-12-25 05:57:01,585 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 3 days, 12:17:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5081, loss_cls: 6.9779, loss: 6.9779 +2023-12-25 05:58:01,197 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 3 days, 12:15:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4995, loss_cls: 7.0082, loss: 7.0082 +2023-12-25 05:59:01,183 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 3 days, 12:14:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.4977, loss_cls: 7.0264, loss: 7.0264 +2023-12-25 06:00:00,837 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 3 days, 12:12:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5081, loss_cls: 7.0129, loss: 7.0129 +2023-12-25 06:01:00,764 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 3 days, 12:11:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5062, loss_cls: 6.9753, loss: 6.9753 +2023-12-25 06:02:00,776 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 3 days, 12:10:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5022, loss_cls: 7.0241, loss: 7.0241 +2023-12-25 06:03:00,507 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 3 days, 12:08:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5008, loss_cls: 6.9997, loss: 6.9997 +2023-12-25 06:04:00,110 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 3 days, 12:07:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5086, loss_cls: 6.9692, loss: 6.9692 +2023-12-25 06:04:59,728 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 3 days, 12:05:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4911, loss_cls: 7.0516, loss: 7.0516 +2023-12-25 06:05:59,408 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 3 days, 12:04:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5009, loss_cls: 7.0524, loss: 7.0524 +2023-12-25 06:06:59,001 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 3 days, 12:03:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5025, loss_cls: 7.0360, loss: 7.0360 +2023-12-25 06:07:58,624 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 3 days, 12:01:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5261, loss_cls: 6.9499, loss: 6.9499 +2023-12-25 06:08:58,772 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 3 days, 12:00:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5086, loss_cls: 6.9931, loss: 6.9931 +2023-12-25 06:09:58,301 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 3 days, 11:59:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5056, loss_cls: 7.0209, loss: 7.0209 +2023-12-25 06:10:57,900 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 3 days, 11:57:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5119, loss_cls: 6.9896, loss: 6.9896 +2023-12-25 06:11:57,489 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 3 days, 11:56:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5070, loss_cls: 6.9979, loss: 6.9979 +2023-12-25 06:12:57,364 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 3 days, 11:54:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4847, loss_cls: 7.0768, loss: 7.0768 +2023-12-25 06:13:57,375 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 3 days, 11:53:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5095, loss_cls: 6.9913, loss: 6.9913 +2023-12-25 06:14:57,377 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 3 days, 11:52:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4989, loss_cls: 7.0590, loss: 7.0590 +2023-12-25 06:15:57,171 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 3 days, 11:50:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5061, loss_cls: 6.9872, loss: 6.9872 +2023-12-25 06:16:56,711 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 3 days, 11:49:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.4994, loss_cls: 7.0162, loss: 7.0162 +2023-12-25 06:17:57,224 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 3 days, 11:48:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5156, loss_cls: 6.9641, loss: 6.9641 +2023-12-25 06:18:58,136 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 3 days, 11:46:45, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5089, loss_cls: 6.9789, loss: 6.9789 +2023-12-25 06:19:58,418 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 3 days, 11:45:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5131, loss_cls: 7.0038, loss: 7.0038 +2023-12-25 06:20:58,498 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 3 days, 11:44:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5114, loss_cls: 7.0184, loss: 7.0184 +2023-12-25 06:21:58,341 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 3 days, 11:42:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5077, loss_cls: 7.0163, loss: 7.0163 +2023-12-25 06:22:58,104 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 3 days, 11:41:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.4973, loss_cls: 7.0371, loss: 7.0371 +2023-12-25 06:23:57,883 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 3 days, 11:39:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5152, loss_cls: 6.9992, loss: 6.9992 +2023-12-25 06:24:57,696 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 3 days, 11:38:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5103, loss_cls: 6.9482, loss: 6.9482 +2023-12-25 06:25:57,316 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 3 days, 11:37:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.5019, loss_cls: 7.0411, loss: 7.0411 +2023-12-25 06:26:57,154 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 3 days, 11:35:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5048, loss_cls: 7.0122, loss: 7.0122 +2023-12-25 06:27:56,897 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 3 days, 11:34:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5030, loss_cls: 7.0051, loss: 7.0051 +2023-12-25 06:28:56,528 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 3 days, 11:33:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5117, loss_cls: 6.9576, loss: 6.9576 +2023-12-25 06:29:56,419 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 3 days, 11:31:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5173, loss_cls: 6.9705, loss: 6.9705 +2023-12-25 06:30:56,332 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 3 days, 11:30:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5042, loss_cls: 7.0285, loss: 7.0285 +2023-12-25 06:31:26,820 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-25 06:33:24,931 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:33:26,012 - pyskl - INFO - +top1_acc 0.1780 +top5_acc 0.3909 +2023-12-25 06:33:26,012 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 06:33:26,054 - pyskl - INFO - +mean_acc 0.1778 +2023-12-25 06:33:26,065 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.1780, top5_acc: 0.3909, mean_class_accuracy: 0.1778 +2023-12-25 06:36:42,197 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 3 days, 11:38:22, time: 1.961, data_time: 1.359, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5019, loss_cls: 6.9976, loss: 6.9976 +2023-12-25 06:37:42,460 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 3 days, 11:37:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5150, loss_cls: 6.9622, loss: 6.9622 +2023-12-25 06:38:42,569 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 3 days, 11:35:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5067, loss_cls: 6.9940, loss: 6.9940 +2023-12-25 06:39:42,660 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 3 days, 11:34:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5066, loss_cls: 6.9645, loss: 6.9645 +2023-12-25 06:40:43,264 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 3 days, 11:33:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5020, loss_cls: 7.0009, loss: 7.0009 +2023-12-25 06:41:43,545 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 3 days, 11:31:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5103, loss_cls: 7.0053, loss: 7.0053 +2023-12-25 06:42:44,169 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 3 days, 11:30:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5153, loss_cls: 6.9682, loss: 6.9682 +2023-12-25 06:43:45,217 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 3 days, 11:29:09, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5141, loss_cls: 6.9707, loss: 6.9707 +2023-12-25 06:44:45,649 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 3 days, 11:27:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5114, loss_cls: 6.9833, loss: 6.9833 +2023-12-25 06:45:45,613 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 3 days, 11:26:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5145, loss_cls: 6.9832, loss: 6.9832 +2023-12-25 06:46:45,331 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 3 days, 11:25:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5117, loss_cls: 6.9643, loss: 6.9643 +2023-12-25 06:47:45,326 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 3 days, 11:23:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5173, loss_cls: 6.9617, loss: 6.9617 +2023-12-25 06:48:45,101 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 3 days, 11:22:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5072, loss_cls: 7.0015, loss: 7.0015 +2023-12-25 06:49:45,033 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 3 days, 11:21:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5116, loss_cls: 6.9705, loss: 6.9705 +2023-12-25 06:50:44,833 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 3 days, 11:19:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.4953, loss_cls: 7.0230, loss: 7.0230 +2023-12-25 06:51:44,676 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 3 days, 11:18:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5009, loss_cls: 7.0175, loss: 7.0175 +2023-12-25 06:52:44,615 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 3 days, 11:16:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5045, loss_cls: 6.9934, loss: 6.9934 +2023-12-25 06:53:44,660 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 3 days, 11:15:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5058, loss_cls: 6.9860, loss: 6.9860 +2023-12-25 06:54:45,743 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 3 days, 11:14:22, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.5034, loss_cls: 7.0424, loss: 7.0424 +2023-12-25 06:55:46,023 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 3 days, 11:13:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4955, loss_cls: 7.0236, loss: 7.0236 +2023-12-25 06:56:47,306 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 3 days, 11:11:49, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5050, loss_cls: 6.9850, loss: 6.9850 +2023-12-25 06:57:47,967 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 3 days, 11:10:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5016, loss_cls: 7.0337, loss: 7.0337 +2023-12-25 06:58:48,775 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 3 days, 11:09:16, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.5006, loss_cls: 7.0196, loss: 7.0196 +2023-12-25 06:59:49,340 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 3 days, 11:07:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4928, loss_cls: 7.0718, loss: 7.0718 +2023-12-25 07:00:49,908 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 3 days, 11:06:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5055, loss_cls: 7.0401, loss: 7.0401 +2023-12-25 07:01:50,000 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 3 days, 11:05:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4961, loss_cls: 7.0576, loss: 7.0576 +2023-12-25 07:02:49,643 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 3 days, 11:03:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5052, loss_cls: 7.0169, loss: 7.0169 +2023-12-25 07:03:49,216 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 3 days, 11:02:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.5070, loss_cls: 7.0101, loss: 7.0101 +2023-12-25 07:04:48,874 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 3 days, 11:01:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5077, loss_cls: 6.9739, loss: 6.9739 +2023-12-25 07:05:48,444 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 3 days, 10:59:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5052, loss_cls: 7.0083, loss: 7.0083 +2023-12-25 07:06:47,984 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 3 days, 10:58:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5175, loss_cls: 6.9675, loss: 6.9675 +2023-12-25 07:07:48,106 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 3 days, 10:57:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5020, loss_cls: 7.0319, loss: 7.0319 +2023-12-25 07:08:47,630 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 3 days, 10:55:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.5056, loss_cls: 7.0168, loss: 7.0168 +2023-12-25 07:09:47,301 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 3 days, 10:54:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5034, loss_cls: 7.0443, loss: 7.0443 +2023-12-25 07:10:46,971 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 3 days, 10:53:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5055, loss_cls: 7.0127, loss: 7.0127 +2023-12-25 07:11:46,532 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 3 days, 10:51:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5008, loss_cls: 7.0130, loss: 7.0130 +2023-12-25 07:12:46,320 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 3 days, 10:50:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5152, loss_cls: 6.9895, loss: 6.9895 +2023-12-25 07:13:16,674 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-25 07:15:17,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:15:18,240 - pyskl - INFO - +top1_acc 0.2022 +top5_acc 0.4388 +2023-12-25 07:15:18,240 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 07:15:18,284 - pyskl - INFO - +mean_acc 0.2018 +2023-12-25 07:15:18,290 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_19.pth was removed +2023-12-25 07:15:18,568 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2023-12-25 07:15:18,569 - pyskl - INFO - Best top1_acc is 0.2022 at 24 epoch. +2023-12-25 07:15:18,581 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.2022, top5_acc: 0.4388, mean_class_accuracy: 0.2018 +2023-12-25 07:18:37,107 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 3 days, 10:58:05, time: 1.985, data_time: 1.383, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5230, loss_cls: 6.9523, loss: 6.9523 +2023-12-25 07:19:37,548 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 3 days, 10:56:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5061, loss_cls: 6.9783, loss: 6.9783 +2023-12-25 07:20:37,454 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 3 days, 10:55:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5088, loss_cls: 6.9823, loss: 6.9823 +2023-12-25 07:21:37,260 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 3 days, 10:54:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5088, loss_cls: 6.9818, loss: 6.9818 +2023-12-25 07:22:36,756 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 3 days, 10:52:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5095, loss_cls: 6.9921, loss: 6.9921 +2023-12-25 07:23:36,112 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 3 days, 10:51:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5044, loss_cls: 7.0135, loss: 7.0135 +2023-12-25 07:24:35,728 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 3 days, 10:49:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5023, loss_cls: 6.9869, loss: 6.9869 +2023-12-25 07:25:35,201 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 3 days, 10:48:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5028, loss_cls: 7.0060, loss: 7.0060 +2023-12-25 07:26:34,757 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 3 days, 10:47:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5141, loss_cls: 6.9732, loss: 6.9732 +2023-12-25 07:27:34,164 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 3 days, 10:45:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5116, loss_cls: 6.9944, loss: 6.9944 +2023-12-25 07:28:33,693 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 3 days, 10:44:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4997, loss_cls: 7.0190, loss: 7.0190 +2023-12-25 07:29:33,398 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 3 days, 10:43:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5088, loss_cls: 7.0023, loss: 7.0023 +2023-12-25 07:30:33,289 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 3 days, 10:41:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5078, loss_cls: 6.9785, loss: 6.9785 +2023-12-25 07:31:33,188 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 3 days, 10:40:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5022, loss_cls: 6.9925, loss: 6.9925 +2023-12-25 07:32:33,309 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 3 days, 10:39:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5053, loss_cls: 7.0029, loss: 7.0029 +2023-12-25 07:33:33,252 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 3 days, 10:37:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5011, loss_cls: 6.9996, loss: 6.9996 +2023-12-25 07:34:33,103 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 3 days, 10:36:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5064, loss_cls: 6.9790, loss: 6.9790 +2023-12-25 07:35:33,034 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 3 days, 10:35:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5041, loss_cls: 7.0206, loss: 7.0206 +2023-12-25 07:36:32,848 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 3 days, 10:33:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5078, loss_cls: 6.9613, loss: 6.9613 +2023-12-25 07:37:33,917 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 3 days, 10:32:26, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.5002, loss_cls: 7.0128, loss: 7.0128 +2023-12-25 07:38:34,456 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 3 days, 10:31:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5041, loss_cls: 6.9822, loss: 6.9822 +2023-12-25 07:39:34,375 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 3 days, 10:29:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5097, loss_cls: 6.9666, loss: 6.9666 +2023-12-25 07:40:34,865 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 3 days, 10:28:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5020, loss_cls: 7.0288, loss: 7.0288 +2023-12-25 07:41:35,290 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 3 days, 10:27:14, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.4964, loss_cls: 7.0110, loss: 7.0110 +2023-12-25 07:42:36,164 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 3 days, 10:25:59, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5019, loss_cls: 6.9870, loss: 6.9870 +2023-12-25 07:43:36,717 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 3 days, 10:24:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5019, loss_cls: 7.0173, loss: 7.0173 +2023-12-25 07:44:36,397 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 3 days, 10:23:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5028, loss_cls: 6.9707, loss: 6.9707 +2023-12-25 07:45:35,985 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 3 days, 10:22:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5009, loss_cls: 7.0354, loss: 7.0354 +2023-12-25 07:46:35,936 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 3 days, 10:20:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5067, loss_cls: 6.9595, loss: 6.9595 +2023-12-25 07:47:35,468 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 3 days, 10:19:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5003, loss_cls: 6.9810, loss: 6.9810 +2023-12-25 07:48:35,291 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 3 days, 10:17:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5047, loss_cls: 6.9772, loss: 6.9772 +2023-12-25 07:49:35,106 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 3 days, 10:16:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5092, loss_cls: 6.9913, loss: 6.9913 +2023-12-25 07:50:34,696 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 3 days, 10:15:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5086, loss_cls: 7.0153, loss: 7.0153 +2023-12-25 07:51:34,331 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 3 days, 10:13:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5077, loss_cls: 7.0097, loss: 7.0097 +2023-12-25 07:52:34,019 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 3 days, 10:12:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5017, loss_cls: 7.0286, loss: 7.0286 +2023-12-25 07:53:33,881 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 3 days, 10:11:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5077, loss_cls: 7.0063, loss: 7.0063 +2023-12-25 07:54:34,522 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 3 days, 10:10:00, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5058, loss_cls: 7.0082, loss: 7.0082 +2023-12-25 07:55:05,138 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-25 07:57:05,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:57:06,133 - pyskl - INFO - +top1_acc 0.1960 +top5_acc 0.4191 +2023-12-25 07:57:06,134 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 07:57:06,168 - pyskl - INFO - +mean_acc 0.1958 +2023-12-25 07:57:06,177 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.1960, top5_acc: 0.4191, mean_class_accuracy: 0.1958 +2023-12-25 08:00:25,041 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 3 days, 10:17:20, time: 1.989, data_time: 1.385, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5111, loss_cls: 6.9799, loss: 6.9799 +2023-12-25 08:01:25,360 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 3 days, 10:16:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5086, loss_cls: 6.9902, loss: 6.9902 +2023-12-25 08:02:25,188 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 3 days, 10:14:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5272, loss_cls: 6.9197, loss: 6.9197 +2023-12-25 08:03:25,298 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 3 days, 10:13:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5073, loss_cls: 6.9802, loss: 6.9802 +2023-12-25 08:04:25,972 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 3 days, 10:12:06, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5228, loss_cls: 6.9343, loss: 6.9343 +2023-12-25 08:05:27,168 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 3 days, 10:10:53, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.5009, loss_cls: 7.0186, loss: 7.0186 +2023-12-25 08:06:27,976 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 3 days, 10:09:37, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5162, loss_cls: 6.9607, loss: 6.9607 +2023-12-25 08:07:28,016 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 3 days, 10:08:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5059, loss_cls: 6.9786, loss: 6.9786 +2023-12-25 08:08:28,409 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 3 days, 10:07:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5067, loss_cls: 6.9686, loss: 6.9686 +2023-12-25 08:09:28,326 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 3 days, 10:05:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5091, loss_cls: 6.9790, loss: 6.9790 +2023-12-25 08:10:28,087 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 3 days, 10:04:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5056, loss_cls: 7.0086, loss: 7.0086 +2023-12-25 08:11:28,233 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 3 days, 10:03:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.5069, loss_cls: 7.0123, loss: 7.0123 +2023-12-25 08:12:28,021 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 3 days, 10:01:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5064, loss_cls: 6.9814, loss: 6.9814 +2023-12-25 08:13:27,859 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 3 days, 10:00:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5138, loss_cls: 6.9518, loss: 6.9518 +2023-12-25 08:14:27,506 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 3 days, 9:59:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5178, loss_cls: 6.9630, loss: 6.9630 +2023-12-25 08:15:27,606 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 3 days, 9:57:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5036, loss_cls: 6.9987, loss: 6.9987 +2023-12-25 08:16:27,508 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 3 days, 9:56:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5106, loss_cls: 6.9969, loss: 6.9969 +2023-12-25 08:17:27,390 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 3 days, 9:55:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5073, loss_cls: 6.9841, loss: 6.9841 +2023-12-25 08:18:27,256 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 3 days, 9:53:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5027, loss_cls: 7.0259, loss: 7.0259 +2023-12-25 08:19:27,015 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 3 days, 9:52:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5078, loss_cls: 7.0054, loss: 7.0054 +2023-12-25 08:20:26,662 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 3 days, 9:51:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5069, loss_cls: 6.9923, loss: 6.9923 +2023-12-25 08:21:26,547 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 3 days, 9:49:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5022, loss_cls: 7.0528, loss: 7.0528 +2023-12-25 08:22:26,109 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 3 days, 9:48:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5056, loss_cls: 6.9926, loss: 6.9926 +2023-12-25 08:23:26,141 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 3 days, 9:47:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5091, loss_cls: 6.9785, loss: 6.9785 +2023-12-25 08:24:25,848 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 3 days, 9:45:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5100, loss_cls: 6.9863, loss: 6.9863 +2023-12-25 08:25:25,544 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 3 days, 9:44:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.4994, loss_cls: 7.0121, loss: 7.0121 +2023-12-25 08:26:25,542 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 3 days, 9:43:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4953, loss_cls: 7.0188, loss: 7.0188 +2023-12-25 08:27:25,599 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 3 days, 9:41:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4980, loss_cls: 7.0419, loss: 7.0419 +2023-12-25 08:28:25,174 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 3 days, 9:40:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5081, loss_cls: 6.9800, loss: 6.9800 +2023-12-25 08:29:25,262 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 3 days, 9:39:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5094, loss_cls: 6.9766, loss: 6.9766 +2023-12-25 08:30:25,268 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 3 days, 9:37:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5103, loss_cls: 7.0076, loss: 7.0076 +2023-12-25 08:31:25,031 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 3 days, 9:36:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4967, loss_cls: 7.0496, loss: 7.0496 +2023-12-25 08:32:24,963 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 3 days, 9:35:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5114, loss_cls: 7.0074, loss: 7.0074 +2023-12-25 08:33:25,191 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 3 days, 9:33:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.4948, loss_cls: 7.0446, loss: 7.0446 +2023-12-25 08:34:26,358 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 3 days, 9:32:41, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5111, loss_cls: 6.9681, loss: 6.9681 +2023-12-25 08:35:27,346 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 3 days, 9:31:28, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5042, loss_cls: 7.0173, loss: 7.0173 +2023-12-25 08:36:28,030 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 3 days, 9:30:13, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.4905, loss_cls: 7.0531, loss: 7.0531 +2023-12-25 08:36:58,657 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-25 08:39:01,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:39:02,674 - pyskl - INFO - +top1_acc 0.1902 +top5_acc 0.4233 +2023-12-25 08:39:02,674 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 08:39:02,711 - pyskl - INFO - +mean_acc 0.1899 +2023-12-25 08:39:02,721 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1902, top5_acc: 0.4233, mean_class_accuracy: 0.1899 +2023-12-25 08:42:18,962 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 3 days, 9:36:56, time: 1.962, data_time: 1.361, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5130, loss_cls: 6.9589, loss: 6.9589 +2023-12-25 08:43:19,596 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 3 days, 9:35:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5098, loss_cls: 6.9813, loss: 6.9813 +2023-12-25 08:44:19,884 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 3 days, 9:34:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5119, loss_cls: 6.9711, loss: 6.9711 +2023-12-25 08:45:19,754 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 3 days, 9:33:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4959, loss_cls: 7.0380, loss: 7.0380 +2023-12-25 08:46:19,997 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 3 days, 9:31:46, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5078, loss_cls: 6.9499, loss: 6.9499 +2023-12-25 08:47:19,767 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 3 days, 9:30:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5084, loss_cls: 6.9532, loss: 6.9532 +2023-12-25 08:48:19,635 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 3 days, 9:29:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5036, loss_cls: 6.9935, loss: 6.9935 +2023-12-25 08:49:19,304 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 3 days, 9:27:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5031, loss_cls: 6.9941, loss: 6.9941 +2023-12-25 08:50:19,075 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 3 days, 9:26:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5125, loss_cls: 6.9389, loss: 6.9389 +2023-12-25 08:51:18,830 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 3 days, 9:25:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5078, loss_cls: 6.9821, loss: 6.9821 +2023-12-25 08:52:18,684 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 3 days, 9:23:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5219, loss_cls: 6.9732, loss: 6.9732 +2023-12-25 08:53:18,706 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 3 days, 9:22:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5105, loss_cls: 6.9785, loss: 6.9785 +2023-12-25 08:54:18,570 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 3 days, 9:21:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5052, loss_cls: 7.0203, loss: 7.0203 +2023-12-25 08:55:18,318 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 3 days, 9:19:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5186, loss_cls: 6.9872, loss: 6.9872 +2023-12-25 08:56:18,161 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 3 days, 9:18:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5111, loss_cls: 6.9651, loss: 6.9651 +2023-12-25 08:57:19,342 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 3 days, 9:17:20, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5150, loss_cls: 6.9474, loss: 6.9474 +2023-12-25 08:58:20,220 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 3 days, 9:16:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5145, loss_cls: 6.9614, loss: 6.9614 +2023-12-25 08:59:21,048 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 3 days, 9:14:51, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4984, loss_cls: 7.0603, loss: 7.0603 +2023-12-25 09:00:21,057 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 3 days, 9:13:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5044, loss_cls: 6.9963, loss: 6.9963 +2023-12-25 09:01:20,713 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 3 days, 9:12:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5262, loss_cls: 6.9058, loss: 6.9058 +2023-12-25 09:02:20,827 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 3 days, 9:10:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5122, loss_cls: 6.9870, loss: 6.9870 +2023-12-25 09:03:20,436 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 3 days, 9:09:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5089, loss_cls: 6.9650, loss: 6.9650 +2023-12-25 09:04:20,650 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 3 days, 9:08:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5178, loss_cls: 6.9561, loss: 6.9561 +2023-12-25 09:05:20,376 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 9:06:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5112, loss_cls: 6.9596, loss: 6.9596 +2023-12-25 09:06:19,817 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 9:05:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5058, loss_cls: 6.9697, loss: 6.9697 +2023-12-25 09:07:19,814 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 9:04:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5078, loss_cls: 7.0228, loss: 7.0228 +2023-12-25 09:08:19,493 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 9:03:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5039, loss_cls: 7.0126, loss: 7.0126 +2023-12-25 09:09:18,956 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 9:01:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.5025, loss_cls: 7.0160, loss: 7.0160 +2023-12-25 09:10:18,561 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 9:00:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.4969, loss_cls: 7.0274, loss: 7.0274 +2023-12-25 09:11:18,229 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 8:59:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5075, loss_cls: 6.9779, loss: 6.9779 +2023-12-25 09:12:18,620 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 8:57:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5059, loss_cls: 6.9906, loss: 6.9906 +2023-12-25 09:13:19,607 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 8:56:33, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.5022, loss_cls: 7.0042, loss: 7.0042 +2023-12-25 09:14:19,649 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 8:55:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.4984, loss_cls: 7.0418, loss: 7.0418 +2023-12-25 09:15:20,352 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 8:54:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5078, loss_cls: 6.9844, loss: 6.9844 +2023-12-25 09:16:20,901 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 8:52:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4986, loss_cls: 7.0276, loss: 7.0276 +2023-12-25 09:17:20,586 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 8:51:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.5022, loss_cls: 7.0329, loss: 7.0329 +2023-12-25 09:18:21,136 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 8:50:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5098, loss_cls: 7.0012, loss: 7.0012 +2023-12-25 09:18:51,788 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-25 09:20:53,583 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:20:54,447 - pyskl - INFO - +top1_acc 0.1854 +top5_acc 0.4094 +2023-12-25 09:20:54,447 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 09:20:54,490 - pyskl - INFO - +mean_acc 0.1853 +2023-12-25 09:20:54,502 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.1854, top5_acc: 0.4094, mean_class_accuracy: 0.1853 +2023-12-25 09:24:14,838 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 8:56:52, time: 2.003, data_time: 1.399, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5094, loss_cls: 6.9580, loss: 6.9580 +2023-12-25 09:25:15,047 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 8:55:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5141, loss_cls: 6.9599, loss: 6.9599 +2023-12-25 09:26:15,243 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 8:54:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5091, loss_cls: 6.9471, loss: 6.9471 +2023-12-25 09:27:15,241 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 8:52:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5155, loss_cls: 6.9446, loss: 6.9446 +2023-12-25 09:28:15,131 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 8:51:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5055, loss_cls: 6.9951, loss: 6.9951 +2023-12-25 09:29:14,792 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 8:50:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5136, loss_cls: 6.9703, loss: 6.9703 +2023-12-25 09:30:14,655 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 8:49:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5195, loss_cls: 6.9592, loss: 6.9592 +2023-12-25 09:31:14,347 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 8:47:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5089, loss_cls: 7.0229, loss: 7.0229 +2023-12-25 09:32:13,880 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 8:46:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5020, loss_cls: 6.9912, loss: 6.9912 +2023-12-25 09:33:13,667 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 8:45:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5142, loss_cls: 6.9789, loss: 6.9789 +2023-12-25 09:34:13,451 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 8:43:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5131, loss_cls: 6.9582, loss: 6.9582 +2023-12-25 09:35:13,879 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 8:42:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5019, loss_cls: 7.0341, loss: 7.0341 +2023-12-25 09:36:13,558 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 8:41:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5116, loss_cls: 6.9956, loss: 6.9956 +2023-12-25 09:37:13,614 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 8:39:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5242, loss_cls: 6.9026, loss: 6.9026 +2023-12-25 09:38:13,436 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 8:38:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5073, loss_cls: 6.9801, loss: 6.9801 +2023-12-25 09:39:13,606 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 8:37:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5108, loss_cls: 6.9439, loss: 6.9439 +2023-12-25 09:40:13,211 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 8:35:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5088, loss_cls: 7.0124, loss: 7.0124 +2023-12-25 09:41:13,323 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 8:34:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5153, loss_cls: 6.9670, loss: 6.9670 +2023-12-25 09:42:13,469 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 8:33:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5183, loss_cls: 6.9225, loss: 6.9225 +2023-12-25 09:43:13,316 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 8:32:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5038, loss_cls: 6.9911, loss: 6.9911 +2023-12-25 09:44:13,462 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 8:30:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5130, loss_cls: 6.9697, loss: 6.9697 +2023-12-25 09:45:13,160 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 8:29:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5100, loss_cls: 6.9915, loss: 6.9915 +2023-12-25 09:46:13,334 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 8:28:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5020, loss_cls: 7.0450, loss: 7.0450 +2023-12-25 09:47:13,744 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 8:27:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5030, loss_cls: 6.9973, loss: 6.9973 +2023-12-25 09:48:13,991 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 8:25:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5038, loss_cls: 7.0108, loss: 7.0108 +2023-12-25 09:49:13,702 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 8:24:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5106, loss_cls: 6.9741, loss: 6.9741 +2023-12-25 09:50:13,757 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 8:23:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.5005, loss_cls: 6.9989, loss: 6.9989 +2023-12-25 09:51:14,046 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 8:21:52, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5111, loss_cls: 6.9861, loss: 6.9861 +2023-12-25 09:52:13,966 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 8:20:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5055, loss_cls: 7.0007, loss: 7.0007 +2023-12-25 09:53:13,606 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 8:19:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5055, loss_cls: 6.9939, loss: 6.9939 +2023-12-25 09:54:13,543 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 8:17:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5114, loss_cls: 6.9681, loss: 6.9681 +2023-12-25 09:55:13,450 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 8:16:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5053, loss_cls: 7.0009, loss: 7.0009 +2023-12-25 09:56:12,958 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 8:15:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4964, loss_cls: 7.0388, loss: 7.0388 +2023-12-25 09:57:12,508 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 8:14:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.4967, loss_cls: 7.0275, loss: 7.0275 +2023-12-25 09:58:12,186 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 8:12:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5178, loss_cls: 6.9456, loss: 6.9456 +2023-12-25 09:59:11,731 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 8:11:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5064, loss_cls: 6.9970, loss: 6.9970 +2023-12-25 10:00:12,458 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 8:10:12, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5173, loss_cls: 6.9704, loss: 6.9704 +2023-12-25 10:00:42,620 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-25 10:02:42,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:02:43,798 - pyskl - INFO - +top1_acc 0.1697 +top5_acc 0.3779 +2023-12-25 10:02:43,798 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 10:02:43,837 - pyskl - INFO - +mean_acc 0.1696 +2023-12-25 10:02:43,847 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.1697, top5_acc: 0.3779, mean_class_accuracy: 0.1696 +2023-12-25 10:06:05,113 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 8:16:35, time: 2.013, data_time: 1.409, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5211, loss_cls: 6.9397, loss: 6.9397 +2023-12-25 10:07:06,192 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 8:15:22, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5036, loss_cls: 6.9667, loss: 6.9667 +2023-12-25 10:08:06,113 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 8:14:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5106, loss_cls: 6.9518, loss: 6.9518 +2023-12-25 10:09:06,033 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 8:12:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5072, loss_cls: 7.0125, loss: 7.0125 +2023-12-25 10:10:06,541 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 8:11:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5225, loss_cls: 6.9340, loss: 6.9340 +2023-12-25 10:11:06,243 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 8:10:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5164, loss_cls: 6.9486, loss: 6.9486 +2023-12-25 10:12:06,065 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 8:08:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5203, loss_cls: 6.9681, loss: 6.9681 +2023-12-25 10:13:06,303 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 8:07:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5116, loss_cls: 6.9871, loss: 6.9871 +2023-12-25 10:14:06,121 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 8:06:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5128, loss_cls: 6.9810, loss: 6.9810 +2023-12-25 10:15:06,125 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 8:05:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5088, loss_cls: 7.0119, loss: 7.0119 +2023-12-25 10:16:05,818 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 8:03:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5106, loss_cls: 6.9526, loss: 6.9526 +2023-12-25 10:17:06,304 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 8:02:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5155, loss_cls: 6.9669, loss: 6.9669 +2023-12-25 10:18:07,292 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 8:01:18, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.5031, loss_cls: 7.0251, loss: 7.0251 +2023-12-25 10:19:06,796 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 7:59:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5070, loss_cls: 6.9989, loss: 6.9989 +2023-12-25 10:20:07,594 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 7:58:45, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5098, loss_cls: 6.9671, loss: 6.9671 +2023-12-25 10:21:07,511 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 7:57:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5166, loss_cls: 6.9697, loss: 6.9697 +2023-12-25 10:22:07,638 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 7:56:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5089, loss_cls: 6.9786, loss: 6.9786 +2023-12-25 10:23:07,773 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 7:54:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5109, loss_cls: 6.9927, loss: 6.9927 +2023-12-25 10:24:07,861 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 7:53:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5105, loss_cls: 6.9809, loss: 6.9809 +2023-12-25 10:25:08,066 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 7:52:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5161, loss_cls: 6.9689, loss: 6.9689 +2023-12-25 10:26:07,838 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 7:51:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2480, top5_acc: 0.4991, loss_cls: 7.0409, loss: 7.0409 +2023-12-25 10:27:07,856 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 7:49:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5091, loss_cls: 6.9955, loss: 6.9955 +2023-12-25 10:28:07,646 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 7:48:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5070, loss_cls: 6.9903, loss: 6.9903 +2023-12-25 10:29:07,320 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 7:47:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5072, loss_cls: 6.9905, loss: 6.9905 +2023-12-25 10:30:07,181 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 7:45:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5027, loss_cls: 6.9970, loss: 6.9970 +2023-12-25 10:31:08,196 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 7:44:43, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5105, loss_cls: 6.9678, loss: 6.9678 +2023-12-25 10:32:09,086 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 7:43:30, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5134, loss_cls: 6.9600, loss: 6.9600 +2023-12-25 10:33:09,145 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 7:42:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5134, loss_cls: 6.9600, loss: 6.9600 +2023-12-25 10:34:08,754 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 7:40:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5044, loss_cls: 7.0101, loss: 7.0101 +2023-12-25 10:35:08,335 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 7:39:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5192, loss_cls: 6.9367, loss: 6.9367 +2023-12-25 10:36:07,897 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 7:38:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5009, loss_cls: 7.0128, loss: 7.0128 +2023-12-25 10:37:07,697 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 7:37:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4980, loss_cls: 7.0315, loss: 7.0315 +2023-12-25 10:38:07,710 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 7:35:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5097, loss_cls: 6.9773, loss: 6.9773 +2023-12-25 10:39:07,809 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 7:34:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5041, loss_cls: 7.0152, loss: 7.0152 +2023-12-25 10:40:07,667 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 7:33:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5120, loss_cls: 6.9660, loss: 6.9660 +2023-12-25 10:41:07,528 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 7:31:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5047, loss_cls: 6.9960, loss: 6.9960 +2023-12-25 10:42:08,425 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 7:30:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5225, loss_cls: 6.9142, loss: 6.9142 +2023-12-25 10:42:39,411 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-25 10:44:37,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:44:38,778 - pyskl - INFO - +top1_acc 0.1960 +top5_acc 0.4245 +2023-12-25 10:44:38,778 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 10:44:38,814 - pyskl - INFO - +mean_acc 0.1956 +2023-12-25 10:44:38,824 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.1960, top5_acc: 0.4245, mean_class_accuracy: 0.1956 +2023-12-25 10:47:57,568 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 7:36:35, time: 1.987, data_time: 1.379, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5256, loss_cls: 6.8946, loss: 6.8946 +2023-12-25 10:48:58,044 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 7:35:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5128, loss_cls: 6.9493, loss: 6.9493 +2023-12-25 10:49:58,361 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 7:34:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5233, loss_cls: 6.9387, loss: 6.9387 +2023-12-25 10:50:58,641 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 7:32:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5112, loss_cls: 6.9803, loss: 6.9803 +2023-12-25 10:51:58,961 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 7:31:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5059, loss_cls: 6.9703, loss: 6.9703 +2023-12-25 10:52:59,276 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 7:30:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5259, loss_cls: 6.9064, loss: 6.9064 +2023-12-25 10:53:59,397 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 7:29:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5070, loss_cls: 6.9800, loss: 6.9800 +2023-12-25 10:54:59,184 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 7:27:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5128, loss_cls: 6.9514, loss: 6.9514 +2023-12-25 10:55:59,085 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 7:26:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5181, loss_cls: 6.9451, loss: 6.9451 +2023-12-25 10:56:58,841 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 7:25:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5056, loss_cls: 6.9790, loss: 6.9790 +2023-12-25 10:57:59,045 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 7:23:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5219, loss_cls: 6.9313, loss: 6.9313 +2023-12-25 10:58:59,267 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 7:22:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5064, loss_cls: 6.9775, loss: 6.9775 +2023-12-25 10:59:59,235 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 7:21:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5055, loss_cls: 6.9835, loss: 6.9835 +2023-12-25 11:01:00,001 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 7:20:09, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5053, loss_cls: 6.9591, loss: 6.9591 +2023-12-25 11:02:01,484 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 7:18:59, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.5008, loss_cls: 6.9931, loss: 6.9931 +2023-12-25 11:03:02,969 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 7:17:49, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5062, loss_cls: 6.9929, loss: 6.9929 +2023-12-25 11:04:04,151 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 7:16:37, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5166, loss_cls: 6.9468, loss: 6.9468 +2023-12-25 11:05:05,088 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 7:15:25, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5106, loss_cls: 6.9581, loss: 6.9581 +2023-12-25 11:06:05,675 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 7:14:11, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5050, loss_cls: 7.0136, loss: 7.0136 +2023-12-25 11:07:06,116 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 7:12:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5031, loss_cls: 7.0068, loss: 7.0068 +2023-12-25 11:08:06,950 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 7:11:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5036, loss_cls: 7.0106, loss: 7.0106 +2023-12-25 11:09:07,566 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 7:10:30, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5083, loss_cls: 6.9667, loss: 6.9667 +2023-12-25 11:10:07,832 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 7:09:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.5023, loss_cls: 7.0219, loss: 7.0219 +2023-12-25 11:11:08,579 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 7:08:02, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.5081, loss_cls: 7.0101, loss: 7.0101 +2023-12-25 11:12:09,209 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 7:06:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5073, loss_cls: 6.9835, loss: 6.9835 +2023-12-25 11:13:09,921 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 7:05:35, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5100, loss_cls: 6.9972, loss: 6.9972 +2023-12-25 11:14:10,362 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 7:04:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.4963, loss_cls: 7.0295, loss: 7.0295 +2023-12-25 11:15:11,502 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 7:03:09, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5075, loss_cls: 6.9785, loss: 6.9785 +2023-12-25 11:16:11,110 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 7:01:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5044, loss_cls: 7.0179, loss: 7.0179 +2023-12-25 11:17:10,815 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 7:00:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5178, loss_cls: 6.9455, loss: 6.9455 +2023-12-25 11:18:10,459 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 6:59:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5130, loss_cls: 6.9583, loss: 6.9583 +2023-12-25 11:19:10,274 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 6:58:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5105, loss_cls: 6.9761, loss: 6.9761 +2023-12-25 11:20:09,731 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 6:56:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5106, loss_cls: 6.9770, loss: 6.9770 +2023-12-25 11:21:09,534 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 6:55:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5061, loss_cls: 6.9938, loss: 6.9938 +2023-12-25 11:22:10,901 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 6:54:16, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5056, loss_cls: 6.9805, loss: 6.9805 +2023-12-25 11:23:11,023 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 6:53:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5052, loss_cls: 6.9871, loss: 6.9871 +2023-12-25 11:24:11,468 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 6:51:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5125, loss_cls: 6.9700, loss: 6.9700 +2023-12-25 11:24:42,024 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-25 11:26:40,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:26:41,704 - pyskl - INFO - +top1_acc 0.2128 +top5_acc 0.4438 +2023-12-25 11:26:41,704 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 11:26:41,752 - pyskl - INFO - +mean_acc 0.2126 +2023-12-25 11:26:41,759 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_24.pth was removed +2023-12-25 11:26:41,994 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. +2023-12-25 11:26:41,994 - pyskl - INFO - Best top1_acc is 0.2128 at 30 epoch. +2023-12-25 11:26:42,004 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.2128, top5_acc: 0.4438, mean_class_accuracy: 0.2126 +2023-12-25 11:30:04,738 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 6:57:36, time: 2.027, data_time: 1.423, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5147, loss_cls: 6.9403, loss: 6.9403 +2023-12-25 11:31:05,567 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 6:56:23, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5128, loss_cls: 6.9434, loss: 6.9434 +2023-12-25 11:32:06,277 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 6:55:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5161, loss_cls: 6.9731, loss: 6.9731 +2023-12-25 11:33:07,111 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 6:53:57, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.2505, top5_acc: 0.5036, loss_cls: 6.9872, loss: 6.9872 +2023-12-25 11:34:07,361 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 6:52:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5261, loss_cls: 6.9045, loss: 6.9045 +2023-12-25 11:35:07,614 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 6:51:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5162, loss_cls: 6.9362, loss: 6.9362 +2023-12-25 11:36:07,976 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 6:50:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5055, loss_cls: 7.0006, loss: 7.0006 +2023-12-25 11:37:08,291 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 6:48:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5106, loss_cls: 6.9870, loss: 6.9870 +2023-12-25 11:38:08,077 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 6:47:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5208, loss_cls: 6.9141, loss: 6.9141 +2023-12-25 11:39:07,941 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 6:46:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5112, loss_cls: 6.9643, loss: 6.9643 +2023-12-25 11:40:07,823 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 6:45:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5103, loss_cls: 6.9437, loss: 6.9437 +2023-12-25 11:41:07,634 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 6:43:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5103, loss_cls: 7.0008, loss: 7.0008 +2023-12-25 11:42:07,840 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 6:42:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5156, loss_cls: 6.9623, loss: 6.9623 +2023-12-25 11:43:08,407 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 6:41:21, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4942, loss_cls: 7.0314, loss: 7.0314 +2023-12-25 11:44:08,870 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 6:40:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5230, loss_cls: 6.9216, loss: 6.9216 +2023-12-25 11:45:08,715 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 6:38:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5123, loss_cls: 6.9732, loss: 6.9732 +2023-12-25 11:46:08,309 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 6:37:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5091, loss_cls: 6.9734, loss: 6.9734 +2023-12-25 11:47:07,650 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 6:36:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5062, loss_cls: 6.9927, loss: 6.9927 +2023-12-25 11:48:07,129 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 6:34:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5131, loss_cls: 6.9778, loss: 6.9778 +2023-12-25 11:49:06,790 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 6:33:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5159, loss_cls: 6.9509, loss: 6.9509 +2023-12-25 11:50:06,514 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 6:32:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5123, loss_cls: 6.9631, loss: 6.9631 +2023-12-25 11:51:06,131 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 6:31:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5178, loss_cls: 6.9567, loss: 6.9567 +2023-12-25 11:52:05,793 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 6:29:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5095, loss_cls: 6.9872, loss: 6.9872 +2023-12-25 11:53:05,897 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 6:28:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5106, loss_cls: 6.9668, loss: 6.9668 +2023-12-25 11:54:05,825 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 6:27:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5169, loss_cls: 6.9473, loss: 6.9473 +2023-12-25 11:55:05,729 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 6:26:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5145, loss_cls: 6.9743, loss: 6.9743 +2023-12-25 11:56:05,603 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 6:24:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5108, loss_cls: 6.9707, loss: 6.9707 +2023-12-25 11:57:05,805 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 6:23:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5145, loss_cls: 6.9510, loss: 6.9510 +2023-12-25 11:58:05,744 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 6:22:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5106, loss_cls: 6.9692, loss: 6.9692 +2023-12-25 11:59:05,410 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 6:20:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5061, loss_cls: 7.0109, loss: 7.0109 +2023-12-25 12:00:05,208 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 6:19:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5100, loss_cls: 6.9906, loss: 6.9906 +2023-12-25 12:01:05,283 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 6:18:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5070, loss_cls: 6.9603, loss: 6.9603 +2023-12-25 12:02:05,389 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 6:17:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5175, loss_cls: 6.9269, loss: 6.9269 +2023-12-25 12:03:05,251 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 6:15:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.4953, loss_cls: 7.0168, loss: 7.0168 +2023-12-25 12:04:05,048 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 6:14:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5069, loss_cls: 6.9972, loss: 6.9972 +2023-12-25 12:05:05,337 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 6:13:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5042, loss_cls: 6.9945, loss: 6.9945 +2023-12-25 12:06:06,649 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 6:12:17, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5091, loss_cls: 7.0015, loss: 7.0015 +2023-12-25 12:06:37,324 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-25 12:08:35,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:08:36,692 - pyskl - INFO - +top1_acc 0.2005 +top5_acc 0.4222 +2023-12-25 12:08:36,693 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 12:08:36,729 - pyskl - INFO - +mean_acc 0.2001 +2023-12-25 12:08:36,738 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.2005, top5_acc: 0.4222, mean_class_accuracy: 0.2001 +2023-12-25 12:11:54,618 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 6:17:30, time: 1.979, data_time: 1.378, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5177, loss_cls: 6.9114, loss: 6.9114 +2023-12-25 12:12:55,133 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 6:16:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5164, loss_cls: 6.9633, loss: 6.9633 +2023-12-25 12:13:56,399 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 6:15:05, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5170, loss_cls: 6.9640, loss: 6.9640 +2023-12-25 12:14:56,545 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 6:13:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5108, loss_cls: 6.9472, loss: 6.9472 +2023-12-25 12:15:57,365 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 6:12:38, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5086, loss_cls: 6.9743, loss: 6.9743 +2023-12-25 12:16:58,014 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 6:11:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5144, loss_cls: 6.9336, loss: 6.9336 +2023-12-25 12:17:58,575 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 6:10:11, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5117, loss_cls: 6.9577, loss: 6.9577 +2023-12-25 12:18:58,716 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 6:08:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5053, loss_cls: 6.9601, loss: 6.9601 +2023-12-25 12:19:58,987 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 6:07:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5134, loss_cls: 6.9401, loss: 6.9401 +2023-12-25 12:20:59,328 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 6:06:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5133, loss_cls: 6.9576, loss: 6.9576 +2023-12-25 12:21:59,211 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 6:05:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5092, loss_cls: 6.9944, loss: 6.9944 +2023-12-25 12:22:59,346 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 6:03:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5180, loss_cls: 6.9538, loss: 6.9538 +2023-12-25 12:23:59,573 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 6:02:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5144, loss_cls: 6.9372, loss: 6.9372 +2023-12-25 12:24:59,383 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 6:01:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5075, loss_cls: 6.9687, loss: 6.9687 +2023-12-25 12:25:59,601 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 6:00:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5119, loss_cls: 6.9537, loss: 6.9537 +2023-12-25 12:26:59,826 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 5:58:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5152, loss_cls: 6.9633, loss: 6.9633 +2023-12-25 12:27:59,795 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 5:57:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5173, loss_cls: 6.9334, loss: 6.9334 +2023-12-25 12:28:59,546 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 5:56:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5141, loss_cls: 6.9390, loss: 6.9390 +2023-12-25 12:29:59,255 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 5:55:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5127, loss_cls: 6.9652, loss: 6.9652 +2023-12-25 12:30:59,205 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 5:53:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5134, loss_cls: 6.9622, loss: 6.9622 +2023-12-25 12:31:58,943 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 5:52:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5125, loss_cls: 6.9375, loss: 6.9375 +2023-12-25 12:32:58,811 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 5:51:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5091, loss_cls: 6.9515, loss: 6.9515 +2023-12-25 12:33:59,290 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 5:50:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5164, loss_cls: 6.9655, loss: 6.9655 +2023-12-25 12:34:59,383 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 5:48:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5111, loss_cls: 6.9613, loss: 6.9613 +2023-12-25 12:35:59,943 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 5:47:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5148, loss_cls: 6.9821, loss: 6.9821 +2023-12-25 12:37:00,152 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 5:46:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5077, loss_cls: 6.9731, loss: 6.9731 +2023-12-25 12:38:00,477 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 5:45:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5047, loss_cls: 6.9932, loss: 6.9932 +2023-12-25 12:39:00,447 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 5:43:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5184, loss_cls: 6.9125, loss: 6.9125 +2023-12-25 12:40:00,731 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 5:42:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5069, loss_cls: 6.9659, loss: 6.9659 +2023-12-25 12:41:00,914 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 5:41:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5022, loss_cls: 6.9743, loss: 6.9743 +2023-12-25 12:42:01,441 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 5:40:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5161, loss_cls: 6.9740, loss: 6.9740 +2023-12-25 12:43:02,024 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 5:39:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5092, loss_cls: 6.9750, loss: 6.9750 +2023-12-25 12:44:01,974 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 5:37:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5153, loss_cls: 6.9738, loss: 6.9738 +2023-12-25 12:45:01,798 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 5:36:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4972, loss_cls: 7.0222, loss: 7.0222 +2023-12-25 12:46:01,430 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 5:35:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5259, loss_cls: 6.9001, loss: 6.9001 +2023-12-25 12:47:01,328 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 5:34:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5233, loss_cls: 6.9616, loss: 6.9616 +2023-12-25 12:48:02,173 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 5:32:50, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5094, loss_cls: 6.9885, loss: 6.9885 +2023-12-25 12:48:32,638 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-25 12:50:29,193 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:50:30,114 - pyskl - INFO - +top1_acc 0.1859 +top5_acc 0.4093 +2023-12-25 12:50:30,114 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 12:50:30,161 - pyskl - INFO - +mean_acc 0.1858 +2023-12-25 12:50:30,173 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.1859, top5_acc: 0.4093, mean_class_accuracy: 0.1858 +2023-12-25 12:53:54,639 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 5:38:11, time: 2.045, data_time: 1.443, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5166, loss_cls: 6.9145, loss: 6.9145 +2023-12-25 12:54:55,179 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 5:36:58, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5072, loss_cls: 6.9618, loss: 6.9618 +2023-12-25 12:55:55,945 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 5:35:46, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5081, loss_cls: 6.9692, loss: 6.9692 +2023-12-25 12:56:55,935 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 5:34:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5156, loss_cls: 6.9759, loss: 6.9759 +2023-12-25 12:57:55,714 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 5:33:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5103, loss_cls: 6.9491, loss: 6.9491 +2023-12-25 12:58:55,860 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 5:32:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5105, loss_cls: 6.9532, loss: 6.9532 +2023-12-25 12:59:55,504 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 5:30:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5167, loss_cls: 6.9624, loss: 6.9624 +2023-12-25 13:00:55,025 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 5:29:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5178, loss_cls: 6.9524, loss: 6.9524 +2023-12-25 13:01:54,616 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 5:28:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5114, loss_cls: 6.9367, loss: 6.9367 +2023-12-25 13:02:54,155 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 5:26:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5217, loss_cls: 6.9430, loss: 6.9430 +2023-12-25 13:03:53,578 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 5:25:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5212, loss_cls: 6.9202, loss: 6.9202 +2023-12-25 13:04:53,112 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 5:24:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5144, loss_cls: 6.9446, loss: 6.9446 +2023-12-25 13:05:52,798 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 5:23:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5173, loss_cls: 6.9430, loss: 6.9430 +2023-12-25 13:06:53,035 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 5:21:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5083, loss_cls: 6.9763, loss: 6.9763 +2023-12-25 13:07:53,712 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 5:20:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5081, loss_cls: 6.9608, loss: 6.9608 +2023-12-25 13:08:53,642 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 5:19:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5109, loss_cls: 6.9800, loss: 6.9800 +2023-12-25 13:09:54,047 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 5:18:09, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5152, loss_cls: 6.9233, loss: 6.9233 +2023-12-25 13:10:54,404 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 5:16:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5181, loss_cls: 6.9332, loss: 6.9332 +2023-12-25 13:11:54,066 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 5:15:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5197, loss_cls: 6.9217, loss: 6.9217 +2023-12-25 13:12:53,748 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 5:14:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5123, loss_cls: 6.9512, loss: 6.9512 +2023-12-25 13:13:53,771 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 5:13:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.4967, loss_cls: 7.0131, loss: 7.0131 +2023-12-25 13:14:53,716 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 5:11:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5159, loss_cls: 6.9810, loss: 6.9810 +2023-12-25 13:15:53,416 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 5:10:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5175, loss_cls: 6.9652, loss: 6.9652 +2023-12-25 13:16:53,053 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 5:09:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5136, loss_cls: 6.9659, loss: 6.9659 +2023-12-25 13:17:52,715 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 5:08:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5238, loss_cls: 6.9322, loss: 6.9322 +2023-12-25 13:18:52,402 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 5:06:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5141, loss_cls: 6.9501, loss: 6.9501 +2023-12-25 13:19:52,429 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 5:05:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5248, loss_cls: 6.9020, loss: 6.9020 +2023-12-25 13:20:52,290 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 5:04:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5181, loss_cls: 6.9480, loss: 6.9480 +2023-12-25 13:21:52,117 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 5:03:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5134, loss_cls: 6.9685, loss: 6.9685 +2023-12-25 13:22:51,967 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 5:01:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5106, loss_cls: 6.9873, loss: 6.9873 +2023-12-25 13:23:51,323 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 5:00:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5162, loss_cls: 6.9459, loss: 6.9459 +2023-12-25 13:24:51,175 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 4:59:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5102, loss_cls: 6.9817, loss: 6.9817 +2023-12-25 13:25:51,113 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 4:58:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5097, loss_cls: 7.0074, loss: 7.0074 +2023-12-25 13:26:50,932 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 4:56:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5130, loss_cls: 6.9651, loss: 6.9651 +2023-12-25 13:27:51,069 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 4:55:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5092, loss_cls: 6.9759, loss: 6.9759 +2023-12-25 13:28:51,396 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 4:54:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5098, loss_cls: 6.9705, loss: 6.9705 +2023-12-25 13:29:52,243 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 4:53:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5178, loss_cls: 6.9488, loss: 6.9488 +2023-12-25 13:30:23,149 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-25 13:32:17,314 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:32:18,109 - pyskl - INFO - +top1_acc 0.2051 +top5_acc 0.4378 +2023-12-25 13:32:18,109 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 13:32:18,143 - pyskl - INFO - +mean_acc 0.2049 +2023-12-25 13:32:18,153 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.2051, top5_acc: 0.4378, mean_class_accuracy: 0.2049 +2023-12-25 13:35:41,836 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 4:58:14, time: 2.037, data_time: 1.431, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5230, loss_cls: 6.9004, loss: 6.9004 +2023-12-25 13:36:42,125 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 4:57:01, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5119, loss_cls: 6.9263, loss: 6.9263 +2023-12-25 13:37:42,935 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 4:55:49, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5161, loss_cls: 6.9720, loss: 6.9720 +2023-12-25 13:38:43,330 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 4:54:36, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5069, loss_cls: 6.9812, loss: 6.9812 +2023-12-25 13:39:43,452 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 4:53:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5188, loss_cls: 6.9348, loss: 6.9348 +2023-12-25 13:40:43,658 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 4:52:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5198, loss_cls: 6.9198, loss: 6.9198 +2023-12-25 13:41:42,857 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 4:50:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5094, loss_cls: 6.9621, loss: 6.9621 +2023-12-25 13:42:42,373 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 4:49:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5103, loss_cls: 6.9756, loss: 6.9756 +2023-12-25 13:43:41,985 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 4:48:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5120, loss_cls: 6.9504, loss: 6.9504 +2023-12-25 13:44:41,636 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 4:47:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5084, loss_cls: 6.9715, loss: 6.9715 +2023-12-25 13:45:41,256 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 4:45:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5089, loss_cls: 6.9731, loss: 6.9731 +2023-12-25 13:46:41,097 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 4:44:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5188, loss_cls: 6.9180, loss: 6.9180 +2023-12-25 13:47:40,589 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 4:43:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5245, loss_cls: 6.9072, loss: 6.9072 +2023-12-25 13:48:40,415 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 4:42:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5150, loss_cls: 6.9568, loss: 6.9568 +2023-12-25 13:49:40,244 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 4:40:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5178, loss_cls: 6.9416, loss: 6.9416 +2023-12-25 13:50:39,628 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 4:39:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5166, loss_cls: 6.9591, loss: 6.9591 +2023-12-25 13:51:39,353 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 4:38:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5105, loss_cls: 6.9553, loss: 6.9553 +2023-12-25 13:52:38,944 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 4:36:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5020, loss_cls: 6.9972, loss: 6.9972 +2023-12-25 13:53:38,457 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 4:35:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5181, loss_cls: 6.9558, loss: 6.9558 +2023-12-25 13:54:38,092 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 4:34:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5159, loss_cls: 6.9606, loss: 6.9606 +2023-12-25 13:55:37,879 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 4:33:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5058, loss_cls: 6.9887, loss: 6.9887 +2023-12-25 13:56:37,776 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 4:31:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5194, loss_cls: 6.9558, loss: 6.9558 +2023-12-25 13:57:37,904 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 4:30:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5036, loss_cls: 7.0055, loss: 7.0055 +2023-12-25 13:58:37,598 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 4:29:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5258, loss_cls: 6.9193, loss: 6.9193 +2023-12-25 13:59:37,369 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 4:28:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5175, loss_cls: 6.9416, loss: 6.9416 +2023-12-25 14:00:37,139 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 4:26:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5145, loss_cls: 6.9334, loss: 6.9334 +2023-12-25 14:01:36,789 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 4:25:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5089, loss_cls: 6.9752, loss: 6.9752 +2023-12-25 14:02:36,611 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 4:24:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5109, loss_cls: 6.9888, loss: 6.9888 +2023-12-25 14:03:36,278 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 4:23:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5100, loss_cls: 6.9529, loss: 6.9529 +2023-12-25 14:04:36,183 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 4:21:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5141, loss_cls: 6.9531, loss: 6.9531 +2023-12-25 14:05:37,067 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 4:20:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5178, loss_cls: 6.9486, loss: 6.9486 +2023-12-25 14:06:38,199 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 4:19:37, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5173, loss_cls: 6.9142, loss: 6.9142 +2023-12-25 14:07:38,062 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 4:18:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5144, loss_cls: 6.9313, loss: 6.9313 +2023-12-25 14:08:37,916 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 4:17:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5164, loss_cls: 6.9623, loss: 6.9623 +2023-12-25 14:09:38,029 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 4:15:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5178, loss_cls: 6.9472, loss: 6.9472 +2023-12-25 14:10:37,986 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 4:14:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5188, loss_cls: 6.9215, loss: 6.9215 +2023-12-25 14:11:39,373 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 4:13:32, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5117, loss_cls: 6.9656, loss: 6.9656 +2023-12-25 14:12:09,538 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-25 14:14:06,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:14:07,555 - pyskl - INFO - +top1_acc 0.1987 +top5_acc 0.4311 +2023-12-25 14:14:07,555 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 14:14:07,598 - pyskl - INFO - +mean_acc 0.1985 +2023-12-25 14:14:07,609 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.1987, top5_acc: 0.4311, mean_class_accuracy: 0.1985 +2023-12-25 14:17:34,573 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 4:18:30, time: 2.070, data_time: 1.462, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5277, loss_cls: 6.8930, loss: 6.8930 +2023-12-25 14:18:34,205 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 4:17:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5278, loss_cls: 6.8720, loss: 6.8720 +2023-12-25 14:19:34,785 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 4:16:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5316, loss_cls: 6.8886, loss: 6.8886 +2023-12-25 14:20:34,818 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 4:14:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5211, loss_cls: 6.9449, loss: 6.9449 +2023-12-25 14:21:34,781 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 4:13:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5078, loss_cls: 6.9642, loss: 6.9642 +2023-12-25 14:22:34,916 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 4:12:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5112, loss_cls: 6.9779, loss: 6.9779 +2023-12-25 14:23:34,570 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 4:11:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5241, loss_cls: 6.9060, loss: 6.9060 +2023-12-25 14:24:34,212 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 4:09:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5164, loss_cls: 6.9581, loss: 6.9581 +2023-12-25 14:25:34,021 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 4:08:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5100, loss_cls: 6.9493, loss: 6.9493 +2023-12-25 14:26:33,562 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 4:07:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5061, loss_cls: 6.9602, loss: 6.9602 +2023-12-25 14:27:33,402 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 4:06:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5200, loss_cls: 6.9458, loss: 6.9458 +2023-12-25 14:28:33,483 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 4:04:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5128, loss_cls: 6.9630, loss: 6.9630 +2023-12-25 14:29:33,865 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 4:03:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5136, loss_cls: 6.9395, loss: 6.9395 +2023-12-25 14:30:33,610 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 4:02:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5212, loss_cls: 6.9245, loss: 6.9245 +2023-12-25 14:31:33,405 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 4:01:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5223, loss_cls: 6.8996, loss: 6.8996 +2023-12-25 14:32:33,444 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 3:59:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5202, loss_cls: 6.9399, loss: 6.9399 +2023-12-25 14:33:33,207 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 3:58:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5197, loss_cls: 6.9372, loss: 6.9372 +2023-12-25 14:34:32,871 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 3:57:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5067, loss_cls: 6.9751, loss: 6.9751 +2023-12-25 14:35:32,236 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 3:56:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5191, loss_cls: 6.9303, loss: 6.9303 +2023-12-25 14:36:31,862 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 3:54:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5180, loss_cls: 6.9507, loss: 6.9507 +2023-12-25 14:37:31,536 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 3:53:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5158, loss_cls: 6.9455, loss: 6.9455 +2023-12-25 14:38:31,217 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 3:52:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5112, loss_cls: 6.9693, loss: 6.9693 +2023-12-25 14:39:31,225 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 3:51:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5189, loss_cls: 6.9321, loss: 6.9321 +2023-12-25 14:40:31,068 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 3:49:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5172, loss_cls: 6.9386, loss: 6.9386 +2023-12-25 14:41:31,249 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 3:48:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.5055, loss_cls: 7.0106, loss: 7.0106 +2023-12-25 14:42:31,972 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 3:47:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5230, loss_cls: 6.9264, loss: 6.9264 +2023-12-25 14:43:31,839 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 3:46:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5239, loss_cls: 6.9252, loss: 6.9252 +2023-12-25 14:44:31,193 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 3:45:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5125, loss_cls: 6.9728, loss: 6.9728 +2023-12-25 14:45:30,851 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 3:43:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5158, loss_cls: 6.9308, loss: 6.9308 +2023-12-25 14:46:31,225 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 3:42:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5167, loss_cls: 6.9321, loss: 6.9321 +2023-12-25 14:47:30,919 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 3:41:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5189, loss_cls: 6.9460, loss: 6.9460 +2023-12-25 14:48:31,121 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 3:40:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5262, loss_cls: 6.9004, loss: 6.9004 +2023-12-25 14:49:31,128 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 3:38:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5142, loss_cls: 6.9641, loss: 6.9641 +2023-12-25 14:50:31,434 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 3:37:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5133, loss_cls: 6.9243, loss: 6.9243 +2023-12-25 14:51:32,244 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 3:36:31, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5056, loss_cls: 6.9883, loss: 6.9883 +2023-12-25 14:52:33,043 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 3:35:20, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5025, loss_cls: 6.9843, loss: 6.9843 +2023-12-25 14:53:33,596 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 3:34:08, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5109, loss_cls: 6.9812, loss: 6.9812 +2023-12-25 14:54:03,722 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-25 14:55:59,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:56:00,260 - pyskl - INFO - +top1_acc 0.1934 +top5_acc 0.4177 +2023-12-25 14:56:00,260 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 14:56:00,292 - pyskl - INFO - +mean_acc 0.1931 +2023-12-25 14:56:00,302 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.1934, top5_acc: 0.4177, mean_class_accuracy: 0.1931 +2023-12-25 14:59:23,918 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 3:38:42, time: 2.036, data_time: 1.432, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5294, loss_cls: 6.8813, loss: 6.8813 +2023-12-25 15:00:23,898 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 3:37:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5239, loss_cls: 6.8902, loss: 6.8902 +2023-12-25 15:01:24,230 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 3:36:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5091, loss_cls: 6.9586, loss: 6.9586 +2023-12-25 15:02:24,304 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 3:35:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5216, loss_cls: 6.9127, loss: 6.9127 +2023-12-25 15:03:24,254 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 3:33:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5080, loss_cls: 6.9606, loss: 6.9606 +2023-12-25 15:04:24,757 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 3:32:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5164, loss_cls: 6.9423, loss: 6.9423 +2023-12-25 15:05:24,759 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 3:31:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5261, loss_cls: 6.9316, loss: 6.9316 +2023-12-25 15:06:24,715 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 3:30:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5259, loss_cls: 6.9252, loss: 6.9252 +2023-12-25 15:07:24,522 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 3:28:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5152, loss_cls: 6.9247, loss: 6.9247 +2023-12-25 15:08:24,221 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 3:27:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5202, loss_cls: 6.8994, loss: 6.8994 +2023-12-25 15:09:24,038 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 3:26:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5236, loss_cls: 6.9264, loss: 6.9264 +2023-12-25 15:10:23,959 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 3:25:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5177, loss_cls: 6.9459, loss: 6.9459 +2023-12-25 15:11:23,594 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 3:23:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5070, loss_cls: 6.9660, loss: 6.9660 +2023-12-25 15:12:23,482 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 3:22:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5255, loss_cls: 6.9187, loss: 6.9187 +2023-12-25 15:13:23,518 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 3:21:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5098, loss_cls: 6.9758, loss: 6.9758 +2023-12-25 15:14:23,838 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 3:20:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5242, loss_cls: 6.9365, loss: 6.9365 +2023-12-25 15:15:23,339 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 3:19:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5181, loss_cls: 6.9513, loss: 6.9513 +2023-12-25 15:16:23,211 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 3:17:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5236, loss_cls: 6.8728, loss: 6.8728 +2023-12-25 15:17:22,803 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 3:16:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5108, loss_cls: 6.9720, loss: 6.9720 +2023-12-25 15:18:22,307 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 3:15:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5059, loss_cls: 7.0012, loss: 7.0012 +2023-12-25 15:19:21,939 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 3:14:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5131, loss_cls: 6.9441, loss: 6.9441 +2023-12-25 15:20:21,402 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 3:12:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5086, loss_cls: 6.9872, loss: 6.9872 +2023-12-25 15:21:21,273 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 3:11:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5239, loss_cls: 6.9113, loss: 6.9113 +2023-12-25 15:22:21,129 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 3:10:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5122, loss_cls: 6.9673, loss: 6.9673 +2023-12-25 15:23:20,996 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 3:09:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5202, loss_cls: 6.9098, loss: 6.9098 +2023-12-25 15:24:20,759 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 3:07:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5195, loss_cls: 6.9398, loss: 6.9398 +2023-12-25 15:25:20,494 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 3:06:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5036, loss_cls: 6.9820, loss: 6.9820 +2023-12-25 15:26:20,519 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 3:05:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5225, loss_cls: 6.9320, loss: 6.9320 +2023-12-25 15:27:20,850 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 3:04:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5191, loss_cls: 6.9420, loss: 6.9420 +2023-12-25 15:28:21,884 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 3:03:03, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5103, loss_cls: 6.9526, loss: 6.9526 +2023-12-25 15:29:22,545 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 3:01:51, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5061, loss_cls: 6.9593, loss: 6.9593 +2023-12-25 15:30:22,644 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 3:00:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5086, loss_cls: 6.9683, loss: 6.9683 +2023-12-25 15:31:23,097 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 2:59:27, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5141, loss_cls: 6.9332, loss: 6.9332 +2023-12-25 15:32:24,004 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 2:58:17, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5191, loss_cls: 6.9494, loss: 6.9494 +2023-12-25 15:33:24,425 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 2:57:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5175, loss_cls: 6.9227, loss: 6.9227 +2023-12-25 15:34:25,232 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 2:55:54, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5148, loss_cls: 6.9759, loss: 6.9759 +2023-12-25 15:35:26,235 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 2:54:44, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5128, loss_cls: 6.9350, loss: 6.9350 +2023-12-25 15:35:56,234 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-25 15:37:50,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:37:51,537 - pyskl - INFO - +top1_acc 0.1949 +top5_acc 0.4261 +2023-12-25 15:37:51,538 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 15:37:51,592 - pyskl - INFO - +mean_acc 0.1946 +2023-12-25 15:37:51,609 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.1949, top5_acc: 0.4261, mean_class_accuracy: 0.1946 +2023-12-25 15:41:18,677 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 2:59:15, time: 2.071, data_time: 1.468, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5289, loss_cls: 6.8895, loss: 6.8895 +2023-12-25 15:42:18,275 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 2:58:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5198, loss_cls: 6.9212, loss: 6.9212 +2023-12-25 15:43:18,766 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 2:56:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5203, loss_cls: 6.9075, loss: 6.9075 +2023-12-25 15:44:18,775 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 2:55:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5130, loss_cls: 6.9212, loss: 6.9212 +2023-12-25 15:45:18,828 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 2:54:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5253, loss_cls: 6.9005, loss: 6.9005 +2023-12-25 15:46:18,830 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 2:53:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5133, loss_cls: 6.9538, loss: 6.9538 +2023-12-25 15:47:18,455 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 2:51:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5248, loss_cls: 6.9011, loss: 6.9011 +2023-12-25 15:48:17,913 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 2:50:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5200, loss_cls: 6.9081, loss: 6.9081 +2023-12-25 15:49:17,445 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 2:49:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5205, loss_cls: 6.9372, loss: 6.9372 +2023-12-25 15:50:16,900 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 2:48:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5239, loss_cls: 6.9166, loss: 6.9166 +2023-12-25 15:51:16,520 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 2:46:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5228, loss_cls: 6.9127, loss: 6.9127 +2023-12-25 15:52:16,266 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 2:45:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5219, loss_cls: 6.9178, loss: 6.9178 +2023-12-25 15:53:15,882 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 2:44:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5236, loss_cls: 6.9187, loss: 6.9187 +2023-12-25 15:54:16,007 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 2:43:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5173, loss_cls: 6.9712, loss: 6.9712 +2023-12-25 15:55:15,524 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 2:41:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5261, loss_cls: 6.9094, loss: 6.9094 +2023-12-25 15:56:15,260 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 2:40:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5192, loss_cls: 6.9374, loss: 6.9374 +2023-12-25 15:57:14,756 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 2:39:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5180, loss_cls: 6.9551, loss: 6.9551 +2023-12-25 15:58:14,333 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 2:38:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5202, loss_cls: 6.9105, loss: 6.9105 +2023-12-25 15:59:14,127 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 2:37:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5159, loss_cls: 6.9453, loss: 6.9453 +2023-12-25 16:00:13,450 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 2:35:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5255, loss_cls: 6.9150, loss: 6.9150 +2023-12-25 16:01:13,357 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 2:34:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5123, loss_cls: 6.9431, loss: 6.9431 +2023-12-25 16:02:12,961 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 2:33:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5138, loss_cls: 6.9588, loss: 6.9588 +2023-12-25 16:03:12,630 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 2:32:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5030, loss_cls: 6.9792, loss: 6.9792 +2023-12-25 16:04:12,616 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 2:30:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5125, loss_cls: 6.9376, loss: 6.9376 +2023-12-25 16:05:12,677 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 2:29:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5180, loss_cls: 6.9061, loss: 6.9061 +2023-12-25 16:06:12,525 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 2:28:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5223, loss_cls: 6.9279, loss: 6.9279 +2023-12-25 16:07:12,152 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 2:27:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5044, loss_cls: 6.9716, loss: 6.9716 +2023-12-25 16:08:12,127 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 2:25:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5120, loss_cls: 6.9563, loss: 6.9563 +2023-12-25 16:09:11,593 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 2:24:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5109, loss_cls: 6.9466, loss: 6.9466 +2023-12-25 16:10:11,481 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 2:23:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5127, loss_cls: 6.9556, loss: 6.9556 +2023-12-25 16:11:11,289 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 2:22:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5183, loss_cls: 6.9467, loss: 6.9467 +2023-12-25 16:12:10,991 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 2:21:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5111, loss_cls: 6.9404, loss: 6.9404 +2023-12-25 16:13:10,558 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 2:19:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5148, loss_cls: 6.9598, loss: 6.9598 +2023-12-25 16:14:10,749 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 2:18:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5150, loss_cls: 6.9550, loss: 6.9550 +2023-12-25 16:15:11,071 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 2:17:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5172, loss_cls: 6.9298, loss: 6.9298 +2023-12-25 16:16:11,488 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 2:16:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5133, loss_cls: 6.9400, loss: 6.9400 +2023-12-25 16:17:13,104 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 2:15:07, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5252, loss_cls: 6.9010, loss: 6.9010 +2023-12-25 16:17:43,465 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-25 16:19:37,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:19:38,359 - pyskl - INFO - +top1_acc 0.2015 +top5_acc 0.4231 +2023-12-25 16:19:38,359 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 16:19:38,400 - pyskl - INFO - +mean_acc 0.2015 +2023-12-25 16:19:38,411 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.2015, top5_acc: 0.4231, mean_class_accuracy: 0.2015 +2023-12-25 16:22:54,150 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 2:18:50, time: 1.957, data_time: 1.350, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5264, loss_cls: 6.8663, loss: 6.8663 +2023-12-25 16:23:54,255 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 2:17:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5164, loss_cls: 6.9298, loss: 6.9298 +2023-12-25 16:24:54,723 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 2:16:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5145, loss_cls: 6.9422, loss: 6.9422 +2023-12-25 16:25:55,259 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 2:15:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5152, loss_cls: 6.9228, loss: 6.9228 +2023-12-25 16:26:54,735 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 2:14:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5378, loss_cls: 6.8511, loss: 6.8511 +2023-12-25 16:27:54,846 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 2:12:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5267, loss_cls: 6.9300, loss: 6.9300 +2023-12-25 16:28:54,903 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 2:11:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5250, loss_cls: 6.9164, loss: 6.9164 +2023-12-25 16:29:54,639 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 2:10:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5139, loss_cls: 6.9102, loss: 6.9102 +2023-12-25 16:30:54,358 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 2:09:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5122, loss_cls: 6.9797, loss: 6.9797 +2023-12-25 16:31:53,931 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 2:07:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5233, loss_cls: 6.8942, loss: 6.8942 +2023-12-25 16:32:53,488 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 2:06:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5116, loss_cls: 6.9449, loss: 6.9449 +2023-12-25 16:33:53,421 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 2:05:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5233, loss_cls: 6.9034, loss: 6.9034 +2023-12-25 16:34:52,732 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 2:04:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5223, loss_cls: 6.9455, loss: 6.9455 +2023-12-25 16:35:52,443 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 2:02:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5172, loss_cls: 6.9091, loss: 6.9091 +2023-12-25 16:36:52,299 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 2:01:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5266, loss_cls: 6.8946, loss: 6.8946 +2023-12-25 16:37:52,136 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 2:00:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5198, loss_cls: 6.9326, loss: 6.9326 +2023-12-25 16:38:51,723 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 1:59:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5142, loss_cls: 6.9691, loss: 6.9691 +2023-12-25 16:39:51,757 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 1:58:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5191, loss_cls: 6.9074, loss: 6.9074 +2023-12-25 16:40:52,216 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 1:56:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5006, loss_cls: 7.0058, loss: 7.0058 +2023-12-25 16:41:52,075 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 1:55:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5227, loss_cls: 6.9274, loss: 6.9274 +2023-12-25 16:42:52,700 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 1:54:29, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5231, loss_cls: 6.9125, loss: 6.9125 +2023-12-25 16:43:53,306 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 1:53:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5116, loss_cls: 6.9387, loss: 6.9387 +2023-12-25 16:44:53,569 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 1:52:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5161, loss_cls: 6.9469, loss: 6.9469 +2023-12-25 16:45:53,941 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 1:50:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5161, loss_cls: 6.9414, loss: 6.9414 +2023-12-25 16:46:53,895 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 1:49:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5270, loss_cls: 6.9108, loss: 6.9108 +2023-12-25 16:47:53,788 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 1:48:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5164, loss_cls: 6.9677, loss: 6.9677 +2023-12-25 16:48:53,589 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 1:47:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5139, loss_cls: 6.9539, loss: 6.9539 +2023-12-25 16:49:53,478 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 1:46:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5128, loss_cls: 6.9554, loss: 6.9554 +2023-12-25 16:50:53,668 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 1:44:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5261, loss_cls: 6.9334, loss: 6.9334 +2023-12-25 16:51:53,492 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 1:43:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5205, loss_cls: 6.9290, loss: 6.9290 +2023-12-25 16:52:53,636 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 1:42:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5141, loss_cls: 6.9404, loss: 6.9404 +2023-12-25 16:53:53,541 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 1:41:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5191, loss_cls: 6.9329, loss: 6.9329 +2023-12-25 16:54:53,334 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 1:40:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5094, loss_cls: 7.0023, loss: 7.0023 +2023-12-25 16:55:53,467 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 1:38:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5170, loss_cls: 6.9282, loss: 6.9282 +2023-12-25 16:56:53,488 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 1:37:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5236, loss_cls: 6.8867, loss: 6.8867 +2023-12-25 16:57:54,074 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 1:36:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5091, loss_cls: 6.9819, loss: 6.9819 +2023-12-25 16:58:55,174 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 1:35:16, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5191, loss_cls: 6.9403, loss: 6.9403 +2023-12-25 16:59:26,173 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-25 17:01:23,377 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:01:24,442 - pyskl - INFO - +top1_acc 0.2078 +top5_acc 0.4362 +2023-12-25 17:01:24,442 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 17:01:24,480 - pyskl - INFO - +mean_acc 0.2075 +2023-12-25 17:01:24,489 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.2078, top5_acc: 0.4362, mean_class_accuracy: 0.2075 +2023-12-25 17:04:54,761 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 1:39:32, time: 2.103, data_time: 1.496, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5341, loss_cls: 6.8453, loss: 6.8453 +2023-12-25 17:05:54,657 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 1:38:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5122, loss_cls: 6.9461, loss: 6.9461 +2023-12-25 17:06:55,335 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 1:37:08, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5248, loss_cls: 6.8983, loss: 6.8983 +2023-12-25 17:07:56,774 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 1:36:00, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5133, loss_cls: 6.9317, loss: 6.9317 +2023-12-25 17:08:56,847 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 1:34:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5172, loss_cls: 6.9517, loss: 6.9517 +2023-12-25 17:09:57,239 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 1:33:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5225, loss_cls: 6.9162, loss: 6.9162 +2023-12-25 17:10:57,399 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 1:32:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5177, loss_cls: 6.9195, loss: 6.9195 +2023-12-25 17:11:57,064 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 1:31:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5223, loss_cls: 6.9124, loss: 6.9124 +2023-12-25 17:12:56,840 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 1:29:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5130, loss_cls: 6.9301, loss: 6.9301 +2023-12-25 17:13:56,918 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 1:28:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5244, loss_cls: 6.9155, loss: 6.9155 +2023-12-25 17:14:57,011 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 1:27:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5153, loss_cls: 6.9671, loss: 6.9671 +2023-12-25 17:15:57,179 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 1:26:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5247, loss_cls: 6.8832, loss: 6.8832 +2023-12-25 17:16:58,197 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 1:25:11, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5156, loss_cls: 6.9416, loss: 6.9416 +2023-12-25 17:17:58,606 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 1:23:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5245, loss_cls: 6.9141, loss: 6.9141 +2023-12-25 17:18:59,068 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 1:22:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5097, loss_cls: 6.9529, loss: 6.9529 +2023-12-25 17:19:59,031 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 1:21:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5242, loss_cls: 6.8885, loss: 6.8885 +2023-12-25 17:20:59,562 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 1:20:25, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5250, loss_cls: 6.9251, loss: 6.9251 +2023-12-25 17:22:00,036 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 1:19:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5164, loss_cls: 6.9325, loss: 6.9325 +2023-12-25 17:22:59,974 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 1:18:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5170, loss_cls: 6.9011, loss: 6.9011 +2023-12-25 17:24:00,005 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 1:16:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5130, loss_cls: 6.9412, loss: 6.9412 +2023-12-25 17:25:00,135 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 1:15:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5295, loss_cls: 6.8833, loss: 6.8833 +2023-12-25 17:26:00,072 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 1:14:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5198, loss_cls: 6.9436, loss: 6.9436 +2023-12-25 17:27:00,097 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 1:13:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5194, loss_cls: 6.9511, loss: 6.9511 +2023-12-25 17:27:59,643 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 1:11:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5169, loss_cls: 6.9475, loss: 6.9475 +2023-12-25 17:28:59,194 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 1:10:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5356, loss_cls: 6.8841, loss: 6.8841 +2023-12-25 17:29:58,703 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 1:09:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5122, loss_cls: 6.9670, loss: 6.9670 +2023-12-25 17:30:58,239 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 1:08:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5203, loss_cls: 6.8917, loss: 6.8917 +2023-12-25 17:31:58,084 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 1:07:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5345, loss_cls: 6.8648, loss: 6.8648 +2023-12-25 17:32:57,864 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 1:05:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5194, loss_cls: 6.9239, loss: 6.9239 +2023-12-25 17:33:57,583 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 1:04:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5281, loss_cls: 6.9079, loss: 6.9079 +2023-12-25 17:34:57,247 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 1:03:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5153, loss_cls: 6.9668, loss: 6.9668 +2023-12-25 17:35:57,561 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 1:02:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5241, loss_cls: 6.9197, loss: 6.9197 +2023-12-25 17:36:57,419 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 1:01:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5239, loss_cls: 6.9001, loss: 6.9001 +2023-12-25 17:37:57,626 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 0:59:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5156, loss_cls: 6.9219, loss: 6.9219 +2023-12-25 17:38:57,586 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 0:58:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5023, loss_cls: 6.9997, loss: 6.9997 +2023-12-25 17:39:57,807 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 0:57:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5162, loss_cls: 6.9724, loss: 6.9724 +2023-12-25 17:40:58,505 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 0:56:16, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5048, loss_cls: 6.9822, loss: 6.9822 +2023-12-25 17:41:28,788 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-25 17:43:24,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:43:25,516 - pyskl - INFO - +top1_acc 0.1977 +top5_acc 0.4297 +2023-12-25 17:43:25,516 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 17:43:25,551 - pyskl - INFO - +mean_acc 0.1976 +2023-12-25 17:43:25,561 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.1977, top5_acc: 0.4297, mean_class_accuracy: 0.1976 +2023-12-25 17:46:50,155 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 1:00:04, time: 2.046, data_time: 1.438, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5247, loss_cls: 6.8752, loss: 6.8752 +2023-12-25 17:47:49,686 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 0:58:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5320, loss_cls: 6.8470, loss: 6.8470 +2023-12-25 17:48:49,794 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 0:57:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5128, loss_cls: 6.9092, loss: 6.9092 +2023-12-25 17:49:50,483 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 0:56:28, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5172, loss_cls: 6.9290, loss: 6.9290 +2023-12-25 17:50:50,310 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 0:55:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5264, loss_cls: 6.9046, loss: 6.9046 +2023-12-25 17:51:50,204 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 0:54:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5136, loss_cls: 6.9633, loss: 6.9633 +2023-12-25 17:52:50,030 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 0:52:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5145, loss_cls: 6.9446, loss: 6.9446 +2023-12-25 17:53:49,755 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 0:51:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5275, loss_cls: 6.9130, loss: 6.9130 +2023-12-25 17:54:49,364 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 0:50:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5167, loss_cls: 6.9522, loss: 6.9522 +2023-12-25 17:55:49,029 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 0:49:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5238, loss_cls: 6.9218, loss: 6.9218 +2023-12-25 17:56:48,815 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 0:47:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5278, loss_cls: 6.9008, loss: 6.9008 +2023-12-25 17:57:49,170 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 0:46:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5327, loss_cls: 6.8922, loss: 6.8922 +2023-12-25 17:58:49,841 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 0:45:36, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5231, loss_cls: 6.9088, loss: 6.9088 +2023-12-25 17:59:49,849 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 0:44:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5273, loss_cls: 6.9054, loss: 6.9054 +2023-12-25 18:00:49,724 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 0:43:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5291, loss_cls: 6.8763, loss: 6.8763 +2023-12-25 18:01:50,111 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 0:42:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5181, loss_cls: 6.9372, loss: 6.9372 +2023-12-25 18:02:50,117 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 0:40:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5306, loss_cls: 6.8736, loss: 6.8736 +2023-12-25 18:03:50,902 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 0:39:38, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5270, loss_cls: 6.9005, loss: 6.9005 +2023-12-25 18:04:51,778 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 0:38:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5134, loss_cls: 6.9517, loss: 6.9517 +2023-12-25 18:05:52,962 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 0:37:20, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5261, loss_cls: 6.8947, loss: 6.8947 +2023-12-25 18:06:52,585 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 0:36:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5262, loss_cls: 6.8752, loss: 6.8752 +2023-12-25 18:07:52,611 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 0:34:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5314, loss_cls: 6.9025, loss: 6.9025 +2023-12-25 18:08:52,465 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 0:33:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5072, loss_cls: 6.9941, loss: 6.9941 +2023-12-25 18:09:52,254 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 0:32:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5175, loss_cls: 6.9177, loss: 6.9177 +2023-12-25 18:10:52,016 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 0:31:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5142, loss_cls: 6.9756, loss: 6.9756 +2023-12-25 18:11:51,895 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 0:30:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5234, loss_cls: 6.9018, loss: 6.9018 +2023-12-25 18:12:51,632 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 0:28:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5125, loss_cls: 6.9353, loss: 6.9353 +2023-12-25 18:13:51,100 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 0:27:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5283, loss_cls: 6.8737, loss: 6.8737 +2023-12-25 18:14:51,088 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 0:26:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5308, loss_cls: 6.8843, loss: 6.8843 +2023-12-25 18:15:50,689 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 0:25:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5203, loss_cls: 6.9307, loss: 6.9307 +2023-12-25 18:16:50,442 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 0:24:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5167, loss_cls: 6.9197, loss: 6.9197 +2023-12-25 18:17:50,784 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 0:22:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5173, loss_cls: 6.9359, loss: 6.9359 +2023-12-25 18:18:51,983 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 0:21:41, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5172, loss_cls: 6.9152, loss: 6.9152 +2023-12-25 18:19:52,541 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 0:20:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5178, loss_cls: 6.9278, loss: 6.9278 +2023-12-25 18:20:53,002 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 0:19:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5150, loss_cls: 6.9424, loss: 6.9424 +2023-12-25 18:21:54,214 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 0:18:12, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5228, loss_cls: 6.9281, loss: 6.9281 +2023-12-25 18:22:55,503 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 0:17:04, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5097, loss_cls: 6.9484, loss: 6.9484 +2023-12-25 18:23:25,550 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-25 18:25:20,753 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:25:21,570 - pyskl - INFO - +top1_acc 0.2126 +top5_acc 0.4454 +2023-12-25 18:25:21,570 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 18:25:21,605 - pyskl - INFO - +mean_acc 0.2122 +2023-12-25 18:25:21,614 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.2126, top5_acc: 0.4454, mean_class_accuracy: 0.2122 +2023-12-25 18:28:47,549 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 0:20:44, time: 2.059, data_time: 1.453, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5348, loss_cls: 6.8560, loss: 6.8560 +2023-12-25 18:29:47,363 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 0:19:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5280, loss_cls: 6.8712, loss: 6.8712 +2023-12-25 18:30:47,792 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 0:18:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5186, loss_cls: 6.9083, loss: 6.9083 +2023-12-25 18:31:48,160 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 0:17:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5192, loss_cls: 6.8958, loss: 6.8958 +2023-12-25 18:32:47,664 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 0:15:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5233, loss_cls: 6.9112, loss: 6.9112 +2023-12-25 18:33:47,104 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 0:14:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5177, loss_cls: 6.9498, loss: 6.9498 +2023-12-25 18:34:46,916 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 0:13:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5331, loss_cls: 6.8872, loss: 6.8872 +2023-12-25 18:35:46,444 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 3 days, 0:12:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5100, loss_cls: 6.9455, loss: 6.9455 +2023-12-25 18:36:46,272 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 3 days, 0:11:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5194, loss_cls: 6.9179, loss: 6.9179 +2023-12-25 18:37:46,128 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 3 days, 0:09:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5220, loss_cls: 6.9050, loss: 6.9050 +2023-12-25 18:38:46,046 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 3 days, 0:08:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5214, loss_cls: 6.9248, loss: 6.9248 +2023-12-25 18:39:46,369 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 3 days, 0:07:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5166, loss_cls: 6.9163, loss: 6.9163 +2023-12-25 18:40:45,842 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 3 days, 0:06:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5353, loss_cls: 6.8687, loss: 6.8687 +2023-12-25 18:41:45,302 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 3 days, 0:05:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5242, loss_cls: 6.8838, loss: 6.8838 +2023-12-25 18:42:44,977 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 3 days, 0:03:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5261, loss_cls: 6.9027, loss: 6.9027 +2023-12-25 18:43:44,614 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 3 days, 0:02:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5262, loss_cls: 6.8959, loss: 6.8959 +2023-12-25 18:44:44,460 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 3 days, 0:01:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5181, loss_cls: 6.9522, loss: 6.9522 +2023-12-25 18:45:44,024 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 3 days, 0:00:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5056, loss_cls: 6.9885, loss: 6.9885 +2023-12-25 18:46:43,625 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 2 days, 23:58:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5238, loss_cls: 6.9229, loss: 6.9229 +2023-12-25 18:47:43,441 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 2 days, 23:57:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5255, loss_cls: 6.9189, loss: 6.9189 +2023-12-25 18:48:43,107 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 2 days, 23:56:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5173, loss_cls: 6.9383, loss: 6.9383 +2023-12-25 18:49:42,829 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 2 days, 23:55:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5294, loss_cls: 6.8843, loss: 6.8843 +2023-12-25 18:50:42,350 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 2 days, 23:54:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5177, loss_cls: 6.9265, loss: 6.9265 +2023-12-25 18:51:41,777 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 2 days, 23:52:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5102, loss_cls: 6.9443, loss: 6.9443 +2023-12-25 18:52:41,632 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 2 days, 23:51:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5211, loss_cls: 6.9216, loss: 6.9216 +2023-12-25 18:53:41,713 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 2 days, 23:50:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5150, loss_cls: 6.9633, loss: 6.9633 +2023-12-25 18:54:41,938 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 2 days, 23:49:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5128, loss_cls: 6.9391, loss: 6.9391 +2023-12-25 18:55:41,845 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 2 days, 23:48:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5205, loss_cls: 6.9347, loss: 6.9347 +2023-12-25 18:56:41,722 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 2 days, 23:46:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5159, loss_cls: 6.9388, loss: 6.9388 +2023-12-25 18:57:41,522 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 2 days, 23:45:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5203, loss_cls: 6.9002, loss: 6.9002 +2023-12-25 18:58:41,487 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 2 days, 23:44:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5252, loss_cls: 6.9124, loss: 6.9124 +2023-12-25 18:59:41,260 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 2 days, 23:43:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5264, loss_cls: 6.8733, loss: 6.8733 +2023-12-25 19:00:41,134 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 2 days, 23:42:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5139, loss_cls: 6.9496, loss: 6.9496 +2023-12-25 19:01:40,629 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 2 days, 23:40:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5142, loss_cls: 6.9411, loss: 6.9411 +2023-12-25 19:02:41,392 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 2 days, 23:39:46, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5239, loss_cls: 6.9066, loss: 6.9066 +2023-12-25 19:03:42,076 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 2 days, 23:38:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5145, loss_cls: 6.9510, loss: 6.9510 +2023-12-25 19:04:43,431 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 2 days, 23:37:29, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5289, loss_cls: 6.8560, loss: 6.8560 +2023-12-25 19:05:13,673 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-25 19:07:10,276 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:07:11,080 - pyskl - INFO - +top1_acc 0.1970 +top5_acc 0.4193 +2023-12-25 19:07:11,080 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 19:07:11,122 - pyskl - INFO - +mean_acc 0.1968 +2023-12-25 19:07:11,135 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.1970, top5_acc: 0.4193, mean_class_accuracy: 0.1968 +2023-12-25 19:10:34,574 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 2 days, 23:40:52, time: 2.034, data_time: 1.425, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5309, loss_cls: 6.8491, loss: 6.8491 +2023-12-25 19:11:34,469 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 2 days, 23:39:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5317, loss_cls: 6.8623, loss: 6.8623 +2023-12-25 19:12:34,352 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 2 days, 23:38:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5428, loss_cls: 6.8404, loss: 6.8404 +2023-12-25 19:13:34,742 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 2 days, 23:37:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5272, loss_cls: 6.8887, loss: 6.8887 +2023-12-25 19:14:34,817 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 2 days, 23:36:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5202, loss_cls: 6.9175, loss: 6.9175 +2023-12-25 19:15:34,946 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 2 days, 23:34:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5172, loss_cls: 6.9360, loss: 6.9360 +2023-12-25 19:16:34,839 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 2 days, 23:33:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5159, loss_cls: 6.9269, loss: 6.9269 +2023-12-25 19:17:34,209 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 2 days, 23:32:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5166, loss_cls: 6.9085, loss: 6.9085 +2023-12-25 19:18:33,705 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 2 days, 23:31:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5286, loss_cls: 6.8811, loss: 6.8811 +2023-12-25 19:19:33,638 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 2 days, 23:30:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5281, loss_cls: 6.9184, loss: 6.9184 +2023-12-25 19:20:33,180 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 2 days, 23:28:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5175, loss_cls: 6.9488, loss: 6.9488 +2023-12-25 19:21:32,771 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 2 days, 23:27:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5298, loss_cls: 6.8846, loss: 6.8846 +2023-12-25 19:22:32,516 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 2 days, 23:26:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5322, loss_cls: 6.8921, loss: 6.8921 +2023-12-25 19:23:32,269 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 2 days, 23:25:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5184, loss_cls: 6.8633, loss: 6.8633 +2023-12-25 19:24:32,895 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 2 days, 23:24:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5131, loss_cls: 6.9247, loss: 6.9247 +2023-12-25 19:25:33,574 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 2 days, 23:22:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5192, loss_cls: 6.8944, loss: 6.8944 +2023-12-25 19:26:34,263 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 2 days, 23:21:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5311, loss_cls: 6.9020, loss: 6.9020 +2023-12-25 19:27:33,984 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 2 days, 23:20:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5281, loss_cls: 6.9010, loss: 6.9010 +2023-12-25 19:28:33,608 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 2 days, 23:19:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5194, loss_cls: 6.9334, loss: 6.9334 +2023-12-25 19:29:33,155 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 2 days, 23:18:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5127, loss_cls: 6.9561, loss: 6.9561 +2023-12-25 19:30:32,769 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 2 days, 23:16:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5216, loss_cls: 6.8789, loss: 6.8789 +2023-12-25 19:31:32,516 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 2 days, 23:15:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5264, loss_cls: 6.8992, loss: 6.8992 +2023-12-25 19:32:32,287 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 2 days, 23:14:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5291, loss_cls: 6.8647, loss: 6.8647 +2023-12-25 19:33:32,241 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 2 days, 23:13:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5197, loss_cls: 6.9164, loss: 6.9164 +2023-12-25 19:34:32,493 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 2 days, 23:12:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5345, loss_cls: 6.8687, loss: 6.8687 +2023-12-25 19:35:32,665 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 2 days, 23:10:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5227, loss_cls: 6.8926, loss: 6.8926 +2023-12-25 19:36:32,476 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 2 days, 23:09:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5248, loss_cls: 6.9119, loss: 6.9119 +2023-12-25 19:37:32,515 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 2 days, 23:08:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5142, loss_cls: 6.9288, loss: 6.9288 +2023-12-25 19:38:32,126 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 2 days, 23:07:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5292, loss_cls: 6.8894, loss: 6.8894 +2023-12-25 19:39:31,918 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 2 days, 23:06:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5258, loss_cls: 6.9316, loss: 6.9316 +2023-12-25 19:40:31,488 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 2 days, 23:04:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5164, loss_cls: 6.9443, loss: 6.9443 +2023-12-25 19:41:30,857 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 2 days, 23:03:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5286, loss_cls: 6.8721, loss: 6.8721 +2023-12-25 19:42:30,407 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 2 days, 23:02:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5170, loss_cls: 6.9230, loss: 6.9230 +2023-12-25 19:43:30,075 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 2 days, 23:01:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5189, loss_cls: 6.9248, loss: 6.9248 +2023-12-25 19:44:30,056 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 2 days, 23:00:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5214, loss_cls: 6.8978, loss: 6.8978 +2023-12-25 19:45:30,872 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 2 days, 22:59:00, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5256, loss_cls: 6.8715, loss: 6.8715 +2023-12-25 19:46:31,904 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 2 days, 22:57:52, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5042, loss_cls: 6.9625, loss: 6.9625 +2023-12-25 19:47:01,594 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-25 19:48:55,410 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:48:56,188 - pyskl - INFO - +top1_acc 0.2072 +top5_acc 0.4466 +2023-12-25 19:48:56,189 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 19:48:56,227 - pyskl - INFO - +mean_acc 0.2069 +2023-12-25 19:48:56,237 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.2072, top5_acc: 0.4466, mean_class_accuracy: 0.2069 +2023-12-25 19:52:16,604 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 2 days, 23:00:57, time: 2.004, data_time: 1.402, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5453, loss_cls: 6.8130, loss: 6.8130 +2023-12-25 19:53:17,209 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 2 days, 22:59:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5342, loss_cls: 6.8568, loss: 6.8568 +2023-12-25 19:54:17,304 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 2 days, 22:58:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5353, loss_cls: 6.8331, loss: 6.8331 +2023-12-25 19:55:17,970 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 2 days, 22:57:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5197, loss_cls: 6.9061, loss: 6.9061 +2023-12-25 19:56:18,373 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 2 days, 22:56:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5328, loss_cls: 6.8823, loss: 6.8823 +2023-12-25 19:57:18,109 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 2 days, 22:55:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5248, loss_cls: 6.8911, loss: 6.8911 +2023-12-25 19:58:17,931 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 2 days, 22:53:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5289, loss_cls: 6.8828, loss: 6.8828 +2023-12-25 19:59:17,599 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 2 days, 22:52:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5250, loss_cls: 6.8907, loss: 6.8907 +2023-12-25 20:00:17,289 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 2 days, 22:51:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5253, loss_cls: 6.8816, loss: 6.8816 +2023-12-25 20:01:16,864 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 2 days, 22:50:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5211, loss_cls: 6.8831, loss: 6.8831 +2023-12-25 20:02:16,413 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 2 days, 22:49:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5167, loss_cls: 6.9194, loss: 6.9194 +2023-12-25 20:03:16,129 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 2 days, 22:47:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5203, loss_cls: 6.9332, loss: 6.9332 +2023-12-25 20:04:15,963 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 2 days, 22:46:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5234, loss_cls: 6.9236, loss: 6.9236 +2023-12-25 20:05:15,586 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 2 days, 22:45:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5230, loss_cls: 6.9167, loss: 6.9167 +2023-12-25 20:06:15,648 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 2 days, 22:44:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5141, loss_cls: 6.9132, loss: 6.9132 +2023-12-25 20:07:15,704 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 2 days, 22:43:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5108, loss_cls: 6.9511, loss: 6.9511 +2023-12-25 20:08:15,637 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 2 days, 22:41:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5305, loss_cls: 6.8578, loss: 6.8578 +2023-12-25 20:09:15,240 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 2 days, 22:40:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5103, loss_cls: 6.9528, loss: 6.9528 +2023-12-25 20:10:14,792 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 2 days, 22:39:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5181, loss_cls: 6.9493, loss: 6.9493 +2023-12-25 20:11:14,562 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 2 days, 22:38:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5256, loss_cls: 6.9082, loss: 6.9082 +2023-12-25 20:12:14,178 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 2 days, 22:37:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5261, loss_cls: 6.8867, loss: 6.8867 +2023-12-25 20:13:14,417 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 2 days, 22:35:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5316, loss_cls: 6.8829, loss: 6.8829 +2023-12-25 20:14:15,083 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 2 days, 22:34:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5317, loss_cls: 6.8862, loss: 6.8862 +2023-12-25 20:15:16,204 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 2 days, 22:33:37, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5147, loss_cls: 6.9178, loss: 6.9178 +2023-12-25 20:16:16,091 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 2 days, 22:32:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5153, loss_cls: 6.9069, loss: 6.9069 +2023-12-25 20:17:15,547 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 2 days, 22:31:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5194, loss_cls: 6.8875, loss: 6.8875 +2023-12-25 20:18:15,300 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 2 days, 22:30:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5269, loss_cls: 6.8720, loss: 6.8720 +2023-12-25 20:19:15,167 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 2 days, 22:28:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5339, loss_cls: 6.8483, loss: 6.8483 +2023-12-25 20:20:14,757 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 2 days, 22:27:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5236, loss_cls: 6.8930, loss: 6.8930 +2023-12-25 20:21:14,396 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 2 days, 22:26:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5294, loss_cls: 6.8918, loss: 6.8918 +2023-12-25 20:22:14,329 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 2 days, 22:25:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5225, loss_cls: 6.9038, loss: 6.9038 +2023-12-25 20:23:14,420 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 2 days, 22:24:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5234, loss_cls: 6.9240, loss: 6.9240 +2023-12-25 20:24:14,336 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 2 days, 22:22:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5325, loss_cls: 6.8662, loss: 6.8662 +2023-12-25 20:25:14,102 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 2 days, 22:21:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5225, loss_cls: 6.9049, loss: 6.9049 +2023-12-25 20:26:15,001 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 2 days, 22:20:32, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5244, loss_cls: 6.8956, loss: 6.8956 +2023-12-25 20:27:15,406 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 2 days, 22:19:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5105, loss_cls: 6.9520, loss: 6.9520 +2023-12-25 20:28:16,588 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 2 days, 22:18:14, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5178, loss_cls: 6.9380, loss: 6.9380 +2023-12-25 20:28:46,467 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-25 20:30:43,766 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:30:44,780 - pyskl - INFO - +top1_acc 0.1898 +top5_acc 0.4152 +2023-12-25 20:30:44,780 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 20:30:44,816 - pyskl - INFO - +mean_acc 0.1900 +2023-12-25 20:30:44,828 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.1898, top5_acc: 0.4152, mean_class_accuracy: 0.1900 +2023-12-25 20:34:08,782 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 2 days, 22:21:20, time: 2.039, data_time: 1.437, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5288, loss_cls: 6.8723, loss: 6.8723 +2023-12-25 20:35:08,990 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 2 days, 22:20:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5255, loss_cls: 6.8477, loss: 6.8477 +2023-12-25 20:36:08,942 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 2 days, 22:18:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5347, loss_cls: 6.8249, loss: 6.8249 +2023-12-25 20:37:09,448 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 2 days, 22:17:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5297, loss_cls: 6.8612, loss: 6.8612 +2023-12-25 20:38:09,558 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 2 days, 22:16:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5250, loss_cls: 6.9162, loss: 6.9162 +2023-12-25 20:39:09,227 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 2 days, 22:15:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5337, loss_cls: 6.8687, loss: 6.8687 +2023-12-25 20:40:09,156 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 2 days, 22:14:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5280, loss_cls: 6.9045, loss: 6.9045 +2023-12-25 20:41:08,977 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 2 days, 22:13:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5297, loss_cls: 6.8697, loss: 6.8697 +2023-12-25 20:42:08,977 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 2 days, 22:11:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5184, loss_cls: 6.9422, loss: 6.9422 +2023-12-25 20:43:08,813 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 2 days, 22:10:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5206, loss_cls: 6.9111, loss: 6.9111 +2023-12-25 20:44:09,421 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 2 days, 22:09:30, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5267, loss_cls: 6.8809, loss: 6.8809 +2023-12-25 20:45:10,327 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 2 days, 22:08:21, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5359, loss_cls: 6.8326, loss: 6.8326 +2023-12-25 20:46:10,656 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 2 days, 22:07:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5291, loss_cls: 6.8931, loss: 6.8931 +2023-12-25 20:47:11,846 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 2 days, 22:06:03, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5363, loss_cls: 6.8907, loss: 6.8907 +2023-12-25 20:48:12,143 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 2 days, 22:04:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5312, loss_cls: 6.8484, loss: 6.8484 +2023-12-25 20:49:12,649 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 2 days, 22:03:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5250, loss_cls: 6.8616, loss: 6.8616 +2023-12-25 20:50:12,511 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 2 days, 22:02:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5253, loss_cls: 6.8804, loss: 6.8804 +2023-12-25 20:51:12,440 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 2 days, 22:01:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5173, loss_cls: 6.9303, loss: 6.9303 +2023-12-25 20:52:12,386 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 2 days, 22:00:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5286, loss_cls: 6.8754, loss: 6.8754 +2023-12-25 20:53:12,124 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 2 days, 21:58:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5227, loss_cls: 6.9144, loss: 6.9144 +2023-12-25 20:54:12,069 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 2 days, 21:57:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5273, loss_cls: 6.9031, loss: 6.9031 +2023-12-25 20:55:11,664 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 2 days, 21:56:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5344, loss_cls: 6.8517, loss: 6.8517 +2023-12-25 20:56:11,899 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 2 days, 21:55:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5197, loss_cls: 6.9160, loss: 6.9160 +2023-12-25 20:57:12,251 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 2 days, 21:54:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5239, loss_cls: 6.8885, loss: 6.8885 +2023-12-25 20:58:12,797 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 2 days, 21:53:05, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5275, loss_cls: 6.8908, loss: 6.8908 +2023-12-25 20:59:13,355 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 2 days, 21:51:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5205, loss_cls: 6.9087, loss: 6.9087 +2023-12-25 21:00:13,507 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 2 days, 21:50:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5298, loss_cls: 6.8617, loss: 6.8617 +2023-12-25 21:01:13,468 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 2 days, 21:49:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5230, loss_cls: 6.9144, loss: 6.9144 +2023-12-25 21:02:13,219 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 2 days, 21:48:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5328, loss_cls: 6.8788, loss: 6.8788 +2023-12-25 21:03:12,997 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 2 days, 21:47:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5294, loss_cls: 6.8798, loss: 6.8798 +2023-12-25 21:04:12,760 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 2 days, 21:46:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5183, loss_cls: 6.9672, loss: 6.9672 +2023-12-25 21:05:13,119 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 2 days, 21:44:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5267, loss_cls: 6.8865, loss: 6.8865 +2023-12-25 21:06:14,204 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 2 days, 21:43:42, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5186, loss_cls: 6.9171, loss: 6.9171 +2023-12-25 21:07:15,476 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 2 days, 21:42:34, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5144, loss_cls: 6.9391, loss: 6.9391 +2023-12-25 21:08:16,096 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 2 days, 21:41:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5144, loss_cls: 6.9274, loss: 6.9274 +2023-12-25 21:09:17,001 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 2 days, 21:40:17, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5319, loss_cls: 6.8962, loss: 6.8962 +2023-12-25 21:10:17,986 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 2 days, 21:39:08, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5223, loss_cls: 6.9186, loss: 6.9186 +2023-12-25 21:10:47,958 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-25 21:12:44,141 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:12:44,967 - pyskl - INFO - +top1_acc 0.2037 +top5_acc 0.4348 +2023-12-25 21:12:44,967 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 21:12:45,012 - pyskl - INFO - +mean_acc 0.2036 +2023-12-25 21:12:45,026 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.2037, top5_acc: 0.4348, mean_class_accuracy: 0.2036 +2023-12-25 21:16:02,375 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 2 days, 21:41:49, time: 1.973, data_time: 1.373, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5348, loss_cls: 6.8570, loss: 6.8570 +2023-12-25 21:17:02,577 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 2 days, 21:40:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5341, loss_cls: 6.8232, loss: 6.8232 +2023-12-25 21:18:02,109 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 2 days, 21:39:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5295, loss_cls: 6.8740, loss: 6.8740 +2023-12-25 21:19:02,429 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 2 days, 21:38:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5270, loss_cls: 6.8812, loss: 6.8812 +2023-12-25 21:20:02,876 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 2 days, 21:37:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5428, loss_cls: 6.8200, loss: 6.8200 +2023-12-25 21:21:02,410 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 2 days, 21:35:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5217, loss_cls: 6.8941, loss: 6.8941 +2023-12-25 21:22:02,588 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 2 days, 21:34:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5292, loss_cls: 6.8820, loss: 6.8820 +2023-12-25 21:23:02,560 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 2 days, 21:33:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5206, loss_cls: 6.8833, loss: 6.8833 +2023-12-25 21:24:02,264 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 2 days, 21:32:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5275, loss_cls: 6.8674, loss: 6.8674 +2023-12-25 21:25:01,671 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 2 days, 21:31:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5294, loss_cls: 6.8828, loss: 6.8828 +2023-12-25 21:26:01,505 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 2 days, 21:29:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5262, loss_cls: 6.8771, loss: 6.8771 +2023-12-25 21:27:01,370 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 2 days, 21:28:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5238, loss_cls: 6.8722, loss: 6.8722 +2023-12-25 21:28:00,910 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 2 days, 21:27:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5294, loss_cls: 6.8757, loss: 6.8757 +2023-12-25 21:29:00,913 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 2 days, 21:26:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5308, loss_cls: 6.8601, loss: 6.8601 +2023-12-25 21:30:00,725 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 2 days, 21:25:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5281, loss_cls: 6.8746, loss: 6.8746 +2023-12-25 21:31:00,846 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 2 days, 21:24:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5270, loss_cls: 6.9089, loss: 6.9089 +2023-12-25 21:32:01,223 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 2 days, 21:22:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5109, loss_cls: 6.9630, loss: 6.9630 +2023-12-25 21:33:01,340 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 2 days, 21:21:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5095, loss_cls: 6.9298, loss: 6.9298 +2023-12-25 21:34:01,403 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 2 days, 21:20:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5252, loss_cls: 6.8946, loss: 6.8946 +2023-12-25 21:35:01,178 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 2 days, 21:19:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5375, loss_cls: 6.8309, loss: 6.8309 +2023-12-25 21:36:01,056 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 2 days, 21:18:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5256, loss_cls: 6.8915, loss: 6.8915 +2023-12-25 21:37:00,784 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 2 days, 21:16:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5367, loss_cls: 6.8493, loss: 6.8493 +2023-12-25 21:38:00,358 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 2 days, 21:15:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5259, loss_cls: 6.9124, loss: 6.9124 +2023-12-25 21:39:00,035 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 2 days, 21:14:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5291, loss_cls: 6.8855, loss: 6.8855 +2023-12-25 21:39:59,653 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 2 days, 21:13:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5242, loss_cls: 6.9047, loss: 6.9047 +2023-12-25 21:40:59,501 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 2 days, 21:12:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5317, loss_cls: 6.8681, loss: 6.8681 +2023-12-25 21:41:59,045 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 2 days, 21:11:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5364, loss_cls: 6.8620, loss: 6.8620 +2023-12-25 21:42:58,715 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 2 days, 21:09:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5258, loss_cls: 6.8700, loss: 6.8700 +2023-12-25 21:43:59,453 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 2 days, 21:08:42, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5175, loss_cls: 6.9216, loss: 6.9216 +2023-12-25 21:44:59,866 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 2 days, 21:07:32, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5175, loss_cls: 6.9415, loss: 6.9415 +2023-12-25 21:46:00,258 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 2 days, 21:06:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5238, loss_cls: 6.9150, loss: 6.9150 +2023-12-25 21:46:59,981 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 2 days, 21:05:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5122, loss_cls: 6.9180, loss: 6.9180 +2023-12-25 21:47:59,899 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 2 days, 21:04:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5105, loss_cls: 6.9429, loss: 6.9429 +2023-12-25 21:48:59,286 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 2 days, 21:02:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5294, loss_cls: 6.8883, loss: 6.8883 +2023-12-25 21:49:58,841 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 2 days, 21:01:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5253, loss_cls: 6.8934, loss: 6.8934 +2023-12-25 21:50:59,331 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 2 days, 21:00:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5261, loss_cls: 6.8500, loss: 6.8500 +2023-12-25 21:52:00,421 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 2 days, 20:59:20, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5098, loss_cls: 6.9653, loss: 6.9653 +2023-12-25 21:52:30,819 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-25 21:54:25,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:54:26,390 - pyskl - INFO - +top1_acc 0.1971 +top5_acc 0.4230 +2023-12-25 21:54:26,390 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 21:54:26,439 - pyskl - INFO - +mean_acc 0.1969 +2023-12-25 21:54:26,453 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.1971, top5_acc: 0.4230, mean_class_accuracy: 0.1969 +2023-12-25 21:57:48,485 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 2 days, 21:02:04, time: 2.020, data_time: 1.418, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5283, loss_cls: 6.8770, loss: 6.8770 +2023-12-25 21:58:49,264 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 2 days, 21:00:55, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5252, loss_cls: 6.8888, loss: 6.8888 +2023-12-25 21:59:49,132 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 2 days, 20:59:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5425, loss_cls: 6.8269, loss: 6.8269 +2023-12-25 22:00:49,147 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 2 days, 20:58:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5366, loss_cls: 6.8208, loss: 6.8208 +2023-12-25 22:01:49,714 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 2 days, 20:57:24, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5295, loss_cls: 6.8533, loss: 6.8533 +2023-12-25 22:02:49,806 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 2 days, 20:56:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5125, loss_cls: 6.9632, loss: 6.9632 +2023-12-25 22:03:49,639 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 2 days, 20:55:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5277, loss_cls: 6.8956, loss: 6.8956 +2023-12-25 22:04:49,373 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 2 days, 20:53:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5189, loss_cls: 6.9137, loss: 6.9137 +2023-12-25 22:05:48,955 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 2 days, 20:52:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5345, loss_cls: 6.8648, loss: 6.8648 +2023-12-25 22:06:48,457 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 2 days, 20:51:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5233, loss_cls: 6.8671, loss: 6.8671 +2023-12-25 22:07:48,106 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 2 days, 20:50:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5172, loss_cls: 6.9433, loss: 6.9433 +2023-12-25 22:08:48,651 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 2 days, 20:49:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5270, loss_cls: 6.9022, loss: 6.9022 +2023-12-25 22:09:49,181 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 2 days, 20:47:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5277, loss_cls: 6.8997, loss: 6.8997 +2023-12-25 22:10:49,486 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 2 days, 20:46:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5281, loss_cls: 6.8518, loss: 6.8518 +2023-12-25 22:11:49,305 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 2 days, 20:45:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5266, loss_cls: 6.9036, loss: 6.9036 +2023-12-25 22:12:49,543 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 2 days, 20:44:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5292, loss_cls: 6.8713, loss: 6.8713 +2023-12-25 22:13:49,793 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 2 days, 20:43:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5298, loss_cls: 6.8509, loss: 6.8509 +2023-12-25 22:14:50,261 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 2 days, 20:42:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5358, loss_cls: 6.8524, loss: 6.8524 +2023-12-25 22:15:50,873 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 2 days, 20:40:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5164, loss_cls: 6.9567, loss: 6.9567 +2023-12-25 22:16:51,558 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 2 days, 20:39:50, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5312, loss_cls: 6.8810, loss: 6.8810 +2023-12-25 22:17:52,082 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 2 days, 20:38:41, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5217, loss_cls: 6.8929, loss: 6.8929 +2023-12-25 22:18:52,130 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 2 days, 20:37:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5242, loss_cls: 6.9098, loss: 6.9098 +2023-12-25 22:19:52,479 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 2 days, 20:36:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5244, loss_cls: 6.8933, loss: 6.8933 +2023-12-25 22:20:52,267 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 2 days, 20:35:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5227, loss_cls: 6.8531, loss: 6.8531 +2023-12-25 22:21:52,059 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 2 days, 20:34:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5283, loss_cls: 6.8715, loss: 6.8715 +2023-12-25 22:22:51,990 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 2 days, 20:32:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5267, loss_cls: 6.9069, loss: 6.9069 +2023-12-25 22:23:51,953 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 2 days, 20:31:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5283, loss_cls: 6.8909, loss: 6.8909 +2023-12-25 22:24:51,456 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 2 days, 20:30:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5198, loss_cls: 6.8904, loss: 6.8904 +2023-12-25 22:25:51,139 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 2 days, 20:29:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5306, loss_cls: 6.8979, loss: 6.8979 +2023-12-25 22:26:50,811 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 2 days, 20:28:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5341, loss_cls: 6.8583, loss: 6.8583 +2023-12-25 22:27:50,634 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 2 days, 20:26:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5375, loss_cls: 6.8702, loss: 6.8702 +2023-12-25 22:28:50,395 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 2 days, 20:25:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5238, loss_cls: 6.8886, loss: 6.8886 +2023-12-25 22:29:50,201 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 2 days, 20:24:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5186, loss_cls: 6.9081, loss: 6.9081 +2023-12-25 22:30:50,194 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 2 days, 20:23:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5206, loss_cls: 6.8932, loss: 6.8932 +2023-12-25 22:31:50,764 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 2 days, 20:22:13, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5328, loss_cls: 6.8637, loss: 6.8637 +2023-12-25 22:32:51,631 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 2 days, 20:21:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5241, loss_cls: 6.8913, loss: 6.8913 +2023-12-25 22:33:52,289 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 2 days, 20:19:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5281, loss_cls: 6.8571, loss: 6.8571 +2023-12-25 22:34:22,961 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-25 22:36:16,265 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:36:17,056 - pyskl - INFO - +top1_acc 0.2028 +top5_acc 0.4339 +2023-12-25 22:36:17,056 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 22:36:17,089 - pyskl - INFO - +mean_acc 0.2027 +2023-12-25 22:36:17,098 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.2028, top5_acc: 0.4339, mean_class_accuracy: 0.2027 +2023-12-25 22:39:40,126 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 2 days, 20:22:35, time: 2.030, data_time: 1.428, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5428, loss_cls: 6.8351, loss: 6.8351 +2023-12-25 22:40:40,633 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 2 days, 20:21:25, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5227, loss_cls: 6.8806, loss: 6.8806 +2023-12-25 22:41:40,734 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 2 days, 20:20:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5248, loss_cls: 6.8685, loss: 6.8685 +2023-12-25 22:42:40,650 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 2 days, 20:19:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5244, loss_cls: 6.8867, loss: 6.8867 +2023-12-25 22:43:41,361 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 2 days, 20:17:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5273, loss_cls: 6.8524, loss: 6.8524 +2023-12-25 22:44:41,905 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 2 days, 20:16:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5348, loss_cls: 6.8462, loss: 6.8462 +2023-12-25 22:45:42,170 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 2 days, 20:15:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5303, loss_cls: 6.8716, loss: 6.8716 +2023-12-25 22:46:42,145 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 2 days, 20:14:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5306, loss_cls: 6.8535, loss: 6.8535 +2023-12-25 22:47:42,061 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 2 days, 20:13:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5403, loss_cls: 6.8482, loss: 6.8482 +2023-12-25 22:48:41,788 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 2 days, 20:12:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5291, loss_cls: 6.8553, loss: 6.8553 +2023-12-25 22:49:41,765 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 2 days, 20:10:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5264, loss_cls: 6.8778, loss: 6.8778 +2023-12-25 22:50:41,878 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 2 days, 20:09:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5231, loss_cls: 6.8795, loss: 6.8795 +2023-12-25 22:51:41,913 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 2 days, 20:08:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5222, loss_cls: 6.9161, loss: 6.9161 +2023-12-25 22:52:42,252 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 2 days, 20:07:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5181, loss_cls: 6.9005, loss: 6.9005 +2023-12-25 22:53:42,090 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 2 days, 20:06:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5191, loss_cls: 6.9021, loss: 6.9021 +2023-12-25 22:54:41,776 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 2 days, 20:05:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5325, loss_cls: 6.8616, loss: 6.8616 +2023-12-25 22:55:41,750 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 2 days, 20:03:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5333, loss_cls: 6.8476, loss: 6.8476 +2023-12-25 22:56:41,423 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 2 days, 20:02:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5283, loss_cls: 6.9027, loss: 6.9027 +2023-12-25 22:57:41,434 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 2 days, 20:01:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5270, loss_cls: 6.8759, loss: 6.8759 +2023-12-25 22:58:41,928 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 2 days, 20:00:23, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5303, loss_cls: 6.8596, loss: 6.8596 +2023-12-25 22:59:42,028 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 2 days, 19:59:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5214, loss_cls: 6.8754, loss: 6.8754 +2023-12-25 23:00:42,620 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 2 days, 19:58:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5266, loss_cls: 6.8794, loss: 6.8794 +2023-12-25 23:01:43,234 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 2 days, 19:56:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5425, loss_cls: 6.8494, loss: 6.8494 +2023-12-25 23:02:43,159 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 2 days, 19:55:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5281, loss_cls: 6.8568, loss: 6.8568 +2023-12-25 23:03:43,042 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 2 days, 19:54:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5295, loss_cls: 6.8659, loss: 6.8659 +2023-12-25 23:04:42,607 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 2 days, 19:53:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5233, loss_cls: 6.8745, loss: 6.8745 +2023-12-25 23:05:42,574 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 2 days, 19:52:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5250, loss_cls: 6.9516, loss: 6.9516 +2023-12-25 23:06:43,227 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 2 days, 19:51:04, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5344, loss_cls: 6.8828, loss: 6.8828 +2023-12-25 23:07:43,142 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 2 days, 19:49:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5272, loss_cls: 6.8934, loss: 6.8934 +2023-12-25 23:08:43,209 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 2 days, 19:48:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5320, loss_cls: 6.8600, loss: 6.8600 +2023-12-25 23:09:43,058 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 2 days, 19:47:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5241, loss_cls: 6.8884, loss: 6.8884 +2023-12-25 23:10:42,811 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 2 days, 19:46:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5342, loss_cls: 6.8334, loss: 6.8334 +2023-12-25 23:11:43,046 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 2 days, 19:45:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5369, loss_cls: 6.8580, loss: 6.8580 +2023-12-25 23:12:43,298 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 2 days, 19:44:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5278, loss_cls: 6.8648, loss: 6.8648 +2023-12-25 23:13:44,199 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 2 days, 19:42:56, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5234, loss_cls: 6.8857, loss: 6.8857 +2023-12-25 23:14:44,644 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 2 days, 19:41:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5356, loss_cls: 6.8581, loss: 6.8581 +2023-12-25 23:15:45,260 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 2 days, 19:40:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5144, loss_cls: 6.8828, loss: 6.8828 +2023-12-25 23:16:14,994 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-25 23:18:08,696 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 23:18:09,499 - pyskl - INFO - +top1_acc 0.2110 +top5_acc 0.4490 +2023-12-25 23:18:09,499 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 23:18:09,531 - pyskl - INFO - +mean_acc 0.2109 +2023-12-25 23:18:09,539 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.2110, top5_acc: 0.4490, mean_class_accuracy: 0.2109 +2023-12-25 23:21:31,366 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 2 days, 19:43:06, time: 2.018, data_time: 1.420, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5359, loss_cls: 6.8142, loss: 6.8142 +2023-12-25 23:22:31,155 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 2 days, 19:41:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5320, loss_cls: 6.8540, loss: 6.8540 +2023-12-25 23:23:31,186 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 2 days, 19:40:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5359, loss_cls: 6.8190, loss: 6.8190 +2023-12-25 23:24:30,985 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 2 days, 19:39:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5328, loss_cls: 6.8708, loss: 6.8708 +2023-12-25 23:25:32,289 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 2 days, 19:38:27, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5331, loss_cls: 6.8458, loss: 6.8458 +2023-12-25 23:26:32,877 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 2 days, 19:37:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5308, loss_cls: 6.8622, loss: 6.8622 +2023-12-25 23:27:32,630 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 2 days, 19:36:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5350, loss_cls: 6.8347, loss: 6.8347 +2023-12-25 23:28:32,990 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 2 days, 19:34:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5286, loss_cls: 6.8596, loss: 6.8596 +2023-12-25 23:29:33,017 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 2 days, 19:33:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5188, loss_cls: 6.8728, loss: 6.8728 +2023-12-25 23:30:32,930 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 2 days, 19:32:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5391, loss_cls: 6.8027, loss: 6.8027 +2023-12-25 23:31:32,742 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 2 days, 19:31:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5353, loss_cls: 6.8203, loss: 6.8203 +2023-12-25 23:32:32,402 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 2 days, 19:30:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5281, loss_cls: 6.8652, loss: 6.8652 +2023-12-25 23:33:32,075 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 2 days, 19:29:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5364, loss_cls: 6.8291, loss: 6.8291 +2023-12-25 23:34:32,537 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 2 days, 19:27:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5272, loss_cls: 6.8946, loss: 6.8946 +2023-12-25 23:35:32,942 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 2 days, 19:26:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5248, loss_cls: 6.8637, loss: 6.8637 +2023-12-25 23:36:33,970 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 2 days, 19:25:40, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5322, loss_cls: 6.8613, loss: 6.8613 +2023-12-25 23:37:34,227 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 2 days, 19:24:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5253, loss_cls: 6.8788, loss: 6.8788 +2023-12-25 23:38:33,956 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 2 days, 19:23:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5316, loss_cls: 6.8470, loss: 6.8470 +2023-12-25 23:39:33,912 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 2 days, 19:22:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5352, loss_cls: 6.8388, loss: 6.8388 +2023-12-25 23:40:33,902 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 2 days, 19:20:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5266, loss_cls: 6.8496, loss: 6.8496 +2023-12-25 23:41:34,333 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 2 days, 19:19:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5278, loss_cls: 6.8721, loss: 6.8721 +2023-12-25 23:42:35,107 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 2 days, 19:18:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5306, loss_cls: 6.8679, loss: 6.8679 +2023-12-25 23:43:35,901 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 2 days, 19:17:34, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5231, loss_cls: 6.9054, loss: 6.9054 +2023-12-25 23:44:35,989 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 2 days, 19:16:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5255, loss_cls: 6.8613, loss: 6.8613 +2023-12-25 23:45:36,453 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 2 days, 19:15:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5444, loss_cls: 6.8365, loss: 6.8365 +2023-12-25 23:46:37,448 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 2 days, 19:14:07, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2863, top5_acc: 0.5342, loss_cls: 6.8727, loss: 6.8727 +2023-12-25 23:47:38,032 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 2 days, 19:12:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5275, loss_cls: 6.8919, loss: 6.8919 +2023-12-25 23:48:38,699 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 2 days, 19:11:50, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5197, loss_cls: 6.9230, loss: 6.9230 +2023-12-25 23:49:38,631 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 2 days, 19:10:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5270, loss_cls: 6.8880, loss: 6.8880 +2023-12-25 23:50:38,779 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 2 days, 19:09:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5286, loss_cls: 6.8912, loss: 6.8912 +2023-12-25 23:51:38,730 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 2 days, 19:08:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5222, loss_cls: 6.8984, loss: 6.8984 +2023-12-25 23:52:38,928 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 2 days, 19:07:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5200, loss_cls: 6.9205, loss: 6.9205 +2023-12-25 23:53:38,876 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 2 days, 19:06:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5289, loss_cls: 6.8765, loss: 6.8765 +2023-12-25 23:54:38,568 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 2 days, 19:04:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5305, loss_cls: 6.8555, loss: 6.8555 +2023-12-25 23:55:38,281 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 2 days, 19:03:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5223, loss_cls: 6.9193, loss: 6.9193 +2023-12-25 23:56:38,797 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 2 days, 19:02:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5308, loss_cls: 6.8859, loss: 6.8859 +2023-12-25 23:57:40,165 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 2 days, 19:01:24, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5238, loss_cls: 6.8743, loss: 6.8743 +2023-12-25 23:58:10,147 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-26 00:00:05,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 00:00:06,273 - pyskl - INFO - +top1_acc 0.2196 +top5_acc 0.4525 +2023-12-26 00:00:06,274 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 00:00:06,305 - pyskl - INFO - +mean_acc 0.2195 +2023-12-26 00:00:06,310 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_30.pth was removed +2023-12-26 00:00:06,536 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_48.pth. +2023-12-26 00:00:06,536 - pyskl - INFO - Best top1_acc is 0.2196 at 48 epoch. +2023-12-26 00:00:06,545 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.2196, top5_acc: 0.4525, mean_class_accuracy: 0.2195 +2023-12-26 00:03:24,285 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 2 days, 19:03:36, time: 1.977, data_time: 1.380, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5277, loss_cls: 6.8724, loss: 6.8724 +2023-12-26 00:04:24,391 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 2 days, 19:02:27, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5395, loss_cls: 6.8178, loss: 6.8178 +2023-12-26 00:05:24,915 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 2 days, 19:01:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5358, loss_cls: 6.8572, loss: 6.8572 +2023-12-26 00:06:24,358 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 2 days, 19:00:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5378, loss_cls: 6.8509, loss: 6.8509 +2023-12-26 00:07:24,366 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 2 days, 18:58:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5339, loss_cls: 6.8388, loss: 6.8388 +2023-12-26 00:08:24,852 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 2 days, 18:57:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5333, loss_cls: 6.8551, loss: 6.8551 +2023-12-26 00:09:24,647 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 2 days, 18:56:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5225, loss_cls: 6.8976, loss: 6.8976 +2023-12-26 00:10:24,465 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 2 days, 18:55:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5297, loss_cls: 6.8518, loss: 6.8518 +2023-12-26 00:11:24,277 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 2 days, 18:54:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5378, loss_cls: 6.8334, loss: 6.8334 +2023-12-26 00:12:23,685 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 2 days, 18:53:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5347, loss_cls: 6.8794, loss: 6.8794 +2023-12-26 00:13:23,486 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 2 days, 18:51:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5288, loss_cls: 6.8801, loss: 6.8801 +2023-12-26 00:14:23,177 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 2 days, 18:50:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5372, loss_cls: 6.8372, loss: 6.8372 +2023-12-26 00:15:23,283 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 2 days, 18:49:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5305, loss_cls: 6.8732, loss: 6.8732 +2023-12-26 00:16:23,132 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 2 days, 18:48:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5423, loss_cls: 6.8274, loss: 6.8274 +2023-12-26 00:17:22,730 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 2 days, 18:47:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5309, loss_cls: 6.8524, loss: 6.8524 +2023-12-26 00:18:22,509 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 2 days, 18:46:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5423, loss_cls: 6.8240, loss: 6.8240 +2023-12-26 00:19:22,439 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 2 days, 18:44:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5336, loss_cls: 6.8584, loss: 6.8584 +2023-12-26 00:20:23,520 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 2 days, 18:43:46, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5370, loss_cls: 6.8406, loss: 6.8406 +2023-12-26 00:21:23,882 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 2 days, 18:42:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5341, loss_cls: 6.8219, loss: 6.8219 +2023-12-26 00:22:24,445 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 2 days, 18:41:29, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5225, loss_cls: 6.9106, loss: 6.9106 +2023-12-26 00:23:24,699 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 2 days, 18:40:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5222, loss_cls: 6.8924, loss: 6.8924 +2023-12-26 00:24:24,280 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 2 days, 18:39:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5278, loss_cls: 6.8840, loss: 6.8840 +2023-12-26 00:25:23,862 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 2 days, 18:37:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5205, loss_cls: 6.9043, loss: 6.9043 +2023-12-26 00:26:23,442 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 2 days, 18:36:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5339, loss_cls: 6.8553, loss: 6.8553 +2023-12-26 00:27:23,183 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 2 days, 18:35:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5241, loss_cls: 6.9055, loss: 6.9055 +2023-12-26 00:28:22,797 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 2 days, 18:34:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5239, loss_cls: 6.9071, loss: 6.9071 +2023-12-26 00:29:22,656 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 2 days, 18:33:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5386, loss_cls: 6.8538, loss: 6.8538 +2023-12-26 00:30:22,696 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 2 days, 18:32:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5306, loss_cls: 6.8738, loss: 6.8738 +2023-12-26 00:31:23,322 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 2 days, 18:30:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5275, loss_cls: 6.8576, loss: 6.8576 +2023-12-26 00:32:23,484 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 2 days, 18:29:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5331, loss_cls: 6.8552, loss: 6.8552 +2023-12-26 00:33:23,389 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 2 days, 18:28:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5288, loss_cls: 6.8519, loss: 6.8519 +2023-12-26 00:34:23,256 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 2 days, 18:27:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5309, loss_cls: 6.8410, loss: 6.8410 +2023-12-26 00:35:22,826 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 2 days, 18:26:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5220, loss_cls: 6.9083, loss: 6.9083 +2023-12-26 00:36:22,436 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 2 days, 18:25:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5347, loss_cls: 6.8534, loss: 6.8534 +2023-12-26 00:37:22,022 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 2 days, 18:23:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5272, loss_cls: 6.8343, loss: 6.8343 +2023-12-26 00:38:22,506 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 2 days, 18:22:50, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5311, loss_cls: 6.8483, loss: 6.8483 +2023-12-26 00:39:23,780 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 2 days, 18:21:43, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5311, loss_cls: 6.8701, loss: 6.8701 +2023-12-26 00:39:53,304 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-26 00:41:46,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 00:41:47,489 - pyskl - INFO - +top1_acc 0.2024 +top5_acc 0.4355 +2023-12-26 00:41:47,489 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 00:41:47,530 - pyskl - INFO - +mean_acc 0.2022 +2023-12-26 00:41:47,542 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.2024, top5_acc: 0.4355, mean_class_accuracy: 0.2022 +2023-12-26 00:45:07,810 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 2 days, 18:23:53, time: 2.003, data_time: 1.408, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5395, loss_cls: 6.8253, loss: 6.8253 +2023-12-26 00:46:08,311 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 2 days, 18:22:44, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5456, loss_cls: 6.7928, loss: 6.7928 +2023-12-26 00:47:08,750 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 2 days, 18:21:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5348, loss_cls: 6.8265, loss: 6.8265 +2023-12-26 00:48:08,406 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 2 days, 18:20:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5477, loss_cls: 6.8047, loss: 6.8047 +2023-12-26 00:49:08,316 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 2 days, 18:19:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5342, loss_cls: 6.8387, loss: 6.8387 +2023-12-26 00:50:08,879 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 2 days, 18:18:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5186, loss_cls: 6.9173, loss: 6.9173 +2023-12-26 00:51:08,990 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 2 days, 18:16:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5356, loss_cls: 6.8429, loss: 6.8429 +2023-12-26 00:52:08,602 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 2 days, 18:15:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5387, loss_cls: 6.8331, loss: 6.8331 +2023-12-26 00:53:08,062 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 2 days, 18:14:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5302, loss_cls: 6.8729, loss: 6.8729 +2023-12-26 00:54:07,779 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 2 days, 18:13:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5303, loss_cls: 6.8563, loss: 6.8563 +2023-12-26 00:55:07,628 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 2 days, 18:12:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5437, loss_cls: 6.8266, loss: 6.8266 +2023-12-26 00:56:07,906 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 2 days, 18:11:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5219, loss_cls: 6.8995, loss: 6.8995 +2023-12-26 00:57:08,218 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 2 days, 18:09:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5325, loss_cls: 6.8544, loss: 6.8544 +2023-12-26 00:58:08,090 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 2 days, 18:08:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5381, loss_cls: 6.8077, loss: 6.8077 +2023-12-26 00:59:08,103 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 2 days, 18:07:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5258, loss_cls: 6.8771, loss: 6.8771 +2023-12-26 01:00:08,211 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 2 days, 18:06:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5344, loss_cls: 6.8453, loss: 6.8453 +2023-12-26 01:01:07,706 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 2 days, 18:05:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5241, loss_cls: 6.9007, loss: 6.9007 +2023-12-26 01:02:07,591 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 2 days, 18:04:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5217, loss_cls: 6.8904, loss: 6.8904 +2023-12-26 01:03:07,920 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 2 days, 18:02:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5391, loss_cls: 6.8338, loss: 6.8338 +2023-12-26 01:04:07,909 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 2 days, 18:01:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5255, loss_cls: 6.8759, loss: 6.8759 +2023-12-26 01:05:08,186 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 2 days, 18:00:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5453, loss_cls: 6.8209, loss: 6.8209 +2023-12-26 01:06:08,606 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 2 days, 17:59:32, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5294, loss_cls: 6.8603, loss: 6.8603 +2023-12-26 01:07:09,192 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 2 days, 17:58:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5167, loss_cls: 6.9291, loss: 6.9291 +2023-12-26 01:08:09,065 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 2 days, 17:57:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5312, loss_cls: 6.8998, loss: 6.8998 +2023-12-26 01:09:08,416 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 2 days, 17:56:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5288, loss_cls: 6.8432, loss: 6.8432 +2023-12-26 01:10:08,199 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 2 days, 17:54:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5309, loss_cls: 6.8616, loss: 6.8616 +2023-12-26 01:11:08,116 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 2 days, 17:53:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5406, loss_cls: 6.8330, loss: 6.8330 +2023-12-26 01:12:07,853 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 2 days, 17:52:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5342, loss_cls: 6.8704, loss: 6.8704 +2023-12-26 01:13:07,817 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 2 days, 17:51:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5288, loss_cls: 6.8820, loss: 6.8820 +2023-12-26 01:14:07,909 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 2 days, 17:50:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5281, loss_cls: 6.8634, loss: 6.8634 +2023-12-26 01:15:08,025 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 2 days, 17:49:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5358, loss_cls: 6.8583, loss: 6.8583 +2023-12-26 01:16:07,697 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 2 days, 17:47:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5308, loss_cls: 6.8411, loss: 6.8411 +2023-12-26 01:17:07,558 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 2 days, 17:46:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5437, loss_cls: 6.7917, loss: 6.7917 +2023-12-26 01:18:07,271 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 2 days, 17:45:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5358, loss_cls: 6.8624, loss: 6.8624 +2023-12-26 01:19:06,959 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 2 days, 17:44:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5406, loss_cls: 6.8369, loss: 6.8369 +2023-12-26 01:20:07,444 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 2 days, 17:43:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5281, loss_cls: 6.8762, loss: 6.8762 +2023-12-26 01:21:08,817 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 2 days, 17:42:10, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5206, loss_cls: 6.8835, loss: 6.8835 +2023-12-26 01:21:39,207 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-26 01:23:35,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 01:23:36,306 - pyskl - INFO - +top1_acc 0.2184 +top5_acc 0.4581 +2023-12-26 01:23:36,306 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 01:23:36,348 - pyskl - INFO - +mean_acc 0.2182 +2023-12-26 01:23:36,361 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.2184, top5_acc: 0.4581, mean_class_accuracy: 0.2182 +2023-12-26 01:27:03,548 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 2 days, 17:44:27, time: 2.072, data_time: 1.475, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5417, loss_cls: 6.8207, loss: 6.8207 +2023-12-26 01:28:03,659 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 2 days, 17:43:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5356, loss_cls: 6.8587, loss: 6.8587 +2023-12-26 01:29:04,010 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 2 days, 17:42:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5353, loss_cls: 6.8032, loss: 6.8032 +2023-12-26 01:30:04,157 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 2 days, 17:41:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5402, loss_cls: 6.8144, loss: 6.8144 +2023-12-26 01:31:04,114 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 2 days, 17:39:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5408, loss_cls: 6.7981, loss: 6.7981 +2023-12-26 01:32:04,945 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 2 days, 17:38:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5312, loss_cls: 6.8616, loss: 6.8616 +2023-12-26 01:33:04,437 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 2 days, 17:37:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5327, loss_cls: 6.8460, loss: 6.8460 +2023-12-26 01:34:04,232 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 2 days, 17:36:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5342, loss_cls: 6.8601, loss: 6.8601 +2023-12-26 01:35:04,122 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 2 days, 17:35:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5323, loss_cls: 6.8506, loss: 6.8506 +2023-12-26 01:36:03,776 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 2 days, 17:34:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5273, loss_cls: 6.8646, loss: 6.8646 +2023-12-26 01:37:04,136 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 2 days, 17:32:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5228, loss_cls: 6.8518, loss: 6.8518 +2023-12-26 01:38:04,768 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 2 days, 17:31:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5378, loss_cls: 6.8241, loss: 6.8241 +2023-12-26 01:39:05,351 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 2 days, 17:30:37, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5288, loss_cls: 6.9042, loss: 6.9042 +2023-12-26 01:40:06,581 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 2 days, 17:29:30, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5300, loss_cls: 6.8624, loss: 6.8624 +2023-12-26 01:41:06,503 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 2 days, 17:28:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5312, loss_cls: 6.8396, loss: 6.8396 +2023-12-26 01:42:06,102 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 2 days, 17:27:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5405, loss_cls: 6.8325, loss: 6.8325 +2023-12-26 01:43:05,802 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 2 days, 17:26:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5352, loss_cls: 6.8464, loss: 6.8464 +2023-12-26 01:44:05,230 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 2 days, 17:24:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5383, loss_cls: 6.8091, loss: 6.8091 +2023-12-26 01:45:04,863 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 2 days, 17:23:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5472, loss_cls: 6.8247, loss: 6.8247 +2023-12-26 01:46:04,404 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 2 days, 17:22:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5419, loss_cls: 6.8422, loss: 6.8422 +2023-12-26 01:47:04,037 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 2 days, 17:21:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5302, loss_cls: 6.8553, loss: 6.8553 +2023-12-26 01:48:03,720 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 2 days, 17:20:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5350, loss_cls: 6.8351, loss: 6.8351 +2023-12-26 01:49:03,506 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 2 days, 17:18:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5448, loss_cls: 6.8263, loss: 6.8263 +2023-12-26 01:50:03,294 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 2 days, 17:17:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2863, top5_acc: 0.5347, loss_cls: 6.8518, loss: 6.8518 +2023-12-26 01:51:02,856 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 2 days, 17:16:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5300, loss_cls: 6.8398, loss: 6.8398 +2023-12-26 01:52:02,401 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 2 days, 17:15:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5266, loss_cls: 6.8760, loss: 6.8760 +2023-12-26 01:53:01,954 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 2 days, 17:14:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5208, loss_cls: 6.9091, loss: 6.9091 +2023-12-26 01:54:01,474 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 2 days, 17:13:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5320, loss_cls: 6.8419, loss: 6.8419 +2023-12-26 01:55:01,129 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 2 days, 17:11:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5394, loss_cls: 6.8175, loss: 6.8175 +2023-12-26 01:56:00,795 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 2 days, 17:10:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5241, loss_cls: 6.8624, loss: 6.8624 +2023-12-26 01:57:00,253 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 2 days, 17:09:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5253, loss_cls: 6.8708, loss: 6.8708 +2023-12-26 01:58:00,136 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 2 days, 17:08:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5248, loss_cls: 6.9165, loss: 6.9165 +2023-12-26 01:58:59,767 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 2 days, 17:07:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5361, loss_cls: 6.8614, loss: 6.8614 +2023-12-26 01:59:59,875 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 2 days, 17:06:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5339, loss_cls: 6.8693, loss: 6.8693 +2023-12-26 02:01:00,192 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 2 days, 17:05:01, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5491, loss_cls: 6.8113, loss: 6.8113 +2023-12-26 02:02:00,668 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 2 days, 17:03:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5367, loss_cls: 6.8563, loss: 6.8563 +2023-12-26 02:03:01,422 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 2 days, 17:02:45, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5300, loss_cls: 6.8725, loss: 6.8725 +2023-12-26 02:03:31,478 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-26 02:05:26,490 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:05:27,590 - pyskl - INFO - +top1_acc 0.2238 +top5_acc 0.4668 +2023-12-26 02:05:27,590 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 02:05:27,635 - pyskl - INFO - +mean_acc 0.2236 +2023-12-26 02:05:27,641 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_48.pth was removed +2023-12-26 02:05:27,936 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_51.pth. +2023-12-26 02:05:27,937 - pyskl - INFO - Best top1_acc is 0.2238 at 51 epoch. +2023-12-26 02:05:27,958 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.2238, top5_acc: 0.4668, mean_class_accuracy: 0.2236 +2023-12-26 02:08:52,158 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 2 days, 17:04:50, time: 2.042, data_time: 1.446, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5400, loss_cls: 6.8140, loss: 6.8140 +2023-12-26 02:09:52,142 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 2 days, 17:03:40, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5394, loss_cls: 6.7937, loss: 6.7937 +2023-12-26 02:10:53,108 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 2 days, 17:02:33, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5481, loss_cls: 6.7854, loss: 6.7854 +2023-12-26 02:11:53,417 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 2 days, 17:01:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5425, loss_cls: 6.8091, loss: 6.8091 +2023-12-26 02:12:53,263 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 2 days, 17:00:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5363, loss_cls: 6.8337, loss: 6.8337 +2023-12-26 02:13:54,128 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 2 days, 16:59:07, time: 0.609, data_time: 0.001, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5292, loss_cls: 6.8617, loss: 6.8617 +2023-12-26 02:14:54,467 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 2 days, 16:57:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5427, loss_cls: 6.7810, loss: 6.7810 +2023-12-26 02:15:54,891 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 2 days, 16:56:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5305, loss_cls: 6.8483, loss: 6.8483 +2023-12-26 02:16:54,942 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 2 days, 16:55:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5414, loss_cls: 6.8257, loss: 6.8257 +2023-12-26 02:17:55,142 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 2 days, 16:54:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5416, loss_cls: 6.8160, loss: 6.8160 +2023-12-26 02:18:55,064 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 2 days, 16:53:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5405, loss_cls: 6.8279, loss: 6.8279 +2023-12-26 02:19:55,002 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 2 days, 16:52:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2863, top5_acc: 0.5430, loss_cls: 6.8231, loss: 6.8231 +2023-12-26 02:20:54,917 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 2 days, 16:51:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5277, loss_cls: 6.8512, loss: 6.8512 +2023-12-26 02:21:54,584 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 2 days, 16:49:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5347, loss_cls: 6.8403, loss: 6.8403 +2023-12-26 02:22:54,460 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 2 days, 16:48:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5319, loss_cls: 6.8330, loss: 6.8330 +2023-12-26 02:23:54,338 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 2 days, 16:47:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5308, loss_cls: 6.8549, loss: 6.8549 +2023-12-26 02:24:54,035 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 2 days, 16:46:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5441, loss_cls: 6.8436, loss: 6.8436 +2023-12-26 02:25:53,758 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 2 days, 16:45:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5370, loss_cls: 6.8385, loss: 6.8385 +2023-12-26 02:26:53,720 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 2 days, 16:44:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5294, loss_cls: 6.8885, loss: 6.8885 +2023-12-26 02:27:53,995 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 2 days, 16:42:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5525, loss_cls: 6.7841, loss: 6.7841 +2023-12-26 02:28:53,275 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 2 days, 16:41:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5262, loss_cls: 6.8798, loss: 6.8798 +2023-12-26 02:29:53,210 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 2 days, 16:40:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5342, loss_cls: 6.8630, loss: 6.8630 +2023-12-26 02:30:52,770 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 2 days, 16:39:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5212, loss_cls: 6.8925, loss: 6.8925 +2023-12-26 02:31:52,439 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 2 days, 16:38:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5297, loss_cls: 6.8529, loss: 6.8529 +2023-12-26 02:32:52,144 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 2 days, 16:37:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5384, loss_cls: 6.8402, loss: 6.8402 +2023-12-26 02:33:52,415 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 2 days, 16:35:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5369, loss_cls: 6.8547, loss: 6.8547 +2023-12-26 02:34:52,611 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 2 days, 16:34:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5264, loss_cls: 6.8652, loss: 6.8652 +2023-12-26 02:35:52,249 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 2 days, 16:33:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5448, loss_cls: 6.8050, loss: 6.8050 +2023-12-26 02:36:51,948 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 2 days, 16:32:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5339, loss_cls: 6.8588, loss: 6.8588 +2023-12-26 02:37:51,853 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 2 days, 16:31:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5442, loss_cls: 6.7889, loss: 6.7889 +2023-12-26 02:38:51,666 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 2 days, 16:30:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5322, loss_cls: 6.8747, loss: 6.8747 +2023-12-26 02:39:52,272 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 2 days, 16:29:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5330, loss_cls: 6.8425, loss: 6.8425 +2023-12-26 02:40:52,331 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 2 days, 16:27:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5305, loss_cls: 6.8699, loss: 6.8699 +2023-12-26 02:41:51,969 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 2 days, 16:26:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5317, loss_cls: 6.8452, loss: 6.8452 +2023-12-26 02:42:51,683 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 2 days, 16:25:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5387, loss_cls: 6.8236, loss: 6.8236 +2023-12-26 02:43:52,394 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 2 days, 16:24:28, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5345, loss_cls: 6.8300, loss: 6.8300 +2023-12-26 02:44:52,759 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 2 days, 16:23:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5278, loss_cls: 6.8878, loss: 6.8878 +2023-12-26 02:45:22,859 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-26 02:47:18,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:47:19,911 - pyskl - INFO - +top1_acc 0.2025 +top5_acc 0.4324 +2023-12-26 02:47:19,912 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 02:47:19,979 - pyskl - INFO - +mean_acc 0.2023 +2023-12-26 02:47:19,989 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.2025, top5_acc: 0.4324, mean_class_accuracy: 0.2023 +2023-12-26 02:50:37,521 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 2 days, 16:25:05, time: 1.975, data_time: 1.373, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5467, loss_cls: 6.7770, loss: 6.7770 +2023-12-26 02:51:38,027 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 2 days, 16:23:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5514, loss_cls: 6.7626, loss: 6.7626 +2023-12-26 02:52:38,814 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 2 days, 16:22:49, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5256, loss_cls: 6.8842, loss: 6.8842 +2023-12-26 02:53:39,326 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 2 days, 16:21:41, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5403, loss_cls: 6.8354, loss: 6.8354 +2023-12-26 02:54:39,496 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 2 days, 16:20:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5353, loss_cls: 6.8252, loss: 6.8252 +2023-12-26 02:55:39,831 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 2 days, 16:19:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5339, loss_cls: 6.8274, loss: 6.8274 +2023-12-26 02:56:40,734 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 2 days, 16:18:16, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5337, loss_cls: 6.8465, loss: 6.8465 +2023-12-26 02:57:40,696 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 2 days, 16:17:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5386, loss_cls: 6.8469, loss: 6.8469 +2023-12-26 02:58:40,641 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 2 days, 16:15:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5366, loss_cls: 6.8134, loss: 6.8134 +2023-12-26 02:59:40,392 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 2 days, 16:14:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5312, loss_cls: 6.8669, loss: 6.8669 +2023-12-26 03:00:40,017 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 2 days, 16:13:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5384, loss_cls: 6.8160, loss: 6.8160 +2023-12-26 03:01:39,879 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 2 days, 16:12:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5375, loss_cls: 6.8141, loss: 6.8141 +2023-12-26 03:02:39,713 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 2 days, 16:11:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5323, loss_cls: 6.8690, loss: 6.8690 +2023-12-26 03:03:39,835 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 2 days, 16:10:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5447, loss_cls: 6.8330, loss: 6.8330 +2023-12-26 03:04:40,327 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 2 days, 16:09:03, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5314, loss_cls: 6.8402, loss: 6.8402 +2023-12-26 03:05:40,914 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 2 days, 16:07:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5320, loss_cls: 6.8164, loss: 6.8164 +2023-12-26 03:06:41,060 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 2 days, 16:06:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5330, loss_cls: 6.8185, loss: 6.8185 +2023-12-26 03:07:40,690 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 2 days, 16:05:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5405, loss_cls: 6.8091, loss: 6.8091 +2023-12-26 03:08:40,501 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 2 days, 16:04:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5427, loss_cls: 6.8288, loss: 6.8288 +2023-12-26 03:09:40,328 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 2 days, 16:03:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5420, loss_cls: 6.8206, loss: 6.8206 +2023-12-26 03:10:41,245 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 2 days, 16:02:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5367, loss_cls: 6.8446, loss: 6.8446 +2023-12-26 03:11:42,246 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 2 days, 16:01:03, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5369, loss_cls: 6.8245, loss: 6.8245 +2023-12-26 03:12:43,316 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 2 days, 15:59:56, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5281, loss_cls: 6.8628, loss: 6.8628 +2023-12-26 03:13:43,629 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 2 days, 15:58:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5381, loss_cls: 6.8116, loss: 6.8116 +2023-12-26 03:14:43,707 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 2 days, 15:57:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5233, loss_cls: 6.8782, loss: 6.8782 +2023-12-26 03:15:43,615 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 2 days, 15:56:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5434, loss_cls: 6.8213, loss: 6.8213 +2023-12-26 03:16:43,495 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 2 days, 15:55:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5422, loss_cls: 6.8008, loss: 6.8008 +2023-12-26 03:17:43,224 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 2 days, 15:54:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5450, loss_cls: 6.8245, loss: 6.8245 +2023-12-26 03:18:43,013 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 2 days, 15:53:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5359, loss_cls: 6.8204, loss: 6.8204 +2023-12-26 03:19:42,657 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 2 days, 15:51:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5380, loss_cls: 6.8473, loss: 6.8473 +2023-12-26 03:20:42,472 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 2 days, 15:50:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5328, loss_cls: 6.8586, loss: 6.8586 +2023-12-26 03:21:42,124 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 2 days, 15:49:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5319, loss_cls: 6.8511, loss: 6.8511 +2023-12-26 03:22:42,759 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 2 days, 15:48:26, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5308, loss_cls: 6.8658, loss: 6.8658 +2023-12-26 03:23:42,984 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 2 days, 15:47:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5281, loss_cls: 6.8742, loss: 6.8742 +2023-12-26 03:24:42,927 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 2 days, 15:46:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5381, loss_cls: 6.8349, loss: 6.8349 +2023-12-26 03:25:43,815 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 2 days, 15:45:01, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5334, loss_cls: 6.8449, loss: 6.8449 +2023-12-26 03:26:44,685 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 2 days, 15:43:54, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5448, loss_cls: 6.8072, loss: 6.8072 +2023-12-26 03:27:14,670 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-26 03:29:11,591 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 03:29:12,649 - pyskl - INFO - +top1_acc 0.2117 +top5_acc 0.4432 +2023-12-26 03:29:12,649 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 03:29:12,686 - pyskl - INFO - +mean_acc 0.2116 +2023-12-26 03:29:12,695 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.2117, top5_acc: 0.4432, mean_class_accuracy: 0.2116 +2023-12-26 03:32:35,743 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 2 days, 15:45:44, time: 2.030, data_time: 1.435, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5484, loss_cls: 6.7614, loss: 6.7614 +2023-12-26 03:33:35,326 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 2 days, 15:44:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5452, loss_cls: 6.7860, loss: 6.7860 +2023-12-26 03:34:35,174 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 2 days, 15:43:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5367, loss_cls: 6.8308, loss: 6.8308 +2023-12-26 03:35:35,940 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 2 days, 15:42:17, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5423, loss_cls: 6.8093, loss: 6.8093 +2023-12-26 03:36:35,472 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 2 days, 15:41:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5428, loss_cls: 6.8111, loss: 6.8111 +2023-12-26 03:37:35,886 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 2 days, 15:39:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5297, loss_cls: 6.8675, loss: 6.8675 +2023-12-26 03:38:36,740 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 2 days, 15:38:52, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5455, loss_cls: 6.7952, loss: 6.7952 +2023-12-26 03:39:36,495 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 2 days, 15:37:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5419, loss_cls: 6.8084, loss: 6.8084 +2023-12-26 03:40:36,089 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 2 days, 15:36:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5341, loss_cls: 6.8196, loss: 6.8196 +2023-12-26 03:41:35,939 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 2 days, 15:35:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5395, loss_cls: 6.8550, loss: 6.8550 +2023-12-26 03:42:35,388 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 2 days, 15:34:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5259, loss_cls: 6.8521, loss: 6.8521 +2023-12-26 03:43:34,993 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 2 days, 15:33:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5300, loss_cls: 6.8397, loss: 6.8397 +2023-12-26 03:44:34,581 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 2 days, 15:31:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5359, loss_cls: 6.8517, loss: 6.8517 +2023-12-26 03:45:34,064 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 2 days, 15:30:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5264, loss_cls: 6.8395, loss: 6.8395 +2023-12-26 03:46:33,642 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 2 days, 15:29:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5425, loss_cls: 6.8254, loss: 6.8254 +2023-12-26 03:47:33,335 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 2 days, 15:28:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5359, loss_cls: 6.8385, loss: 6.8385 +2023-12-26 03:48:33,703 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 2 days, 15:27:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5430, loss_cls: 6.8191, loss: 6.8191 +2023-12-26 03:49:34,280 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 2 days, 15:26:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5294, loss_cls: 6.8444, loss: 6.8444 +2023-12-26 03:50:34,085 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 2 days, 15:25:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5392, loss_cls: 6.8363, loss: 6.8363 +2023-12-26 03:51:33,976 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 2 days, 15:23:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5427, loss_cls: 6.7934, loss: 6.7934 +2023-12-26 03:52:34,071 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 2 days, 15:22:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5428, loss_cls: 6.8034, loss: 6.8034 +2023-12-26 03:53:33,779 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 2 days, 15:21:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5398, loss_cls: 6.8164, loss: 6.8164 +2023-12-26 03:54:33,299 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 2 days, 15:20:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5420, loss_cls: 6.7906, loss: 6.7906 +2023-12-26 03:55:33,219 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 2 days, 15:19:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5359, loss_cls: 6.8396, loss: 6.8396 +2023-12-26 03:56:32,860 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 2 days, 15:18:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5375, loss_cls: 6.8141, loss: 6.8141 +2023-12-26 03:57:32,875 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 2 days, 15:16:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5262, loss_cls: 6.8434, loss: 6.8434 +2023-12-26 03:58:33,223 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 2 days, 15:15:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5323, loss_cls: 6.8595, loss: 6.8595 +2023-12-26 03:59:33,054 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 2 days, 15:14:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5325, loss_cls: 6.8627, loss: 6.8627 +2023-12-26 04:00:32,831 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 2 days, 15:13:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5259, loss_cls: 6.8488, loss: 6.8488 +2023-12-26 04:01:32,522 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 2 days, 15:12:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5391, loss_cls: 6.8134, loss: 6.8134 +2023-12-26 04:02:32,295 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 2 days, 15:11:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5256, loss_cls: 6.8666, loss: 6.8666 +2023-12-26 04:03:32,070 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 2 days, 15:10:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5387, loss_cls: 6.8171, loss: 6.8171 +2023-12-26 04:04:31,815 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 2 days, 15:08:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5350, loss_cls: 6.8335, loss: 6.8335 +2023-12-26 04:05:31,496 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 2 days, 15:07:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5380, loss_cls: 6.8279, loss: 6.8279 +2023-12-26 04:06:32,134 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 2 days, 15:06:36, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5267, loss_cls: 6.8712, loss: 6.8712 +2023-12-26 04:07:32,999 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 2 days, 15:05:29, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5359, loss_cls: 6.8231, loss: 6.8231 +2023-12-26 04:08:34,140 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 2 days, 15:04:22, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5311, loss_cls: 6.8508, loss: 6.8508 +2023-12-26 04:09:04,319 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-26 04:11:00,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 04:11:01,402 - pyskl - INFO - +top1_acc 0.2181 +top5_acc 0.4553 +2023-12-26 04:11:01,402 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 04:11:01,440 - pyskl - INFO - +mean_acc 0.2178 +2023-12-26 04:11:01,450 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.2181, top5_acc: 0.4553, mean_class_accuracy: 0.2178 +2023-12-26 04:14:21,660 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 2 days, 15:06:02, time: 2.002, data_time: 1.405, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5411, loss_cls: 6.7838, loss: 6.7838 +2023-12-26 04:15:21,014 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 2 days, 15:04:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5413, loss_cls: 6.7910, loss: 6.7910 +2023-12-26 04:16:21,213 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 2 days, 15:03:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5566, loss_cls: 6.7710, loss: 6.7710 +2023-12-26 04:17:21,919 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 2 days, 15:02:36, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5367, loss_cls: 6.8076, loss: 6.8076 +2023-12-26 04:18:21,658 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 2 days, 15:01:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5298, loss_cls: 6.8460, loss: 6.8460 +2023-12-26 04:19:21,708 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 2 days, 15:00:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5383, loss_cls: 6.8092, loss: 6.8092 +2023-12-26 04:20:22,400 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 2 days, 14:59:10, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5447, loss_cls: 6.8005, loss: 6.8005 +2023-12-26 04:21:22,428 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 2 days, 14:58:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5233, loss_cls: 6.8640, loss: 6.8640 +2023-12-26 04:22:22,517 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 2 days, 14:56:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5419, loss_cls: 6.8071, loss: 6.8071 +2023-12-26 04:23:22,591 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 2 days, 14:55:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5337, loss_cls: 6.8437, loss: 6.8437 +2023-12-26 04:24:22,280 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 2 days, 14:54:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5411, loss_cls: 6.8274, loss: 6.8274 +2023-12-26 04:25:21,879 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 2 days, 14:53:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5420, loss_cls: 6.8163, loss: 6.8163 +2023-12-26 04:26:22,487 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 2 days, 14:52:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5334, loss_cls: 6.8307, loss: 6.8307 +2023-12-26 04:27:22,450 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 2 days, 14:51:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5331, loss_cls: 6.8269, loss: 6.8269 +2023-12-26 04:28:22,676 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 2 days, 14:50:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5259, loss_cls: 6.8726, loss: 6.8726 +2023-12-26 04:29:22,447 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 2 days, 14:48:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5355, loss_cls: 6.8594, loss: 6.8594 +2023-12-26 04:30:22,307 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 2 days, 14:47:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5423, loss_cls: 6.7990, loss: 6.7990 +2023-12-26 04:31:22,327 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 2 days, 14:46:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5427, loss_cls: 6.8398, loss: 6.8398 +2023-12-26 04:32:22,049 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 2 days, 14:45:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5386, loss_cls: 6.8284, loss: 6.8284 +2023-12-26 04:33:21,865 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 2 days, 14:44:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5369, loss_cls: 6.8080, loss: 6.8080 +2023-12-26 04:34:21,597 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 2 days, 14:43:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5403, loss_cls: 6.8304, loss: 6.8304 +2023-12-26 04:35:21,456 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 2 days, 14:41:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5334, loss_cls: 6.8420, loss: 6.8420 +2023-12-26 04:36:21,004 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 2 days, 14:40:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5387, loss_cls: 6.7758, loss: 6.7758 +2023-12-26 04:37:20,805 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 2 days, 14:39:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5422, loss_cls: 6.8032, loss: 6.8032 +2023-12-26 04:38:20,441 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 2 days, 14:38:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5442, loss_cls: 6.8165, loss: 6.8165 +2023-12-26 04:39:21,298 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 2 days, 14:37:23, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5403, loss_cls: 6.8225, loss: 6.8225 +2023-12-26 04:40:21,668 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 2 days, 14:36:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5363, loss_cls: 6.8558, loss: 6.8558 +2023-12-26 04:41:21,337 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 2 days, 14:35:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5459, loss_cls: 6.7817, loss: 6.7817 +2023-12-26 04:42:21,101 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 2 days, 14:33:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5337, loss_cls: 6.8552, loss: 6.8552 +2023-12-26 04:43:20,759 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 2 days, 14:32:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5352, loss_cls: 6.8468, loss: 6.8468 +2023-12-26 04:44:20,701 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 2 days, 14:31:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5503, loss_cls: 6.7851, loss: 6.7851 +2023-12-26 04:45:20,762 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 2 days, 14:30:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5375, loss_cls: 6.8302, loss: 6.8302 +2023-12-26 04:46:20,544 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 2 days, 14:29:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5408, loss_cls: 6.7877, loss: 6.7877 +2023-12-26 04:47:21,054 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 2 days, 14:28:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5409, loss_cls: 6.8007, loss: 6.8007 +2023-12-26 04:48:21,685 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 2 days, 14:27:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5414, loss_cls: 6.8475, loss: 6.8475 +2023-12-26 04:49:23,255 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 2 days, 14:26:00, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5400, loss_cls: 6.8029, loss: 6.8029 +2023-12-26 04:50:24,165 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 2 days, 14:24:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5316, loss_cls: 6.8455, loss: 6.8455 +2023-12-26 04:50:54,145 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-26 04:52:48,128 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 04:52:48,906 - pyskl - INFO - +top1_acc 0.2273 +top5_acc 0.4726 +2023-12-26 04:52:48,906 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 04:52:48,940 - pyskl - INFO - +mean_acc 0.2270 +2023-12-26 04:52:48,945 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_51.pth was removed +2023-12-26 04:52:49,183 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2023-12-26 04:52:49,183 - pyskl - INFO - Best top1_acc is 0.2273 at 55 epoch. +2023-12-26 04:52:49,192 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.2273, top5_acc: 0.4726, mean_class_accuracy: 0.2270 +2023-12-26 04:56:06,576 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 2 days, 14:26:23, time: 1.974, data_time: 1.375, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5436, loss_cls: 6.7734, loss: 6.7734 +2023-12-26 04:57:06,417 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 2 days, 14:25:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5436, loss_cls: 6.7511, loss: 6.7511 +2023-12-26 04:58:06,076 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 2 days, 14:24:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5373, loss_cls: 6.8186, loss: 6.8186 +2023-12-26 04:59:06,855 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 2 days, 14:22:57, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5464, loss_cls: 6.7817, loss: 6.7817 +2023-12-26 05:00:06,554 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 2 days, 14:21:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5423, loss_cls: 6.8047, loss: 6.8047 +2023-12-26 05:01:06,794 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 2 days, 14:20:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5392, loss_cls: 6.8326, loss: 6.8326 +2023-12-26 05:02:06,853 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 2 days, 14:19:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5377, loss_cls: 6.7930, loss: 6.7930 +2023-12-26 05:03:07,414 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 2 days, 14:18:24, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5416, loss_cls: 6.7842, loss: 6.7842 +2023-12-26 05:04:07,155 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 2 days, 14:17:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5455, loss_cls: 6.8074, loss: 6.8074 +2023-12-26 05:05:06,965 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 2 days, 14:16:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5517, loss_cls: 6.7811, loss: 6.7811 +2023-12-26 05:06:06,625 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 2 days, 14:14:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5356, loss_cls: 6.7973, loss: 6.7973 +2023-12-26 05:07:06,214 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 2 days, 14:13:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5502, loss_cls: 6.7603, loss: 6.7603 +2023-12-26 05:08:06,040 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 2 days, 14:12:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5477, loss_cls: 6.7867, loss: 6.7867 +2023-12-26 05:09:05,778 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 2 days, 14:11:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5494, loss_cls: 6.7742, loss: 6.7742 +2023-12-26 05:10:05,360 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 2 days, 14:10:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5409, loss_cls: 6.8065, loss: 6.8065 +2023-12-26 05:11:05,274 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 2 days, 14:09:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5311, loss_cls: 6.8681, loss: 6.8681 +2023-12-26 05:12:05,230 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 2 days, 14:08:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5411, loss_cls: 6.7903, loss: 6.7903 +2023-12-26 05:13:04,926 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 2 days, 14:06:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5541, loss_cls: 6.7875, loss: 6.7875 +2023-12-26 05:14:05,487 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 2 days, 14:05:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5389, loss_cls: 6.8272, loss: 6.8272 +2023-12-26 05:15:05,883 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 2 days, 14:04:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5436, loss_cls: 6.8437, loss: 6.8437 +2023-12-26 05:16:05,749 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 2 days, 14:03:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5361, loss_cls: 6.8586, loss: 6.8586 +2023-12-26 05:17:05,362 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 2 days, 14:02:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5394, loss_cls: 6.8333, loss: 6.8333 +2023-12-26 05:18:05,950 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 2 days, 14:01:13, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5334, loss_cls: 6.8291, loss: 6.8291 +2023-12-26 05:19:06,612 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 2 days, 14:00:05, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5455, loss_cls: 6.7953, loss: 6.7953 +2023-12-26 05:20:07,254 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 2 days, 13:58:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5345, loss_cls: 6.8434, loss: 6.8434 +2023-12-26 05:21:07,484 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 2 days, 13:57:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5428, loss_cls: 6.7924, loss: 6.7924 +2023-12-26 05:22:07,035 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 2 days, 13:56:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5441, loss_cls: 6.7875, loss: 6.7875 +2023-12-26 05:23:06,934 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 2 days, 13:55:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5353, loss_cls: 6.8386, loss: 6.8386 +2023-12-26 05:24:07,669 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 2 days, 13:54:25, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5384, loss_cls: 6.8297, loss: 6.8297 +2023-12-26 05:25:08,082 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 2 days, 13:53:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5553, loss_cls: 6.7773, loss: 6.7773 +2023-12-26 05:26:08,968 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 2 days, 13:52:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5355, loss_cls: 6.8349, loss: 6.8349 +2023-12-26 05:27:09,240 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 2 days, 13:51:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5261, loss_cls: 6.8422, loss: 6.8422 +2023-12-26 05:28:08,575 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 2 days, 13:49:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5400, loss_cls: 6.8148, loss: 6.8148 +2023-12-26 05:29:08,232 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 2 days, 13:48:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5353, loss_cls: 6.8294, loss: 6.8294 +2023-12-26 05:30:08,831 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 2 days, 13:47:36, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5422, loss_cls: 6.8191, loss: 6.8191 +2023-12-26 05:31:10,153 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 2 days, 13:46:30, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5448, loss_cls: 6.7658, loss: 6.7658 +2023-12-26 05:32:10,994 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 2 days, 13:45:23, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5444, loss_cls: 6.8171, loss: 6.8171 +2023-12-26 05:32:41,312 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-26 05:34:38,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 05:34:39,912 - pyskl - INFO - +top1_acc 0.2096 +top5_acc 0.4403 +2023-12-26 05:34:39,913 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 05:34:39,954 - pyskl - INFO - +mean_acc 0.2092 +2023-12-26 05:34:39,967 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.2096, top5_acc: 0.4403, mean_class_accuracy: 0.2092 +2023-12-26 05:38:07,124 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 2 days, 13:47:04, time: 2.071, data_time: 1.476, memory: 16177, top1_acc: 0.2961, top5_acc: 0.5491, loss_cls: 6.7498, loss: 6.7498 +2023-12-26 05:39:06,604 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 2 days, 13:45:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5480, loss_cls: 6.7639, loss: 6.7639 +2023-12-26 05:40:06,564 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 2 days, 13:44:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5466, loss_cls: 6.7834, loss: 6.7834 +2023-12-26 05:41:07,352 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 2 days, 13:43:39, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5450, loss_cls: 6.8068, loss: 6.8068 +2023-12-26 05:42:07,627 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 2 days, 13:42:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5508, loss_cls: 6.7771, loss: 6.7771 +2023-12-26 05:43:07,255 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 2 days, 13:41:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5500, loss_cls: 6.7762, loss: 6.7762 +2023-12-26 05:44:07,997 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 2 days, 13:40:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5430, loss_cls: 6.8185, loss: 6.8185 +2023-12-26 05:45:08,506 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 2 days, 13:39:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5381, loss_cls: 6.8228, loss: 6.8228 +2023-12-26 05:46:08,097 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 2 days, 13:37:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5472, loss_cls: 6.7729, loss: 6.7729 +2023-12-26 05:47:08,200 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 2 days, 13:36:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5375, loss_cls: 6.8096, loss: 6.8096 +2023-12-26 05:48:07,869 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 2 days, 13:35:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5459, loss_cls: 6.8023, loss: 6.8023 +2023-12-26 05:49:07,289 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 2 days, 13:34:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5509, loss_cls: 6.7802, loss: 6.7802 +2023-12-26 05:50:07,460 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 2 days, 13:33:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5436, loss_cls: 6.7987, loss: 6.7987 +2023-12-26 05:51:08,157 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 2 days, 13:32:15, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5423, loss_cls: 6.8063, loss: 6.8063 +2023-12-26 05:52:08,483 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 2 days, 13:31:07, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5419, loss_cls: 6.8238, loss: 6.8238 +2023-12-26 05:53:08,210 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 2 days, 13:29:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5450, loss_cls: 6.7980, loss: 6.7980 +2023-12-26 05:54:07,964 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 2 days, 13:28:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5447, loss_cls: 6.7767, loss: 6.7767 +2023-12-26 05:55:07,592 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 2 days, 13:27:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5402, loss_cls: 6.8116, loss: 6.8116 +2023-12-26 05:56:07,626 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 2 days, 13:26:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5422, loss_cls: 6.7859, loss: 6.7859 +2023-12-26 05:57:07,465 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 2 days, 13:25:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5358, loss_cls: 6.8142, loss: 6.8142 +2023-12-26 05:58:07,353 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 2 days, 13:24:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5423, loss_cls: 6.8139, loss: 6.8139 +2023-12-26 05:59:06,789 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 2 days, 13:23:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5395, loss_cls: 6.8125, loss: 6.8125 +2023-12-26 06:00:07,626 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 2 days, 13:21:59, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5347, loss_cls: 6.8348, loss: 6.8348 +2023-12-26 06:01:08,472 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 2 days, 13:20:52, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5359, loss_cls: 6.8195, loss: 6.8195 +2023-12-26 06:02:09,024 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 2 days, 13:19:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5384, loss_cls: 6.8196, loss: 6.8196 +2023-12-26 06:03:08,693 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 2 days, 13:18:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5439, loss_cls: 6.7971, loss: 6.7971 +2023-12-26 06:04:08,458 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 2 days, 13:17:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5258, loss_cls: 6.8567, loss: 6.8567 +2023-12-26 06:05:08,258 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 2 days, 13:16:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2863, top5_acc: 0.5456, loss_cls: 6.7849, loss: 6.7849 +2023-12-26 06:06:07,856 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 2 days, 13:15:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5398, loss_cls: 6.8034, loss: 6.8034 +2023-12-26 06:07:07,515 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 2 days, 13:14:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2955, top5_acc: 0.5492, loss_cls: 6.7734, loss: 6.7734 +2023-12-26 06:08:07,270 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 2 days, 13:12:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5505, loss_cls: 6.7957, loss: 6.7957 +2023-12-26 06:09:06,682 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 2 days, 13:11:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5306, loss_cls: 6.8610, loss: 6.8610 +2023-12-26 06:10:06,301 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 2 days, 13:10:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5495, loss_cls: 6.7395, loss: 6.7395 +2023-12-26 06:11:06,046 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 2 days, 13:09:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5270, loss_cls: 6.8567, loss: 6.8567 +2023-12-26 06:12:06,431 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 2 days, 13:08:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5497, loss_cls: 6.7694, loss: 6.7694 +2023-12-26 06:13:08,180 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 2 days, 13:07:12, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5284, loss_cls: 6.8763, loss: 6.8763 +2023-12-26 06:14:09,142 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 2 days, 13:06:05, time: 0.610, data_time: 0.001, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5442, loss_cls: 6.8096, loss: 6.8096 +2023-12-26 06:14:39,065 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-26 06:16:34,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 06:16:34,949 - pyskl - INFO - +top1_acc 0.2164 +top5_acc 0.4586 +2023-12-26 06:16:34,949 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 06:16:34,992 - pyskl - INFO - +mean_acc 0.2164 +2023-12-26 06:16:35,003 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.2164, top5_acc: 0.4586, mean_class_accuracy: 0.2164 +2023-12-26 06:19:53,981 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 2 days, 13:07:27, time: 1.990, data_time: 1.392, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5463, loss_cls: 6.7634, loss: 6.7634 +2023-12-26 06:20:53,946 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 2 days, 13:06:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5477, loss_cls: 6.7420, loss: 6.7420 +2023-12-26 06:21:53,404 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 2 days, 13:05:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5420, loss_cls: 6.7855, loss: 6.7855 +2023-12-26 06:22:53,140 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 2 days, 13:04:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5425, loss_cls: 6.7987, loss: 6.7987 +2023-12-26 06:23:53,041 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 2 days, 13:02:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5369, loss_cls: 6.8220, loss: 6.8220 +2023-12-26 06:24:52,301 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 2 days, 13:01:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5413, loss_cls: 6.8113, loss: 6.8113 +2023-12-26 06:25:52,259 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 2 days, 13:00:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5456, loss_cls: 6.7845, loss: 6.7845 +2023-12-26 06:26:52,634 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 2 days, 12:59:27, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5478, loss_cls: 6.7752, loss: 6.7752 +2023-12-26 06:27:52,535 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 2 days, 12:58:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5361, loss_cls: 6.8094, loss: 6.8094 +2023-12-26 06:28:52,484 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 2 days, 12:57:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5452, loss_cls: 6.7995, loss: 6.7995 +2023-12-26 06:29:52,490 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 2 days, 12:56:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5391, loss_cls: 6.8185, loss: 6.8185 +2023-12-26 06:30:52,412 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 2 days, 12:54:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5608, loss_cls: 6.7471, loss: 6.7471 +2023-12-26 06:31:52,771 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 2 days, 12:53:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5433, loss_cls: 6.8080, loss: 6.8080 +2023-12-26 06:32:52,962 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 2 days, 12:52:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5533, loss_cls: 6.7699, loss: 6.7699 +2023-12-26 06:33:52,488 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 2 days, 12:51:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5337, loss_cls: 6.8388, loss: 6.8388 +2023-12-26 06:34:52,840 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 2 days, 12:50:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5483, loss_cls: 6.7724, loss: 6.7724 +2023-12-26 06:35:52,761 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 2 days, 12:49:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5506, loss_cls: 6.7515, loss: 6.7515 +2023-12-26 06:36:52,601 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 2 days, 12:48:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5534, loss_cls: 6.7485, loss: 6.7485 +2023-12-26 06:37:52,498 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 2 days, 12:46:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5423, loss_cls: 6.8039, loss: 6.8039 +2023-12-26 06:38:52,236 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 2 days, 12:45:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5386, loss_cls: 6.8262, loss: 6.8262 +2023-12-26 06:39:52,338 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 2 days, 12:44:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2961, top5_acc: 0.5569, loss_cls: 6.7528, loss: 6.7528 +2023-12-26 06:40:52,042 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 2 days, 12:43:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5389, loss_cls: 6.8251, loss: 6.8251 +2023-12-26 06:41:52,548 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 2 days, 12:42:23, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5342, loss_cls: 6.8196, loss: 6.8196 +2023-12-26 06:42:53,045 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 2 days, 12:41:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5367, loss_cls: 6.8148, loss: 6.8148 +2023-12-26 06:43:52,970 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 2 days, 12:40:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5423, loss_cls: 6.8212, loss: 6.8212 +2023-12-26 06:44:52,551 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 2 days, 12:38:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5484, loss_cls: 6.7770, loss: 6.7770 +2023-12-26 06:45:52,295 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 2 days, 12:37:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5309, loss_cls: 6.8432, loss: 6.8432 +2023-12-26 06:46:52,001 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 2 days, 12:36:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5475, loss_cls: 6.7858, loss: 6.7858 +2023-12-26 06:47:51,608 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 2 days, 12:35:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5411, loss_cls: 6.8148, loss: 6.8148 +2023-12-26 06:48:51,754 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 2 days, 12:34:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5441, loss_cls: 6.7897, loss: 6.7897 +2023-12-26 06:49:51,395 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 2 days, 12:33:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5477, loss_cls: 6.7784, loss: 6.7784 +2023-12-26 06:50:52,354 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 2 days, 12:32:09, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5447, loss_cls: 6.8001, loss: 6.8001 +2023-12-26 06:51:52,627 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 2 days, 12:31:01, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5411, loss_cls: 6.8273, loss: 6.8273 +2023-12-26 06:52:52,933 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 2 days, 12:29:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5505, loss_cls: 6.7794, loss: 6.7794 +2023-12-26 06:53:53,362 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 2 days, 12:28:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5431, loss_cls: 6.7862, loss: 6.7862 +2023-12-26 06:54:55,163 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 2 days, 12:27:41, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5433, loss_cls: 6.8260, loss: 6.8260 +2023-12-26 06:55:55,671 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 2 days, 12:26:34, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5480, loss_cls: 6.7560, loss: 6.7560 +2023-12-26 06:56:25,366 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-26 06:58:18,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 06:58:19,881 - pyskl - INFO - +top1_acc 0.2284 +top5_acc 0.4684 +2023-12-26 06:58:19,882 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 06:58:19,922 - pyskl - INFO - +mean_acc 0.2282 +2023-12-26 06:58:19,928 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_55.pth was removed +2023-12-26 06:58:20,216 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2023-12-26 06:58:20,216 - pyskl - INFO - Best top1_acc is 0.2284 at 58 epoch. +2023-12-26 06:58:20,226 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.2284, top5_acc: 0.4684, mean_class_accuracy: 0.2282 +2023-12-26 07:01:50,459 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 2 days, 12:28:09, time: 2.102, data_time: 1.508, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5450, loss_cls: 6.7922, loss: 6.7922 +2023-12-26 07:02:50,141 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 2 days, 12:27:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5522, loss_cls: 6.7593, loss: 6.7593 +2023-12-26 07:03:49,464 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 2 days, 12:25:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5472, loss_cls: 6.7609, loss: 6.7609 +2023-12-26 07:04:49,446 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 2 days, 12:24:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5456, loss_cls: 6.7849, loss: 6.7849 +2023-12-26 07:05:50,031 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 2 days, 12:23:35, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5552, loss_cls: 6.7369, loss: 6.7369 +2023-12-26 07:06:49,711 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 2 days, 12:22:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5469, loss_cls: 6.7839, loss: 6.7839 +2023-12-26 07:07:49,645 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 2 days, 12:21:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5517, loss_cls: 6.7920, loss: 6.7920 +2023-12-26 07:08:50,087 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 2 days, 12:20:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5402, loss_cls: 6.7921, loss: 6.7921 +2023-12-26 07:09:49,969 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 2 days, 12:19:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5434, loss_cls: 6.7992, loss: 6.7992 +2023-12-26 07:10:49,873 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 2 days, 12:17:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5436, loss_cls: 6.7864, loss: 6.7864 +2023-12-26 07:11:49,931 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 2 days, 12:16:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5436, loss_cls: 6.7900, loss: 6.7900 +2023-12-26 07:12:49,661 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 2 days, 12:15:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5428, loss_cls: 6.7956, loss: 6.7956 +2023-12-26 07:13:49,157 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 2 days, 12:14:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5437, loss_cls: 6.8000, loss: 6.8000 +2023-12-26 07:14:48,705 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 2 days, 12:13:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5470, loss_cls: 6.7759, loss: 6.7759 +2023-12-26 07:15:48,940 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 2 days, 12:12:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5416, loss_cls: 6.8143, loss: 6.8143 +2023-12-26 07:16:49,200 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 2 days, 12:11:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5400, loss_cls: 6.7769, loss: 6.7769 +2023-12-26 07:17:49,855 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 2 days, 12:09:57, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5452, loss_cls: 6.7871, loss: 6.7871 +2023-12-26 07:18:49,928 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 2 days, 12:08:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5434, loss_cls: 6.8081, loss: 6.8081 +2023-12-26 07:19:49,836 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 2 days, 12:07:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5592, loss_cls: 6.7692, loss: 6.7692 +2023-12-26 07:20:49,372 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 2 days, 12:06:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5439, loss_cls: 6.7710, loss: 6.7710 +2023-12-26 07:21:48,926 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 2 days, 12:05:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5575, loss_cls: 6.7492, loss: 6.7492 +2023-12-26 07:22:49,551 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 2 days, 12:04:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5420, loss_cls: 6.8094, loss: 6.8094 +2023-12-26 07:23:49,410 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 2 days, 12:03:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5402, loss_cls: 6.7978, loss: 6.7978 +2023-12-26 07:24:49,047 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 2 days, 12:01:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5459, loss_cls: 6.7665, loss: 6.7665 +2023-12-26 07:25:48,602 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 2 days, 12:00:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5433, loss_cls: 6.7829, loss: 6.7829 +2023-12-26 07:26:48,210 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 2 days, 11:59:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5377, loss_cls: 6.7997, loss: 6.7997 +2023-12-26 07:27:47,821 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 2 days, 11:58:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5405, loss_cls: 6.8285, loss: 6.8285 +2023-12-26 07:28:47,799 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 2 days, 11:57:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5552, loss_cls: 6.7491, loss: 6.7491 +2023-12-26 07:29:47,655 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 2 days, 11:56:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5458, loss_cls: 6.7723, loss: 6.7723 +2023-12-26 07:30:47,022 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 2 days, 11:55:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5458, loss_cls: 6.8149, loss: 6.8149 +2023-12-26 07:31:46,507 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 2 days, 11:53:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5422, loss_cls: 6.8122, loss: 6.8122 +2023-12-26 07:32:45,948 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 2 days, 11:52:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5458, loss_cls: 6.7913, loss: 6.7913 +2023-12-26 07:33:45,890 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 2 days, 11:51:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5361, loss_cls: 6.8080, loss: 6.8080 +2023-12-26 07:34:45,480 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 2 days, 11:50:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5433, loss_cls: 6.7976, loss: 6.7976 +2023-12-26 07:35:46,153 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 2 days, 11:49:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5398, loss_cls: 6.8057, loss: 6.8057 +2023-12-26 07:36:48,023 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 2 days, 11:48:21, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5503, loss_cls: 6.7521, loss: 6.7521 +2023-12-26 07:37:48,965 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 2 days, 11:47:15, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5427, loss_cls: 6.8207, loss: 6.8207 +2023-12-26 07:38:19,006 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-26 07:40:14,042 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 07:40:14,812 - pyskl - INFO - +top1_acc 0.2130 +top5_acc 0.4454 +2023-12-26 07:40:14,813 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 07:40:14,849 - pyskl - INFO - +mean_acc 0.2126 +2023-12-26 07:40:14,858 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.2130, top5_acc: 0.4454, mean_class_accuracy: 0.2126 +2023-12-26 07:43:34,266 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 2 days, 11:48:28, time: 1.994, data_time: 1.398, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5513, loss_cls: 6.7515, loss: 6.7515 +2023-12-26 07:44:33,852 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 2 days, 11:47:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5544, loss_cls: 6.7520, loss: 6.7520 +2023-12-26 07:45:33,208 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 2 days, 11:46:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5511, loss_cls: 6.7661, loss: 6.7661 +2023-12-26 07:46:33,154 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 2 days, 11:45:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2934, top5_acc: 0.5541, loss_cls: 6.7671, loss: 6.7671 +2023-12-26 07:47:34,008 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 2 days, 11:43:55, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5448, loss_cls: 6.8019, loss: 6.8019 +2023-12-26 07:48:34,553 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 2 days, 11:42:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5437, loss_cls: 6.7674, loss: 6.7674 +2023-12-26 07:49:34,542 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 2 days, 11:41:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5408, loss_cls: 6.8077, loss: 6.8077 +2023-12-26 07:50:35,119 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 2 days, 11:40:33, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5466, loss_cls: 6.7938, loss: 6.7938 +2023-12-26 07:51:34,761 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 2 days, 11:39:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5630, loss_cls: 6.6925, loss: 6.6925 +2023-12-26 07:52:34,334 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 2 days, 11:38:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5492, loss_cls: 6.7855, loss: 6.7855 +2023-12-26 07:53:34,131 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 2 days, 11:37:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5447, loss_cls: 6.8287, loss: 6.8287 +2023-12-26 07:54:33,511 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 2 days, 11:35:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5545, loss_cls: 6.7532, loss: 6.7532 +2023-12-26 07:55:32,838 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 2 days, 11:34:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5495, loss_cls: 6.7952, loss: 6.7952 +2023-12-26 07:56:32,293 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 2 days, 11:33:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5466, loss_cls: 6.7872, loss: 6.7872 +2023-12-26 07:57:31,711 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 2 days, 11:32:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5392, loss_cls: 6.8055, loss: 6.8055 +2023-12-26 07:58:31,299 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 2 days, 11:31:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5477, loss_cls: 6.7646, loss: 6.7646 +2023-12-26 07:59:31,320 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 2 days, 11:30:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5455, loss_cls: 6.8013, loss: 6.8013 +2023-12-26 08:00:31,209 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 2 days, 11:29:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5411, loss_cls: 6.7992, loss: 6.7992 +2023-12-26 08:01:30,568 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 2 days, 11:27:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5477, loss_cls: 6.7569, loss: 6.7569 +2023-12-26 08:02:30,194 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 2 days, 11:26:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5503, loss_cls: 6.7619, loss: 6.7619 +2023-12-26 08:03:29,789 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 2 days, 11:25:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5431, loss_cls: 6.7591, loss: 6.7591 +2023-12-26 08:04:29,335 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 2 days, 11:24:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5477, loss_cls: 6.7856, loss: 6.7856 +2023-12-26 08:05:28,997 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 2 days, 11:23:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5386, loss_cls: 6.8138, loss: 6.8138 +2023-12-26 08:06:28,767 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 2 days, 11:22:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5447, loss_cls: 6.7999, loss: 6.7999 +2023-12-26 08:07:28,633 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 2 days, 11:21:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5439, loss_cls: 6.7807, loss: 6.7807 +2023-12-26 08:08:28,507 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 2 days, 11:19:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5486, loss_cls: 6.7620, loss: 6.7620 +2023-12-26 08:09:28,273 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 2 days, 11:18:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5439, loss_cls: 6.7840, loss: 6.7840 +2023-12-26 08:10:27,894 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 2 days, 11:17:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5364, loss_cls: 6.8243, loss: 6.8243 +2023-12-26 08:11:27,410 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 2 days, 11:16:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5556, loss_cls: 6.7377, loss: 6.7377 +2023-12-26 08:12:27,046 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 2 days, 11:15:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5545, loss_cls: 6.7628, loss: 6.7628 +2023-12-26 08:13:26,904 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 2 days, 11:14:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5580, loss_cls: 6.7181, loss: 6.7181 +2023-12-26 08:14:26,751 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 2 days, 11:13:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5461, loss_cls: 6.7822, loss: 6.7822 +2023-12-26 08:15:26,706 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 2 days, 11:12:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5383, loss_cls: 6.8363, loss: 6.8363 +2023-12-26 08:16:26,790 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 2 days, 11:10:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5416, loss_cls: 6.7968, loss: 6.7968 +2023-12-26 08:17:27,082 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 2 days, 11:09:46, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5503, loss_cls: 6.7671, loss: 6.7671 +2023-12-26 08:18:28,362 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 2 days, 11:08:40, time: 0.613, data_time: 0.001, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5558, loss_cls: 6.7520, loss: 6.7520 +2023-12-26 08:19:28,723 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 2 days, 11:07:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5427, loss_cls: 6.8004, loss: 6.8004 +2023-12-26 08:19:59,070 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-26 08:21:56,579 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 08:21:57,412 - pyskl - INFO - +top1_acc 0.2318 +top5_acc 0.4769 +2023-12-26 08:21:57,412 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 08:21:57,449 - pyskl - INFO - +mean_acc 0.2317 +2023-12-26 08:21:57,455 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_58.pth was removed +2023-12-26 08:21:57,695 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2023-12-26 08:21:57,695 - pyskl - INFO - Best top1_acc is 0.2318 at 60 epoch. +2023-12-26 08:21:57,704 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.2318, top5_acc: 0.4769, mean_class_accuracy: 0.2317 +2023-12-26 08:25:23,463 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 2 days, 11:08:51, time: 2.058, data_time: 1.457, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5611, loss_cls: 6.7561, loss: 6.7561 +2023-12-26 08:26:23,108 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 2 days, 11:07:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5525, loss_cls: 6.7596, loss: 6.7596 +2023-12-26 08:27:23,027 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 2 days, 11:06:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5552, loss_cls: 6.7227, loss: 6.7227 +2023-12-26 08:28:22,867 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 2 days, 11:05:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5520, loss_cls: 6.7463, loss: 6.7463 +2023-12-26 08:29:23,248 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 2 days, 11:04:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5594, loss_cls: 6.7181, loss: 6.7181 +2023-12-26 08:30:23,645 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 2 days, 11:03:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5572, loss_cls: 6.7293, loss: 6.7293 +2023-12-26 08:31:23,990 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 2 days, 11:02:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5502, loss_cls: 6.7761, loss: 6.7761 +2023-12-26 08:32:24,523 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 2 days, 11:00:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5502, loss_cls: 6.7945, loss: 6.7945 +2023-12-26 08:33:24,454 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 2 days, 10:59:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5566, loss_cls: 6.7372, loss: 6.7372 +2023-12-26 08:34:24,833 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 2 days, 10:58:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5420, loss_cls: 6.7832, loss: 6.7832 +2023-12-26 08:35:25,491 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 2 days, 10:57:35, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5478, loss_cls: 6.7608, loss: 6.7608 +2023-12-26 08:36:25,281 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 2 days, 10:56:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5553, loss_cls: 6.7362, loss: 6.7362 +2023-12-26 08:37:25,044 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 2 days, 10:55:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5542, loss_cls: 6.7360, loss: 6.7360 +2023-12-26 08:38:24,518 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 2 days, 10:54:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5505, loss_cls: 6.7796, loss: 6.7796 +2023-12-26 08:39:23,946 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 2 days, 10:53:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5442, loss_cls: 6.7890, loss: 6.7890 +2023-12-26 08:40:23,776 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 2 days, 10:51:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5442, loss_cls: 6.7596, loss: 6.7596 +2023-12-26 08:41:23,570 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 2 days, 10:50:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5575, loss_cls: 6.7431, loss: 6.7431 +2023-12-26 08:42:23,809 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 2 days, 10:49:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5336, loss_cls: 6.8338, loss: 6.8338 +2023-12-26 08:43:23,744 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 2 days, 10:48:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5420, loss_cls: 6.7856, loss: 6.7856 +2023-12-26 08:44:23,137 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 2 days, 10:47:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5480, loss_cls: 6.7321, loss: 6.7321 +2023-12-26 08:45:22,578 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 2 days, 10:46:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5453, loss_cls: 6.7910, loss: 6.7910 +2023-12-26 08:46:22,219 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 2 days, 10:45:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5452, loss_cls: 6.8174, loss: 6.8174 +2023-12-26 08:47:22,024 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 2 days, 10:43:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5375, loss_cls: 6.7889, loss: 6.7889 +2023-12-26 08:48:21,875 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 2 days, 10:42:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5477, loss_cls: 6.8171, loss: 6.8171 +2023-12-26 08:49:21,745 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 2 days, 10:41:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5591, loss_cls: 6.7004, loss: 6.7004 +2023-12-26 08:50:22,123 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 2 days, 10:40:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2961, top5_acc: 0.5434, loss_cls: 6.7716, loss: 6.7716 +2023-12-26 08:51:21,990 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 2 days, 10:39:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5463, loss_cls: 6.7735, loss: 6.7735 +2023-12-26 08:52:21,611 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 2 days, 10:38:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5439, loss_cls: 6.7787, loss: 6.7787 +2023-12-26 08:53:21,244 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 2 days, 10:37:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5537, loss_cls: 6.7595, loss: 6.7595 +2023-12-26 08:54:20,886 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 2 days, 10:36:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5448, loss_cls: 6.8004, loss: 6.8004 +2023-12-26 08:55:20,208 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 2 days, 10:34:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5544, loss_cls: 6.7719, loss: 6.7719 +2023-12-26 08:56:19,411 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 2 days, 10:33:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5359, loss_cls: 6.8051, loss: 6.8051 +2023-12-26 08:57:19,480 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 2 days, 10:32:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5452, loss_cls: 6.8034, loss: 6.8034 +2023-12-26 08:58:18,992 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 2 days, 10:31:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5359, loss_cls: 6.7982, loss: 6.7982 +2023-12-26 08:59:19,541 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 2 days, 10:30:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5480, loss_cls: 6.7859, loss: 6.7859 +2023-12-26 09:00:21,926 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 2 days, 10:29:15, time: 0.624, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5623, loss_cls: 6.7250, loss: 6.7250 +2023-12-26 09:01:22,193 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 2 days, 10:28:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5394, loss_cls: 6.8127, loss: 6.8127 +2023-12-26 09:01:52,202 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-26 09:03:45,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 09:03:46,644 - pyskl - INFO - +top1_acc 0.2168 +top5_acc 0.4559 +2023-12-26 09:03:46,645 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 09:03:46,687 - pyskl - INFO - +mean_acc 0.2165 +2023-12-26 09:03:46,700 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.2168, top5_acc: 0.4559, mean_class_accuracy: 0.2165 +2023-12-26 09:07:03,177 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 2 days, 10:29:08, time: 1.965, data_time: 1.363, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5481, loss_cls: 6.7499, loss: 6.7499 +2023-12-26 09:08:03,078 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 2 days, 10:28:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5647, loss_cls: 6.6727, loss: 6.6727 +2023-12-26 09:09:02,748 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 2 days, 10:26:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5584, loss_cls: 6.7273, loss: 6.7273 +2023-12-26 09:10:02,339 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 2 days, 10:25:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5544, loss_cls: 6.7437, loss: 6.7437 +2023-12-26 09:11:02,563 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 2 days, 10:24:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5530, loss_cls: 6.7383, loss: 6.7383 +2023-12-26 09:12:02,894 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 2 days, 10:23:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3031, top5_acc: 0.5577, loss_cls: 6.7132, loss: 6.7132 +2023-12-26 09:13:02,592 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 2 days, 10:22:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5530, loss_cls: 6.7235, loss: 6.7235 +2023-12-26 09:14:02,741 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 2 days, 10:21:13, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5555, loss_cls: 6.7237, loss: 6.7237 +2023-12-26 09:15:03,079 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 2 days, 10:20:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5439, loss_cls: 6.7789, loss: 6.7789 +2023-12-26 09:16:02,598 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 2 days, 10:18:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5630, loss_cls: 6.7435, loss: 6.7435 +2023-12-26 09:17:02,263 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 2 days, 10:17:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5491, loss_cls: 6.7728, loss: 6.7728 +2023-12-26 09:18:02,128 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 2 days, 10:16:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5473, loss_cls: 6.7674, loss: 6.7674 +2023-12-26 09:19:01,766 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 2 days, 10:15:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5542, loss_cls: 6.7473, loss: 6.7473 +2023-12-26 09:20:01,334 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 2 days, 10:14:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5456, loss_cls: 6.7691, loss: 6.7691 +2023-12-26 09:21:01,037 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 2 days, 10:13:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5431, loss_cls: 6.7827, loss: 6.7827 +2023-12-26 09:22:00,844 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 2 days, 10:12:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5537, loss_cls: 6.7358, loss: 6.7358 +2023-12-26 09:23:00,543 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 2 days, 10:11:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5578, loss_cls: 6.7219, loss: 6.7219 +2023-12-26 09:24:00,498 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 2 days, 10:09:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5525, loss_cls: 6.7375, loss: 6.7375 +2023-12-26 09:25:00,111 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 2 days, 10:08:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5469, loss_cls: 6.7751, loss: 6.7751 +2023-12-26 09:26:00,254 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 2 days, 10:07:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5514, loss_cls: 6.7703, loss: 6.7703 +2023-12-26 09:27:00,921 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 2 days, 10:06:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5509, loss_cls: 6.7524, loss: 6.7524 +2023-12-26 09:28:00,991 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 2 days, 10:05:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5483, loss_cls: 6.7706, loss: 6.7706 +2023-12-26 09:29:00,827 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 2 days, 10:04:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5508, loss_cls: 6.7634, loss: 6.7634 +2023-12-26 09:30:00,569 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 2 days, 10:03:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5444, loss_cls: 6.7868, loss: 6.7868 +2023-12-26 09:31:00,337 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 2 days, 10:01:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5553, loss_cls: 6.7447, loss: 6.7447 +2023-12-26 09:32:00,343 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 2 days, 10:00:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5367, loss_cls: 6.8335, loss: 6.8335 +2023-12-26 09:33:00,173 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 2 days, 9:59:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5533, loss_cls: 6.7329, loss: 6.7329 +2023-12-26 09:34:00,581 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 2 days, 9:58:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5444, loss_cls: 6.7872, loss: 6.7872 +2023-12-26 09:35:01,331 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 2 days, 9:57:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5577, loss_cls: 6.7328, loss: 6.7328 +2023-12-26 09:36:01,694 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 2 days, 9:56:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5378, loss_cls: 6.8123, loss: 6.8123 +2023-12-26 09:37:02,003 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 2 days, 9:55:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5467, loss_cls: 6.7843, loss: 6.7843 +2023-12-26 09:38:01,867 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 2 days, 9:54:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5556, loss_cls: 6.7598, loss: 6.7598 +2023-12-26 09:39:01,490 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 2 days, 9:52:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5555, loss_cls: 6.7598, loss: 6.7598 +2023-12-26 09:40:01,010 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 2 days, 9:51:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5475, loss_cls: 6.7742, loss: 6.7742 +2023-12-26 09:41:01,441 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 2 days, 9:50:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5556, loss_cls: 6.7455, loss: 6.7455 +2023-12-26 09:42:03,543 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 2 days, 9:49:40, time: 0.621, data_time: 0.001, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5539, loss_cls: 6.7586, loss: 6.7586 +2023-12-26 09:43:03,591 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 2 days, 9:48:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5456, loss_cls: 6.7534, loss: 6.7534 +2023-12-26 09:43:33,336 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-26 09:45:26,215 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 09:45:27,000 - pyskl - INFO - +top1_acc 0.2232 +top5_acc 0.4693 +2023-12-26 09:45:27,000 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 09:45:27,034 - pyskl - INFO - +mean_acc 0.2229 +2023-12-26 09:45:27,043 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.2232, top5_acc: 0.4693, mean_class_accuracy: 0.2229 +2023-12-26 09:48:46,219 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 2 days, 9:49:32, time: 1.992, data_time: 1.395, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5653, loss_cls: 6.7061, loss: 6.7061 +2023-12-26 09:49:45,925 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 2 days, 9:48:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5527, loss_cls: 6.7525, loss: 6.7525 +2023-12-26 09:50:45,571 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 2 days, 9:47:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5591, loss_cls: 6.7375, loss: 6.7375 +2023-12-26 09:51:45,362 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 2 days, 9:46:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5625, loss_cls: 6.7069, loss: 6.7069 +2023-12-26 09:52:45,773 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 2 days, 9:45:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5763, loss_cls: 6.6592, loss: 6.6592 +2023-12-26 09:53:46,481 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 2 days, 9:43:54, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5570, loss_cls: 6.7132, loss: 6.7132 +2023-12-26 09:54:46,259 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 2 days, 9:42:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5489, loss_cls: 6.7841, loss: 6.7841 +2023-12-26 09:55:46,210 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 2 days, 9:41:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5623, loss_cls: 6.6907, loss: 6.6907 +2023-12-26 09:56:46,448 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 2 days, 9:40:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5492, loss_cls: 6.7400, loss: 6.7400 +2023-12-26 09:57:45,894 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 2 days, 9:39:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2970, top5_acc: 0.5598, loss_cls: 6.7138, loss: 6.7138 +2023-12-26 09:58:45,673 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 2 days, 9:38:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5525, loss_cls: 6.7540, loss: 6.7540 +2023-12-26 09:59:45,271 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 2 days, 9:37:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5397, loss_cls: 6.7956, loss: 6.7956 +2023-12-26 10:00:44,684 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 2 days, 9:35:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5525, loss_cls: 6.7555, loss: 6.7555 +2023-12-26 10:01:44,383 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 2 days, 9:34:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5556, loss_cls: 6.7518, loss: 6.7518 +2023-12-26 10:02:43,997 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 2 days, 9:33:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5466, loss_cls: 6.7842, loss: 6.7842 +2023-12-26 10:03:43,896 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 2 days, 9:32:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5461, loss_cls: 6.7447, loss: 6.7447 +2023-12-26 10:04:44,571 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 2 days, 9:31:28, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5572, loss_cls: 6.7398, loss: 6.7398 +2023-12-26 10:05:45,120 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 2 days, 9:30:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5503, loss_cls: 6.7982, loss: 6.7982 +2023-12-26 10:06:45,448 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 2 days, 9:29:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5570, loss_cls: 6.7112, loss: 6.7112 +2023-12-26 10:07:45,239 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 2 days, 9:28:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5506, loss_cls: 6.7599, loss: 6.7599 +2023-12-26 10:08:44,977 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 2 days, 9:26:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5492, loss_cls: 6.7422, loss: 6.7422 +2023-12-26 10:09:44,681 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 2 days, 9:25:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5447, loss_cls: 6.7839, loss: 6.7839 +2023-12-26 10:10:44,467 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 2 days, 9:24:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5567, loss_cls: 6.7113, loss: 6.7113 +2023-12-26 10:11:44,378 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 2 days, 9:23:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5403, loss_cls: 6.8365, loss: 6.8365 +2023-12-26 10:12:44,963 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 2 days, 9:22:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5561, loss_cls: 6.7377, loss: 6.7377 +2023-12-26 10:13:45,191 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 2 days, 9:21:21, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2934, top5_acc: 0.5481, loss_cls: 6.7865, loss: 6.7865 +2023-12-26 10:14:45,453 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 2 days, 9:20:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5634, loss_cls: 6.7269, loss: 6.7269 +2023-12-26 10:15:45,225 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 2 days, 9:19:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5450, loss_cls: 6.7813, loss: 6.7813 +2023-12-26 10:16:45,156 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 2 days, 9:17:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5416, loss_cls: 6.7829, loss: 6.7829 +2023-12-26 10:17:45,172 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 2 days, 9:16:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5469, loss_cls: 6.7426, loss: 6.7426 +2023-12-26 10:18:45,185 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 2 days, 9:15:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5408, loss_cls: 6.7397, loss: 6.7397 +2023-12-26 10:19:45,452 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 2 days, 9:14:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5591, loss_cls: 6.7395, loss: 6.7395 +2023-12-26 10:20:45,635 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 2 days, 9:13:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5527, loss_cls: 6.7254, loss: 6.7254 +2023-12-26 10:21:45,164 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 2 days, 9:12:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5522, loss_cls: 6.7440, loss: 6.7440 +2023-12-26 10:22:45,911 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 2 days, 9:11:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5522, loss_cls: 6.7490, loss: 6.7490 +2023-12-26 10:23:48,270 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 2 days, 9:10:10, time: 0.624, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5519, loss_cls: 6.7607, loss: 6.7607 +2023-12-26 10:24:48,654 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 2 days, 9:09:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5405, loss_cls: 6.7967, loss: 6.7967 +2023-12-26 10:25:18,746 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-26 10:27:16,105 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 10:27:17,153 - pyskl - INFO - +top1_acc 0.2386 +top5_acc 0.4803 +2023-12-26 10:27:17,153 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 10:27:17,207 - pyskl - INFO - +mean_acc 0.2385 +2023-12-26 10:27:17,215 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_60.pth was removed +2023-12-26 10:27:17,552 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_63.pth. +2023-12-26 10:27:17,553 - pyskl - INFO - Best top1_acc is 0.2386 at 63 epoch. +2023-12-26 10:27:17,562 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.2386, top5_acc: 0.4803, mean_class_accuracy: 0.2385 +2023-12-26 10:30:40,280 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 2 days, 9:10:04, time: 2.027, data_time: 1.427, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5533, loss_cls: 6.7246, loss: 6.7246 +2023-12-26 10:31:39,868 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 2 days, 9:08:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5655, loss_cls: 6.7015, loss: 6.7015 +2023-12-26 10:32:39,434 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 2 days, 9:07:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5570, loss_cls: 6.7135, loss: 6.7135 +2023-12-26 10:33:39,021 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 2 days, 9:06:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5534, loss_cls: 6.7515, loss: 6.7515 +2023-12-26 10:34:39,400 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 2 days, 9:05:32, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5528, loss_cls: 6.7302, loss: 6.7302 +2023-12-26 10:35:39,845 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 2 days, 9:04:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5537, loss_cls: 6.7385, loss: 6.7385 +2023-12-26 10:36:40,291 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 2 days, 9:03:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5697, loss_cls: 6.6389, loss: 6.6389 +2023-12-26 10:37:40,129 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 2 days, 9:02:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5530, loss_cls: 6.7414, loss: 6.7414 +2023-12-26 10:38:40,524 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 2 days, 9:01:04, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5513, loss_cls: 6.7291, loss: 6.7291 +2023-12-26 10:39:40,982 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 2 days, 8:59:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3005, top5_acc: 0.5597, loss_cls: 6.7265, loss: 6.7265 +2023-12-26 10:40:40,758 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 2 days, 8:58:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5620, loss_cls: 6.6861, loss: 6.6861 +2023-12-26 10:41:40,658 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 2 days, 8:57:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5444, loss_cls: 6.7871, loss: 6.7871 +2023-12-26 10:42:40,110 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 2 days, 8:56:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5505, loss_cls: 6.7475, loss: 6.7475 +2023-12-26 10:43:39,786 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 2 days, 8:55:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5483, loss_cls: 6.7403, loss: 6.7403 +2023-12-26 10:44:39,624 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 2 days, 8:54:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5448, loss_cls: 6.7703, loss: 6.7703 +2023-12-26 10:45:39,801 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 2 days, 8:53:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3014, top5_acc: 0.5503, loss_cls: 6.7393, loss: 6.7393 +2023-12-26 10:46:40,627 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 2 days, 8:52:04, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5561, loss_cls: 6.7397, loss: 6.7397 +2023-12-26 10:47:41,194 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 2 days, 8:50:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5653, loss_cls: 6.7125, loss: 6.7125 +2023-12-26 10:48:41,217 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 2 days, 8:49:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5572, loss_cls: 6.7237, loss: 6.7237 +2023-12-26 10:49:41,875 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 2 days, 8:48:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5536, loss_cls: 6.7479, loss: 6.7479 +2023-12-26 10:50:42,415 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 2 days, 8:47:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5534, loss_cls: 6.7391, loss: 6.7391 +2023-12-26 10:51:42,522 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 2 days, 8:46:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2970, top5_acc: 0.5498, loss_cls: 6.7500, loss: 6.7500 +2023-12-26 10:52:42,311 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 2 days, 8:45:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5469, loss_cls: 6.7530, loss: 6.7530 +2023-12-26 10:53:42,267 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 2 days, 8:44:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5578, loss_cls: 6.7267, loss: 6.7267 +2023-12-26 10:54:41,975 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 2 days, 8:43:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5508, loss_cls: 6.7574, loss: 6.7574 +2023-12-26 10:55:41,463 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 2 days, 8:41:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5644, loss_cls: 6.6940, loss: 6.6940 +2023-12-26 10:56:41,944 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 2 days, 8:40:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5494, loss_cls: 6.7475, loss: 6.7475 +2023-12-26 10:57:41,856 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 2 days, 8:39:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5514, loss_cls: 6.7672, loss: 6.7672 +2023-12-26 10:58:41,653 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 2 days, 8:38:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5509, loss_cls: 6.7413, loss: 6.7413 +2023-12-26 10:59:41,397 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 2 days, 8:37:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5522, loss_cls: 6.7620, loss: 6.7620 +2023-12-26 11:00:41,029 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 2 days, 8:36:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5411, loss_cls: 6.7771, loss: 6.7771 +2023-12-26 11:01:40,557 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 2 days, 8:35:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2955, top5_acc: 0.5480, loss_cls: 6.7619, loss: 6.7619 +2023-12-26 11:02:40,172 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 2 days, 8:34:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5447, loss_cls: 6.7416, loss: 6.7416 +2023-12-26 11:03:40,018 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 2 days, 8:32:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5567, loss_cls: 6.7390, loss: 6.7390 +2023-12-26 11:04:40,266 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 2 days, 8:31:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5455, loss_cls: 6.7888, loss: 6.7888 +2023-12-26 11:05:41,991 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 2 days, 8:30:46, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5563, loss_cls: 6.7462, loss: 6.7462 +2023-12-26 11:06:42,136 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 2 days, 8:29:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5550, loss_cls: 6.7510, loss: 6.7510 +2023-12-26 11:07:12,058 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-26 11:09:08,064 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:09:08,865 - pyskl - INFO - +top1_acc 0.2374 +top5_acc 0.4888 +2023-12-26 11:09:08,865 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 11:09:08,917 - pyskl - INFO - +mean_acc 0.2371 +2023-12-26 11:09:08,931 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.2374, top5_acc: 0.4888, mean_class_accuracy: 0.2371 +2023-12-26 11:12:31,676 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 2 days, 8:30:35, time: 2.027, data_time: 1.427, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5609, loss_cls: 6.6964, loss: 6.6964 +2023-12-26 11:13:31,496 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 2 days, 8:29:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5527, loss_cls: 6.7360, loss: 6.7360 +2023-12-26 11:14:31,447 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 2 days, 8:28:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5634, loss_cls: 6.6707, loss: 6.6707 +2023-12-26 11:15:31,360 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 2 days, 8:27:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5494, loss_cls: 6.7491, loss: 6.7491 +2023-12-26 11:16:31,242 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 2 days, 8:26:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5573, loss_cls: 6.7010, loss: 6.7010 +2023-12-26 11:17:32,458 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 2 days, 8:24:59, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5594, loss_cls: 6.7265, loss: 6.7265 +2023-12-26 11:18:32,476 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 2 days, 8:23:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5652, loss_cls: 6.7127, loss: 6.7127 +2023-12-26 11:19:32,503 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 2 days, 8:22:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5575, loss_cls: 6.7351, loss: 6.7351 +2023-12-26 11:20:33,222 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 2 days, 8:21:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5547, loss_cls: 6.7350, loss: 6.7350 +2023-12-26 11:21:33,659 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 2 days, 8:20:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5497, loss_cls: 6.7910, loss: 6.7910 +2023-12-26 11:22:33,777 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 2 days, 8:19:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5647, loss_cls: 6.7293, loss: 6.7293 +2023-12-26 11:23:33,781 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 2 days, 8:18:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5592, loss_cls: 6.7088, loss: 6.7088 +2023-12-26 11:24:33,249 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 2 days, 8:17:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5563, loss_cls: 6.7082, loss: 6.7082 +2023-12-26 11:25:32,935 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 2 days, 8:16:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5630, loss_cls: 6.6907, loss: 6.6907 +2023-12-26 11:26:32,798 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 2 days, 8:14:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5531, loss_cls: 6.7441, loss: 6.7441 +2023-12-26 11:27:32,726 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 2 days, 8:13:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5639, loss_cls: 6.6852, loss: 6.6852 +2023-12-26 11:28:33,384 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 2 days, 8:12:39, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5594, loss_cls: 6.7136, loss: 6.7136 +2023-12-26 11:29:34,117 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 2 days, 8:11:33, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5564, loss_cls: 6.7375, loss: 6.7375 +2023-12-26 11:30:33,911 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 2 days, 8:10:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5570, loss_cls: 6.7385, loss: 6.7385 +2023-12-26 11:31:34,528 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 2 days, 8:09:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5481, loss_cls: 6.7247, loss: 6.7247 +2023-12-26 11:32:34,661 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 2 days, 8:08:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5433, loss_cls: 6.7673, loss: 6.7673 +2023-12-26 11:33:34,353 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 2 days, 8:07:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5430, loss_cls: 6.7759, loss: 6.7759 +2023-12-26 11:34:34,090 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 2 days, 8:05:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5466, loss_cls: 6.7728, loss: 6.7728 +2023-12-26 11:35:34,112 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 2 days, 8:04:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3058, top5_acc: 0.5644, loss_cls: 6.7204, loss: 6.7204 +2023-12-26 11:36:34,104 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 2 days, 8:03:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5467, loss_cls: 6.7176, loss: 6.7176 +2023-12-26 11:37:34,929 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 2 days, 8:02:36, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5644, loss_cls: 6.7017, loss: 6.7017 +2023-12-26 11:38:34,846 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 2 days, 8:01:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5413, loss_cls: 6.8138, loss: 6.8138 +2023-12-26 11:39:34,384 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 2 days, 8:00:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5489, loss_cls: 6.7655, loss: 6.7655 +2023-12-26 11:40:34,075 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 2 days, 7:59:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5506, loss_cls: 6.7332, loss: 6.7332 +2023-12-26 11:41:33,827 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 2 days, 7:58:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5617, loss_cls: 6.7082, loss: 6.7082 +2023-12-26 11:42:33,522 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 2 days, 7:56:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5564, loss_cls: 6.7135, loss: 6.7135 +2023-12-26 11:43:33,240 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 2 days, 7:55:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5633, loss_cls: 6.7008, loss: 6.7008 +2023-12-26 11:44:32,746 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 2 days, 7:54:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3031, top5_acc: 0.5595, loss_cls: 6.7037, loss: 6.7037 +2023-12-26 11:45:32,158 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 2 days, 7:53:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5467, loss_cls: 6.7447, loss: 6.7447 +2023-12-26 11:46:33,059 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 2 days, 7:52:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5605, loss_cls: 6.7359, loss: 6.7359 +2023-12-26 11:47:34,112 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 2 days, 7:51:22, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5748, loss_cls: 6.6952, loss: 6.6952 +2023-12-26 11:48:34,397 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 2 days, 7:50:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5528, loss_cls: 6.7281, loss: 6.7281 +2023-12-26 11:49:04,751 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-26 11:51:02,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:51:02,892 - pyskl - INFO - +top1_acc 0.2436 +top5_acc 0.4822 +2023-12-26 11:51:02,892 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 11:51:02,926 - pyskl - INFO - +mean_acc 0.2434 +2023-12-26 11:51:02,931 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_63.pth was removed +2023-12-26 11:51:03,195 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2023-12-26 11:51:03,196 - pyskl - INFO - Best top1_acc is 0.2436 at 65 epoch. +2023-12-26 11:51:03,208 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.2436, top5_acc: 0.4822, mean_class_accuracy: 0.2434 +2023-12-26 11:54:29,637 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 2 days, 7:51:13, time: 2.064, data_time: 1.469, memory: 16177, top1_acc: 0.3086, top5_acc: 0.5678, loss_cls: 6.6586, loss: 6.6586 +2023-12-26 11:55:29,449 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 2 days, 7:50:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5634, loss_cls: 6.6908, loss: 6.6908 +2023-12-26 11:56:29,048 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 2 days, 7:48:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5616, loss_cls: 6.7029, loss: 6.7029 +2023-12-26 11:57:29,031 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 2 days, 7:47:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5600, loss_cls: 6.7470, loss: 6.7470 +2023-12-26 11:58:28,611 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 2 days, 7:46:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5600, loss_cls: 6.7050, loss: 6.7050 +2023-12-26 11:59:28,730 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 2 days, 7:45:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5666, loss_cls: 6.6743, loss: 6.6743 +2023-12-26 12:00:29,247 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 2 days, 7:44:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5522, loss_cls: 6.7674, loss: 6.7674 +2023-12-26 12:01:29,148 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 2 days, 7:43:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3075, top5_acc: 0.5656, loss_cls: 6.6866, loss: 6.6866 +2023-12-26 12:02:29,688 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 2 days, 7:42:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5506, loss_cls: 6.7324, loss: 6.7324 +2023-12-26 12:03:29,881 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 2 days, 7:41:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5545, loss_cls: 6.7381, loss: 6.7381 +2023-12-26 12:04:29,536 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 2 days, 7:40:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5631, loss_cls: 6.7190, loss: 6.7190 +2023-12-26 12:05:29,121 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 2 days, 7:38:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5644, loss_cls: 6.6802, loss: 6.6802 +2023-12-26 12:06:28,959 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 2 days, 7:37:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5683, loss_cls: 6.6535, loss: 6.6535 +2023-12-26 12:07:28,817 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 2 days, 7:36:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5436, loss_cls: 6.7571, loss: 6.7571 +2023-12-26 12:08:28,497 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 2 days, 7:35:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5611, loss_cls: 6.6906, loss: 6.6906 +2023-12-26 12:09:28,154 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 2 days, 7:34:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5575, loss_cls: 6.6995, loss: 6.6995 +2023-12-26 12:10:27,575 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 2 days, 7:33:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5609, loss_cls: 6.7320, loss: 6.7320 +2023-12-26 12:11:27,206 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 2 days, 7:32:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5456, loss_cls: 6.7770, loss: 6.7770 +2023-12-26 12:12:26,975 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 2 days, 7:30:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5506, loss_cls: 6.7434, loss: 6.7434 +2023-12-26 12:13:26,628 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 2 days, 7:29:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5569, loss_cls: 6.7298, loss: 6.7298 +2023-12-26 12:14:26,247 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 2 days, 7:28:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2925, top5_acc: 0.5511, loss_cls: 6.7779, loss: 6.7779 +2023-12-26 12:15:26,240 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 2 days, 7:27:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3014, top5_acc: 0.5606, loss_cls: 6.7258, loss: 6.7258 +2023-12-26 12:16:26,578 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 2 days, 7:26:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5666, loss_cls: 6.7033, loss: 6.7033 +2023-12-26 12:17:27,498 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 2 days, 7:25:23, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5519, loss_cls: 6.7281, loss: 6.7281 +2023-12-26 12:18:27,083 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 2 days, 7:24:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5506, loss_cls: 6.7299, loss: 6.7299 +2023-12-26 12:19:27,459 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 2 days, 7:23:09, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5536, loss_cls: 6.7397, loss: 6.7397 +2023-12-26 12:20:28,302 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 2 days, 7:22:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5466, loss_cls: 6.7706, loss: 6.7706 +2023-12-26 12:21:28,874 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 2 days, 7:20:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5642, loss_cls: 6.6749, loss: 6.6749 +2023-12-26 12:22:28,647 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 2 days, 7:19:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5625, loss_cls: 6.6904, loss: 6.6904 +2023-12-26 12:23:28,281 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 2 days, 7:18:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5491, loss_cls: 6.7460, loss: 6.7460 +2023-12-26 12:24:29,080 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 2 days, 7:17:35, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5595, loss_cls: 6.7170, loss: 6.7170 +2023-12-26 12:25:28,625 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 2 days, 7:16:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5569, loss_cls: 6.7397, loss: 6.7397 +2023-12-26 12:26:28,095 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 2 days, 7:15:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5434, loss_cls: 6.7650, loss: 6.7650 +2023-12-26 12:27:27,967 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 2 days, 7:14:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5573, loss_cls: 6.7190, loss: 6.7190 +2023-12-26 12:28:28,379 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 2 days, 7:13:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5691, loss_cls: 6.6842, loss: 6.6842 +2023-12-26 12:29:29,854 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 2 days, 7:12:01, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5555, loss_cls: 6.7347, loss: 6.7347 +2023-12-26 12:30:30,103 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 2 days, 7:10:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5456, loss_cls: 6.7475, loss: 6.7475 +2023-12-26 12:31:00,320 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-26 12:32:55,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 12:32:56,959 - pyskl - INFO - +top1_acc 0.2461 +top5_acc 0.4953 +2023-12-26 12:32:56,959 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 12:32:56,999 - pyskl - INFO - +mean_acc 0.2459 +2023-12-26 12:32:57,005 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_65.pth was removed +2023-12-26 12:32:57,287 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. +2023-12-26 12:32:57,288 - pyskl - INFO - Best top1_acc is 0.2461 at 66 epoch. +2023-12-26 12:32:57,296 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.2461, top5_acc: 0.4953, mean_class_accuracy: 0.2459 +2023-12-26 12:36:23,207 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 2 days, 7:11:46, time: 2.059, data_time: 1.461, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5784, loss_cls: 6.6497, loss: 6.6497 +2023-12-26 12:37:23,046 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 2 days, 7:10:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5628, loss_cls: 6.6732, loss: 6.6732 +2023-12-26 12:38:22,781 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 2 days, 7:09:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5531, loss_cls: 6.7316, loss: 6.7316 +2023-12-26 12:39:22,393 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 2 days, 7:08:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5714, loss_cls: 6.6562, loss: 6.6562 +2023-12-26 12:40:22,052 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 2 days, 7:07:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5634, loss_cls: 6.6988, loss: 6.6988 +2023-12-26 12:41:22,279 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 2 days, 7:06:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5594, loss_cls: 6.7071, loss: 6.7071 +2023-12-26 12:42:23,232 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 2 days, 7:05:03, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5680, loss_cls: 6.6955, loss: 6.6955 +2023-12-26 12:43:23,537 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 2 days, 7:03:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5541, loss_cls: 6.6990, loss: 6.6990 +2023-12-26 12:44:24,276 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 2 days, 7:02:50, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5717, loss_cls: 6.6645, loss: 6.6645 +2023-12-26 12:45:24,274 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 2 days, 7:01:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5555, loss_cls: 6.7107, loss: 6.7107 +2023-12-26 12:46:24,071 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 2 days, 7:00:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5669, loss_cls: 6.6832, loss: 6.6832 +2023-12-26 12:47:24,195 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 2 days, 6:59:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5636, loss_cls: 6.6828, loss: 6.6828 +2023-12-26 12:48:24,113 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 6:58:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5575, loss_cls: 6.7069, loss: 6.7069 +2023-12-26 12:49:23,740 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 6:57:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5522, loss_cls: 6.7493, loss: 6.7493 +2023-12-26 12:50:23,353 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 6:56:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5570, loss_cls: 6.7418, loss: 6.7418 +2023-12-26 12:51:22,918 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 6:54:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5714, loss_cls: 6.6766, loss: 6.6766 +2023-12-26 12:52:22,831 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 6:53:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5659, loss_cls: 6.6919, loss: 6.6919 +2023-12-26 12:53:22,580 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 6:52:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5677, loss_cls: 6.6986, loss: 6.6986 +2023-12-26 12:54:22,761 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 6:51:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5495, loss_cls: 6.7518, loss: 6.7518 +2023-12-26 12:55:22,627 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 6:50:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5545, loss_cls: 6.7501, loss: 6.7501 +2023-12-26 12:56:22,161 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 6:49:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5583, loss_cls: 6.6934, loss: 6.6934 +2023-12-26 12:57:21,876 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 6:48:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5533, loss_cls: 6.7292, loss: 6.7292 +2023-12-26 12:58:21,574 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 6:47:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5631, loss_cls: 6.7202, loss: 6.7202 +2023-12-26 12:59:21,484 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 6:46:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5569, loss_cls: 6.7251, loss: 6.7251 +2023-12-26 13:00:21,681 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 6:44:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5683, loss_cls: 6.7106, loss: 6.7106 +2023-12-26 13:01:21,548 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 6:43:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5617, loss_cls: 6.6978, loss: 6.6978 +2023-12-26 13:02:21,573 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 6:42:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5531, loss_cls: 6.7421, loss: 6.7421 +2023-12-26 13:03:21,510 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 6:41:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5623, loss_cls: 6.7337, loss: 6.7337 +2023-12-26 13:04:21,308 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 6:40:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5530, loss_cls: 6.7247, loss: 6.7247 +2023-12-26 13:05:21,584 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 6:39:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5628, loss_cls: 6.6985, loss: 6.6985 +2023-12-26 13:06:21,286 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 6:38:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5591, loss_cls: 6.7205, loss: 6.7205 +2023-12-26 13:07:21,232 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 6:37:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3081, top5_acc: 0.5611, loss_cls: 6.7071, loss: 6.7071 +2023-12-26 13:08:21,401 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 6:35:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5534, loss_cls: 6.7409, loss: 6.7409 +2023-12-26 13:09:22,371 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 6:34:51, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3014, top5_acc: 0.5623, loss_cls: 6.7364, loss: 6.7364 +2023-12-26 13:10:23,275 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 6:33:45, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5550, loss_cls: 6.7382, loss: 6.7382 +2023-12-26 13:11:23,891 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 6:32:39, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5477, loss_cls: 6.7674, loss: 6.7674 +2023-12-26 13:12:23,765 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 6:31:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5530, loss_cls: 6.7334, loss: 6.7334 +2023-12-26 13:12:53,844 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-26 13:14:49,335 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 13:14:50,406 - pyskl - INFO - +top1_acc 0.2478 +top5_acc 0.4918 +2023-12-26 13:14:50,407 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 13:14:50,445 - pyskl - INFO - +mean_acc 0.2476 +2023-12-26 13:14:50,452 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_66.pth was removed +2023-12-26 13:14:50,752 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2023-12-26 13:14:50,753 - pyskl - INFO - Best top1_acc is 0.2478 at 67 epoch. +2023-12-26 13:14:50,762 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.2478, top5_acc: 0.4918, mean_class_accuracy: 0.2476 +2023-12-26 13:18:10,985 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 6:32:13, time: 2.002, data_time: 1.404, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5625, loss_cls: 6.6942, loss: 6.6942 +2023-12-26 13:19:10,588 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 6:31:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5733, loss_cls: 6.6664, loss: 6.6664 +2023-12-26 13:20:10,192 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 6:29:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5592, loss_cls: 6.6826, loss: 6.6826 +2023-12-26 13:21:09,682 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 6:28:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5683, loss_cls: 6.6672, loss: 6.6672 +2023-12-26 13:22:09,397 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 6:27:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5697, loss_cls: 6.6408, loss: 6.6408 +2023-12-26 13:23:09,559 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 6:26:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5586, loss_cls: 6.6844, loss: 6.6844 +2023-12-26 13:24:09,935 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 6:25:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5637, loss_cls: 6.6640, loss: 6.6640 +2023-12-26 13:25:09,558 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 6:24:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5587, loss_cls: 6.7086, loss: 6.7086 +2023-12-26 13:26:09,464 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 6:23:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5587, loss_cls: 6.7001, loss: 6.7001 +2023-12-26 13:27:09,670 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 6:22:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5589, loss_cls: 6.7242, loss: 6.7242 +2023-12-26 13:28:09,354 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 6:21:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5720, loss_cls: 6.6581, loss: 6.6581 +2023-12-26 13:29:09,460 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 6:19:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5619, loss_cls: 6.6960, loss: 6.6960 +2023-12-26 13:30:09,306 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 6:18:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5730, loss_cls: 6.6657, loss: 6.6657 +2023-12-26 13:31:08,806 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 6:17:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5650, loss_cls: 6.7098, loss: 6.7098 +2023-12-26 13:32:08,221 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 6:16:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5720, loss_cls: 6.6318, loss: 6.6318 +2023-12-26 13:33:08,144 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 6:15:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5581, loss_cls: 6.7024, loss: 6.7024 +2023-12-26 13:34:07,922 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 6:14:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5606, loss_cls: 6.7150, loss: 6.7150 +2023-12-26 13:35:07,755 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 6:13:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5502, loss_cls: 6.7612, loss: 6.7612 +2023-12-26 13:36:07,523 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 6:12:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5534, loss_cls: 6.7375, loss: 6.7375 +2023-12-26 13:37:08,001 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 6:10:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5519, loss_cls: 6.7472, loss: 6.7472 +2023-12-26 13:38:08,342 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 6:09:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5534, loss_cls: 6.7242, loss: 6.7242 +2023-12-26 13:39:08,354 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 6:08:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5537, loss_cls: 6.7336, loss: 6.7336 +2023-12-26 13:40:08,361 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 6:07:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5619, loss_cls: 6.6759, loss: 6.6759 +2023-12-26 13:41:08,849 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 6:06:29, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3058, top5_acc: 0.5602, loss_cls: 6.7017, loss: 6.7017 +2023-12-26 13:42:08,493 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 6:05:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5647, loss_cls: 6.6796, loss: 6.6796 +2023-12-26 13:43:08,887 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 6:04:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5573, loss_cls: 6.7313, loss: 6.7313 +2023-12-26 13:44:09,514 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 6:03:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5480, loss_cls: 6.7448, loss: 6.7448 +2023-12-26 13:45:09,873 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 6:02:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5548, loss_cls: 6.6995, loss: 6.6995 +2023-12-26 13:46:09,489 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 6:00:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5559, loss_cls: 6.7335, loss: 6.7335 +2023-12-26 13:47:09,429 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 5:59:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5631, loss_cls: 6.6698, loss: 6.6698 +2023-12-26 13:48:10,226 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 5:58:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5633, loss_cls: 6.6777, loss: 6.6777 +2023-12-26 13:49:10,914 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 5:57:36, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5681, loss_cls: 6.7005, loss: 6.7005 +2023-12-26 13:50:11,219 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 5:56:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5706, loss_cls: 6.6775, loss: 6.6775 +2023-12-26 13:51:11,641 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 5:55:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5548, loss_cls: 6.7416, loss: 6.7416 +2023-12-26 13:52:12,660 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 5:54:17, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5605, loss_cls: 6.6909, loss: 6.6909 +2023-12-26 13:53:13,160 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 5:53:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5456, loss_cls: 6.7640, loss: 6.7640 +2023-12-26 13:54:12,873 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 5:52:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5642, loss_cls: 6.6917, loss: 6.6917 +2023-12-26 13:54:42,828 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-26 13:56:37,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 13:56:38,472 - pyskl - INFO - +top1_acc 0.2393 +top5_acc 0.4812 +2023-12-26 13:56:38,472 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 13:56:38,517 - pyskl - INFO - +mean_acc 0.2391 +2023-12-26 13:56:38,526 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.2393, top5_acc: 0.4812, mean_class_accuracy: 0.2391 +2023-12-26 13:59:55,230 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 5:52:38, time: 1.967, data_time: 1.372, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5761, loss_cls: 6.6153, loss: 6.6153 +2023-12-26 14:00:54,999 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 5:51:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5645, loss_cls: 6.6880, loss: 6.6880 +2023-12-26 14:01:54,470 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 5:50:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5661, loss_cls: 6.6854, loss: 6.6854 +2023-12-26 14:02:54,377 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 5:49:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5541, loss_cls: 6.7134, loss: 6.7134 +2023-12-26 14:03:54,015 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 5:48:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5628, loss_cls: 6.7087, loss: 6.7087 +2023-12-26 14:04:54,579 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 5:47:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5725, loss_cls: 6.6668, loss: 6.6668 +2023-12-26 14:05:55,209 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 5:45:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5583, loss_cls: 6.7084, loss: 6.7084 +2023-12-26 14:06:56,168 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 5:44:50, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5650, loss_cls: 6.6755, loss: 6.6755 +2023-12-26 14:07:56,434 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 5:43:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5670, loss_cls: 6.6557, loss: 6.6557 +2023-12-26 14:08:56,482 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 5:42:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5797, loss_cls: 6.6328, loss: 6.6328 +2023-12-26 14:09:56,503 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 5:41:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5639, loss_cls: 6.7084, loss: 6.7084 +2023-12-26 14:10:56,292 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 5:40:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5622, loss_cls: 6.6992, loss: 6.6992 +2023-12-26 14:11:56,350 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 5:39:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5678, loss_cls: 6.6632, loss: 6.6632 +2023-12-26 14:12:56,565 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 5:38:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5573, loss_cls: 6.7098, loss: 6.7098 +2023-12-26 14:13:56,300 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 5:37:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5619, loss_cls: 6.6837, loss: 6.6837 +2023-12-26 14:14:56,588 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 5:35:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5558, loss_cls: 6.7254, loss: 6.7254 +2023-12-26 14:15:56,694 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 5:34:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5697, loss_cls: 6.6587, loss: 6.6587 +2023-12-26 14:16:56,543 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 5:33:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5631, loss_cls: 6.7281, loss: 6.7281 +2023-12-26 14:17:56,115 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 5:32:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3031, top5_acc: 0.5625, loss_cls: 6.7042, loss: 6.7042 +2023-12-26 14:18:55,948 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 5:31:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5658, loss_cls: 6.6918, loss: 6.6918 +2023-12-26 14:19:55,571 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 5:30:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5637, loss_cls: 6.6899, loss: 6.6899 +2023-12-26 14:20:55,323 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 5:29:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5592, loss_cls: 6.6874, loss: 6.6874 +2023-12-26 14:21:55,223 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 5:28:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5722, loss_cls: 6.6367, loss: 6.6367 +2023-12-26 14:22:54,969 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 5:26:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5506, loss_cls: 6.7048, loss: 6.7048 +2023-12-26 14:23:54,724 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 5:25:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3039, top5_acc: 0.5611, loss_cls: 6.7010, loss: 6.7010 +2023-12-26 14:24:54,659 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 5:24:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5653, loss_cls: 6.6945, loss: 6.6945 +2023-12-26 14:25:54,932 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 5:23:38, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5645, loss_cls: 6.7035, loss: 6.7035 +2023-12-26 14:26:54,509 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 5:22:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5580, loss_cls: 6.7152, loss: 6.7152 +2023-12-26 14:27:54,298 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 5:21:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5647, loss_cls: 6.6979, loss: 6.6979 +2023-12-26 14:28:54,014 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 5:20:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5500, loss_cls: 6.7178, loss: 6.7178 +2023-12-26 14:29:53,914 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 5:19:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5653, loss_cls: 6.6710, loss: 6.6710 +2023-12-26 14:30:53,559 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 5:18:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5659, loss_cls: 6.6899, loss: 6.6899 +2023-12-26 14:31:53,651 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 5:16:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3005, top5_acc: 0.5641, loss_cls: 6.7065, loss: 6.7065 +2023-12-26 14:32:53,398 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 5:15:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5628, loss_cls: 6.6903, loss: 6.6903 +2023-12-26 14:33:54,042 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 5:14:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3153, top5_acc: 0.5619, loss_cls: 6.6749, loss: 6.6749 +2023-12-26 14:34:55,415 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 5:13:37, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5552, loss_cls: 6.7161, loss: 6.7161 +2023-12-26 14:35:55,456 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 5:12:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5598, loss_cls: 6.7095, loss: 6.7095 +2023-12-26 14:36:25,251 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-26 14:38:19,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 14:38:20,562 - pyskl - INFO - +top1_acc 0.2399 +top5_acc 0.4855 +2023-12-26 14:38:20,563 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 14:38:20,604 - pyskl - INFO - +mean_acc 0.2396 +2023-12-26 14:38:20,613 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.2399, top5_acc: 0.4855, mean_class_accuracy: 0.2396 +2023-12-26 14:41:40,542 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 5:13:04, time: 1.999, data_time: 1.403, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5822, loss_cls: 6.6018, loss: 6.6018 +2023-12-26 14:42:40,580 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 5:11:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5637, loss_cls: 6.6807, loss: 6.6807 +2023-12-26 14:43:40,503 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 5:10:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5633, loss_cls: 6.6929, loss: 6.6929 +2023-12-26 14:44:40,419 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 5:09:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3058, top5_acc: 0.5631, loss_cls: 6.7000, loss: 6.7000 +2023-12-26 14:45:40,228 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 5:08:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5687, loss_cls: 6.6510, loss: 6.6510 +2023-12-26 14:46:40,143 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 5:07:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5617, loss_cls: 6.7035, loss: 6.7035 +2023-12-26 14:47:40,164 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 5:06:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5613, loss_cls: 6.6782, loss: 6.6782 +2023-12-26 14:48:41,139 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 5:05:17, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5623, loss_cls: 6.6648, loss: 6.6648 +2023-12-26 14:49:41,764 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 5:04:11, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5787, loss_cls: 6.6138, loss: 6.6138 +2023-12-26 14:50:42,706 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 5:03:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5616, loss_cls: 6.6919, loss: 6.6919 +2023-12-26 14:51:42,640 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 5:01:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5650, loss_cls: 6.6705, loss: 6.6705 +2023-12-26 14:52:42,064 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 5:00:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5734, loss_cls: 6.6392, loss: 6.6392 +2023-12-26 14:53:42,078 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 4:59:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5530, loss_cls: 6.6897, loss: 6.6897 +2023-12-26 14:54:41,766 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 4:58:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5653, loss_cls: 6.6776, loss: 6.6776 +2023-12-26 14:55:41,530 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 4:57:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5687, loss_cls: 6.6919, loss: 6.6919 +2023-12-26 14:56:41,476 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 4:56:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5752, loss_cls: 6.6091, loss: 6.6091 +2023-12-26 14:57:41,232 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 4:55:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3117, top5_acc: 0.5692, loss_cls: 6.6751, loss: 6.6751 +2023-12-26 14:58:41,004 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 4:54:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5731, loss_cls: 6.6434, loss: 6.6434 +2023-12-26 14:59:40,740 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 4:53:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5697, loss_cls: 6.6384, loss: 6.6384 +2023-12-26 15:00:40,318 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 4:51:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5584, loss_cls: 6.7099, loss: 6.7099 +2023-12-26 15:01:39,883 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 4:50:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5658, loss_cls: 6.7135, loss: 6.7135 +2023-12-26 15:02:39,500 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 4:49:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5587, loss_cls: 6.7064, loss: 6.7064 +2023-12-26 15:03:39,164 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 4:48:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5598, loss_cls: 6.6671, loss: 6.6671 +2023-12-26 15:04:39,038 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 4:47:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5580, loss_cls: 6.7239, loss: 6.7239 +2023-12-26 15:05:38,768 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 4:46:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5584, loss_cls: 6.7023, loss: 6.7023 +2023-12-26 15:06:38,404 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 4:45:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5645, loss_cls: 6.6966, loss: 6.6966 +2023-12-26 15:07:38,211 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 4:44:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5559, loss_cls: 6.7137, loss: 6.7137 +2023-12-26 15:08:38,163 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 4:42:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5695, loss_cls: 6.6524, loss: 6.6524 +2023-12-26 15:09:37,984 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 4:41:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5595, loss_cls: 6.6961, loss: 6.6961 +2023-12-26 15:10:37,787 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 4:40:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5725, loss_cls: 6.6474, loss: 6.6474 +2023-12-26 15:11:37,546 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 4:39:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5547, loss_cls: 6.7157, loss: 6.7157 +2023-12-26 15:12:37,566 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 4:38:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5580, loss_cls: 6.6803, loss: 6.6803 +2023-12-26 15:13:37,566 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 4:37:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5591, loss_cls: 6.6846, loss: 6.6846 +2023-12-26 15:14:38,113 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 4:36:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5631, loss_cls: 6.7202, loss: 6.7202 +2023-12-26 15:15:38,773 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 4:35:12, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5594, loss_cls: 6.7111, loss: 6.7111 +2023-12-26 15:16:39,367 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 4:34:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5581, loss_cls: 6.6989, loss: 6.6989 +2023-12-26 15:17:39,721 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 4:33:00, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.3127, top5_acc: 0.5587, loss_cls: 6.6907, loss: 6.6907 +2023-12-26 15:18:09,615 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-26 15:20:05,182 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 15:20:06,210 - pyskl - INFO - +top1_acc 0.2509 +top5_acc 0.4941 +2023-12-26 15:20:06,210 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 15:20:06,254 - pyskl - INFO - +mean_acc 0.2507 +2023-12-26 15:20:06,260 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_67.pth was removed +2023-12-26 15:20:06,528 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2023-12-26 15:20:06,529 - pyskl - INFO - Best top1_acc is 0.2509 at 70 epoch. +2023-12-26 15:20:06,538 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.2509, top5_acc: 0.4941, mean_class_accuracy: 0.2507 +2023-12-26 15:23:28,174 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 4:33:32, time: 2.016, data_time: 1.419, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5705, loss_cls: 6.6548, loss: 6.6548 +2023-12-26 15:24:28,043 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 4:32:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5692, loss_cls: 6.6575, loss: 6.6575 +2023-12-26 15:25:27,743 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 4:31:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5777, loss_cls: 6.6129, loss: 6.6129 +2023-12-26 15:26:27,322 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 4:30:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5648, loss_cls: 6.6618, loss: 6.6618 +2023-12-26 15:27:27,023 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 4:29:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5667, loss_cls: 6.6567, loss: 6.6567 +2023-12-26 15:28:26,810 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 4:27:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5744, loss_cls: 6.6476, loss: 6.6476 +2023-12-26 15:29:26,664 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 4:26:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3086, top5_acc: 0.5672, loss_cls: 6.6648, loss: 6.6648 +2023-12-26 15:30:27,401 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 4:25:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5531, loss_cls: 6.7543, loss: 6.7543 +2023-12-26 15:31:27,848 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 4:24:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5575, loss_cls: 6.7038, loss: 6.7038 +2023-12-26 15:32:28,415 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 4:23:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5653, loss_cls: 6.6720, loss: 6.6720 +2023-12-26 15:33:28,286 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 4:22:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5731, loss_cls: 6.6492, loss: 6.6492 +2023-12-26 15:34:28,249 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 4:21:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5664, loss_cls: 6.6694, loss: 6.6694 +2023-12-26 15:35:28,006 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 4:20:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5711, loss_cls: 6.6462, loss: 6.6462 +2023-12-26 15:36:27,736 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 4:19:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5556, loss_cls: 6.7004, loss: 6.7004 +2023-12-26 15:37:27,693 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 4:17:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5709, loss_cls: 6.6627, loss: 6.6627 +2023-12-26 15:38:27,415 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 4:16:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5737, loss_cls: 6.6296, loss: 6.6296 +2023-12-26 15:39:27,705 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 4:15:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5645, loss_cls: 6.6707, loss: 6.6707 +2023-12-26 15:40:27,689 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 4:14:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5655, loss_cls: 6.6726, loss: 6.6726 +2023-12-26 15:41:27,358 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 4:13:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5689, loss_cls: 6.6539, loss: 6.6539 +2023-12-26 15:42:27,029 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 4:12:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5725, loss_cls: 6.6446, loss: 6.6446 +2023-12-26 15:43:26,791 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 4:11:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5600, loss_cls: 6.7300, loss: 6.7300 +2023-12-26 15:44:26,552 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 4:10:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5647, loss_cls: 6.6760, loss: 6.6760 +2023-12-26 15:45:26,387 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 4:09:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5677, loss_cls: 6.6654, loss: 6.6654 +2023-12-26 15:46:26,470 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 4:07:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5636, loss_cls: 6.7052, loss: 6.7052 +2023-12-26 15:47:26,385 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 4:06:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5705, loss_cls: 6.6789, loss: 6.6789 +2023-12-26 15:48:26,277 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 4:05:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5648, loss_cls: 6.6951, loss: 6.6951 +2023-12-26 15:49:25,951 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 4:04:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5695, loss_cls: 6.6765, loss: 6.6765 +2023-12-26 15:50:25,867 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 4:03:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5777, loss_cls: 6.6422, loss: 6.6422 +2023-12-26 15:51:25,641 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 4:02:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5664, loss_cls: 6.6678, loss: 6.6678 +2023-12-26 15:52:25,152 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 4:01:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3127, top5_acc: 0.5709, loss_cls: 6.6824, loss: 6.6824 +2023-12-26 15:53:24,960 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 4:00:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5603, loss_cls: 6.6851, loss: 6.6851 +2023-12-26 15:54:25,048 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 3:59:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5586, loss_cls: 6.6961, loss: 6.6961 +2023-12-26 15:55:25,572 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 3:57:56, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.3127, top5_acc: 0.5663, loss_cls: 6.6696, loss: 6.6696 +2023-12-26 15:56:25,513 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 3:56:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5611, loss_cls: 6.7112, loss: 6.7112 +2023-12-26 15:57:26,085 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 3:55:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5747, loss_cls: 6.6533, loss: 6.6533 +2023-12-26 15:58:26,762 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 3:54:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5703, loss_cls: 6.6476, loss: 6.6476 +2023-12-26 15:59:26,822 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 3:53:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5761, loss_cls: 6.6299, loss: 6.6299 +2023-12-26 15:59:56,173 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-26 16:01:51,728 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 16:01:52,815 - pyskl - INFO - +top1_acc 0.2458 +top5_acc 0.4900 +2023-12-26 16:01:52,815 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 16:01:52,860 - pyskl - INFO - +mean_acc 0.2459 +2023-12-26 16:01:52,877 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2458, top5_acc: 0.4900, mean_class_accuracy: 0.2459 +2023-12-26 16:05:14,821 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 3:54:00, time: 2.019, data_time: 1.425, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5820, loss_cls: 6.5661, loss: 6.5661 +2023-12-26 16:06:14,578 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 3:52:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5791, loss_cls: 6.6141, loss: 6.6141 +2023-12-26 16:07:14,236 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 3:51:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5770, loss_cls: 6.6598, loss: 6.6598 +2023-12-26 16:08:14,038 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 3:50:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5687, loss_cls: 6.6771, loss: 6.6771 +2023-12-26 16:09:13,697 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 3:49:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5677, loss_cls: 6.6482, loss: 6.6482 +2023-12-26 16:10:13,382 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 3:48:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3186, top5_acc: 0.5730, loss_cls: 6.6355, loss: 6.6355 +2023-12-26 16:11:12,918 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 3:47:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5614, loss_cls: 6.6787, loss: 6.6787 +2023-12-26 16:12:13,526 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 3:46:12, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5791, loss_cls: 6.5991, loss: 6.5991 +2023-12-26 16:13:13,964 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 3:45:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5691, loss_cls: 6.6869, loss: 6.6869 +2023-12-26 16:14:14,625 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 3:44:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5650, loss_cls: 6.6884, loss: 6.6884 +2023-12-26 16:15:14,891 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 3:42:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3053, top5_acc: 0.5631, loss_cls: 6.6814, loss: 6.6814 +2023-12-26 16:16:14,500 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 3:41:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3183, top5_acc: 0.5758, loss_cls: 6.6382, loss: 6.6382 +2023-12-26 16:17:14,060 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 3:40:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5661, loss_cls: 6.6782, loss: 6.6782 +2023-12-26 16:18:13,739 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 3:39:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3038, top5_acc: 0.5655, loss_cls: 6.6912, loss: 6.6912 +2023-12-26 16:19:13,267 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 3:38:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5753, loss_cls: 6.6197, loss: 6.6197 +2023-12-26 16:20:12,961 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 3:37:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5772, loss_cls: 6.6265, loss: 6.6265 +2023-12-26 16:21:12,863 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 3:36:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5569, loss_cls: 6.7022, loss: 6.7022 +2023-12-26 16:22:12,529 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 3:35:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5617, loss_cls: 6.6986, loss: 6.6986 +2023-12-26 16:23:12,204 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 3:33:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5664, loss_cls: 6.6712, loss: 6.6712 +2023-12-26 16:24:12,322 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 3:32:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5678, loss_cls: 6.6649, loss: 6.6649 +2023-12-26 16:25:11,984 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 3:31:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3137, top5_acc: 0.5695, loss_cls: 6.6636, loss: 6.6636 +2023-12-26 16:26:11,746 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 3:30:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5592, loss_cls: 6.6701, loss: 6.6701 +2023-12-26 16:27:11,666 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 3:29:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5694, loss_cls: 6.6422, loss: 6.6422 +2023-12-26 16:28:11,495 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 3:28:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3205, top5_acc: 0.5711, loss_cls: 6.6240, loss: 6.6240 +2023-12-26 16:29:11,162 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 3:27:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5672, loss_cls: 6.6808, loss: 6.6808 +2023-12-26 16:30:10,643 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 3:26:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5683, loss_cls: 6.6874, loss: 6.6874 +2023-12-26 16:31:10,141 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 3:25:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5745, loss_cls: 6.6519, loss: 6.6519 +2023-12-26 16:32:10,071 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 3:23:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5670, loss_cls: 6.7044, loss: 6.7044 +2023-12-26 16:33:09,849 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 3:22:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5698, loss_cls: 6.6734, loss: 6.6734 +2023-12-26 16:34:09,809 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 3:21:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5781, loss_cls: 6.5970, loss: 6.5970 +2023-12-26 16:35:09,265 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 3:20:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5703, loss_cls: 6.6741, loss: 6.6741 +2023-12-26 16:36:08,926 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 3:19:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5606, loss_cls: 6.6793, loss: 6.6793 +2023-12-26 16:37:08,487 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 3:18:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5522, loss_cls: 6.7316, loss: 6.7316 +2023-12-26 16:38:08,365 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 3:17:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5672, loss_cls: 6.6891, loss: 6.6891 +2023-12-26 16:39:09,340 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 3:16:11, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5689, loss_cls: 6.6434, loss: 6.6434 +2023-12-26 16:40:10,077 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 3:15:05, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5647, loss_cls: 6.6469, loss: 6.6469 +2023-12-26 16:41:09,893 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 3:13:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5687, loss_cls: 6.6656, loss: 6.6656 +2023-12-26 16:41:39,827 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-26 16:43:32,119 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 16:43:33,176 - pyskl - INFO - +top1_acc 0.2378 +top5_acc 0.4799 +2023-12-26 16:43:33,177 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 16:43:33,222 - pyskl - INFO - +mean_acc 0.2376 +2023-12-26 16:43:33,231 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2378, top5_acc: 0.4799, mean_class_accuracy: 0.2376 +2023-12-26 16:47:00,294 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 3:14:30, time: 2.070, data_time: 1.472, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5866, loss_cls: 6.5462, loss: 6.5462 +2023-12-26 16:48:00,041 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 3:13:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5742, loss_cls: 6.6006, loss: 6.6006 +2023-12-26 16:48:59,643 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 3:12:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5816, loss_cls: 6.5868, loss: 6.5868 +2023-12-26 16:49:59,169 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 3:11:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5781, loss_cls: 6.6334, loss: 6.6334 +2023-12-26 16:50:59,113 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 3:10:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5778, loss_cls: 6.6400, loss: 6.6400 +2023-12-26 16:51:58,886 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 3:08:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5769, loss_cls: 6.6226, loss: 6.6226 +2023-12-26 16:52:58,697 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 3:07:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5659, loss_cls: 6.6735, loss: 6.6735 +2023-12-26 16:53:59,009 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 3:06:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5842, loss_cls: 6.5792, loss: 6.5792 +2023-12-26 16:54:59,741 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 3:05:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5784, loss_cls: 6.6166, loss: 6.6166 +2023-12-26 16:56:00,368 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 3:04:32, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5731, loss_cls: 6.6596, loss: 6.6596 +2023-12-26 16:57:00,746 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 3:03:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5758, loss_cls: 6.6281, loss: 6.6281 +2023-12-26 16:58:00,710 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 3:02:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5759, loss_cls: 6.6202, loss: 6.6202 +2023-12-26 16:59:00,342 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 3:01:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5680, loss_cls: 6.6415, loss: 6.6415 +2023-12-26 17:00:00,149 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 3:00:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5689, loss_cls: 6.6609, loss: 6.6609 +2023-12-26 17:00:59,979 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 2:58:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5720, loss_cls: 6.6441, loss: 6.6441 +2023-12-26 17:01:59,666 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 2:57:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5636, loss_cls: 6.6706, loss: 6.6706 +2023-12-26 17:02:59,318 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 2:56:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5747, loss_cls: 6.6437, loss: 6.6437 +2023-12-26 17:03:59,224 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 2:55:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5650, loss_cls: 6.6795, loss: 6.6795 +2023-12-26 17:04:58,880 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 2:54:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5645, loss_cls: 6.6595, loss: 6.6595 +2023-12-26 17:05:58,513 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 2:53:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5698, loss_cls: 6.6174, loss: 6.6174 +2023-12-26 17:06:58,100 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 2:52:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5711, loss_cls: 6.6586, loss: 6.6586 +2023-12-26 17:07:58,107 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 2:51:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5766, loss_cls: 6.6447, loss: 6.6447 +2023-12-26 17:08:57,870 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 2:50:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5727, loss_cls: 6.6697, loss: 6.6697 +2023-12-26 17:09:57,666 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 2:48:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3153, top5_acc: 0.5648, loss_cls: 6.6633, loss: 6.6633 +2023-12-26 17:10:57,275 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 2:47:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5584, loss_cls: 6.6657, loss: 6.6657 +2023-12-26 17:11:57,019 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 2:46:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5609, loss_cls: 6.6936, loss: 6.6936 +2023-12-26 17:12:56,942 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 2:45:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5773, loss_cls: 6.6151, loss: 6.6151 +2023-12-26 17:13:56,638 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 2:44:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5706, loss_cls: 6.6811, loss: 6.6811 +2023-12-26 17:14:56,571 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 2:43:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5753, loss_cls: 6.6267, loss: 6.6267 +2023-12-26 17:15:56,274 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 2:42:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5577, loss_cls: 6.6842, loss: 6.6842 +2023-12-26 17:16:55,941 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 2:41:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5641, loss_cls: 6.6647, loss: 6.6647 +2023-12-26 17:17:56,299 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 2:40:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5714, loss_cls: 6.6348, loss: 6.6348 +2023-12-26 17:18:56,984 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 2:38:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5705, loss_cls: 6.6649, loss: 6.6649 +2023-12-26 17:19:57,325 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 2:37:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5655, loss_cls: 6.6939, loss: 6.6939 +2023-12-26 17:20:57,746 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 2:36:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3058, top5_acc: 0.5683, loss_cls: 6.6789, loss: 6.6789 +2023-12-26 17:21:59,319 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 2:35:42, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5730, loss_cls: 6.6814, loss: 6.6814 +2023-12-26 17:22:59,243 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 2:34:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5703, loss_cls: 6.6833, loss: 6.6833 +2023-12-26 17:23:29,562 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-26 17:25:26,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 17:25:27,023 - pyskl - INFO - +top1_acc 0.2674 +top5_acc 0.5127 +2023-12-26 17:25:27,023 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 17:25:27,066 - pyskl - INFO - +mean_acc 0.2671 +2023-12-26 17:25:27,073 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_70.pth was removed +2023-12-26 17:25:27,360 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2023-12-26 17:25:27,361 - pyskl - INFO - Best top1_acc is 0.2674 at 73 epoch. +2023-12-26 17:25:27,372 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2674, top5_acc: 0.5127, mean_class_accuracy: 0.2671 +2023-12-26 17:28:49,319 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 2:34:59, time: 2.019, data_time: 1.420, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5867, loss_cls: 6.5903, loss: 6.5903 +2023-12-26 17:29:49,095 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 2:33:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3152, top5_acc: 0.5719, loss_cls: 6.6309, loss: 6.6309 +2023-12-26 17:30:48,962 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 2:32:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5800, loss_cls: 6.6370, loss: 6.6370 +2023-12-26 17:31:49,182 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 2:31:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5637, loss_cls: 6.6620, loss: 6.6620 +2023-12-26 17:32:49,604 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 2:30:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5705, loss_cls: 6.6337, loss: 6.6337 +2023-12-26 17:33:49,618 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 2:29:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3314, top5_acc: 0.5777, loss_cls: 6.5929, loss: 6.5929 +2023-12-26 17:34:49,462 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 2:28:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5859, loss_cls: 6.6291, loss: 6.6291 +2023-12-26 17:35:49,740 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 2:27:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5783, loss_cls: 6.5893, loss: 6.5893 +2023-12-26 17:36:50,517 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 2:26:09, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5717, loss_cls: 6.6467, loss: 6.6467 +2023-12-26 17:37:51,471 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 2:25:04, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3186, top5_acc: 0.5698, loss_cls: 6.6233, loss: 6.6233 +2023-12-26 17:38:51,836 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 2:23:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5702, loss_cls: 6.6663, loss: 6.6663 +2023-12-26 17:39:52,185 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 2:22:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5781, loss_cls: 6.6002, loss: 6.6002 +2023-12-26 17:40:51,851 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 2:21:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5825, loss_cls: 6.6157, loss: 6.6157 +2023-12-26 17:41:51,679 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 2:20:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5761, loss_cls: 6.6277, loss: 6.6277 +2023-12-26 17:42:51,170 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 2:19:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5664, loss_cls: 6.6767, loss: 6.6767 +2023-12-26 17:43:51,142 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 2:18:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5681, loss_cls: 6.6491, loss: 6.6491 +2023-12-26 17:44:50,761 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 2:17:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3152, top5_acc: 0.5741, loss_cls: 6.6452, loss: 6.6452 +2023-12-26 17:45:50,455 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 2:16:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5681, loss_cls: 6.6631, loss: 6.6631 +2023-12-26 17:46:50,098 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 2:15:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5714, loss_cls: 6.6384, loss: 6.6384 +2023-12-26 17:47:49,979 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 2:13:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5783, loss_cls: 6.6188, loss: 6.6188 +2023-12-26 17:48:49,886 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 2:12:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5763, loss_cls: 6.6548, loss: 6.6548 +2023-12-26 17:49:49,502 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 2:11:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5778, loss_cls: 6.6544, loss: 6.6544 +2023-12-26 17:50:49,176 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 2:10:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5756, loss_cls: 6.6166, loss: 6.6166 +2023-12-26 17:51:48,595 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 2:09:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5697, loss_cls: 6.6703, loss: 6.6703 +2023-12-26 17:52:48,401 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 2:08:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3086, top5_acc: 0.5692, loss_cls: 6.6706, loss: 6.6706 +2023-12-26 17:53:48,205 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 2:07:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3150, top5_acc: 0.5741, loss_cls: 6.6649, loss: 6.6649 +2023-12-26 17:54:47,874 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 2:06:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5666, loss_cls: 6.6466, loss: 6.6466 +2023-12-26 17:55:47,733 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 2:05:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5650, loss_cls: 6.6797, loss: 6.6797 +2023-12-26 17:56:47,412 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 2:03:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3186, top5_acc: 0.5697, loss_cls: 6.6325, loss: 6.6325 +2023-12-26 17:57:47,175 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 2:02:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5716, loss_cls: 6.6643, loss: 6.6643 +2023-12-26 17:58:46,841 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 2:01:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5698, loss_cls: 6.6291, loss: 6.6291 +2023-12-26 17:59:47,011 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 2:00:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5773, loss_cls: 6.6097, loss: 6.6097 +2023-12-26 18:00:46,866 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 1:59:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5702, loss_cls: 6.6674, loss: 6.6674 +2023-12-26 18:01:47,260 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 1:58:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5722, loss_cls: 6.6749, loss: 6.6749 +2023-12-26 18:02:48,753 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 1:57:21, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5700, loss_cls: 6.6448, loss: 6.6448 +2023-12-26 18:03:49,093 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 1:56:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5722, loss_cls: 6.6467, loss: 6.6467 +2023-12-26 18:04:49,339 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 1:55:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5722, loss_cls: 6.6313, loss: 6.6313 +2023-12-26 18:05:19,516 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-26 18:07:16,173 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 18:07:17,188 - pyskl - INFO - +top1_acc 0.2663 +top5_acc 0.5235 +2023-12-26 18:07:17,189 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 18:07:17,236 - pyskl - INFO - +mean_acc 0.2661 +2023-12-26 18:07:17,247 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.2663, top5_acc: 0.5235, mean_class_accuracy: 0.2661 +2023-12-26 18:10:41,061 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 1:55:32, time: 2.038, data_time: 1.442, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5764, loss_cls: 6.5878, loss: 6.5878 +2023-12-26 18:11:40,812 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 1:54:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5711, loss_cls: 6.6228, loss: 6.6228 +2023-12-26 18:12:40,172 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 1:53:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5831, loss_cls: 6.6013, loss: 6.6013 +2023-12-26 18:13:40,036 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 1:52:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5669, loss_cls: 6.6660, loss: 6.6660 +2023-12-26 18:14:39,446 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 1:51:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3161, top5_acc: 0.5787, loss_cls: 6.6037, loss: 6.6037 +2023-12-26 18:15:38,841 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 1:49:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5797, loss_cls: 6.6217, loss: 6.6217 +2023-12-26 18:16:38,746 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 1:48:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5781, loss_cls: 6.5773, loss: 6.5773 +2023-12-26 18:17:39,202 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 1:47:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5723, loss_cls: 6.6157, loss: 6.6157 +2023-12-26 18:18:39,594 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 1:46:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5720, loss_cls: 6.6428, loss: 6.6428 +2023-12-26 18:19:39,779 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 1:45:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5763, loss_cls: 6.6403, loss: 6.6403 +2023-12-26 18:20:39,374 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 1:44:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5747, loss_cls: 6.6240, loss: 6.6240 +2023-12-26 18:21:39,035 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 1:43:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5786, loss_cls: 6.6047, loss: 6.6047 +2023-12-26 18:22:38,725 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 1:42:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5786, loss_cls: 6.6488, loss: 6.6488 +2023-12-26 18:23:38,448 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 1:41:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5706, loss_cls: 6.6194, loss: 6.6194 +2023-12-26 18:24:37,796 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 1:39:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5672, loss_cls: 6.6697, loss: 6.6697 +2023-12-26 18:25:37,340 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 1:38:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5719, loss_cls: 6.6496, loss: 6.6496 +2023-12-26 18:26:36,959 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 1:37:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3137, top5_acc: 0.5733, loss_cls: 6.6381, loss: 6.6381 +2023-12-26 18:27:36,849 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 1:36:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5806, loss_cls: 6.6155, loss: 6.6155 +2023-12-26 18:28:36,948 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 1:35:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5758, loss_cls: 6.6304, loss: 6.6304 +2023-12-26 18:29:36,639 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 1:34:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3117, top5_acc: 0.5802, loss_cls: 6.5996, loss: 6.5996 +2023-12-26 18:30:36,398 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 1:33:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5780, loss_cls: 6.6138, loss: 6.6138 +2023-12-26 18:31:36,069 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 1:32:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5667, loss_cls: 6.6480, loss: 6.6480 +2023-12-26 18:32:35,725 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 1:31:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5847, loss_cls: 6.5940, loss: 6.5940 +2023-12-26 18:33:35,709 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 1:30:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5706, loss_cls: 6.6411, loss: 6.6411 +2023-12-26 18:34:36,280 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 1:28:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5725, loss_cls: 6.6340, loss: 6.6340 +2023-12-26 18:35:36,952 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 1:27:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5597, loss_cls: 6.6744, loss: 6.6744 +2023-12-26 18:36:37,463 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 1:26:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5775, loss_cls: 6.6387, loss: 6.6387 +2023-12-26 18:37:38,162 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 1:25:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5748, loss_cls: 6.6329, loss: 6.6329 +2023-12-26 18:38:38,241 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 1:24:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5792, loss_cls: 6.6310, loss: 6.6310 +2023-12-26 18:39:37,905 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 1:23:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5775, loss_cls: 6.6216, loss: 6.6216 +2023-12-26 18:40:37,680 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 1:22:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5664, loss_cls: 6.6804, loss: 6.6804 +2023-12-26 18:41:37,629 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 1:21:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3137, top5_acc: 0.5725, loss_cls: 6.6513, loss: 6.6513 +2023-12-26 18:42:37,518 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 1:20:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5789, loss_cls: 6.6202, loss: 6.6202 +2023-12-26 18:43:37,621 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 1:19:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5769, loss_cls: 6.6112, loss: 6.6112 +2023-12-26 18:44:37,909 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 1:17:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5795, loss_cls: 6.6279, loss: 6.6279 +2023-12-26 18:45:38,187 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 1:16:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5686, loss_cls: 6.6563, loss: 6.6563 +2023-12-26 18:46:38,239 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 1:15:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5781, loss_cls: 6.6110, loss: 6.6110 +2023-12-26 18:47:08,245 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-26 18:49:03,824 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 18:49:04,882 - pyskl - INFO - +top1_acc 0.2627 +top5_acc 0.5073 +2023-12-26 18:49:04,883 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 18:49:04,944 - pyskl - INFO - +mean_acc 0.2625 +2023-12-26 18:49:04,958 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.2627, top5_acc: 0.5073, mean_class_accuracy: 0.2625 +2023-12-26 18:52:31,366 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 1:16:04, time: 2.064, data_time: 1.464, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5934, loss_cls: 6.5573, loss: 6.5573 +2023-12-26 18:53:31,025 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 1:14:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5847, loss_cls: 6.5710, loss: 6.5710 +2023-12-26 18:54:30,510 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 1:13:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5966, loss_cls: 6.5448, loss: 6.5448 +2023-12-26 18:55:30,616 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 1:12:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5766, loss_cls: 6.6038, loss: 6.6038 +2023-12-26 18:56:30,063 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 1:11:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5820, loss_cls: 6.6117, loss: 6.6117 +2023-12-26 18:57:30,743 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 1:10:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5813, loss_cls: 6.6015, loss: 6.6015 +2023-12-26 18:58:30,759 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 1:09:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5759, loss_cls: 6.6189, loss: 6.6189 +2023-12-26 18:59:31,145 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 1:08:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5711, loss_cls: 6.6423, loss: 6.6423 +2023-12-26 19:00:31,351 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 1:07:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5813, loss_cls: 6.6168, loss: 6.6168 +2023-12-26 19:01:32,302 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 1:06:08, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5775, loss_cls: 6.6095, loss: 6.6095 +2023-12-26 19:02:32,202 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 1:05:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3200, top5_acc: 0.5737, loss_cls: 6.5979, loss: 6.5979 +2023-12-26 19:03:31,942 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 1:03:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5777, loss_cls: 6.6183, loss: 6.6183 +2023-12-26 19:04:31,995 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 1:02:49, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5645, loss_cls: 6.6446, loss: 6.6446 +2023-12-26 19:05:31,744 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 1:01:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5744, loss_cls: 6.6475, loss: 6.6475 +2023-12-26 19:06:31,081 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 1:00:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5813, loss_cls: 6.6231, loss: 6.6231 +2023-12-26 19:07:30,806 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 0:59:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3183, top5_acc: 0.5767, loss_cls: 6.6304, loss: 6.6304 +2023-12-26 19:08:30,628 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 0:58:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3231, top5_acc: 0.5708, loss_cls: 6.6508, loss: 6.6508 +2023-12-26 19:09:30,265 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 0:57:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5708, loss_cls: 6.6573, loss: 6.6573 +2023-12-26 19:10:30,595 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 0:56:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5802, loss_cls: 6.6281, loss: 6.6281 +2023-12-26 19:11:30,528 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 0:55:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5728, loss_cls: 6.5987, loss: 6.5987 +2023-12-26 19:12:30,373 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 0:53:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5842, loss_cls: 6.6129, loss: 6.6129 +2023-12-26 19:13:29,835 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 0:52:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5892, loss_cls: 6.5713, loss: 6.5713 +2023-12-26 19:14:29,176 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 0:51:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5656, loss_cls: 6.6263, loss: 6.6263 +2023-12-26 19:15:28,667 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 0:50:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5756, loss_cls: 6.6593, loss: 6.6593 +2023-12-26 19:16:28,046 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 0:49:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5769, loss_cls: 6.6088, loss: 6.6088 +2023-12-26 19:17:27,497 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 0:48:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5777, loss_cls: 6.6234, loss: 6.6234 +2023-12-26 19:18:26,997 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 0:47:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5839, loss_cls: 6.6052, loss: 6.6052 +2023-12-26 19:19:26,721 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 0:46:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5841, loss_cls: 6.6037, loss: 6.6037 +2023-12-26 19:20:26,448 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 0:45:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5842, loss_cls: 6.5978, loss: 6.5978 +2023-12-26 19:21:26,437 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 0:43:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5784, loss_cls: 6.6038, loss: 6.6038 +2023-12-26 19:22:26,294 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 0:42:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5747, loss_cls: 6.6379, loss: 6.6379 +2023-12-26 19:23:26,101 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 0:41:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5772, loss_cls: 6.6101, loss: 6.6101 +2023-12-26 19:24:26,372 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 0:40:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5764, loss_cls: 6.6183, loss: 6.6183 +2023-12-26 19:25:26,388 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 0:39:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5602, loss_cls: 6.6911, loss: 6.6911 +2023-12-26 19:26:27,303 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 0:38:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5809, loss_cls: 6.6205, loss: 6.6205 +2023-12-26 19:27:27,823 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 0:37:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5764, loss_cls: 6.6307, loss: 6.6307 +2023-12-26 19:28:27,562 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 0:36:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5609, loss_cls: 6.6730, loss: 6.6730 +2023-12-26 19:28:57,296 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-26 19:30:52,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 19:30:53,396 - pyskl - INFO - +top1_acc 0.2578 +top5_acc 0.5049 +2023-12-26 19:30:53,396 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 19:30:53,438 - pyskl - INFO - +mean_acc 0.2576 +2023-12-26 19:30:53,450 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2578, top5_acc: 0.5049, mean_class_accuracy: 0.2576 +2023-12-26 19:34:17,706 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 0:36:33, time: 2.042, data_time: 1.446, memory: 16177, top1_acc: 0.3409, top5_acc: 0.5988, loss_cls: 6.5181, loss: 6.5181 +2023-12-26 19:35:17,517 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 0:35:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5895, loss_cls: 6.5770, loss: 6.5770 +2023-12-26 19:36:17,392 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 0:34:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5720, loss_cls: 6.6097, loss: 6.6097 +2023-12-26 19:37:17,466 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 0:33:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5798, loss_cls: 6.5811, loss: 6.5811 +2023-12-26 19:38:17,561 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 0:32:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5834, loss_cls: 6.6155, loss: 6.6155 +2023-12-26 19:39:16,956 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 0:31:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5828, loss_cls: 6.5841, loss: 6.5841 +2023-12-26 19:40:16,673 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 0:29:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5966, loss_cls: 6.5213, loss: 6.5213 +2023-12-26 19:41:16,444 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 0:28:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5834, loss_cls: 6.5774, loss: 6.5774 +2023-12-26 19:42:16,917 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 0:27:42, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5813, loss_cls: 6.5787, loss: 6.5787 +2023-12-26 19:43:18,411 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 0:26:38, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5817, loss_cls: 6.6202, loss: 6.6202 +2023-12-26 19:44:18,506 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 0:25:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5766, loss_cls: 6.6099, loss: 6.6099 +2023-12-26 19:45:18,522 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 0:24:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5764, loss_cls: 6.6169, loss: 6.6169 +2023-12-26 19:46:18,687 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 0:23:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5817, loss_cls: 6.5716, loss: 6.5716 +2023-12-26 19:47:18,186 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 0:22:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3212, top5_acc: 0.5753, loss_cls: 6.5934, loss: 6.5934 +2023-12-26 19:48:18,280 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 0:21:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5794, loss_cls: 6.5992, loss: 6.5992 +2023-12-26 19:49:17,811 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 0:20:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5728, loss_cls: 6.6451, loss: 6.6451 +2023-12-26 19:50:17,606 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 0:18:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5877, loss_cls: 6.5633, loss: 6.5633 +2023-12-26 19:51:17,570 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 0:17:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5728, loss_cls: 6.6097, loss: 6.6097 +2023-12-26 19:52:17,318 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 0:16:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5787, loss_cls: 6.6133, loss: 6.6133 +2023-12-26 19:53:17,584 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 0:15:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3239, top5_acc: 0.5780, loss_cls: 6.6088, loss: 6.6088 +2023-12-26 19:54:17,927 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 0:14:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5655, loss_cls: 6.6724, loss: 6.6724 +2023-12-26 19:55:18,026 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 0:13:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5783, loss_cls: 6.6000, loss: 6.6000 +2023-12-26 19:56:18,105 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 0:12:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5791, loss_cls: 6.6239, loss: 6.6239 +2023-12-26 19:57:17,931 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 0:11:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5714, loss_cls: 6.6301, loss: 6.6301 +2023-12-26 19:58:17,595 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 0:10:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5753, loss_cls: 6.6227, loss: 6.6227 +2023-12-26 19:59:17,294 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 0:08:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5703, loss_cls: 6.6624, loss: 6.6624 +2023-12-26 20:00:17,326 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 2 days, 0:07:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5722, loss_cls: 6.6181, loss: 6.6181 +2023-12-26 20:01:17,150 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 2 days, 0:06:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5783, loss_cls: 6.6141, loss: 6.6141 +2023-12-26 20:02:16,903 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 2 days, 0:05:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3197, top5_acc: 0.5766, loss_cls: 6.6274, loss: 6.6274 +2023-12-26 20:03:16,760 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 2 days, 0:04:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5766, loss_cls: 6.6369, loss: 6.6369 +2023-12-26 20:04:16,537 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 2 days, 0:03:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5694, loss_cls: 6.6328, loss: 6.6328 +2023-12-26 20:05:16,344 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 2 days, 0:02:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5817, loss_cls: 6.5766, loss: 6.5766 +2023-12-26 20:06:15,958 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 2 days, 0:01:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3220, top5_acc: 0.5931, loss_cls: 6.5886, loss: 6.5886 +2023-12-26 20:07:15,813 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 2 days, 0:00:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5839, loss_cls: 6.6127, loss: 6.6127 +2023-12-26 20:08:17,188 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 1 day, 23:59:03, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5803, loss_cls: 6.6318, loss: 6.6318 +2023-12-26 20:09:17,977 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 1 day, 23:57:58, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5773, loss_cls: 6.5959, loss: 6.5959 +2023-12-26 20:10:17,548 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 1 day, 23:56:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5917, loss_cls: 6.6133, loss: 6.6133 +2023-12-26 20:10:47,463 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-26 20:12:41,825 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 20:12:42,906 - pyskl - INFO - +top1_acc 0.2623 +top5_acc 0.5162 +2023-12-26 20:12:42,906 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 20:12:42,950 - pyskl - INFO - +mean_acc 0.2621 +2023-12-26 20:12:42,964 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.2623, top5_acc: 0.5162, mean_class_accuracy: 0.2621 +2023-12-26 20:16:03,963 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 1 day, 23:57:03, time: 2.010, data_time: 1.414, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5822, loss_cls: 6.5623, loss: 6.5623 +2023-12-26 20:17:03,498 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 1 day, 23:55:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3212, top5_acc: 0.5863, loss_cls: 6.5689, loss: 6.5689 +2023-12-26 20:18:02,769 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 1 day, 23:54:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5827, loss_cls: 6.5890, loss: 6.5890 +2023-12-26 20:19:02,144 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 1 day, 23:53:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3277, top5_acc: 0.5872, loss_cls: 6.5622, loss: 6.5622 +2023-12-26 20:20:01,795 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 1 day, 23:52:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3102, top5_acc: 0.5873, loss_cls: 6.5785, loss: 6.5785 +2023-12-26 20:21:01,307 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 1 day, 23:51:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3197, top5_acc: 0.5781, loss_cls: 6.6157, loss: 6.6157 +2023-12-26 20:22:00,991 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 1 day, 23:50:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5873, loss_cls: 6.5796, loss: 6.5796 +2023-12-26 20:23:01,273 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 1 day, 23:49:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3261, top5_acc: 0.5914, loss_cls: 6.5468, loss: 6.5468 +2023-12-26 20:24:01,699 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 1 day, 23:48:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5734, loss_cls: 6.6266, loss: 6.6266 +2023-12-26 20:25:03,112 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 1 day, 23:47:07, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3225, top5_acc: 0.5770, loss_cls: 6.6098, loss: 6.6098 +2023-12-26 20:26:03,581 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 1 day, 23:46:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5730, loss_cls: 6.6042, loss: 6.6042 +2023-12-26 20:27:03,621 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 1 day, 23:44:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5837, loss_cls: 6.5848, loss: 6.5848 +2023-12-26 20:28:03,818 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 1 day, 23:43:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5722, loss_cls: 6.6428, loss: 6.6428 +2023-12-26 20:29:03,700 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 1 day, 23:42:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5733, loss_cls: 6.6121, loss: 6.6121 +2023-12-26 20:30:03,120 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 1 day, 23:41:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5855, loss_cls: 6.5288, loss: 6.5288 +2023-12-26 20:31:02,917 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 1 day, 23:40:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5772, loss_cls: 6.6218, loss: 6.6218 +2023-12-26 20:32:02,558 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 1 day, 23:39:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5878, loss_cls: 6.5666, loss: 6.5666 +2023-12-26 20:33:02,576 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 1 day, 23:38:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5744, loss_cls: 6.6306, loss: 6.6306 +2023-12-26 20:34:02,380 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 1 day, 23:37:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5767, loss_cls: 6.6272, loss: 6.6272 +2023-12-26 20:35:02,212 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 1 day, 23:36:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5859, loss_cls: 6.5960, loss: 6.5960 +2023-12-26 20:36:01,708 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 1 day, 23:34:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5878, loss_cls: 6.5806, loss: 6.5806 +2023-12-26 20:37:01,099 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 1 day, 23:33:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5778, loss_cls: 6.6131, loss: 6.6131 +2023-12-26 20:38:00,846 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 1 day, 23:32:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5892, loss_cls: 6.5624, loss: 6.5624 +2023-12-26 20:39:00,273 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 1 day, 23:31:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5772, loss_cls: 6.6070, loss: 6.6070 +2023-12-26 20:39:59,692 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 1 day, 23:30:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5800, loss_cls: 6.5999, loss: 6.5999 +2023-12-26 20:40:59,078 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 1 day, 23:29:26, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5747, loss_cls: 6.6391, loss: 6.6391 +2023-12-26 20:41:58,360 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 1 day, 23:28:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5667, loss_cls: 6.6611, loss: 6.6611 +2023-12-26 20:42:57,946 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 1 day, 23:27:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5780, loss_cls: 6.6142, loss: 6.6142 +2023-12-26 20:43:57,712 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 1 day, 23:26:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5803, loss_cls: 6.5876, loss: 6.5876 +2023-12-26 20:44:57,202 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 1 day, 23:25:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5767, loss_cls: 6.6274, loss: 6.6274 +2023-12-26 20:45:56,825 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 1 day, 23:23:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5814, loss_cls: 6.5984, loss: 6.5984 +2023-12-26 20:46:56,448 - pyskl - INFO - Epoch [78][3200/3746] lr: 4.701e-02, eta: 1 day, 23:22:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5705, loss_cls: 6.6184, loss: 6.6184 +2023-12-26 20:47:55,848 - pyskl - INFO - Epoch [78][3300/3746] lr: 4.699e-02, eta: 1 day, 23:21:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5687, loss_cls: 6.6455, loss: 6.6455 +2023-12-26 20:48:55,919 - pyskl - INFO - Epoch [78][3400/3746] lr: 4.696e-02, eta: 1 day, 23:20:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5794, loss_cls: 6.6104, loss: 6.6104 +2023-12-26 20:49:56,481 - pyskl - INFO - Epoch [78][3500/3746] lr: 4.693e-02, eta: 1 day, 23:19:30, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5827, loss_cls: 6.5740, loss: 6.5740 +2023-12-26 20:50:56,861 - pyskl - INFO - Epoch [78][3600/3746] lr: 4.690e-02, eta: 1 day, 23:18:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5816, loss_cls: 6.5852, loss: 6.5852 +2023-12-26 20:51:56,998 - pyskl - INFO - Epoch [78][3700/3746] lr: 4.687e-02, eta: 1 day, 23:17:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5900, loss_cls: 6.5695, loss: 6.5695 +2023-12-26 20:52:26,936 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-26 20:54:23,171 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 20:54:24,272 - pyskl - INFO - +top1_acc 0.2520 +top5_acc 0.4995 +2023-12-26 20:54:24,272 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 20:54:24,311 - pyskl - INFO - +mean_acc 0.2519 +2023-12-26 20:54:24,320 - pyskl - INFO - Epoch(val) [78][309] top1_acc: 0.2520, top5_acc: 0.4995, mean_class_accuracy: 0.2519 +2023-12-26 20:57:45,053 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 1 day, 23:17:26, time: 2.007, data_time: 1.414, memory: 16177, top1_acc: 0.3448, top5_acc: 0.5969, loss_cls: 6.4751, loss: 6.4751 +2023-12-26 20:58:44,690 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 1 day, 23:16:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5850, loss_cls: 6.5934, loss: 6.5934 +2023-12-26 20:59:44,250 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 1 day, 23:15:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5895, loss_cls: 6.5479, loss: 6.5479 +2023-12-26 21:00:43,374 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 1 day, 23:14:06, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5866, loss_cls: 6.5581, loss: 6.5581 +2023-12-26 21:01:43,034 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 1 day, 23:13:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.6027, loss_cls: 6.5009, loss: 6.5009 +2023-12-26 21:02:43,758 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 1 day, 23:11:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5939, loss_cls: 6.5488, loss: 6.5488 +2023-12-26 21:03:44,508 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 1 day, 23:10:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5789, loss_cls: 6.5895, loss: 6.5895 +2023-12-26 21:04:44,110 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 1 day, 23:09:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3153, top5_acc: 0.5773, loss_cls: 6.6102, loss: 6.6102 +2023-12-26 21:05:43,905 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 1 day, 23:08:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5884, loss_cls: 6.5887, loss: 6.5887 +2023-12-26 21:06:44,404 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 1 day, 23:07:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.5934, loss_cls: 6.5199, loss: 6.5199 +2023-12-26 21:07:44,880 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 1 day, 23:06:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5816, loss_cls: 6.5790, loss: 6.5790 +2023-12-26 21:08:44,541 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 1 day, 23:05:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5850, loss_cls: 6.5907, loss: 6.5907 +2023-12-26 21:09:44,104 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 1 day, 23:04:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5736, loss_cls: 6.6132, loss: 6.6132 +2023-12-26 21:10:44,162 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 1 day, 23:03:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3261, top5_acc: 0.5850, loss_cls: 6.5677, loss: 6.5677 +2023-12-26 21:11:43,851 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 1 day, 23:02:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5700, loss_cls: 6.6391, loss: 6.6391 +2023-12-26 21:12:43,696 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 1 day, 23:00:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5809, loss_cls: 6.5992, loss: 6.5992 +2023-12-26 21:13:43,375 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 1 day, 22:59:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5778, loss_cls: 6.6196, loss: 6.6196 +2023-12-26 21:14:44,258 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 1 day, 22:58:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5855, loss_cls: 6.5541, loss: 6.5541 +2023-12-26 21:15:45,313 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 1 day, 22:57:38, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5780, loss_cls: 6.6177, loss: 6.6177 +2023-12-26 21:16:45,398 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 1 day, 22:56:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5861, loss_cls: 6.5892, loss: 6.5892 +2023-12-26 21:17:45,800 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 1 day, 22:55:27, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.5928, loss_cls: 6.5476, loss: 6.5476 +2023-12-26 21:18:46,474 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 1 day, 22:54:21, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5841, loss_cls: 6.5694, loss: 6.5694 +2023-12-26 21:19:46,731 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 1 day, 22:53:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5889, loss_cls: 6.5601, loss: 6.5601 +2023-12-26 21:20:46,509 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 1 day, 22:52:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5861, loss_cls: 6.5696, loss: 6.5696 +2023-12-26 21:21:46,847 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 1 day, 22:51:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5780, loss_cls: 6.6105, loss: 6.6105 +2023-12-26 21:22:46,840 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 1 day, 22:49:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5813, loss_cls: 6.6059, loss: 6.6059 +2023-12-26 21:23:46,415 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 1 day, 22:48:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5794, loss_cls: 6.6393, loss: 6.6393 +2023-12-26 21:24:46,142 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 1 day, 22:47:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5898, loss_cls: 6.5710, loss: 6.5710 +2023-12-26 21:25:45,733 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 1 day, 22:46:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5816, loss_cls: 6.5963, loss: 6.5963 +2023-12-26 21:26:45,372 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 1 day, 22:45:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3275, top5_acc: 0.5794, loss_cls: 6.5832, loss: 6.5832 +2023-12-26 21:27:45,481 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 1 day, 22:44:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5747, loss_cls: 6.6217, loss: 6.6217 +2023-12-26 21:28:45,393 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 1 day, 22:43:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5828, loss_cls: 6.5744, loss: 6.5744 +2023-12-26 21:29:44,983 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 1 day, 22:42:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5808, loss_cls: 6.5902, loss: 6.5902 +2023-12-26 21:30:44,874 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 1 day, 22:41:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5794, loss_cls: 6.5839, loss: 6.5839 +2023-12-26 21:31:46,156 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 1 day, 22:40:04, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5800, loss_cls: 6.6057, loss: 6.6057 +2023-12-26 21:32:46,889 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 1 day, 22:38:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5866, loss_cls: 6.5897, loss: 6.5897 +2023-12-26 21:33:47,371 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 1 day, 22:37:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5903, loss_cls: 6.5716, loss: 6.5716 +2023-12-26 21:34:17,784 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-26 21:36:15,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 21:36:16,588 - pyskl - INFO - +top1_acc 0.2388 +top5_acc 0.4844 +2023-12-26 21:36:16,588 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 21:36:16,628 - pyskl - INFO - +mean_acc 0.2387 +2023-12-26 21:36:16,639 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2388, top5_acc: 0.4844, mean_class_accuracy: 0.2387 +2023-12-26 21:39:43,180 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 1 day, 22:38:04, time: 2.065, data_time: 1.470, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5898, loss_cls: 6.5520, loss: 6.5520 +2023-12-26 21:40:42,768 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 1 day, 22:36:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5856, loss_cls: 6.5882, loss: 6.5882 +2023-12-26 21:41:42,404 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 1 day, 22:35:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5852, loss_cls: 6.5725, loss: 6.5725 +2023-12-26 21:42:41,669 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 1 day, 22:34:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.5898, loss_cls: 6.5253, loss: 6.5253 +2023-12-26 21:43:41,339 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 1 day, 22:33:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5883, loss_cls: 6.5664, loss: 6.5664 +2023-12-26 21:44:41,022 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 1 day, 22:32:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5869, loss_cls: 6.5475, loss: 6.5475 +2023-12-26 21:45:40,572 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 1 day, 22:31:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5873, loss_cls: 6.5864, loss: 6.5864 +2023-12-26 21:46:40,097 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 1 day, 22:30:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5828, loss_cls: 6.5772, loss: 6.5772 +2023-12-26 21:47:40,018 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 1 day, 22:29:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.6027, loss_cls: 6.5056, loss: 6.5056 +2023-12-26 21:48:41,175 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 1 day, 22:28:08, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5831, loss_cls: 6.5950, loss: 6.5950 +2023-12-26 21:49:42,326 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 1 day, 22:27:03, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5864, loss_cls: 6.5648, loss: 6.5648 +2023-12-26 21:50:42,009 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 1 day, 22:25:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5834, loss_cls: 6.5756, loss: 6.5756 +2023-12-26 21:51:41,465 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 1 day, 22:24:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5811, loss_cls: 6.5892, loss: 6.5892 +2023-12-26 21:52:41,416 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 1 day, 22:23:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.5950, loss_cls: 6.5252, loss: 6.5252 +2023-12-26 21:53:41,036 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 1 day, 22:22:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5911, loss_cls: 6.5423, loss: 6.5423 +2023-12-26 21:54:40,459 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 1 day, 22:21:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5728, loss_cls: 6.6195, loss: 6.6195 +2023-12-26 21:55:40,187 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 1 day, 22:20:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5892, loss_cls: 6.5269, loss: 6.5269 +2023-12-26 21:56:39,817 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 1 day, 22:19:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5820, loss_cls: 6.5978, loss: 6.5978 +2023-12-26 21:57:39,156 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 1 day, 22:18:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5828, loss_cls: 6.5867, loss: 6.5867 +2023-12-26 21:58:38,944 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 1 day, 22:17:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5863, loss_cls: 6.5724, loss: 6.5724 +2023-12-26 21:59:38,669 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 1 day, 22:16:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5853, loss_cls: 6.5778, loss: 6.5778 +2023-12-26 22:00:38,409 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 1 day, 22:14:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5828, loss_cls: 6.5971, loss: 6.5971 +2023-12-26 22:01:38,255 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 1 day, 22:13:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5884, loss_cls: 6.5834, loss: 6.5834 +2023-12-26 22:02:37,955 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 1 day, 22:12:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5839, loss_cls: 6.5788, loss: 6.5788 +2023-12-26 22:03:37,947 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 1 day, 22:11:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5936, loss_cls: 6.5187, loss: 6.5187 +2023-12-26 22:04:37,516 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 1 day, 22:10:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5792, loss_cls: 6.6062, loss: 6.6062 +2023-12-26 22:05:37,516 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 1 day, 22:09:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5931, loss_cls: 6.5661, loss: 6.5661 +2023-12-26 22:06:37,983 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 1 day, 22:08:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5844, loss_cls: 6.5584, loss: 6.5584 +2023-12-26 22:07:38,634 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 1 day, 22:07:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5794, loss_cls: 6.6343, loss: 6.6343 +2023-12-26 22:08:38,390 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 1 day, 22:06:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5883, loss_cls: 6.5660, loss: 6.5660 +2023-12-26 22:09:37,891 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 1 day, 22:05:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5884, loss_cls: 6.5739, loss: 6.5739 +2023-12-26 22:10:37,696 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 1 day, 22:03:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5969, loss_cls: 6.5170, loss: 6.5170 +2023-12-26 22:11:37,318 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 1 day, 22:02:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5856, loss_cls: 6.5842, loss: 6.5842 +2023-12-26 22:12:38,127 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 1 day, 22:01:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5798, loss_cls: 6.5886, loss: 6.5886 +2023-12-26 22:13:39,026 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 1 day, 22:00:39, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5764, loss_cls: 6.6162, loss: 6.6162 +2023-12-26 22:14:39,704 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 1 day, 21:59:34, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3294, top5_acc: 0.5894, loss_cls: 6.5568, loss: 6.5568 +2023-12-26 22:15:40,130 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 1 day, 21:58:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5755, loss_cls: 6.5899, loss: 6.5899 +2023-12-26 22:16:10,441 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-26 22:18:06,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:18:07,405 - pyskl - INFO - +top1_acc 0.2500 +top5_acc 0.5012 +2023-12-26 22:18:07,405 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 22:18:07,450 - pyskl - INFO - +mean_acc 0.2497 +2023-12-26 22:18:07,461 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2500, top5_acc: 0.5012, mean_class_accuracy: 0.2497 +2023-12-26 22:21:29,019 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 1 day, 21:58:32, time: 2.015, data_time: 1.417, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6038, loss_cls: 6.4946, loss: 6.4946 +2023-12-26 22:22:28,825 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 1 day, 21:57:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.6011, loss_cls: 6.4933, loss: 6.4933 +2023-12-26 22:23:28,308 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 1 day, 21:56:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5880, loss_cls: 6.5545, loss: 6.5545 +2023-12-26 22:24:27,874 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 1 day, 21:55:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.5981, loss_cls: 6.5076, loss: 6.5076 +2023-12-26 22:25:27,583 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 1 day, 21:54:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3303, top5_acc: 0.5895, loss_cls: 6.5466, loss: 6.5466 +2023-12-26 22:26:27,512 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 1 day, 21:53:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5842, loss_cls: 6.5639, loss: 6.5639 +2023-12-26 22:27:27,578 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 1 day, 21:51:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5881, loss_cls: 6.5732, loss: 6.5732 +2023-12-26 22:28:27,329 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 1 day, 21:50:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.5966, loss_cls: 6.5123, loss: 6.5123 +2023-12-26 22:29:27,022 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 1 day, 21:49:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3231, top5_acc: 0.5834, loss_cls: 6.5769, loss: 6.5769 +2023-12-26 22:30:27,194 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 1 day, 21:48:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5894, loss_cls: 6.5266, loss: 6.5266 +2023-12-26 22:31:27,990 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 1 day, 21:47:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5791, loss_cls: 6.5817, loss: 6.5817 +2023-12-26 22:32:28,541 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 1 day, 21:46:27, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5761, loss_cls: 6.5853, loss: 6.5853 +2023-12-26 22:33:28,216 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 1 day, 21:45:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5902, loss_cls: 6.5377, loss: 6.5377 +2023-12-26 22:34:27,953 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 1 day, 21:44:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5875, loss_cls: 6.5766, loss: 6.5766 +2023-12-26 22:35:27,767 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 1 day, 21:43:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5859, loss_cls: 6.5816, loss: 6.5816 +2023-12-26 22:36:27,464 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 1 day, 21:42:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5828, loss_cls: 6.5599, loss: 6.5599 +2023-12-26 22:37:27,345 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 1 day, 21:40:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3255, top5_acc: 0.5869, loss_cls: 6.5641, loss: 6.5641 +2023-12-26 22:38:27,735 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 1 day, 21:39:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5906, loss_cls: 6.5185, loss: 6.5185 +2023-12-26 22:39:27,428 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 1 day, 21:38:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.5878, loss_cls: 6.5559, loss: 6.5559 +2023-12-26 22:40:27,174 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 1 day, 21:37:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.5909, loss_cls: 6.5613, loss: 6.5613 +2023-12-26 22:41:26,591 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 1 day, 21:36:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5809, loss_cls: 6.5921, loss: 6.5921 +2023-12-26 22:42:26,004 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 1 day, 21:35:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5905, loss_cls: 6.5556, loss: 6.5556 +2023-12-26 22:43:25,724 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 1 day, 21:34:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3256, top5_acc: 0.5869, loss_cls: 6.5650, loss: 6.5650 +2023-12-26 22:44:25,588 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 1 day, 21:33:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.5877, loss_cls: 6.5550, loss: 6.5550 +2023-12-26 22:45:25,755 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 1 day, 21:32:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3275, top5_acc: 0.5755, loss_cls: 6.6147, loss: 6.6147 +2023-12-26 22:46:25,646 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 1 day, 21:31:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5833, loss_cls: 6.5856, loss: 6.5856 +2023-12-26 22:47:25,067 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 1 day, 21:29:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5873, loss_cls: 6.5777, loss: 6.5777 +2023-12-26 22:48:24,619 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 1 day, 21:28:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3261, top5_acc: 0.5992, loss_cls: 6.5561, loss: 6.5561 +2023-12-26 22:49:23,962 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 1 day, 21:27:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5750, loss_cls: 6.5693, loss: 6.5693 +2023-12-26 22:50:23,421 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 1 day, 21:26:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5872, loss_cls: 6.5732, loss: 6.5732 +2023-12-26 22:51:23,133 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 1 day, 21:25:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5839, loss_cls: 6.5797, loss: 6.5797 +2023-12-26 22:52:22,822 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 1 day, 21:24:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5898, loss_cls: 6.5590, loss: 6.5590 +2023-12-26 22:53:22,851 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 1 day, 21:23:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5820, loss_cls: 6.5954, loss: 6.5954 +2023-12-26 22:54:23,378 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 1 day, 21:22:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5869, loss_cls: 6.5818, loss: 6.5818 +2023-12-26 22:55:23,945 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 1 day, 21:21:10, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5880, loss_cls: 6.5576, loss: 6.5576 +2023-12-26 22:56:24,614 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 1 day, 21:20:05, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5892, loss_cls: 6.5537, loss: 6.5537 +2023-12-26 22:57:25,093 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 1 day, 21:18:59, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.3231, top5_acc: 0.5784, loss_cls: 6.6166, loss: 6.6166 +2023-12-26 22:57:55,351 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-26 22:59:51,910 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:59:52,909 - pyskl - INFO - +top1_acc 0.2708 +top5_acc 0.5132 +2023-12-26 22:59:52,909 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 22:59:52,948 - pyskl - INFO - +mean_acc 0.2705 +2023-12-26 22:59:52,954 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_73.pth was removed +2023-12-26 22:59:53,270 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_81.pth. +2023-12-26 22:59:53,271 - pyskl - INFO - Best top1_acc is 0.2708 at 81 epoch. +2023-12-26 22:59:53,280 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.2708, top5_acc: 0.5132, mean_class_accuracy: 0.2705 +2023-12-26 23:03:17,311 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 1 day, 21:19:02, time: 2.040, data_time: 1.444, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5934, loss_cls: 6.5174, loss: 6.5174 +2023-12-26 23:04:16,846 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 1 day, 21:17:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6058, loss_cls: 6.4664, loss: 6.4664 +2023-12-26 23:05:16,344 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 1 day, 21:16:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5961, loss_cls: 6.5131, loss: 6.5131 +2023-12-26 23:06:15,761 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 1 day, 21:15:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5913, loss_cls: 6.5390, loss: 6.5390 +2023-12-26 23:07:15,303 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 1 day, 21:14:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3456, top5_acc: 0.6000, loss_cls: 6.4829, loss: 6.4829 +2023-12-26 23:08:14,960 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 1 day, 21:13:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.5936, loss_cls: 6.4856, loss: 6.4856 +2023-12-26 23:09:14,513 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 1 day, 21:12:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5809, loss_cls: 6.5803, loss: 6.5803 +2023-12-26 23:10:14,054 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 1 day, 21:11:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.5981, loss_cls: 6.4856, loss: 6.4856 +2023-12-26 23:11:13,677 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 1 day, 21:10:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5914, loss_cls: 6.5416, loss: 6.5416 +2023-12-26 23:12:13,728 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 1 day, 21:09:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5998, loss_cls: 6.5222, loss: 6.5222 +2023-12-26 23:13:14,284 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 1 day, 21:08:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5863, loss_cls: 6.5329, loss: 6.5329 +2023-12-26 23:14:14,948 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 1 day, 21:06:57, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.5962, loss_cls: 6.5113, loss: 6.5113 +2023-12-26 23:15:14,402 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 1 day, 21:05:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3197, top5_acc: 0.5827, loss_cls: 6.5800, loss: 6.5800 +2023-12-26 23:16:14,398 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 1 day, 21:04:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5864, loss_cls: 6.5598, loss: 6.5598 +2023-12-26 23:17:14,289 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 1 day, 21:03:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5777, loss_cls: 6.6418, loss: 6.6418 +2023-12-26 23:18:13,681 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 1 day, 21:02:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5823, loss_cls: 6.5651, loss: 6.5651 +2023-12-26 23:19:13,370 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 1 day, 21:01:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5934, loss_cls: 6.5063, loss: 6.5063 +2023-12-26 23:20:13,002 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 1 day, 21:00:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5833, loss_cls: 6.5771, loss: 6.5771 +2023-12-26 23:21:12,946 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 1 day, 20:59:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5897, loss_cls: 6.5489, loss: 6.5489 +2023-12-26 23:22:12,527 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 1 day, 20:58:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5891, loss_cls: 6.5497, loss: 6.5497 +2023-12-26 23:23:12,254 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 1 day, 20:57:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5730, loss_cls: 6.6102, loss: 6.6102 +2023-12-26 23:24:12,252 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 1 day, 20:55:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3408, top5_acc: 0.5977, loss_cls: 6.5053, loss: 6.5053 +2023-12-26 23:25:12,079 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 1 day, 20:54:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3323, top5_acc: 0.5928, loss_cls: 6.5435, loss: 6.5435 +2023-12-26 23:26:11,912 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 1 day, 20:53:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5934, loss_cls: 6.5398, loss: 6.5398 +2023-12-26 23:27:11,613 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 1 day, 20:52:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5872, loss_cls: 6.5511, loss: 6.5511 +2023-12-26 23:28:11,336 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 1 day, 20:51:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5859, loss_cls: 6.5747, loss: 6.5747 +2023-12-26 23:29:11,634 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 1 day, 20:50:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5859, loss_cls: 6.5582, loss: 6.5582 +2023-12-26 23:30:12,230 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 1 day, 20:49:22, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5866, loss_cls: 6.5519, loss: 6.5519 +2023-12-26 23:31:11,877 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 1 day, 20:48:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5861, loss_cls: 6.5470, loss: 6.5470 +2023-12-26 23:32:11,639 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 1 day, 20:47:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5961, loss_cls: 6.5455, loss: 6.5455 +2023-12-26 23:33:11,178 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 1 day, 20:46:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5828, loss_cls: 6.5781, loss: 6.5781 +2023-12-26 23:34:10,727 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 1 day, 20:44:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5836, loss_cls: 6.5784, loss: 6.5784 +2023-12-26 23:35:10,167 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 1 day, 20:43:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3275, top5_acc: 0.5898, loss_cls: 6.5816, loss: 6.5816 +2023-12-26 23:36:10,217 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 1 day, 20:42:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5834, loss_cls: 6.5515, loss: 6.5515 +2023-12-26 23:37:11,391 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 1 day, 20:41:42, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5925, loss_cls: 6.5478, loss: 6.5478 +2023-12-26 23:38:12,060 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 1 day, 20:40:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5859, loss_cls: 6.5964, loss: 6.5964 +2023-12-26 23:39:12,517 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 1 day, 20:39:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3314, top5_acc: 0.5889, loss_cls: 6.5617, loss: 6.5617 +2023-12-26 23:39:42,301 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-26 23:41:39,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 23:41:39,867 - pyskl - INFO - +top1_acc 0.2592 +top5_acc 0.5076 +2023-12-26 23:41:39,868 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 23:41:39,912 - pyskl - INFO - +mean_acc 0.2590 +2023-12-26 23:41:39,926 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2592, top5_acc: 0.5076, mean_class_accuracy: 0.2590 +2023-12-26 23:45:03,329 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 1 day, 20:39:31, time: 2.034, data_time: 1.434, memory: 16177, top1_acc: 0.3503, top5_acc: 0.5959, loss_cls: 6.5064, loss: 6.5064 +2023-12-26 23:46:03,173 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 1 day, 20:38:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6048, loss_cls: 6.4603, loss: 6.4603 +2023-12-26 23:47:02,892 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 1 day, 20:37:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.6012, loss_cls: 6.4748, loss: 6.4748 +2023-12-26 23:48:02,583 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 1 day, 20:36:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.6008, loss_cls: 6.4961, loss: 6.4961 +2023-12-26 23:49:02,455 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 1 day, 20:35:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5919, loss_cls: 6.5465, loss: 6.5465 +2023-12-26 23:50:02,099 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 1 day, 20:34:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5952, loss_cls: 6.5383, loss: 6.5383 +2023-12-26 23:51:01,689 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 1 day, 20:32:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5950, loss_cls: 6.5243, loss: 6.5243 +2023-12-26 23:52:01,514 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 1 day, 20:31:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3319, top5_acc: 0.5927, loss_cls: 6.5210, loss: 6.5210 +2023-12-26 23:53:00,997 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 1 day, 20:30:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5813, loss_cls: 6.5614, loss: 6.5614 +2023-12-26 23:54:01,053 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 1 day, 20:29:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5878, loss_cls: 6.5352, loss: 6.5352 +2023-12-26 23:55:02,126 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 1 day, 20:28:33, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.5994, loss_cls: 6.5033, loss: 6.5033 +2023-12-26 23:56:03,093 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 1 day, 20:27:28, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5830, loss_cls: 6.5618, loss: 6.5618 +2023-12-26 23:57:03,067 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 1 day, 20:26:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.6030, loss_cls: 6.4961, loss: 6.4961 +2023-12-26 23:58:02,754 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 1 day, 20:25:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5902, loss_cls: 6.5601, loss: 6.5601 +2023-12-26 23:59:02,794 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 1 day, 20:24:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5944, loss_cls: 6.5326, loss: 6.5326 +2023-12-27 00:00:02,417 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 1 day, 20:23:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5867, loss_cls: 6.5817, loss: 6.5817 +2023-12-27 00:01:02,855 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 1 day, 20:22:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6000, loss_cls: 6.4747, loss: 6.4747 +2023-12-27 00:02:02,554 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 1 day, 20:20:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5936, loss_cls: 6.5616, loss: 6.5616 +2023-12-27 00:03:02,437 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 1 day, 20:19:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5878, loss_cls: 6.5250, loss: 6.5250 +2023-12-27 00:04:02,159 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 1 day, 20:18:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5842, loss_cls: 6.5540, loss: 6.5540 +2023-12-27 00:05:02,031 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 1 day, 20:17:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5908, loss_cls: 6.5417, loss: 6.5417 +2023-12-27 00:06:01,814 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 1 day, 20:16:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6062, loss_cls: 6.4971, loss: 6.4971 +2023-12-27 00:07:01,475 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 1 day, 20:15:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.5908, loss_cls: 6.5152, loss: 6.5152 +2023-12-27 00:08:01,104 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 1 day, 20:14:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5978, loss_cls: 6.4912, loss: 6.4912 +2023-12-27 00:09:00,464 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 1 day, 20:13:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5887, loss_cls: 6.5346, loss: 6.5346 +2023-12-27 00:10:00,089 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 1 day, 20:12:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5964, loss_cls: 6.5607, loss: 6.5607 +2023-12-27 00:11:00,135 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 1 day, 20:11:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5878, loss_cls: 6.5591, loss: 6.5591 +2023-12-27 00:11:59,795 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 1 day, 20:09:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5869, loss_cls: 6.5649, loss: 6.5649 +2023-12-27 00:12:59,613 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 1 day, 20:08:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5914, loss_cls: 6.5198, loss: 6.5198 +2023-12-27 00:13:59,450 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 1 day, 20:07:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5875, loss_cls: 6.5824, loss: 6.5824 +2023-12-27 00:14:59,092 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 1 day, 20:06:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5852, loss_cls: 6.5764, loss: 6.5764 +2023-12-27 00:15:58,482 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 1 day, 20:05:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3314, top5_acc: 0.5848, loss_cls: 6.5782, loss: 6.5782 +2023-12-27 00:16:58,194 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 1 day, 20:04:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5962, loss_cls: 6.5371, loss: 6.5371 +2023-12-27 00:17:57,962 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 1 day, 20:03:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5828, loss_cls: 6.5791, loss: 6.5791 +2023-12-27 00:18:58,249 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 1 day, 20:02:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5933, loss_cls: 6.5481, loss: 6.5481 +2023-12-27 00:19:59,090 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 1 day, 20:01:09, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5922, loss_cls: 6.5451, loss: 6.5451 +2023-12-27 00:20:58,742 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 1 day, 20:00:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.6009, loss_cls: 6.4906, loss: 6.4906 +2023-12-27 00:21:28,773 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-27 00:23:24,298 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 00:23:25,235 - pyskl - INFO - +top1_acc 0.2711 +top5_acc 0.5277 +2023-12-27 00:23:25,235 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 00:23:25,280 - pyskl - INFO - +mean_acc 0.2711 +2023-12-27 00:23:25,286 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_81.pth was removed +2023-12-27 00:23:25,586 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2023-12-27 00:23:25,587 - pyskl - INFO - Best top1_acc is 0.2711 at 83 epoch. +2023-12-27 00:23:25,607 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2711, top5_acc: 0.5277, mean_class_accuracy: 0.2711 +2023-12-27 00:26:49,211 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 1 day, 20:00:01, time: 2.036, data_time: 1.437, memory: 16177, top1_acc: 0.3366, top5_acc: 0.6005, loss_cls: 6.4836, loss: 6.4836 +2023-12-27 00:27:48,597 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 1 day, 19:58:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.5978, loss_cls: 6.5239, loss: 6.5239 +2023-12-27 00:28:47,917 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 1 day, 19:57:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6045, loss_cls: 6.4835, loss: 6.4835 +2023-12-27 00:29:47,312 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 1 day, 19:56:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5892, loss_cls: 6.5361, loss: 6.5361 +2023-12-27 00:30:47,281 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 1 day, 19:55:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3375, top5_acc: 0.5942, loss_cls: 6.5186, loss: 6.5186 +2023-12-27 00:31:46,861 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 1 day, 19:54:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3412, top5_acc: 0.5970, loss_cls: 6.5157, loss: 6.5157 +2023-12-27 00:32:46,610 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 1 day, 19:53:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3448, top5_acc: 0.6030, loss_cls: 6.4742, loss: 6.4742 +2023-12-27 00:33:46,349 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 1 day, 19:52:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5891, loss_cls: 6.5289, loss: 6.5289 +2023-12-27 00:34:46,042 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 1 day, 19:51:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5984, loss_cls: 6.5285, loss: 6.5285 +2023-12-27 00:35:46,170 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 1 day, 19:50:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.5850, loss_cls: 6.5183, loss: 6.5183 +2023-12-27 00:36:46,887 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 1 day, 19:49:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.6022, loss_cls: 6.4956, loss: 6.4956 +2023-12-27 00:37:48,235 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 1 day, 19:47:58, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.6028, loss_cls: 6.5203, loss: 6.5203 +2023-12-27 00:38:48,175 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 1 day, 19:46:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5967, loss_cls: 6.5138, loss: 6.5138 +2023-12-27 00:39:47,964 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 1 day, 19:45:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5872, loss_cls: 6.5443, loss: 6.5443 +2023-12-27 00:40:47,841 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 1 day, 19:44:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5970, loss_cls: 6.5396, loss: 6.5396 +2023-12-27 00:41:47,458 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 1 day, 19:43:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5948, loss_cls: 6.5221, loss: 6.5221 +2023-12-27 00:42:46,855 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 1 day, 19:42:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5933, loss_cls: 6.5110, loss: 6.5110 +2023-12-27 00:43:46,647 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 1 day, 19:41:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5948, loss_cls: 6.5154, loss: 6.5154 +2023-12-27 00:44:46,591 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 1 day, 19:40:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5975, loss_cls: 6.5290, loss: 6.5290 +2023-12-27 00:45:46,272 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 1 day, 19:39:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5823, loss_cls: 6.5700, loss: 6.5700 +2023-12-27 00:46:46,002 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 1 day, 19:38:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5884, loss_cls: 6.5569, loss: 6.5569 +2023-12-27 00:47:45,434 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 1 day, 19:37:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.5938, loss_cls: 6.5178, loss: 6.5178 +2023-12-27 00:48:45,084 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 1 day, 19:35:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.5962, loss_cls: 6.5016, loss: 6.5016 +2023-12-27 00:49:44,773 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 1 day, 19:34:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5922, loss_cls: 6.5285, loss: 6.5285 +2023-12-27 00:50:44,246 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 1 day, 19:33:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6033, loss_cls: 6.4996, loss: 6.4996 +2023-12-27 00:51:44,178 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 1 day, 19:32:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5919, loss_cls: 6.5422, loss: 6.5422 +2023-12-27 00:52:44,035 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 1 day, 19:31:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.6020, loss_cls: 6.4698, loss: 6.4698 +2023-12-27 00:53:43,656 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 1 day, 19:30:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5847, loss_cls: 6.5607, loss: 6.5607 +2023-12-27 00:54:43,356 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 1 day, 19:29:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5873, loss_cls: 6.5346, loss: 6.5346 +2023-12-27 00:55:42,644 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 1 day, 19:28:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5852, loss_cls: 6.5664, loss: 6.5664 +2023-12-27 00:56:42,791 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 1 day, 19:27:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3312, top5_acc: 0.5931, loss_cls: 6.5316, loss: 6.5316 +2023-12-27 00:57:43,164 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 1 day, 19:26:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5905, loss_cls: 6.5209, loss: 6.5209 +2023-12-27 00:58:43,013 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 1 day, 19:24:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5875, loss_cls: 6.5585, loss: 6.5585 +2023-12-27 00:59:42,885 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 1 day, 19:23:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5897, loss_cls: 6.5256, loss: 6.5256 +2023-12-27 01:00:43,263 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 1 day, 19:22:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5914, loss_cls: 6.5167, loss: 6.5167 +2023-12-27 01:01:44,125 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 1 day, 19:21:41, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6022, loss_cls: 6.5130, loss: 6.5130 +2023-12-27 01:02:44,311 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 1 day, 19:20:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5927, loss_cls: 6.5555, loss: 6.5555 +2023-12-27 01:03:14,221 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-27 01:05:11,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 01:05:12,437 - pyskl - INFO - +top1_acc 0.2734 +top5_acc 0.5237 +2023-12-27 01:05:12,437 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 01:05:12,475 - pyskl - INFO - +mean_acc 0.2733 +2023-12-27 01:05:12,484 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_83.pth was removed +2023-12-27 01:05:12,802 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2023-12-27 01:05:12,802 - pyskl - INFO - Best top1_acc is 0.2734 at 84 epoch. +2023-12-27 01:05:12,813 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2734, top5_acc: 0.5237, mean_class_accuracy: 0.2733 +2023-12-27 01:08:34,994 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 1 day, 19:20:30, time: 2.022, data_time: 1.426, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6159, loss_cls: 6.4417, loss: 6.4417 +2023-12-27 01:09:35,047 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 1 day, 19:19:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6045, loss_cls: 6.4634, loss: 6.4634 +2023-12-27 01:10:35,312 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 1 day, 19:18:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.6034, loss_cls: 6.4848, loss: 6.4848 +2023-12-27 01:11:35,073 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 1 day, 19:17:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5919, loss_cls: 6.5284, loss: 6.5284 +2023-12-27 01:12:35,025 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 1 day, 19:16:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5950, loss_cls: 6.5072, loss: 6.5072 +2023-12-27 01:13:34,982 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 1 day, 19:15:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.6002, loss_cls: 6.4918, loss: 6.4918 +2023-12-27 01:14:34,635 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 1 day, 19:13:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.5969, loss_cls: 6.5094, loss: 6.5094 +2023-12-27 01:15:34,330 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 1 day, 19:12:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5925, loss_cls: 6.5204, loss: 6.5204 +2023-12-27 01:16:34,430 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 1 day, 19:11:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.5986, loss_cls: 6.5026, loss: 6.5026 +2023-12-27 01:17:34,301 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 1 day, 19:10:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.5961, loss_cls: 6.5136, loss: 6.5136 +2023-12-27 01:18:34,910 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 1 day, 19:09:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.6028, loss_cls: 6.4975, loss: 6.4975 +2023-12-27 01:19:36,042 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 1 day, 19:08:29, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.6027, loss_cls: 6.4617, loss: 6.4617 +2023-12-27 01:20:35,569 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 1 day, 19:07:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.6034, loss_cls: 6.4734, loss: 6.4734 +2023-12-27 01:21:35,202 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 1 day, 19:06:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5913, loss_cls: 6.5311, loss: 6.5311 +2023-12-27 01:22:35,295 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 1 day, 19:05:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6081, loss_cls: 6.4777, loss: 6.4777 +2023-12-27 01:23:34,589 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 1 day, 19:04:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5895, loss_cls: 6.5463, loss: 6.5463 +2023-12-27 01:24:34,031 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 1 day, 19:03:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6055, loss_cls: 6.4859, loss: 6.4859 +2023-12-27 01:25:33,800 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 1 day, 19:01:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.6003, loss_cls: 6.5169, loss: 6.5169 +2023-12-27 01:26:33,538 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 1 day, 19:00:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.6008, loss_cls: 6.4943, loss: 6.4943 +2023-12-27 01:27:33,355 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 1 day, 18:59:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6033, loss_cls: 6.4579, loss: 6.4579 +2023-12-27 01:28:33,166 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 1 day, 18:58:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5883, loss_cls: 6.5560, loss: 6.5560 +2023-12-27 01:29:32,689 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 1 day, 18:57:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.5917, loss_cls: 6.5220, loss: 6.5220 +2023-12-27 01:30:32,389 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 1 day, 18:56:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5972, loss_cls: 6.5255, loss: 6.5255 +2023-12-27 01:31:32,892 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 1 day, 18:55:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6005, loss_cls: 6.5212, loss: 6.5212 +2023-12-27 01:32:32,444 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 1 day, 18:54:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3312, top5_acc: 0.5920, loss_cls: 6.5241, loss: 6.5241 +2023-12-27 01:33:32,308 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 1 day, 18:53:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.5892, loss_cls: 6.5205, loss: 6.5205 +2023-12-27 01:34:31,688 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 1 day, 18:52:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5903, loss_cls: 6.5421, loss: 6.5421 +2023-12-27 01:35:31,442 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 1 day, 18:50:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5947, loss_cls: 6.5119, loss: 6.5119 +2023-12-27 01:36:31,193 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 1 day, 18:49:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5970, loss_cls: 6.5317, loss: 6.5317 +2023-12-27 01:37:30,709 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 1 day, 18:48:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5863, loss_cls: 6.5448, loss: 6.5448 +2023-12-27 01:38:30,227 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 1 day, 18:47:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3367, top5_acc: 0.6003, loss_cls: 6.5055, loss: 6.5055 +2023-12-27 01:39:29,905 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 1 day, 18:46:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5989, loss_cls: 6.5114, loss: 6.5114 +2023-12-27 01:40:29,815 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 1 day, 18:45:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.5923, loss_cls: 6.5564, loss: 6.5564 +2023-12-27 01:41:29,932 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 1 day, 18:44:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6095, loss_cls: 6.4758, loss: 6.4758 +2023-12-27 01:42:30,543 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 1 day, 18:43:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3375, top5_acc: 0.5930, loss_cls: 6.5304, loss: 6.5304 +2023-12-27 01:43:31,206 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 1 day, 18:42:13, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5886, loss_cls: 6.5356, loss: 6.5356 +2023-12-27 01:44:30,974 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 1 day, 18:41:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5920, loss_cls: 6.5092, loss: 6.5092 +2023-12-27 01:45:01,127 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-27 01:46:59,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 01:47:00,245 - pyskl - INFO - +top1_acc 0.2628 +top5_acc 0.5140 +2023-12-27 01:47:00,245 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 01:47:00,278 - pyskl - INFO - +mean_acc 0.2625 +2023-12-27 01:47:00,287 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2628, top5_acc: 0.5140, mean_class_accuracy: 0.2625 +2023-12-27 01:50:20,577 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 1 day, 18:40:58, time: 2.003, data_time: 1.405, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6034, loss_cls: 6.4502, loss: 6.4502 +2023-12-27 01:51:20,749 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 1 day, 18:39:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6170, loss_cls: 6.4378, loss: 6.4378 +2023-12-27 01:52:20,353 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 1 day, 18:38:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6073, loss_cls: 6.4640, loss: 6.4640 +2023-12-27 01:53:19,955 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 1 day, 18:37:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3473, top5_acc: 0.6012, loss_cls: 6.4631, loss: 6.4631 +2023-12-27 01:54:19,690 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 1 day, 18:36:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.6005, loss_cls: 6.4880, loss: 6.4880 +2023-12-27 01:55:19,514 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 1 day, 18:35:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.6017, loss_cls: 6.4845, loss: 6.4845 +2023-12-27 01:56:19,643 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 1 day, 18:34:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3408, top5_acc: 0.6089, loss_cls: 6.4790, loss: 6.4790 +2023-12-27 01:57:20,288 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 1 day, 18:33:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.6009, loss_cls: 6.5103, loss: 6.5103 +2023-12-27 01:58:20,018 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 1 day, 18:32:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.5938, loss_cls: 6.5150, loss: 6.5150 +2023-12-27 01:59:19,758 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 1 day, 18:31:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.6027, loss_cls: 6.5043, loss: 6.5043 +2023-12-27 02:00:20,464 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 1 day, 18:30:03, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.3317, top5_acc: 0.6006, loss_cls: 6.4922, loss: 6.4922 +2023-12-27 02:01:21,865 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 1 day, 18:28:58, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6083, loss_cls: 6.4539, loss: 6.4539 +2023-12-27 02:02:21,640 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 1 day, 18:27:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6020, loss_cls: 6.4648, loss: 6.4648 +2023-12-27 02:03:21,871 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 1 day, 18:26:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6012, loss_cls: 6.4912, loss: 6.4912 +2023-12-27 02:04:21,886 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 1 day, 18:25:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5948, loss_cls: 6.5120, loss: 6.5120 +2023-12-27 02:05:21,172 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 1 day, 18:24:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.5994, loss_cls: 6.4938, loss: 6.4938 +2023-12-27 02:06:21,049 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 1 day, 18:23:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6028, loss_cls: 6.4568, loss: 6.4568 +2023-12-27 02:07:20,755 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 1 day, 18:22:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5984, loss_cls: 6.5284, loss: 6.5284 +2023-12-27 02:08:20,464 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 1 day, 18:21:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.5967, loss_cls: 6.5068, loss: 6.5068 +2023-12-27 02:09:20,315 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 1 day, 18:20:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6086, loss_cls: 6.4691, loss: 6.4691 +2023-12-27 02:10:19,866 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 1 day, 18:19:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5933, loss_cls: 6.5196, loss: 6.5196 +2023-12-27 02:11:19,724 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 1 day, 18:18:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6044, loss_cls: 6.4701, loss: 6.4701 +2023-12-27 02:12:19,370 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 1 day, 18:16:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.6075, loss_cls: 6.5061, loss: 6.5061 +2023-12-27 02:13:18,902 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 1 day, 18:15:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5952, loss_cls: 6.5246, loss: 6.5246 +2023-12-27 02:14:18,529 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 1 day, 18:14:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6056, loss_cls: 6.4785, loss: 6.4785 +2023-12-27 02:15:18,474 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 1 day, 18:13:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3408, top5_acc: 0.5991, loss_cls: 6.5010, loss: 6.5010 +2023-12-27 02:16:18,202 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 1 day, 18:12:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.6022, loss_cls: 6.4977, loss: 6.4977 +2023-12-27 02:17:17,964 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 1 day, 18:11:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3448, top5_acc: 0.6022, loss_cls: 6.4780, loss: 6.4780 +2023-12-27 02:18:17,430 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 1 day, 18:10:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3333, top5_acc: 0.5881, loss_cls: 6.5255, loss: 6.5255 +2023-12-27 02:19:16,957 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 1 day, 18:09:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5887, loss_cls: 6.5487, loss: 6.5487 +2023-12-27 02:20:17,096 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 1 day, 18:08:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5916, loss_cls: 6.5400, loss: 6.5400 +2023-12-27 02:21:16,822 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 1 day, 18:07:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5891, loss_cls: 6.5287, loss: 6.5287 +2023-12-27 02:22:16,701 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 1 day, 18:06:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6073, loss_cls: 6.4595, loss: 6.4595 +2023-12-27 02:23:16,988 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 1 day, 18:04:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6002, loss_cls: 6.4841, loss: 6.4841 +2023-12-27 02:24:17,825 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 1 day, 18:03:50, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3378, top5_acc: 0.5961, loss_cls: 6.5222, loss: 6.5222 +2023-12-27 02:25:18,749 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 1 day, 18:02:45, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.6008, loss_cls: 6.4862, loss: 6.4862 +2023-12-27 02:26:19,301 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 1 day, 18:01:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5884, loss_cls: 6.5407, loss: 6.5407 +2023-12-27 02:26:49,294 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-27 02:28:46,256 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 02:28:47,197 - pyskl - INFO - +top1_acc 0.2756 +top5_acc 0.5274 +2023-12-27 02:28:47,197 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 02:28:47,238 - pyskl - INFO - +mean_acc 0.2752 +2023-12-27 02:28:47,245 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_84.pth was removed +2023-12-27 02:28:47,569 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2023-12-27 02:28:47,570 - pyskl - INFO - Best top1_acc is 0.2756 at 86 epoch. +2023-12-27 02:28:47,582 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2756, top5_acc: 0.5274, mean_class_accuracy: 0.2752 +2023-12-27 02:32:13,669 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 1 day, 18:01:33, time: 2.061, data_time: 1.462, memory: 16177, top1_acc: 0.3411, top5_acc: 0.6091, loss_cls: 6.4476, loss: 6.4476 +2023-12-27 02:33:13,479 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 1 day, 18:00:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6041, loss_cls: 6.4430, loss: 6.4430 +2023-12-27 02:34:13,274 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 1 day, 17:59:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3473, top5_acc: 0.6086, loss_cls: 6.4397, loss: 6.4397 +2023-12-27 02:35:13,715 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 1 day, 17:58:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6058, loss_cls: 6.4644, loss: 6.4644 +2023-12-27 02:36:13,610 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 1 day, 17:57:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6103, loss_cls: 6.4496, loss: 6.4496 +2023-12-27 02:37:14,321 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 1 day, 17:56:06, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6106, loss_cls: 6.4650, loss: 6.4650 +2023-12-27 02:38:15,319 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 1 day, 17:55:01, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.6014, loss_cls: 6.4934, loss: 6.4934 +2023-12-27 02:39:16,001 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 1 day, 17:53:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.6014, loss_cls: 6.4840, loss: 6.4840 +2023-12-27 02:40:16,966 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 1 day, 17:52:52, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5975, loss_cls: 6.5014, loss: 6.5014 +2023-12-27 02:41:17,870 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 1 day, 17:51:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3478, top5_acc: 0.6052, loss_cls: 6.4651, loss: 6.4651 +2023-12-27 02:42:18,736 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 1 day, 17:50:42, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6059, loss_cls: 6.4693, loss: 6.4693 +2023-12-27 02:43:20,040 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 1 day, 17:49:38, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6100, loss_cls: 6.4682, loss: 6.4682 +2023-12-27 02:44:20,321 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 1 day, 17:48:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5903, loss_cls: 6.5210, loss: 6.5210 +2023-12-27 02:45:20,511 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 1 day, 17:47:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.6091, loss_cls: 6.4762, loss: 6.4762 +2023-12-27 02:46:21,026 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 1 day, 17:46:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.6000, loss_cls: 6.5130, loss: 6.5130 +2023-12-27 02:47:20,327 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 1 day, 17:45:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6061, loss_cls: 6.4561, loss: 6.4561 +2023-12-27 02:48:20,056 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 1 day, 17:44:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.6008, loss_cls: 6.4743, loss: 6.4743 +2023-12-27 02:49:19,449 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 1 day, 17:43:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.5988, loss_cls: 6.5086, loss: 6.5086 +2023-12-27 02:50:19,966 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 1 day, 17:42:00, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6136, loss_cls: 6.4528, loss: 6.4528 +2023-12-27 02:51:20,700 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 1 day, 17:40:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.5969, loss_cls: 6.4768, loss: 6.4768 +2023-12-27 02:52:20,721 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 1 day, 17:39:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5827, loss_cls: 6.5502, loss: 6.5502 +2023-12-27 02:53:20,146 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 1 day, 17:38:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.5919, loss_cls: 6.5083, loss: 6.5083 +2023-12-27 02:54:20,282 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 1 day, 17:37:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6102, loss_cls: 6.4461, loss: 6.4461 +2023-12-27 02:55:20,111 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 1 day, 17:36:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3303, top5_acc: 0.5848, loss_cls: 6.5702, loss: 6.5702 +2023-12-27 02:56:20,977 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 1 day, 17:35:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5969, loss_cls: 6.5119, loss: 6.5119 +2023-12-27 02:57:21,651 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 1 day, 17:34:23, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6123, loss_cls: 6.4392, loss: 6.4392 +2023-12-27 02:58:21,666 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 1 day, 17:33:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6062, loss_cls: 6.4629, loss: 6.4629 +2023-12-27 02:59:21,412 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 1 day, 17:32:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.5958, loss_cls: 6.4975, loss: 6.4975 +2023-12-27 03:00:21,260 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 1 day, 17:31:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6070, loss_cls: 6.4647, loss: 6.4647 +2023-12-27 03:01:20,854 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 1 day, 17:30:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5953, loss_cls: 6.4989, loss: 6.4989 +2023-12-27 03:02:20,865 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 1 day, 17:28:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.6048, loss_cls: 6.4979, loss: 6.4979 +2023-12-27 03:03:20,591 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 1 day, 17:27:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.6020, loss_cls: 6.4938, loss: 6.4938 +2023-12-27 03:04:20,486 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 1 day, 17:26:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6012, loss_cls: 6.4719, loss: 6.4719 +2023-12-27 03:05:21,173 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 1 day, 17:25:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.6019, loss_cls: 6.4946, loss: 6.4946 +2023-12-27 03:06:22,349 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 1 day, 17:24:35, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6008, loss_cls: 6.4911, loss: 6.4911 +2023-12-27 03:07:22,775 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 1 day, 17:23:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.6084, loss_cls: 6.4876, loss: 6.4876 +2023-12-27 03:08:22,227 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 1 day, 17:22:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5992, loss_cls: 6.5022, loss: 6.5022 +2023-12-27 03:08:52,051 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-27 03:10:48,726 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 03:10:49,814 - pyskl - INFO - +top1_acc 0.2705 +top5_acc 0.5210 +2023-12-27 03:10:49,814 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 03:10:49,855 - pyskl - INFO - +mean_acc 0.2704 +2023-12-27 03:10:49,866 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2705, top5_acc: 0.5210, mean_class_accuracy: 0.2704 +2023-12-27 03:14:17,439 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 1 day, 17:22:16, time: 2.076, data_time: 1.477, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6012, loss_cls: 6.4577, loss: 6.4577 +2023-12-27 03:15:17,236 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 1 day, 17:21:10, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6269, loss_cls: 6.3857, loss: 6.3857 +2023-12-27 03:16:16,475 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 1 day, 17:20:05, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6119, loss_cls: 6.4439, loss: 6.4439 +2023-12-27 03:17:16,282 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 1 day, 17:18:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.6061, loss_cls: 6.4630, loss: 6.4630 +2023-12-27 03:18:16,249 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 1 day, 17:17:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6066, loss_cls: 6.4377, loss: 6.4377 +2023-12-27 03:19:15,883 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 1 day, 17:16:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.6081, loss_cls: 6.4483, loss: 6.4483 +2023-12-27 03:20:15,532 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 1 day, 17:15:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6147, loss_cls: 6.4182, loss: 6.4182 +2023-12-27 03:21:15,054 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 1 day, 17:14:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6023, loss_cls: 6.4839, loss: 6.4839 +2023-12-27 03:22:14,667 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 1 day, 17:13:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6097, loss_cls: 6.4377, loss: 6.4377 +2023-12-27 03:23:14,337 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 1 day, 17:12:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6070, loss_cls: 6.4607, loss: 6.4607 +2023-12-27 03:24:15,082 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 1 day, 17:11:20, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6162, loss_cls: 6.4473, loss: 6.4473 +2023-12-27 03:25:16,500 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 1 day, 17:10:16, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.5980, loss_cls: 6.4866, loss: 6.4866 +2023-12-27 03:26:15,877 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 1 day, 17:09:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.6088, loss_cls: 6.4904, loss: 6.4904 +2023-12-27 03:27:15,797 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 1 day, 17:08:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.6023, loss_cls: 6.4823, loss: 6.4823 +2023-12-27 03:28:15,706 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 1 day, 17:06:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3464, top5_acc: 0.6127, loss_cls: 6.4438, loss: 6.4438 +2023-12-27 03:29:14,996 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 1 day, 17:05:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3383, top5_acc: 0.5958, loss_cls: 6.5250, loss: 6.5250 +2023-12-27 03:30:14,399 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 1 day, 17:04:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.6048, loss_cls: 6.4891, loss: 6.4891 +2023-12-27 03:31:13,973 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 1 day, 17:03:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3534, top5_acc: 0.6083, loss_cls: 6.4663, loss: 6.4663 +2023-12-27 03:32:13,426 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 1 day, 17:02:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5933, loss_cls: 6.5197, loss: 6.5197 +2023-12-27 03:33:12,895 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 1 day, 17:01:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.6031, loss_cls: 6.4857, loss: 6.4857 +2023-12-27 03:34:12,567 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 1 day, 17:00:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3461, top5_acc: 0.6016, loss_cls: 6.4742, loss: 6.4742 +2023-12-27 03:35:12,296 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 1 day, 16:59:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.5997, loss_cls: 6.4962, loss: 6.4962 +2023-12-27 03:36:12,523 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 1 day, 16:58:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5942, loss_cls: 6.5147, loss: 6.5147 +2023-12-27 03:37:12,441 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 1 day, 16:57:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6078, loss_cls: 6.4621, loss: 6.4621 +2023-12-27 03:38:12,564 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 1 day, 16:56:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6097, loss_cls: 6.4666, loss: 6.4666 +2023-12-27 03:39:13,591 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 1 day, 16:54:59, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.6008, loss_cls: 6.4934, loss: 6.4934 +2023-12-27 03:40:14,078 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 1 day, 16:53:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.6022, loss_cls: 6.4834, loss: 6.4834 +2023-12-27 03:41:14,125 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 1 day, 16:52:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5991, loss_cls: 6.4740, loss: 6.4740 +2023-12-27 03:42:14,533 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 1 day, 16:51:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6145, loss_cls: 6.4734, loss: 6.4734 +2023-12-27 03:43:15,182 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 1 day, 16:50:39, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5964, loss_cls: 6.5446, loss: 6.5446 +2023-12-27 03:44:15,025 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 1 day, 16:49:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6114, loss_cls: 6.4686, loss: 6.4686 +2023-12-27 03:45:14,407 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 1 day, 16:48:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.5972, loss_cls: 6.5119, loss: 6.5119 +2023-12-27 03:46:14,138 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 1 day, 16:47:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5980, loss_cls: 6.4968, loss: 6.4968 +2023-12-27 03:47:14,396 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 1 day, 16:46:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6152, loss_cls: 6.4331, loss: 6.4331 +2023-12-27 03:48:15,481 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 1 day, 16:45:13, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6033, loss_cls: 6.4328, loss: 6.4328 +2023-12-27 03:49:15,560 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 1 day, 16:44:07, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6055, loss_cls: 6.4524, loss: 6.4524 +2023-12-27 03:50:15,248 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 1 day, 16:43:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6034, loss_cls: 6.4512, loss: 6.4512 +2023-12-27 03:50:45,143 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-27 03:52:42,228 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 03:52:43,036 - pyskl - INFO - +top1_acc 0.2865 +top5_acc 0.5420 +2023-12-27 03:52:43,037 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 03:52:43,077 - pyskl - INFO - +mean_acc 0.2862 +2023-12-27 03:52:43,083 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_86.pth was removed +2023-12-27 03:52:43,344 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2023-12-27 03:52:43,344 - pyskl - INFO - Best top1_acc is 0.2865 at 88 epoch. +2023-12-27 03:52:43,356 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2865, top5_acc: 0.5420, mean_class_accuracy: 0.2862 +2023-12-27 03:56:08,374 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 1 day, 16:42:49, time: 2.050, data_time: 1.454, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6217, loss_cls: 6.3886, loss: 6.3886 +2023-12-27 03:57:07,825 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 1 day, 16:41:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6198, loss_cls: 6.3901, loss: 6.3901 +2023-12-27 03:58:07,668 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 1 day, 16:40:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6211, loss_cls: 6.3787, loss: 6.3787 +2023-12-27 03:59:07,870 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 1 day, 16:39:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6131, loss_cls: 6.4341, loss: 6.4341 +2023-12-27 04:00:07,458 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 1 day, 16:38:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.6114, loss_cls: 6.4685, loss: 6.4685 +2023-12-27 04:01:07,776 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 1 day, 16:37:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.6009, loss_cls: 6.5065, loss: 6.5065 +2023-12-27 04:02:08,035 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 1 day, 16:36:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6052, loss_cls: 6.4415, loss: 6.4415 +2023-12-27 04:03:08,861 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 1 day, 16:35:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.6128, loss_cls: 6.4427, loss: 6.4427 +2023-12-27 04:04:09,006 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 1 day, 16:34:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6078, loss_cls: 6.4497, loss: 6.4497 +2023-12-27 04:05:08,637 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 1 day, 16:33:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6078, loss_cls: 6.4441, loss: 6.4441 +2023-12-27 04:06:09,584 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 1 day, 16:31:57, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3367, top5_acc: 0.6011, loss_cls: 6.4827, loss: 6.4827 +2023-12-27 04:07:11,384 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 1 day, 16:30:53, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6053, loss_cls: 6.4517, loss: 6.4517 +2023-12-27 04:08:11,683 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 1 day, 16:29:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6036, loss_cls: 6.4256, loss: 6.4256 +2023-12-27 04:09:11,539 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 1 day, 16:28:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6048, loss_cls: 6.4651, loss: 6.4651 +2023-12-27 04:10:12,247 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 1 day, 16:27:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6130, loss_cls: 6.4487, loss: 6.4487 +2023-12-27 04:11:11,946 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 1 day, 16:26:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5975, loss_cls: 6.4950, loss: 6.4950 +2023-12-27 04:12:11,814 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 1 day, 16:25:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6070, loss_cls: 6.4340, loss: 6.4340 +2023-12-27 04:13:11,784 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 1 day, 16:24:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6125, loss_cls: 6.4171, loss: 6.4171 +2023-12-27 04:14:12,004 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 1 day, 16:23:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3489, top5_acc: 0.6120, loss_cls: 6.4339, loss: 6.4339 +2023-12-27 04:15:11,982 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 1 day, 16:22:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6044, loss_cls: 6.4811, loss: 6.4811 +2023-12-27 04:16:11,984 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 1 day, 16:21:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6045, loss_cls: 6.4757, loss: 6.4757 +2023-12-27 04:17:11,839 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 1 day, 16:20:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3456, top5_acc: 0.6086, loss_cls: 6.4831, loss: 6.4831 +2023-12-27 04:18:12,213 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 1 day, 16:18:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6044, loss_cls: 6.4691, loss: 6.4691 +2023-12-27 04:19:12,917 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 1 day, 16:17:50, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.5995, loss_cls: 6.4923, loss: 6.4923 +2023-12-27 04:20:12,788 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 1 day, 16:16:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6127, loss_cls: 6.4191, loss: 6.4191 +2023-12-27 04:21:12,579 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 1 day, 16:15:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6072, loss_cls: 6.4539, loss: 6.4539 +2023-12-27 04:22:12,588 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 1 day, 16:14:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6070, loss_cls: 6.4570, loss: 6.4570 +2023-12-27 04:23:12,710 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 1 day, 16:13:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.5994, loss_cls: 6.4810, loss: 6.4810 +2023-12-27 04:24:12,482 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 1 day, 16:12:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5973, loss_cls: 6.4898, loss: 6.4898 +2023-12-27 04:25:12,179 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 1 day, 16:11:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6027, loss_cls: 6.4805, loss: 6.4805 +2023-12-27 04:26:11,808 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 1 day, 16:10:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6188, loss_cls: 6.4112, loss: 6.4112 +2023-12-27 04:27:11,427 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 1 day, 16:09:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.6036, loss_cls: 6.4844, loss: 6.4844 +2023-12-27 04:28:11,026 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 1 day, 16:08:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.6020, loss_cls: 6.4962, loss: 6.4962 +2023-12-27 04:29:11,242 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 1 day, 16:06:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6167, loss_cls: 6.4237, loss: 6.4237 +2023-12-27 04:30:12,358 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 1 day, 16:05:52, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6156, loss_cls: 6.4425, loss: 6.4425 +2023-12-27 04:31:12,793 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 1 day, 16:04:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.5952, loss_cls: 6.5023, loss: 6.5023 +2023-12-27 04:32:12,281 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 1 day, 16:03:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.6045, loss_cls: 6.4818, loss: 6.4818 +2023-12-27 04:32:42,083 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-27 04:34:38,106 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 04:34:39,157 - pyskl - INFO - +top1_acc 0.2829 +top5_acc 0.5320 +2023-12-27 04:34:39,157 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 04:34:39,202 - pyskl - INFO - +mean_acc 0.2827 +2023-12-27 04:34:39,212 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2829, top5_acc: 0.5320, mean_class_accuracy: 0.2827 +2023-12-27 04:38:01,195 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 1 day, 16:03:25, time: 2.020, data_time: 1.422, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6217, loss_cls: 6.4321, loss: 6.4321 +2023-12-27 04:39:00,930 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 1 day, 16:02:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6358, loss_cls: 6.3454, loss: 6.3454 +2023-12-27 04:40:00,884 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 1 day, 16:01:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6014, loss_cls: 6.4593, loss: 6.4593 +2023-12-27 04:41:00,434 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 1 day, 16:00:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3575, top5_acc: 0.6220, loss_cls: 6.3660, loss: 6.3660 +2023-12-27 04:42:00,015 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 1 day, 15:59:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6138, loss_cls: 6.4275, loss: 6.4275 +2023-12-27 04:42:59,676 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 1 day, 15:57:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6289, loss_cls: 6.3531, loss: 6.3531 +2023-12-27 04:43:59,460 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 1 day, 15:56:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6194, loss_cls: 6.4216, loss: 6.4216 +2023-12-27 04:44:59,186 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 1 day, 15:55:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6100, loss_cls: 6.3923, loss: 6.3923 +2023-12-27 04:45:58,811 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 1 day, 15:54:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6216, loss_cls: 6.4134, loss: 6.4134 +2023-12-27 04:46:58,677 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 1 day, 15:53:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3541, top5_acc: 0.6147, loss_cls: 6.4000, loss: 6.4000 +2023-12-27 04:47:58,834 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 1 day, 15:52:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6102, loss_cls: 6.4350, loss: 6.4350 +2023-12-27 04:49:00,830 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 1 day, 15:51:27, time: 0.620, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6183, loss_cls: 6.4064, loss: 6.4064 +2023-12-27 04:50:01,845 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 1 day, 15:50:22, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6059, loss_cls: 6.4524, loss: 6.4524 +2023-12-27 04:51:01,633 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 1 day, 15:49:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3520, top5_acc: 0.6156, loss_cls: 6.4312, loss: 6.4312 +2023-12-27 04:52:01,462 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 1 day, 15:48:11, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.3572, top5_acc: 0.6184, loss_cls: 6.4096, loss: 6.4096 +2023-12-27 04:53:01,129 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 1 day, 15:47:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6027, loss_cls: 6.4639, loss: 6.4639 +2023-12-27 04:54:00,377 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 1 day, 15:46:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6048, loss_cls: 6.4771, loss: 6.4771 +2023-12-27 04:54:59,804 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 1 day, 15:44:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6038, loss_cls: 6.4691, loss: 6.4691 +2023-12-27 04:55:59,215 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 1 day, 15:43:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6181, loss_cls: 6.4049, loss: 6.4049 +2023-12-27 04:56:59,057 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 1 day, 15:42:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6036, loss_cls: 6.4410, loss: 6.4410 +2023-12-27 04:57:58,859 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 1 day, 15:41:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.5989, loss_cls: 6.4779, loss: 6.4779 +2023-12-27 04:58:58,367 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 1 day, 15:40:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.5961, loss_cls: 6.4870, loss: 6.4870 +2023-12-27 04:59:57,825 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 1 day, 15:39:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6109, loss_cls: 6.4788, loss: 6.4788 +2023-12-27 05:00:57,362 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 1 day, 15:38:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.6086, loss_cls: 6.4675, loss: 6.4675 +2023-12-27 05:01:57,054 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 1 day, 15:37:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6047, loss_cls: 6.4758, loss: 6.4758 +2023-12-27 05:02:56,704 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 1 day, 15:36:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6091, loss_cls: 6.4401, loss: 6.4401 +2023-12-27 05:03:56,385 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 1 day, 15:35:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.5955, loss_cls: 6.5155, loss: 6.5155 +2023-12-27 05:04:56,305 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 1 day, 15:34:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5970, loss_cls: 6.4867, loss: 6.4867 +2023-12-27 05:05:55,669 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 1 day, 15:32:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6045, loss_cls: 6.4860, loss: 6.4860 +2023-12-27 05:06:55,533 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 1 day, 15:31:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6083, loss_cls: 6.4242, loss: 6.4242 +2023-12-27 05:07:55,002 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 1 day, 15:30:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.5991, loss_cls: 6.4980, loss: 6.4980 +2023-12-27 05:08:54,491 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 1 day, 15:29:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6066, loss_cls: 6.4412, loss: 6.4412 +2023-12-27 05:09:54,205 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 1 day, 15:28:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.6139, loss_cls: 6.4317, loss: 6.4317 +2023-12-27 05:10:54,758 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 1 day, 15:27:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6092, loss_cls: 6.4571, loss: 6.4571 +2023-12-27 05:11:56,229 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 1 day, 15:26:24, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6130, loss_cls: 6.4468, loss: 6.4468 +2023-12-27 05:12:56,539 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 1 day, 15:25:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.5962, loss_cls: 6.4787, loss: 6.4787 +2023-12-27 05:13:55,823 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 1 day, 15:24:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6044, loss_cls: 6.4685, loss: 6.4685 +2023-12-27 05:14:25,982 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-27 05:16:20,561 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 05:16:21,329 - pyskl - INFO - +top1_acc 0.3004 +top5_acc 0.5472 +2023-12-27 05:16:21,329 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 05:16:21,366 - pyskl - INFO - +mean_acc 0.3002 +2023-12-27 05:16:21,371 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_88.pth was removed +2023-12-27 05:16:21,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2023-12-27 05:16:21,603 - pyskl - INFO - Best top1_acc is 0.3004 at 90 epoch. +2023-12-27 05:16:21,612 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.3004, top5_acc: 0.5472, mean_class_accuracy: 0.3002 +2023-12-27 05:19:42,936 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 1 day, 15:23:54, time: 2.013, data_time: 1.418, memory: 16177, top1_acc: 0.3572, top5_acc: 0.6248, loss_cls: 6.3720, loss: 6.3720 +2023-12-27 05:20:42,787 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 1 day, 15:22:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6156, loss_cls: 6.4220, loss: 6.4220 +2023-12-27 05:21:42,494 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 1 day, 15:21:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3656, top5_acc: 0.6203, loss_cls: 6.3853, loss: 6.3853 +2023-12-27 05:22:42,094 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 1 day, 15:20:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3544, top5_acc: 0.6098, loss_cls: 6.4184, loss: 6.4184 +2023-12-27 05:23:42,065 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 1 day, 15:19:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6158, loss_cls: 6.3882, loss: 6.3882 +2023-12-27 05:24:41,542 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 1 day, 15:18:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6275, loss_cls: 6.3856, loss: 6.3856 +2023-12-27 05:25:41,267 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 1 day, 15:17:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6120, loss_cls: 6.4451, loss: 6.4451 +2023-12-27 05:26:41,631 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 1 day, 15:16:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6103, loss_cls: 6.4468, loss: 6.4468 +2023-12-27 05:27:42,574 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 1 day, 15:15:12, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6056, loss_cls: 6.4414, loss: 6.4414 +2023-12-27 05:28:42,596 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 1 day, 15:14:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3533, top5_acc: 0.6228, loss_cls: 6.4068, loss: 6.4068 +2023-12-27 05:29:42,490 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 1 day, 15:13:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6150, loss_cls: 6.4265, loss: 6.4265 +2023-12-27 05:30:43,315 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 1 day, 15:11:57, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6269, loss_cls: 6.3838, loss: 6.3838 +2023-12-27 05:31:44,577 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 1 day, 15:10:52, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6150, loss_cls: 6.4441, loss: 6.4441 +2023-12-27 05:32:44,187 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 1 day, 15:09:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6105, loss_cls: 6.4395, loss: 6.4395 +2023-12-27 05:33:43,885 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 1 day, 15:08:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.6159, loss_cls: 6.4189, loss: 6.4189 +2023-12-27 05:34:43,602 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 1 day, 15:07:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6155, loss_cls: 6.4202, loss: 6.4202 +2023-12-27 05:35:43,082 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 1 day, 15:06:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.6050, loss_cls: 6.4593, loss: 6.4593 +2023-12-27 05:36:42,853 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 1 day, 15:05:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6136, loss_cls: 6.4342, loss: 6.4342 +2023-12-27 05:37:42,551 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 1 day, 15:04:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6102, loss_cls: 6.4231, loss: 6.4231 +2023-12-27 05:38:42,238 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 1 day, 15:03:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6048, loss_cls: 6.4571, loss: 6.4571 +2023-12-27 05:39:41,949 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 1 day, 15:02:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.5977, loss_cls: 6.4705, loss: 6.4705 +2023-12-27 05:40:41,875 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 1 day, 15:01:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3520, top5_acc: 0.6100, loss_cls: 6.4372, loss: 6.4372 +2023-12-27 05:41:41,862 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 1 day, 14:59:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6094, loss_cls: 6.4166, loss: 6.4166 +2023-12-27 05:42:41,234 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 1 day, 14:58:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3573, top5_acc: 0.6230, loss_cls: 6.3885, loss: 6.3885 +2023-12-27 05:43:40,719 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 1 day, 14:57:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6095, loss_cls: 6.4342, loss: 6.4342 +2023-12-27 05:44:40,330 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 1 day, 14:56:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6088, loss_cls: 6.4447, loss: 6.4447 +2023-12-27 05:45:39,996 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 1 day, 14:55:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3433, top5_acc: 0.5986, loss_cls: 6.4940, loss: 6.4940 +2023-12-27 05:46:39,571 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 1 day, 14:54:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6011, loss_cls: 6.4785, loss: 6.4785 +2023-12-27 05:47:39,174 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 1 day, 14:53:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3603, top5_acc: 0.6178, loss_cls: 6.4025, loss: 6.4025 +2023-12-27 05:48:39,102 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 1 day, 14:52:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3514, top5_acc: 0.6106, loss_cls: 6.3966, loss: 6.3966 +2023-12-27 05:49:38,537 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 1 day, 14:51:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6055, loss_cls: 6.4249, loss: 6.4249 +2023-12-27 05:50:38,306 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 1 day, 14:50:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6112, loss_cls: 6.4295, loss: 6.4295 +2023-12-27 05:51:38,702 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 1 day, 14:49:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6184, loss_cls: 6.4541, loss: 6.4541 +2023-12-27 05:52:40,054 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 1 day, 14:48:01, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6094, loss_cls: 6.4570, loss: 6.4570 +2023-12-27 05:53:40,859 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 1 day, 14:46:57, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6150, loss_cls: 6.4168, loss: 6.4168 +2023-12-27 05:54:40,930 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 1 day, 14:45:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.6072, loss_cls: 6.4672, loss: 6.4672 +2023-12-27 05:55:41,033 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 1 day, 14:44:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6059, loss_cls: 6.4426, loss: 6.4426 +2023-12-27 05:56:10,810 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-27 05:58:08,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 05:58:09,089 - pyskl - INFO - +top1_acc 0.2956 +top5_acc 0.5336 +2023-12-27 05:58:09,089 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 05:58:09,132 - pyskl - INFO - +mean_acc 0.2954 +2023-12-27 05:58:09,150 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2956, top5_acc: 0.5336, mean_class_accuracy: 0.2954 +2023-12-27 06:01:32,955 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 1 day, 14:44:27, time: 2.038, data_time: 1.439, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6262, loss_cls: 6.3646, loss: 6.3646 +2023-12-27 06:02:32,696 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 1 day, 14:43:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6091, loss_cls: 6.4094, loss: 6.4094 +2023-12-27 06:03:32,401 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 1 day, 14:42:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6261, loss_cls: 6.3796, loss: 6.3796 +2023-12-27 06:04:31,884 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 1 day, 14:41:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6241, loss_cls: 6.3965, loss: 6.3965 +2023-12-27 06:05:31,576 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 1 day, 14:40:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6238, loss_cls: 6.3558, loss: 6.3558 +2023-12-27 06:06:31,280 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 1 day, 14:39:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6047, loss_cls: 6.4579, loss: 6.4579 +2023-12-27 06:07:31,235 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 1 day, 14:37:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3514, top5_acc: 0.6178, loss_cls: 6.3925, loss: 6.3925 +2023-12-27 06:08:30,769 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 1 day, 14:36:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6114, loss_cls: 6.4049, loss: 6.4049 +2023-12-27 06:09:30,556 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 1 day, 14:35:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6236, loss_cls: 6.3866, loss: 6.3866 +2023-12-27 06:10:30,637 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 1 day, 14:34:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6133, loss_cls: 6.4264, loss: 6.4264 +2023-12-27 06:11:30,827 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 1 day, 14:33:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6203, loss_cls: 6.3990, loss: 6.3990 +2023-12-27 06:12:31,357 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 1 day, 14:32:29, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6095, loss_cls: 6.4524, loss: 6.4524 +2023-12-27 06:13:33,773 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 1 day, 14:31:26, time: 0.624, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6225, loss_cls: 6.4050, loss: 6.4050 +2023-12-27 06:14:33,539 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 1 day, 14:30:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6094, loss_cls: 6.4357, loss: 6.4357 +2023-12-27 06:15:33,969 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 1 day, 14:29:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6261, loss_cls: 6.3601, loss: 6.3601 +2023-12-27 06:16:34,220 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 1 day, 14:28:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6191, loss_cls: 6.4130, loss: 6.4130 +2023-12-27 06:17:33,705 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 1 day, 14:27:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6131, loss_cls: 6.4118, loss: 6.4118 +2023-12-27 06:18:33,511 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 1 day, 14:26:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6145, loss_cls: 6.3879, loss: 6.3879 +2023-12-27 06:19:33,118 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 1 day, 14:24:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6139, loss_cls: 6.4370, loss: 6.4370 +2023-12-27 06:20:32,835 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 1 day, 14:23:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6081, loss_cls: 6.4228, loss: 6.4228 +2023-12-27 06:21:32,269 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 1 day, 14:22:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6161, loss_cls: 6.4014, loss: 6.4014 +2023-12-27 06:22:32,011 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 1 day, 14:21:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3680, top5_acc: 0.6159, loss_cls: 6.4140, loss: 6.4140 +2023-12-27 06:23:32,912 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 1 day, 14:20:34, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6162, loss_cls: 6.3982, loss: 6.3982 +2023-12-27 06:24:33,744 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 1 day, 14:19:29, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6095, loss_cls: 6.4640, loss: 6.4640 +2023-12-27 06:25:34,518 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 1 day, 14:18:25, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6119, loss_cls: 6.4367, loss: 6.4367 +2023-12-27 06:26:34,228 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 1 day, 14:17:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6142, loss_cls: 6.4069, loss: 6.4069 +2023-12-27 06:27:33,830 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 1 day, 14:16:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6219, loss_cls: 6.3639, loss: 6.3639 +2023-12-27 06:28:33,582 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 1 day, 14:15:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6030, loss_cls: 6.4870, loss: 6.4870 +2023-12-27 06:29:33,241 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 1 day, 14:14:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6119, loss_cls: 6.4331, loss: 6.4331 +2023-12-27 06:30:33,039 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 1 day, 14:12:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3573, top5_acc: 0.6159, loss_cls: 6.4261, loss: 6.4261 +2023-12-27 06:31:32,630 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 1 day, 14:11:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6069, loss_cls: 6.4560, loss: 6.4560 +2023-12-27 06:32:32,000 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 1 day, 14:10:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6120, loss_cls: 6.4393, loss: 6.4393 +2023-12-27 06:33:31,634 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 1 day, 14:09:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3522, top5_acc: 0.6105, loss_cls: 6.4268, loss: 6.4268 +2023-12-27 06:34:31,909 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 1 day, 14:08:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6309, loss_cls: 6.3766, loss: 6.3766 +2023-12-27 06:35:32,396 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 1 day, 14:07:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6144, loss_cls: 6.4060, loss: 6.4060 +2023-12-27 06:36:32,626 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 1 day, 14:06:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6109, loss_cls: 6.4488, loss: 6.4488 +2023-12-27 06:37:32,683 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 1 day, 14:05:23, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6036, loss_cls: 6.4696, loss: 6.4696 +2023-12-27 06:38:02,834 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-27 06:40:00,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 06:40:01,205 - pyskl - INFO - +top1_acc 0.2927 +top5_acc 0.5369 +2023-12-27 06:40:01,205 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 06:40:01,243 - pyskl - INFO - +mean_acc 0.2924 +2023-12-27 06:40:01,253 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.2927, top5_acc: 0.5369, mean_class_accuracy: 0.2924 +2023-12-27 06:43:20,434 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 1 day, 14:04:58, time: 1.992, data_time: 1.396, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6167, loss_cls: 6.3858, loss: 6.3858 +2023-12-27 06:44:20,100 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 1 day, 14:03:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6334, loss_cls: 6.3200, loss: 6.3200 +2023-12-27 06:45:19,581 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 1 day, 14:02:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6212, loss_cls: 6.3442, loss: 6.3442 +2023-12-27 06:46:19,177 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 1 day, 14:01:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6117, loss_cls: 6.3947, loss: 6.3947 +2023-12-27 06:47:19,110 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 1 day, 14:00:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6234, loss_cls: 6.3968, loss: 6.3968 +2023-12-27 06:48:18,851 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 1 day, 13:59:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6148, loss_cls: 6.4181, loss: 6.4181 +2023-12-27 06:49:18,611 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 1 day, 13:58:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6162, loss_cls: 6.3939, loss: 6.3939 +2023-12-27 06:50:18,206 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 1 day, 13:57:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6212, loss_cls: 6.4019, loss: 6.4019 +2023-12-27 06:51:17,917 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 1 day, 13:56:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6159, loss_cls: 6.4016, loss: 6.4016 +2023-12-27 06:52:17,620 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 1 day, 13:55:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6217, loss_cls: 6.3722, loss: 6.3722 +2023-12-27 06:53:17,540 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 1 day, 13:54:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6167, loss_cls: 6.3833, loss: 6.3833 +2023-12-27 06:54:17,771 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 1 day, 13:53:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6289, loss_cls: 6.3342, loss: 6.3342 +2023-12-27 06:55:19,669 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 1 day, 13:51:56, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6238, loss_cls: 6.3858, loss: 6.3858 +2023-12-27 06:56:20,341 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 1 day, 13:50:52, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6006, loss_cls: 6.4356, loss: 6.4356 +2023-12-27 06:57:20,019 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 1 day, 13:49:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6261, loss_cls: 6.3603, loss: 6.3603 +2023-12-27 06:58:20,009 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 1 day, 13:48:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6089, loss_cls: 6.4400, loss: 6.4400 +2023-12-27 06:59:19,320 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 1 day, 13:47:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6128, loss_cls: 6.4208, loss: 6.4208 +2023-12-27 07:00:19,030 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 1 day, 13:46:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6158, loss_cls: 6.4265, loss: 6.4265 +2023-12-27 07:01:18,530 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 1 day, 13:45:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6197, loss_cls: 6.4050, loss: 6.4050 +2023-12-27 07:02:17,995 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 1 day, 13:44:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3558, top5_acc: 0.6220, loss_cls: 6.4063, loss: 6.4063 +2023-12-27 07:03:17,438 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 1 day, 13:43:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6131, loss_cls: 6.4405, loss: 6.4405 +2023-12-27 07:04:17,280 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 1 day, 13:42:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6192, loss_cls: 6.4118, loss: 6.4118 +2023-12-27 07:05:16,709 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 1 day, 13:41:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6233, loss_cls: 6.3665, loss: 6.3665 +2023-12-27 07:06:16,453 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 1 day, 13:39:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6158, loss_cls: 6.3871, loss: 6.3871 +2023-12-27 07:07:16,349 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 1 day, 13:38:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6175, loss_cls: 6.4026, loss: 6.4026 +2023-12-27 07:08:16,978 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 1 day, 13:37:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6206, loss_cls: 6.3969, loss: 6.3969 +2023-12-27 07:09:16,678 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 1 day, 13:36:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3603, top5_acc: 0.6291, loss_cls: 6.3927, loss: 6.3927 +2023-12-27 07:10:16,857 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 1 day, 13:35:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3572, top5_acc: 0.6119, loss_cls: 6.4140, loss: 6.4140 +2023-12-27 07:11:16,736 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 1 day, 13:34:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6200, loss_cls: 6.4028, loss: 6.4028 +2023-12-27 07:12:16,726 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 1 day, 13:33:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6197, loss_cls: 6.3996, loss: 6.3996 +2023-12-27 07:13:16,918 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 1 day, 13:32:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6073, loss_cls: 6.4315, loss: 6.4315 +2023-12-27 07:14:17,095 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 1 day, 13:31:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3572, top5_acc: 0.6172, loss_cls: 6.4146, loss: 6.4146 +2023-12-27 07:15:17,242 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 1 day, 13:30:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3611, top5_acc: 0.6175, loss_cls: 6.3938, loss: 6.3938 +2023-12-27 07:16:18,194 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 1 day, 13:29:10, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3522, top5_acc: 0.6145, loss_cls: 6.4232, loss: 6.4232 +2023-12-27 07:17:19,290 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 1 day, 13:28:05, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6152, loss_cls: 6.4176, loss: 6.4176 +2023-12-27 07:18:19,179 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 1 day, 13:27:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6144, loss_cls: 6.4384, loss: 6.4384 +2023-12-27 07:19:18,809 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 1 day, 13:25:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3544, top5_acc: 0.6125, loss_cls: 6.4054, loss: 6.4054 +2023-12-27 07:19:48,908 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-27 07:21:42,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 07:21:43,942 - pyskl - INFO - +top1_acc 0.2888 +top5_acc 0.5383 +2023-12-27 07:21:43,942 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 07:21:43,982 - pyskl - INFO - +mean_acc 0.2886 +2023-12-27 07:21:43,992 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.2888, top5_acc: 0.5383, mean_class_accuracy: 0.2886 +2023-12-27 07:25:02,871 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 1 day, 13:25:28, time: 1.989, data_time: 1.391, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6402, loss_cls: 6.2934, loss: 6.2934 +2023-12-27 07:26:02,414 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 1 day, 13:24:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3759, top5_acc: 0.6339, loss_cls: 6.3222, loss: 6.3222 +2023-12-27 07:27:01,627 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 1 day, 13:23:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6305, loss_cls: 6.3398, loss: 6.3398 +2023-12-27 07:28:01,062 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 1 day, 13:22:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6152, loss_cls: 6.3989, loss: 6.3989 +2023-12-27 07:29:00,432 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 1 day, 13:21:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6280, loss_cls: 6.3744, loss: 6.3744 +2023-12-27 07:29:59,719 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 1 day, 13:20:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6180, loss_cls: 6.4070, loss: 6.4070 +2023-12-27 07:30:59,515 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 1 day, 13:18:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3605, top5_acc: 0.6223, loss_cls: 6.3427, loss: 6.3427 +2023-12-27 07:31:59,470 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 1 day, 13:17:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6177, loss_cls: 6.3740, loss: 6.3740 +2023-12-27 07:32:58,960 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 1 day, 13:16:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6300, loss_cls: 6.3583, loss: 6.3583 +2023-12-27 07:33:58,327 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 1 day, 13:15:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6253, loss_cls: 6.3286, loss: 6.3286 +2023-12-27 07:34:58,017 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 1 day, 13:14:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6258, loss_cls: 6.3615, loss: 6.3615 +2023-12-27 07:35:58,000 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 1 day, 13:13:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6131, loss_cls: 6.4061, loss: 6.4061 +2023-12-27 07:36:59,248 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 1 day, 13:12:26, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6198, loss_cls: 6.3928, loss: 6.3928 +2023-12-27 07:38:01,380 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 1 day, 13:11:22, time: 0.621, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6214, loss_cls: 6.3892, loss: 6.3892 +2023-12-27 07:39:01,025 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 1 day, 13:10:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6123, loss_cls: 6.4298, loss: 6.4298 +2023-12-27 07:40:01,163 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 1 day, 13:09:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6264, loss_cls: 6.3710, loss: 6.3710 +2023-12-27 07:41:00,937 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 1 day, 13:08:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6159, loss_cls: 6.4134, loss: 6.4134 +2023-12-27 07:42:01,166 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 1 day, 13:07:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6209, loss_cls: 6.3646, loss: 6.3646 +2023-12-27 07:43:01,212 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 1 day, 13:05:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3684, top5_acc: 0.6228, loss_cls: 6.3807, loss: 6.3807 +2023-12-27 07:44:01,570 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 1 day, 13:04:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6155, loss_cls: 6.3825, loss: 6.3825 +2023-12-27 07:45:02,077 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 1 day, 13:03:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3658, top5_acc: 0.6144, loss_cls: 6.4005, loss: 6.4005 +2023-12-27 07:46:01,788 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 1 day, 13:02:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6120, loss_cls: 6.4126, loss: 6.4126 +2023-12-27 07:47:01,932 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 1 day, 13:01:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3611, top5_acc: 0.6117, loss_cls: 6.3835, loss: 6.3835 +2023-12-27 07:48:02,594 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 1 day, 13:00:33, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6259, loss_cls: 6.3541, loss: 6.3541 +2023-12-27 07:49:02,967 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 1 day, 12:59:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6166, loss_cls: 6.4173, loss: 6.4173 +2023-12-27 07:50:03,172 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 1 day, 12:58:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6233, loss_cls: 6.3933, loss: 6.3933 +2023-12-27 07:51:02,738 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 1 day, 12:57:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6198, loss_cls: 6.3948, loss: 6.3948 +2023-12-27 07:52:02,390 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 1 day, 12:56:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6119, loss_cls: 6.4365, loss: 6.4365 +2023-12-27 07:53:02,160 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 1 day, 12:55:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6206, loss_cls: 6.4045, loss: 6.4045 +2023-12-27 07:54:01,569 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 1 day, 12:54:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6125, loss_cls: 6.4603, loss: 6.4603 +2023-12-27 07:55:01,453 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 1 day, 12:52:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.6198, loss_cls: 6.3973, loss: 6.3973 +2023-12-27 07:56:01,272 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 1 day, 12:51:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6141, loss_cls: 6.4124, loss: 6.4124 +2023-12-27 07:57:00,803 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 1 day, 12:50:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6264, loss_cls: 6.3827, loss: 6.3827 +2023-12-27 07:58:01,274 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 1 day, 12:49:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6234, loss_cls: 6.3863, loss: 6.3863 +2023-12-27 07:59:01,925 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 1 day, 12:48:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6248, loss_cls: 6.3605, loss: 6.3605 +2023-12-27 08:00:02,017 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 1 day, 12:47:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6064, loss_cls: 6.4450, loss: 6.4450 +2023-12-27 08:01:01,768 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 1 day, 12:46:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6266, loss_cls: 6.3737, loss: 6.3737 +2023-12-27 08:01:31,602 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-27 08:03:28,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:03:29,847 - pyskl - INFO - +top1_acc 0.2779 +top5_acc 0.5258 +2023-12-27 08:03:29,848 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 08:03:29,886 - pyskl - INFO - +mean_acc 0.2775 +2023-12-27 08:03:29,895 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2779, top5_acc: 0.5258, mean_class_accuracy: 0.2775 +2023-12-27 08:06:47,717 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 1 day, 12:45:59, time: 1.978, data_time: 1.383, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6178, loss_cls: 6.3654, loss: 6.3654 +2023-12-27 08:07:47,573 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 1 day, 12:44:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3728, top5_acc: 0.6316, loss_cls: 6.3229, loss: 6.3229 +2023-12-27 08:08:47,089 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 1 day, 12:43:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6289, loss_cls: 6.3666, loss: 6.3666 +2023-12-27 08:09:47,632 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 1 day, 12:42:44, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3698, top5_acc: 0.6316, loss_cls: 6.3212, loss: 6.3212 +2023-12-27 08:10:47,798 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 1 day, 12:41:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3658, top5_acc: 0.6247, loss_cls: 6.3880, loss: 6.3880 +2023-12-27 08:11:47,784 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 1 day, 12:40:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6225, loss_cls: 6.3786, loss: 6.3786 +2023-12-27 08:12:47,677 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 1 day, 12:39:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6297, loss_cls: 6.3604, loss: 6.3604 +2023-12-27 08:13:47,309 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 1 day, 12:38:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6195, loss_cls: 6.3801, loss: 6.3801 +2023-12-27 08:14:47,164 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 1 day, 12:37:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6270, loss_cls: 6.3642, loss: 6.3642 +2023-12-27 08:15:46,724 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 1 day, 12:36:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3619, top5_acc: 0.6209, loss_cls: 6.3686, loss: 6.3686 +2023-12-27 08:16:46,535 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 1 day, 12:35:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6277, loss_cls: 6.3543, loss: 6.3543 +2023-12-27 08:17:46,556 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 1 day, 12:34:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6328, loss_cls: 6.3288, loss: 6.3288 +2023-12-27 08:18:47,108 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 1 day, 12:32:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6228, loss_cls: 6.3822, loss: 6.3822 +2023-12-27 08:19:48,396 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 1 day, 12:31:55, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6119, loss_cls: 6.3947, loss: 6.3947 +2023-12-27 08:20:48,865 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 1 day, 12:30:50, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3666, top5_acc: 0.6305, loss_cls: 6.3375, loss: 6.3375 +2023-12-27 08:21:49,121 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 1 day, 12:29:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6295, loss_cls: 6.3629, loss: 6.3629 +2023-12-27 08:22:49,428 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 1 day, 12:28:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6241, loss_cls: 6.3660, loss: 6.3660 +2023-12-27 08:23:48,841 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 1 day, 12:27:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6128, loss_cls: 6.4300, loss: 6.4300 +2023-12-27 08:24:48,237 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 1 day, 12:26:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6194, loss_cls: 6.4082, loss: 6.4082 +2023-12-27 08:25:47,879 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 1 day, 12:25:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6247, loss_cls: 6.3898, loss: 6.3898 +2023-12-27 08:26:47,652 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 1 day, 12:24:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6116, loss_cls: 6.4240, loss: 6.4240 +2023-12-27 08:27:47,377 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 1 day, 12:23:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3714, top5_acc: 0.6308, loss_cls: 6.3450, loss: 6.3450 +2023-12-27 08:28:47,314 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 1 day, 12:22:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6241, loss_cls: 6.3597, loss: 6.3597 +2023-12-27 08:29:47,096 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 1 day, 12:21:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6158, loss_cls: 6.4200, loss: 6.4200 +2023-12-27 08:30:47,147 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 1 day, 12:20:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6195, loss_cls: 6.3988, loss: 6.3988 +2023-12-27 08:31:46,970 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 1 day, 12:18:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3514, top5_acc: 0.6214, loss_cls: 6.3956, loss: 6.3956 +2023-12-27 08:32:46,796 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 1 day, 12:17:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6122, loss_cls: 6.4157, loss: 6.4157 +2023-12-27 08:33:47,267 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 1 day, 12:16:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6238, loss_cls: 6.3630, loss: 6.3630 +2023-12-27 08:34:47,436 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 1 day, 12:15:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3642, top5_acc: 0.6284, loss_cls: 6.3609, loss: 6.3609 +2023-12-27 08:35:47,192 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 1 day, 12:14:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6138, loss_cls: 6.3890, loss: 6.3890 +2023-12-27 08:36:46,832 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 1 day, 12:13:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6270, loss_cls: 6.3497, loss: 6.3497 +2023-12-27 08:37:46,919 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 1 day, 12:12:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3698, top5_acc: 0.6300, loss_cls: 6.3252, loss: 6.3252 +2023-12-27 08:38:47,946 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 1 day, 12:11:21, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6091, loss_cls: 6.3869, loss: 6.3869 +2023-12-27 08:39:49,536 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 1 day, 12:10:17, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6200, loss_cls: 6.3604, loss: 6.3604 +2023-12-27 08:40:50,576 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 1 day, 12:09:13, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6205, loss_cls: 6.4143, loss: 6.4143 +2023-12-27 08:41:51,204 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 1 day, 12:08:08, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6123, loss_cls: 6.4301, loss: 6.4301 +2023-12-27 08:42:50,985 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 1 day, 12:07:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6175, loss_cls: 6.3757, loss: 6.3757 +2023-12-27 08:43:20,641 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-27 08:45:16,729 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:45:17,556 - pyskl - INFO - +top1_acc 0.3105 +top5_acc 0.5650 +2023-12-27 08:45:17,557 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 08:45:17,593 - pyskl - INFO - +mean_acc 0.3103 +2023-12-27 08:45:17,598 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_90.pth was removed +2023-12-27 08:45:17,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2023-12-27 08:45:17,836 - pyskl - INFO - Best top1_acc is 0.3105 at 95 epoch. +2023-12-27 08:45:17,846 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.3105, top5_acc: 0.5650, mean_class_accuracy: 0.3103 +2023-12-27 08:48:35,539 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 1 day, 12:06:32, time: 1.977, data_time: 1.379, memory: 16177, top1_acc: 0.3723, top5_acc: 0.6309, loss_cls: 6.3283, loss: 6.3283 +2023-12-27 08:49:35,401 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 1 day, 12:05:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6338, loss_cls: 6.3380, loss: 6.3380 +2023-12-27 08:50:34,917 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 1 day, 12:04:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3688, top5_acc: 0.6239, loss_cls: 6.3466, loss: 6.3466 +2023-12-27 08:51:34,507 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 1 day, 12:03:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6236, loss_cls: 6.3570, loss: 6.3570 +2023-12-27 08:52:34,477 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 1 day, 12:02:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6178, loss_cls: 6.3767, loss: 6.3767 +2023-12-27 08:53:34,885 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 1 day, 12:01:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6264, loss_cls: 6.3638, loss: 6.3638 +2023-12-27 08:54:35,029 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 1 day, 12:00:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6372, loss_cls: 6.3092, loss: 6.3092 +2023-12-27 08:55:34,917 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 1 day, 11:58:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6316, loss_cls: 6.3114, loss: 6.3114 +2023-12-27 08:56:34,651 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 1 day, 11:57:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6241, loss_cls: 6.3338, loss: 6.3338 +2023-12-27 08:57:34,548 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 1 day, 11:56:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6361, loss_cls: 6.3298, loss: 6.3298 +2023-12-27 08:58:34,583 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 1 day, 11:55:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3786, top5_acc: 0.6359, loss_cls: 6.3080, loss: 6.3080 +2023-12-27 08:59:34,424 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 1 day, 11:54:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3702, top5_acc: 0.6388, loss_cls: 6.3140, loss: 6.3140 +2023-12-27 09:00:35,295 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 1 day, 11:53:33, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6161, loss_cls: 6.3759, loss: 6.3759 +2023-12-27 09:01:37,163 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 1 day, 11:52:29, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6138, loss_cls: 6.4161, loss: 6.4161 +2023-12-27 09:02:36,961 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 1 day, 11:51:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3702, top5_acc: 0.6362, loss_cls: 6.3255, loss: 6.3255 +2023-12-27 09:03:36,719 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 11:50:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3727, top5_acc: 0.6330, loss_cls: 6.3084, loss: 6.3084 +2023-12-27 09:04:36,728 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 11:49:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6358, loss_cls: 6.3097, loss: 6.3097 +2023-12-27 09:05:36,169 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 11:48:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6159, loss_cls: 6.3637, loss: 6.3637 +2023-12-27 09:06:35,955 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 11:47:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6191, loss_cls: 6.3678, loss: 6.3678 +2023-12-27 09:07:36,609 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 11:45:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6225, loss_cls: 6.3966, loss: 6.3966 +2023-12-27 09:08:37,222 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 11:44:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6219, loss_cls: 6.3742, loss: 6.3742 +2023-12-27 09:09:37,894 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 11:43:50, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6192, loss_cls: 6.3932, loss: 6.3932 +2023-12-27 09:10:38,548 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 11:42:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6339, loss_cls: 6.3276, loss: 6.3276 +2023-12-27 09:11:38,435 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 11:41:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6191, loss_cls: 6.4162, loss: 6.4162 +2023-12-27 09:12:38,171 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 11:40:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3697, top5_acc: 0.6225, loss_cls: 6.3699, loss: 6.3699 +2023-12-27 09:13:37,902 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 11:39:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3572, top5_acc: 0.6216, loss_cls: 6.3895, loss: 6.3895 +2023-12-27 09:14:37,520 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 11:38:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6225, loss_cls: 6.3859, loss: 6.3859 +2023-12-27 09:15:37,102 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 11:37:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6292, loss_cls: 6.3265, loss: 6.3265 +2023-12-27 09:16:36,767 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 11:36:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6277, loss_cls: 6.3591, loss: 6.3591 +2023-12-27 09:17:36,633 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 11:35:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6058, loss_cls: 6.4525, loss: 6.4525 +2023-12-27 09:18:36,386 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 11:34:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3702, top5_acc: 0.6325, loss_cls: 6.3368, loss: 6.3368 +2023-12-27 09:19:35,911 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 11:33:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3664, top5_acc: 0.6308, loss_cls: 6.3446, loss: 6.3446 +2023-12-27 09:20:35,681 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 11:31:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6220, loss_cls: 6.3958, loss: 6.3958 +2023-12-27 09:21:35,918 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 11:30:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6241, loss_cls: 6.3806, loss: 6.3806 +2023-12-27 09:22:37,118 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 11:29:47, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6211, loss_cls: 6.3730, loss: 6.3730 +2023-12-27 09:23:37,362 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 11:28:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6211, loss_cls: 6.3677, loss: 6.3677 +2023-12-27 09:24:37,023 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 11:27:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3714, top5_acc: 0.6347, loss_cls: 6.3358, loss: 6.3358 +2023-12-27 09:25:06,938 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-27 09:27:05,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 09:27:05,951 - pyskl - INFO - +top1_acc 0.2972 +top5_acc 0.5507 +2023-12-27 09:27:05,951 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 09:27:05,991 - pyskl - INFO - +mean_acc 0.2969 +2023-12-27 09:27:06,001 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.2972, top5_acc: 0.5507, mean_class_accuracy: 0.2969 +2023-12-27 09:30:21,685 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 11:27:03, time: 1.957, data_time: 1.360, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6281, loss_cls: 6.3221, loss: 6.3221 +2023-12-27 09:31:21,611 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 11:25:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6353, loss_cls: 6.3065, loss: 6.3065 +2023-12-27 09:32:21,303 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 11:24:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3802, top5_acc: 0.6358, loss_cls: 6.2982, loss: 6.2982 +2023-12-27 09:33:21,152 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 11:23:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3658, top5_acc: 0.6336, loss_cls: 6.3049, loss: 6.3049 +2023-12-27 09:34:20,962 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 11:22:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3778, top5_acc: 0.6311, loss_cls: 6.3245, loss: 6.3245 +2023-12-27 09:35:21,005 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 11:21:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6167, loss_cls: 6.3755, loss: 6.3755 +2023-12-27 09:36:21,519 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 11:20:34, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6373, loss_cls: 6.3247, loss: 6.3247 +2023-12-27 09:37:21,905 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 11:19:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3723, top5_acc: 0.6302, loss_cls: 6.3352, loss: 6.3352 +2023-12-27 09:38:21,817 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 11:18:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6347, loss_cls: 6.3106, loss: 6.3106 +2023-12-27 09:39:21,534 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 11:17:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3573, top5_acc: 0.6183, loss_cls: 6.3728, loss: 6.3728 +2023-12-27 09:40:21,574 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 11:16:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6308, loss_cls: 6.3090, loss: 6.3090 +2023-12-27 09:41:21,125 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 11:15:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6267, loss_cls: 6.3811, loss: 6.3811 +2023-12-27 09:42:22,061 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 11:14:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3603, top5_acc: 0.6195, loss_cls: 6.3801, loss: 6.3801 +2023-12-27 09:43:24,405 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 11:13:01, time: 0.623, data_time: 0.000, memory: 16177, top1_acc: 0.3541, top5_acc: 0.6244, loss_cls: 6.3904, loss: 6.3904 +2023-12-27 09:44:24,503 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 11:11:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6330, loss_cls: 6.3270, loss: 6.3270 +2023-12-27 09:45:24,223 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 11:10:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3691, top5_acc: 0.6312, loss_cls: 6.3361, loss: 6.3361 +2023-12-27 09:46:24,490 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 11:09:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6278, loss_cls: 6.3306, loss: 6.3306 +2023-12-27 09:47:23,989 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 11:08:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6227, loss_cls: 6.3753, loss: 6.3753 +2023-12-27 09:48:23,301 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 11:07:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6267, loss_cls: 6.3597, loss: 6.3597 +2023-12-27 09:49:22,940 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 11:06:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6297, loss_cls: 6.3605, loss: 6.3605 +2023-12-27 09:50:22,957 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 11:05:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6316, loss_cls: 6.2945, loss: 6.2945 +2023-12-27 09:51:22,779 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 11:04:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6275, loss_cls: 6.3426, loss: 6.3426 +2023-12-27 09:52:22,928 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 11:03:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3664, top5_acc: 0.6366, loss_cls: 6.3474, loss: 6.3474 +2023-12-27 09:53:22,756 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 11:02:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6319, loss_cls: 6.3205, loss: 6.3205 +2023-12-27 09:54:22,895 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 11:01:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6238, loss_cls: 6.3488, loss: 6.3488 +2023-12-27 09:55:22,563 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 11:00:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6091, loss_cls: 6.4220, loss: 6.4220 +2023-12-27 09:56:22,219 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 10:58:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6316, loss_cls: 6.3506, loss: 6.3506 +2023-12-27 09:57:21,781 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 10:57:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6242, loss_cls: 6.3940, loss: 6.3940 +2023-12-27 09:58:21,309 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 10:56:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6353, loss_cls: 6.3134, loss: 6.3134 +2023-12-27 09:59:21,203 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 10:55:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6273, loss_cls: 6.3753, loss: 6.3753 +2023-12-27 10:00:21,016 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 10:54:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3723, top5_acc: 0.6331, loss_cls: 6.3215, loss: 6.3215 +2023-12-27 10:01:20,653 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 10:53:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3713, top5_acc: 0.6234, loss_cls: 6.3268, loss: 6.3268 +2023-12-27 10:02:20,206 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 10:52:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6255, loss_cls: 6.3273, loss: 6.3273 +2023-12-27 10:03:20,470 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 10:51:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6302, loss_cls: 6.3524, loss: 6.3524 +2023-12-27 10:04:21,602 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 10:50:19, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6280, loss_cls: 6.3470, loss: 6.3470 +2023-12-27 10:05:22,112 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 10:49:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3787, top5_acc: 0.6336, loss_cls: 6.3232, loss: 6.3232 +2023-12-27 10:06:22,514 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 10:48:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6266, loss_cls: 6.3563, loss: 6.3563 +2023-12-27 10:06:52,678 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-27 10:08:49,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 10:08:50,011 - pyskl - INFO - +top1_acc 0.3056 +top5_acc 0.5664 +2023-12-27 10:08:50,011 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 10:08:50,045 - pyskl - INFO - +mean_acc 0.3054 +2023-12-27 10:08:50,054 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.3056, top5_acc: 0.5664, mean_class_accuracy: 0.3054 +2023-12-27 10:12:14,877 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 10:47:39, time: 2.048, data_time: 1.449, memory: 16177, top1_acc: 0.3663, top5_acc: 0.6453, loss_cls: 6.2818, loss: 6.2818 +2023-12-27 10:13:14,132 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 10:46:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6430, loss_cls: 6.2718, loss: 6.2718 +2023-12-27 10:14:13,533 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 10:45:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6278, loss_cls: 6.3190, loss: 6.3190 +2023-12-27 10:15:13,129 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 10:44:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6316, loss_cls: 6.3148, loss: 6.3148 +2023-12-27 10:16:12,622 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 10:43:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6278, loss_cls: 6.3478, loss: 6.3478 +2023-12-27 10:17:12,340 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 10:42:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6381, loss_cls: 6.2737, loss: 6.2737 +2023-12-27 10:18:12,279 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 10:41:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3666, top5_acc: 0.6308, loss_cls: 6.3299, loss: 6.3299 +2023-12-27 10:19:11,991 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 10:40:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6308, loss_cls: 6.3308, loss: 6.3308 +2023-12-27 10:20:11,631 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 10:38:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3753, top5_acc: 0.6247, loss_cls: 6.3150, loss: 6.3150 +2023-12-27 10:21:11,639 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 10:37:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3698, top5_acc: 0.6252, loss_cls: 6.3596, loss: 6.3596 +2023-12-27 10:22:11,361 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 10:36:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6350, loss_cls: 6.3262, loss: 6.3262 +2023-12-27 10:23:10,957 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 10:35:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6261, loss_cls: 6.3419, loss: 6.3419 +2023-12-27 10:24:11,149 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 10:34:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6345, loss_cls: 6.3228, loss: 6.3228 +2023-12-27 10:25:12,958 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 10:33:36, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6219, loss_cls: 6.3484, loss: 6.3484 +2023-12-27 10:26:13,378 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 10:32:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6369, loss_cls: 6.2928, loss: 6.2928 +2023-12-27 10:27:13,456 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 10:31:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6222, loss_cls: 6.4072, loss: 6.4072 +2023-12-27 10:28:13,820 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 10:30:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6297, loss_cls: 6.3321, loss: 6.3321 +2023-12-27 10:29:13,561 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 10:29:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3769, top5_acc: 0.6419, loss_cls: 6.2783, loss: 6.2783 +2023-12-27 10:30:13,371 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 10:28:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6314, loss_cls: 6.3406, loss: 6.3406 +2023-12-27 10:31:12,930 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 10:27:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6359, loss_cls: 6.2900, loss: 6.2900 +2023-12-27 10:32:12,977 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 10:26:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6233, loss_cls: 6.3644, loss: 6.3644 +2023-12-27 10:33:13,027 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 10:24:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6384, loss_cls: 6.3209, loss: 6.3209 +2023-12-27 10:34:12,894 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 10:23:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6302, loss_cls: 6.3421, loss: 6.3421 +2023-12-27 10:35:12,714 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 10:22:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6362, loss_cls: 6.3189, loss: 6.3189 +2023-12-27 10:36:12,520 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 10:21:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6348, loss_cls: 6.3488, loss: 6.3488 +2023-12-27 10:37:12,867 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 10:20:38, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6200, loss_cls: 6.3650, loss: 6.3650 +2023-12-27 10:38:13,406 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 10:19:34, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6280, loss_cls: 6.3358, loss: 6.3358 +2023-12-27 10:39:13,620 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 10:18:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6319, loss_cls: 6.3319, loss: 6.3319 +2023-12-27 10:40:13,475 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 10:17:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3652, top5_acc: 0.6300, loss_cls: 6.3332, loss: 6.3332 +2023-12-27 10:41:13,704 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 10:16:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3656, top5_acc: 0.6178, loss_cls: 6.3537, loss: 6.3537 +2023-12-27 10:42:14,039 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 10:15:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3684, top5_acc: 0.6358, loss_cls: 6.3213, loss: 6.3213 +2023-12-27 10:43:14,497 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 10:14:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6353, loss_cls: 6.3139, loss: 6.3139 +2023-12-27 10:44:14,971 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 10:13:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6230, loss_cls: 6.3754, loss: 6.3754 +2023-12-27 10:45:15,746 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 10:12:02, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6292, loss_cls: 6.3454, loss: 6.3454 +2023-12-27 10:46:16,258 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 10:10:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6334, loss_cls: 6.3164, loss: 6.3164 +2023-12-27 10:47:16,909 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 10:09:53, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6302, loss_cls: 6.3172, loss: 6.3172 +2023-12-27 10:48:16,621 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 10:08:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6223, loss_cls: 6.3683, loss: 6.3683 +2023-12-27 10:48:46,275 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-27 10:50:42,506 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 10:50:43,290 - pyskl - INFO - +top1_acc 0.3107 +top5_acc 0.5626 +2023-12-27 10:50:43,290 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 10:50:43,323 - pyskl - INFO - +mean_acc 0.3105 +2023-12-27 10:50:43,328 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_95.pth was removed +2023-12-27 10:50:43,563 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2023-12-27 10:50:43,564 - pyskl - INFO - Best top1_acc is 0.3107 at 98 epoch. +2023-12-27 10:50:43,572 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.3107, top5_acc: 0.5626, mean_class_accuracy: 0.3105 +2023-12-27 10:54:10,186 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 10:08:16, time: 2.066, data_time: 1.469, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6441, loss_cls: 6.2739, loss: 6.2739 +2023-12-27 10:55:10,003 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 10:07:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6486, loss_cls: 6.2364, loss: 6.2364 +2023-12-27 10:56:09,537 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 10:06:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3750, top5_acc: 0.6325, loss_cls: 6.3155, loss: 6.3155 +2023-12-27 10:57:09,308 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 10:05:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3850, top5_acc: 0.6466, loss_cls: 6.2407, loss: 6.2407 +2023-12-27 10:58:09,129 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 10:03:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3691, top5_acc: 0.6341, loss_cls: 6.3095, loss: 6.3095 +2023-12-27 10:59:09,247 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 10:02:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6369, loss_cls: 6.3046, loss: 6.3046 +2023-12-27 11:00:09,766 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 10:01:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3823, top5_acc: 0.6411, loss_cls: 6.2552, loss: 6.2552 +2023-12-27 11:01:10,710 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 10:00:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3839, top5_acc: 0.6412, loss_cls: 6.2843, loss: 6.2843 +2023-12-27 11:02:11,127 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 9:59:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6361, loss_cls: 6.3051, loss: 6.3051 +2023-12-27 11:03:11,739 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 9:58:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3664, top5_acc: 0.6323, loss_cls: 6.3178, loss: 6.3178 +2023-12-27 11:04:11,367 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 9:57:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3753, top5_acc: 0.6330, loss_cls: 6.3182, loss: 6.3182 +2023-12-27 11:05:10,782 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 9:56:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3787, top5_acc: 0.6352, loss_cls: 6.3217, loss: 6.3217 +2023-12-27 11:06:11,060 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 9:55:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6284, loss_cls: 6.3275, loss: 6.3275 +2023-12-27 11:07:12,834 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 9:54:16, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.3756, top5_acc: 0.6422, loss_cls: 6.2872, loss: 6.2872 +2023-12-27 11:08:13,479 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 9:53:12, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6236, loss_cls: 6.3563, loss: 6.3563 +2023-12-27 11:09:13,414 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 9:52:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6342, loss_cls: 6.2648, loss: 6.2648 +2023-12-27 11:10:13,646 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 9:51:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6289, loss_cls: 6.3432, loss: 6.3432 +2023-12-27 11:11:13,534 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 9:49:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6156, loss_cls: 6.3727, loss: 6.3727 +2023-12-27 11:12:13,290 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 9:48:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3697, top5_acc: 0.6300, loss_cls: 6.3245, loss: 6.3245 +2023-12-27 11:13:12,966 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 9:47:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3750, top5_acc: 0.6417, loss_cls: 6.2995, loss: 6.2995 +2023-12-27 11:14:12,383 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 9:46:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3769, top5_acc: 0.6381, loss_cls: 6.3034, loss: 6.3034 +2023-12-27 11:15:11,965 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 9:45:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6352, loss_cls: 6.3128, loss: 6.3128 +2023-12-27 11:16:11,483 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 9:44:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6433, loss_cls: 6.2927, loss: 6.2927 +2023-12-27 11:17:11,318 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 9:43:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6222, loss_cls: 6.3818, loss: 6.3818 +2023-12-27 11:18:10,996 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 9:42:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3839, top5_acc: 0.6423, loss_cls: 6.2988, loss: 6.2988 +2023-12-27 11:19:10,604 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 9:41:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3713, top5_acc: 0.6323, loss_cls: 6.3080, loss: 6.3080 +2023-12-27 11:20:10,192 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 9:40:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6192, loss_cls: 6.3752, loss: 6.3752 +2023-12-27 11:21:10,083 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 9:39:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6409, loss_cls: 6.2711, loss: 6.2711 +2023-12-27 11:22:10,120 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 9:38:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6242, loss_cls: 6.3412, loss: 6.3412 +2023-12-27 11:23:10,107 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 9:36:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6333, loss_cls: 6.3159, loss: 6.3159 +2023-12-27 11:24:10,237 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 9:35:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6398, loss_cls: 6.2943, loss: 6.2943 +2023-12-27 11:25:10,256 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 9:34:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6292, loss_cls: 6.3237, loss: 6.3237 +2023-12-27 11:26:09,683 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 9:33:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3661, top5_acc: 0.6297, loss_cls: 6.3625, loss: 6.3625 +2023-12-27 11:27:09,780 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 9:32:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6228, loss_cls: 6.3562, loss: 6.3562 +2023-12-27 11:28:10,567 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 9:31:36, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6292, loss_cls: 6.3162, loss: 6.3162 +2023-12-27 11:29:11,078 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 9:30:31, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6359, loss_cls: 6.3240, loss: 6.3240 +2023-12-27 11:30:10,750 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 9:29:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6366, loss_cls: 6.3023, loss: 6.3023 +2023-12-27 11:30:40,762 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-27 11:32:37,897 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 11:32:38,799 - pyskl - INFO - +top1_acc 0.3185 +top5_acc 0.5768 +2023-12-27 11:32:38,799 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 11:32:38,845 - pyskl - INFO - +mean_acc 0.3182 +2023-12-27 11:32:38,851 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_98.pth was removed +2023-12-27 11:32:39,162 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2023-12-27 11:32:39,163 - pyskl - INFO - Best top1_acc is 0.3185 at 99 epoch. +2023-12-27 11:32:39,174 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.3185, top5_acc: 0.5768, mean_class_accuracy: 0.3182 +2023-12-27 11:36:00,642 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 9:28:51, time: 2.015, data_time: 1.420, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6470, loss_cls: 6.2431, loss: 6.2431 +2023-12-27 11:37:00,211 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 9:27:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3897, top5_acc: 0.6548, loss_cls: 6.1950, loss: 6.1950 +2023-12-27 11:37:59,595 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 9:26:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6333, loss_cls: 6.2980, loss: 6.2980 +2023-12-27 11:38:59,158 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 9:25:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3811, top5_acc: 0.6373, loss_cls: 6.2775, loss: 6.2775 +2023-12-27 11:39:58,738 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 9:24:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3802, top5_acc: 0.6334, loss_cls: 6.2948, loss: 6.2948 +2023-12-27 11:40:58,563 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 9:23:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6388, loss_cls: 6.2701, loss: 6.2701 +2023-12-27 11:41:58,313 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 9:22:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3887, top5_acc: 0.6498, loss_cls: 6.2270, loss: 6.2270 +2023-12-27 11:42:58,106 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 9:21:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6352, loss_cls: 6.3369, loss: 6.3369 +2023-12-27 11:43:58,024 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 9:20:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6345, loss_cls: 6.2997, loss: 6.2997 +2023-12-27 11:44:57,970 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 9:19:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6364, loss_cls: 6.2657, loss: 6.2657 +2023-12-27 11:45:58,830 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 9:18:02, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3748, top5_acc: 0.6309, loss_cls: 6.2979, loss: 6.2979 +2023-12-27 11:46:58,594 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 9:16:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6362, loss_cls: 6.3234, loss: 6.3234 +2023-12-27 11:47:59,018 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 9:15:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3798, top5_acc: 0.6394, loss_cls: 6.2754, loss: 6.2754 +2023-12-27 11:49:00,313 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 9:14:49, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3836, top5_acc: 0.6488, loss_cls: 6.2547, loss: 6.2547 +2023-12-27 11:50:00,222 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 9:13:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6470, loss_cls: 6.2837, loss: 6.2837 +2023-12-27 11:51:00,326 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 9:12:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6364, loss_cls: 6.3172, loss: 6.3172 +2023-12-27 11:52:00,060 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 9:11:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6373, loss_cls: 6.3211, loss: 6.3211 +2023-12-27 11:52:59,676 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 9:10:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3664, top5_acc: 0.6325, loss_cls: 6.3236, loss: 6.3236 +2023-12-27 11:53:59,098 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 9:09:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6412, loss_cls: 6.2923, loss: 6.2923 +2023-12-27 11:54:58,507 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 9:08:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3819, top5_acc: 0.6377, loss_cls: 6.2643, loss: 6.2643 +2023-12-27 11:55:58,436 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 9:07:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6261, loss_cls: 6.3394, loss: 6.3394 +2023-12-27 11:56:58,092 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 9:06:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6255, loss_cls: 6.3347, loss: 6.3347 +2023-12-27 11:57:57,577 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 9:05:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6475, loss_cls: 6.2391, loss: 6.2391 +2023-12-27 11:58:57,794 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 9:04:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6317, loss_cls: 6.3416, loss: 6.3416 +2023-12-27 11:59:57,294 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 9:02:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6378, loss_cls: 6.2920, loss: 6.2920 +2023-12-27 12:00:57,146 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 9:01:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6305, loss_cls: 6.3294, loss: 6.3294 +2023-12-27 12:01:56,637 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 9:00:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6452, loss_cls: 6.2657, loss: 6.2657 +2023-12-27 12:02:56,666 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 8:59:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6280, loss_cls: 6.3345, loss: 6.3345 +2023-12-27 12:03:56,247 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 8:58:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3767, top5_acc: 0.6331, loss_cls: 6.3036, loss: 6.3036 +2023-12-27 12:04:56,663 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 8:57:32, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6281, loss_cls: 6.3339, loss: 6.3339 +2023-12-27 12:05:56,143 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 8:56:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3756, top5_acc: 0.6352, loss_cls: 6.3054, loss: 6.3054 +2023-12-27 12:06:55,688 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 8:55:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3748, top5_acc: 0.6302, loss_cls: 6.3125, loss: 6.3125 +2023-12-27 12:07:55,477 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 8:54:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6280, loss_cls: 6.3347, loss: 6.3347 +2023-12-27 12:08:55,918 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 8:53:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3831, top5_acc: 0.6358, loss_cls: 6.3044, loss: 6.3044 +2023-12-27 12:09:56,751 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 8:52:09, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3658, top5_acc: 0.6295, loss_cls: 6.3412, loss: 6.3412 +2023-12-27 12:10:57,172 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 8:51:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6347, loss_cls: 6.2947, loss: 6.2947 +2023-12-27 12:11:56,975 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 8:50:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6383, loss_cls: 6.3166, loss: 6.3166 +2023-12-27 12:12:27,133 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-27 12:14:24,464 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 12:14:25,546 - pyskl - INFO - +top1_acc 0.3036 +top5_acc 0.5588 +2023-12-27 12:14:25,546 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 12:14:25,585 - pyskl - INFO - +mean_acc 0.3033 +2023-12-27 12:14:25,595 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.3036, top5_acc: 0.5588, mean_class_accuracy: 0.3033 +2023-12-27 12:17:54,575 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 8:49:26, time: 2.090, data_time: 1.493, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6620, loss_cls: 6.1897, loss: 6.1897 +2023-12-27 12:18:54,340 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 8:48:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6512, loss_cls: 6.2422, loss: 6.2422 +2023-12-27 12:19:53,744 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 8:47:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6434, loss_cls: 6.2587, loss: 6.2587 +2023-12-27 12:20:53,243 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 8:46:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6541, loss_cls: 6.2293, loss: 6.2293 +2023-12-27 12:21:52,947 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 8:45:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6436, loss_cls: 6.2596, loss: 6.2596 +2023-12-27 12:22:52,413 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 8:44:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6397, loss_cls: 6.2783, loss: 6.2783 +2023-12-27 12:23:51,901 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 8:42:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3786, top5_acc: 0.6483, loss_cls: 6.2380, loss: 6.2380 +2023-12-27 12:24:51,464 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 8:41:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6480, loss_cls: 6.2246, loss: 6.2246 +2023-12-27 12:25:51,176 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 8:40:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3762, top5_acc: 0.6367, loss_cls: 6.2721, loss: 6.2721 +2023-12-27 12:26:51,678 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 8:39:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3847, top5_acc: 0.6427, loss_cls: 6.2426, loss: 6.2426 +2023-12-27 12:27:51,704 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 8:38:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3777, top5_acc: 0.6416, loss_cls: 6.2748, loss: 6.2748 +2023-12-27 12:28:51,471 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 8:37:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6352, loss_cls: 6.3035, loss: 6.3035 +2023-12-27 12:29:51,835 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 8:36:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3748, top5_acc: 0.6344, loss_cls: 6.2742, loss: 6.2742 +2023-12-27 12:30:52,815 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 8:35:25, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6392, loss_cls: 6.2780, loss: 6.2780 +2023-12-27 12:31:52,801 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 8:34:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3859, top5_acc: 0.6502, loss_cls: 6.2449, loss: 6.2449 +2023-12-27 12:32:53,104 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 8:33:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3798, top5_acc: 0.6372, loss_cls: 6.2736, loss: 6.2736 +2023-12-27 12:33:52,940 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 8:32:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3848, top5_acc: 0.6452, loss_cls: 6.2736, loss: 6.2736 +2023-12-27 12:34:52,625 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 8:31:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3808, top5_acc: 0.6378, loss_cls: 6.2911, loss: 6.2911 +2023-12-27 12:35:52,230 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 8:30:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3750, top5_acc: 0.6348, loss_cls: 6.3030, loss: 6.3030 +2023-12-27 12:36:52,005 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 8:28:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6392, loss_cls: 6.2692, loss: 6.2692 +2023-12-27 12:37:51,846 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 8:27:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3728, top5_acc: 0.6366, loss_cls: 6.3236, loss: 6.3236 +2023-12-27 12:38:51,428 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 8:26:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6372, loss_cls: 6.3169, loss: 6.3169 +2023-12-27 12:39:51,348 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 8:25:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6338, loss_cls: 6.3067, loss: 6.3067 +2023-12-27 12:40:50,821 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 8:24:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6378, loss_cls: 6.2787, loss: 6.2787 +2023-12-27 12:41:50,512 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 8:23:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6425, loss_cls: 6.2909, loss: 6.2909 +2023-12-27 12:42:50,197 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 8:22:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6386, loss_cls: 6.2732, loss: 6.2732 +2023-12-27 12:43:49,798 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 8:21:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6316, loss_cls: 6.3022, loss: 6.3022 +2023-12-27 12:44:49,380 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 8:20:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6411, loss_cls: 6.2921, loss: 6.2921 +2023-12-27 12:45:49,187 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 8:19:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6403, loss_cls: 6.2893, loss: 6.2893 +2023-12-27 12:46:48,846 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 8:18:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6336, loss_cls: 6.2987, loss: 6.2987 +2023-12-27 12:47:48,399 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 8:17:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3866, top5_acc: 0.6459, loss_cls: 6.2250, loss: 6.2250 +2023-12-27 12:48:48,675 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 8:15:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3727, top5_acc: 0.6325, loss_cls: 6.3251, loss: 6.3251 +2023-12-27 12:49:49,730 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 8:14:55, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6402, loss_cls: 6.2913, loss: 6.2913 +2023-12-27 12:50:50,609 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 8:13:51, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3762, top5_acc: 0.6298, loss_cls: 6.3138, loss: 6.3138 +2023-12-27 12:51:51,589 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 8:12:47, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6472, loss_cls: 6.2929, loss: 6.2929 +2023-12-27 12:52:51,641 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 8:11:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3688, top5_acc: 0.6330, loss_cls: 6.3148, loss: 6.3148 +2023-12-27 12:53:51,243 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 8:10:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6223, loss_cls: 6.3389, loss: 6.3389 +2023-12-27 12:54:21,137 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-27 12:56:20,955 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 12:56:22,003 - pyskl - INFO - +top1_acc 0.3246 +top5_acc 0.5833 +2023-12-27 12:56:22,004 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 12:56:22,043 - pyskl - INFO - +mean_acc 0.3245 +2023-12-27 12:56:22,048 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_99.pth was removed +2023-12-27 12:56:22,369 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2023-12-27 12:56:22,370 - pyskl - INFO - Best top1_acc is 0.3246 at 101 epoch. +2023-12-27 12:56:22,379 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.3246, top5_acc: 0.5833, mean_class_accuracy: 0.3245 +2023-12-27 12:59:51,609 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 8:10:02, time: 2.092, data_time: 1.494, memory: 16177, top1_acc: 0.3977, top5_acc: 0.6541, loss_cls: 6.1804, loss: 6.1804 +2023-12-27 13:00:51,405 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 8:08:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3839, top5_acc: 0.6517, loss_cls: 6.2256, loss: 6.2256 +2023-12-27 13:01:51,186 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 8:07:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6598, loss_cls: 6.1865, loss: 6.1865 +2023-12-27 13:02:51,087 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 8:06:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6458, loss_cls: 6.2093, loss: 6.2093 +2023-12-27 13:03:50,654 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 8:05:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6397, loss_cls: 6.2698, loss: 6.2698 +2023-12-27 13:04:50,167 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 8:04:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3908, top5_acc: 0.6433, loss_cls: 6.2600, loss: 6.2600 +2023-12-27 13:05:50,034 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 8:03:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6523, loss_cls: 6.2409, loss: 6.2409 +2023-12-27 13:06:49,766 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 8:02:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6364, loss_cls: 6.2700, loss: 6.2700 +2023-12-27 13:07:49,347 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 8:01:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6391, loss_cls: 6.2744, loss: 6.2744 +2023-12-27 13:08:49,051 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 8:00:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3811, top5_acc: 0.6417, loss_cls: 6.2582, loss: 6.2582 +2023-12-27 13:09:48,482 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 7:59:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3831, top5_acc: 0.6408, loss_cls: 6.2524, loss: 6.2524 +2023-12-27 13:10:48,155 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 7:58:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6495, loss_cls: 6.2341, loss: 6.2341 +2023-12-27 13:11:48,786 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 7:57:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6430, loss_cls: 6.2614, loss: 6.2614 +2023-12-27 13:12:49,766 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 7:56:01, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6444, loss_cls: 6.2603, loss: 6.2603 +2023-12-27 13:13:50,023 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 7:54:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3898, top5_acc: 0.6444, loss_cls: 6.2559, loss: 6.2559 +2023-12-27 13:14:49,771 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 7:53:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6266, loss_cls: 6.3192, loss: 6.3192 +2023-12-27 13:15:50,353 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 7:52:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3908, top5_acc: 0.6489, loss_cls: 6.2439, loss: 6.2439 +2023-12-27 13:16:50,196 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 7:51:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6331, loss_cls: 6.3066, loss: 6.3066 +2023-12-27 13:17:49,922 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 7:50:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6461, loss_cls: 6.2768, loss: 6.2768 +2023-12-27 13:18:49,307 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 7:49:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6452, loss_cls: 6.2723, loss: 6.2723 +2023-12-27 13:19:49,087 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 7:48:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3773, top5_acc: 0.6430, loss_cls: 6.2820, loss: 6.2820 +2023-12-27 13:20:48,892 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 7:47:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6336, loss_cls: 6.2909, loss: 6.2909 +2023-12-27 13:21:48,653 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 7:46:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6420, loss_cls: 6.2794, loss: 6.2794 +2023-12-27 13:22:48,444 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 7:45:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6477, loss_cls: 6.2327, loss: 6.2327 +2023-12-27 13:23:48,076 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 7:44:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3827, top5_acc: 0.6445, loss_cls: 6.2793, loss: 6.2793 +2023-12-27 13:24:47,646 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 7:43:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6478, loss_cls: 6.2739, loss: 6.2739 +2023-12-27 13:25:47,398 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 7:42:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6420, loss_cls: 6.3139, loss: 6.3139 +2023-12-27 13:26:47,216 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 7:40:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6412, loss_cls: 6.2619, loss: 6.2619 +2023-12-27 13:27:47,459 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 7:39:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6425, loss_cls: 6.2429, loss: 6.2429 +2023-12-27 13:28:47,142 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 7:38:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3870, top5_acc: 0.6434, loss_cls: 6.2397, loss: 6.2397 +2023-12-27 13:29:46,740 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 7:37:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6417, loss_cls: 6.2680, loss: 6.2680 +2023-12-27 13:30:46,626 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 7:36:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3769, top5_acc: 0.6367, loss_cls: 6.2793, loss: 6.2793 +2023-12-27 13:31:46,286 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 7:35:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6408, loss_cls: 6.2872, loss: 6.2872 +2023-12-27 13:32:46,677 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 7:34:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6372, loss_cls: 6.2910, loss: 6.2910 +2023-12-27 13:33:48,024 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 7:33:24, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6361, loss_cls: 6.3073, loss: 6.3073 +2023-12-27 13:34:48,293 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 7:32:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6433, loss_cls: 6.2504, loss: 6.2504 +2023-12-27 13:35:48,515 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 7:31:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6352, loss_cls: 6.3145, loss: 6.3145 +2023-12-27 13:36:18,060 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-27 13:38:14,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 13:38:15,730 - pyskl - INFO - +top1_acc 0.3140 +top5_acc 0.5650 +2023-12-27 13:38:15,730 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 13:38:15,769 - pyskl - INFO - +mean_acc 0.3138 +2023-12-27 13:38:15,779 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.3140, top5_acc: 0.5650, mean_class_accuracy: 0.3138 +2023-12-27 13:41:38,615 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 7:30:35, time: 2.028, data_time: 1.431, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6497, loss_cls: 6.2052, loss: 6.2052 +2023-12-27 13:42:38,266 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 7:29:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6453, loss_cls: 6.2336, loss: 6.2336 +2023-12-27 13:43:37,813 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 7:28:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6597, loss_cls: 6.2123, loss: 6.2123 +2023-12-27 13:44:37,585 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 7:27:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6509, loss_cls: 6.1997, loss: 6.1997 +2023-12-27 13:45:37,756 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 7:26:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3931, top5_acc: 0.6636, loss_cls: 6.1675, loss: 6.1675 +2023-12-27 13:46:37,587 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 7:25:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6367, loss_cls: 6.2693, loss: 6.2693 +2023-12-27 13:47:37,317 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 7:24:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6359, loss_cls: 6.3238, loss: 6.3238 +2023-12-27 13:48:37,516 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 7:23:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3859, top5_acc: 0.6512, loss_cls: 6.2299, loss: 6.2299 +2023-12-27 13:49:37,401 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 7:21:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6503, loss_cls: 6.2173, loss: 6.2173 +2023-12-27 13:50:36,957 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 7:20:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3977, top5_acc: 0.6566, loss_cls: 6.1938, loss: 6.1938 +2023-12-27 13:51:36,910 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 7:19:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3967, top5_acc: 0.6591, loss_cls: 6.1889, loss: 6.1889 +2023-12-27 13:52:36,865 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 7:18:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3981, top5_acc: 0.6562, loss_cls: 6.1773, loss: 6.1773 +2023-12-27 13:53:37,454 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 7:17:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6305, loss_cls: 6.2932, loss: 6.2932 +2023-12-27 13:54:38,346 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 7:16:36, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3948, top5_acc: 0.6505, loss_cls: 6.2219, loss: 6.2219 +2023-12-27 13:55:38,810 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 7:15:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6502, loss_cls: 6.2102, loss: 6.2102 +2023-12-27 13:56:38,834 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 7:14:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6480, loss_cls: 6.2283, loss: 6.2283 +2023-12-27 13:57:38,659 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 7:13:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6373, loss_cls: 6.2880, loss: 6.2880 +2023-12-27 13:58:38,830 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 7:12:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3802, top5_acc: 0.6534, loss_cls: 6.2474, loss: 6.2474 +2023-12-27 13:59:38,776 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 7:11:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6442, loss_cls: 6.2448, loss: 6.2448 +2023-12-27 14:00:38,455 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 7:10:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6431, loss_cls: 6.2671, loss: 6.2671 +2023-12-27 14:01:38,126 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 7:09:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6395, loss_cls: 6.2664, loss: 6.2664 +2023-12-27 14:02:37,941 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 7:07:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6369, loss_cls: 6.2814, loss: 6.2814 +2023-12-27 14:03:37,575 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 7:06:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3916, top5_acc: 0.6453, loss_cls: 6.2412, loss: 6.2412 +2023-12-27 14:04:37,135 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 7:05:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3847, top5_acc: 0.6492, loss_cls: 6.2646, loss: 6.2646 +2023-12-27 14:05:36,658 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 7:04:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6328, loss_cls: 6.3145, loss: 6.3145 +2023-12-27 14:06:36,271 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 7:03:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6542, loss_cls: 6.2171, loss: 6.2171 +2023-12-27 14:07:35,935 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 7:02:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6483, loss_cls: 6.2388, loss: 6.2388 +2023-12-27 14:08:35,474 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 7:01:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6381, loss_cls: 6.3065, loss: 6.3065 +2023-12-27 14:09:34,985 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 7:00:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6500, loss_cls: 6.2260, loss: 6.2260 +2023-12-27 14:10:34,507 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 6:59:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3756, top5_acc: 0.6347, loss_cls: 6.3063, loss: 6.3063 +2023-12-27 14:11:34,235 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 6:58:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6530, loss_cls: 6.2450, loss: 6.2450 +2023-12-27 14:12:34,361 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 6:57:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3809, top5_acc: 0.6473, loss_cls: 6.2506, loss: 6.2506 +2023-12-27 14:13:34,472 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 6:56:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3875, top5_acc: 0.6503, loss_cls: 6.2364, loss: 6.2364 +2023-12-27 14:14:35,055 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 6:55:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6414, loss_cls: 6.2666, loss: 6.2666 +2023-12-27 14:15:35,635 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 6:53:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6431, loss_cls: 6.2579, loss: 6.2579 +2023-12-27 14:16:36,278 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 6:52:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6553, loss_cls: 6.2460, loss: 6.2460 +2023-12-27 14:17:36,361 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 6:51:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6291, loss_cls: 6.3066, loss: 6.3066 +2023-12-27 14:18:06,196 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-27 14:20:04,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 14:20:04,960 - pyskl - INFO - +top1_acc 0.3240 +top5_acc 0.5805 +2023-12-27 14:20:04,960 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 14:20:04,994 - pyskl - INFO - +mean_acc 0.3239 +2023-12-27 14:20:05,004 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.3240, top5_acc: 0.5805, mean_class_accuracy: 0.3239 +2023-12-27 14:23:29,090 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 6:51:10, time: 2.041, data_time: 1.445, memory: 16177, top1_acc: 0.3936, top5_acc: 0.6597, loss_cls: 6.1883, loss: 6.1883 +2023-12-27 14:24:28,662 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 6:50:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6523, loss_cls: 6.2266, loss: 6.2266 +2023-12-27 14:25:28,265 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 6:49:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3958, top5_acc: 0.6587, loss_cls: 6.1727, loss: 6.1727 +2023-12-27 14:26:27,901 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 6:47:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6539, loss_cls: 6.1988, loss: 6.1988 +2023-12-27 14:27:27,566 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 6:46:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4081, top5_acc: 0.6636, loss_cls: 6.1328, loss: 6.1328 +2023-12-27 14:28:27,387 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 6:45:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3897, top5_acc: 0.6494, loss_cls: 6.2278, loss: 6.2278 +2023-12-27 14:29:27,504 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 6:44:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6650, loss_cls: 6.1768, loss: 6.1768 +2023-12-27 14:30:27,197 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 6:43:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6569, loss_cls: 6.1852, loss: 6.1852 +2023-12-27 14:31:26,947 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 6:42:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3845, top5_acc: 0.6528, loss_cls: 6.2334, loss: 6.2334 +2023-12-27 14:32:26,437 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 6:41:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6566, loss_cls: 6.2039, loss: 6.2039 +2023-12-27 14:33:26,062 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 6:40:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6502, loss_cls: 6.2559, loss: 6.2559 +2023-12-27 14:34:26,054 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 6:39:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6455, loss_cls: 6.2608, loss: 6.2608 +2023-12-27 14:35:26,221 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 6:38:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6403, loss_cls: 6.2599, loss: 6.2599 +2023-12-27 14:36:27,830 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 6:37:10, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6541, loss_cls: 6.2001, loss: 6.2001 +2023-12-27 14:37:28,765 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 6:36:06, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3916, top5_acc: 0.6523, loss_cls: 6.2105, loss: 6.2105 +2023-12-27 14:38:28,535 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 6:35:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6466, loss_cls: 6.2361, loss: 6.2361 +2023-12-27 14:39:28,757 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 6:33:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6578, loss_cls: 6.2082, loss: 6.2082 +2023-12-27 14:40:28,732 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 6:32:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6441, loss_cls: 6.2397, loss: 6.2397 +2023-12-27 14:41:28,444 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 6:31:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6420, loss_cls: 6.2568, loss: 6.2568 +2023-12-27 14:42:28,073 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 6:30:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3931, top5_acc: 0.6488, loss_cls: 6.2112, loss: 6.2112 +2023-12-27 14:43:27,740 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 6:29:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6519, loss_cls: 6.2352, loss: 6.2352 +2023-12-27 14:44:27,192 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 6:28:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3977, top5_acc: 0.6584, loss_cls: 6.2022, loss: 6.2022 +2023-12-27 14:45:26,943 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 6:27:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6420, loss_cls: 6.2549, loss: 6.2549 +2023-12-27 14:46:26,412 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 6:26:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3898, top5_acc: 0.6494, loss_cls: 6.2469, loss: 6.2469 +2023-12-27 14:47:26,052 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 6:25:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3980, top5_acc: 0.6616, loss_cls: 6.1919, loss: 6.1919 +2023-12-27 14:48:25,769 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 6:24:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3862, top5_acc: 0.6459, loss_cls: 6.2256, loss: 6.2256 +2023-12-27 14:49:25,453 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 6:23:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3920, top5_acc: 0.6436, loss_cls: 6.2472, loss: 6.2472 +2023-12-27 14:50:25,270 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 6:22:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6398, loss_cls: 6.2832, loss: 6.2832 +2023-12-27 14:51:26,119 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 6:21:02, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6469, loss_cls: 6.2331, loss: 6.2331 +2023-12-27 14:52:25,986 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 6:19:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6577, loss_cls: 6.2424, loss: 6.2424 +2023-12-27 14:53:25,514 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 6:18:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6472, loss_cls: 6.2299, loss: 6.2299 +2023-12-27 14:54:25,224 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 6:17:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4028, top5_acc: 0.6448, loss_cls: 6.2039, loss: 6.2039 +2023-12-27 14:55:25,241 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 6:16:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6517, loss_cls: 6.2216, loss: 6.2216 +2023-12-27 14:56:25,566 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 6:15:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6495, loss_cls: 6.2416, loss: 6.2416 +2023-12-27 14:57:26,214 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 6:14:35, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3823, top5_acc: 0.6327, loss_cls: 6.2872, loss: 6.2872 +2023-12-27 14:58:26,088 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 6:13:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3777, top5_acc: 0.6305, loss_cls: 6.2993, loss: 6.2993 +2023-12-27 14:59:26,054 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 6:12:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3817, top5_acc: 0.6417, loss_cls: 6.2713, loss: 6.2713 +2023-12-27 14:59:56,360 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-27 15:01:51,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:01:52,571 - pyskl - INFO - +top1_acc 0.3289 +top5_acc 0.5851 +2023-12-27 15:01:52,571 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 15:01:52,604 - pyskl - INFO - +mean_acc 0.3287 +2023-12-27 15:01:52,609 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_101.pth was removed +2023-12-27 15:01:52,879 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2023-12-27 15:01:52,879 - pyskl - INFO - Best top1_acc is 0.3289 at 104 epoch. +2023-12-27 15:01:52,889 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.3289, top5_acc: 0.5851, mean_class_accuracy: 0.3287 +2023-12-27 15:05:10,659 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 6:11:41, time: 1.978, data_time: 1.376, memory: 16177, top1_acc: 0.4027, top5_acc: 0.6709, loss_cls: 6.1166, loss: 6.1166 +2023-12-27 15:06:10,350 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 6:10:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6550, loss_cls: 6.1693, loss: 6.1693 +2023-12-27 15:07:10,040 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 6:09:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6636, loss_cls: 6.1738, loss: 6.1738 +2023-12-27 15:08:09,491 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 6:08:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6580, loss_cls: 6.1968, loss: 6.1968 +2023-12-27 15:09:09,222 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 6:07:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6628, loss_cls: 6.1449, loss: 6.1449 +2023-12-27 15:10:08,997 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 6:06:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6459, loss_cls: 6.2304, loss: 6.2304 +2023-12-27 15:11:08,785 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 6:05:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4009, top5_acc: 0.6558, loss_cls: 6.1811, loss: 6.1811 +2023-12-27 15:12:08,455 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 6:04:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3928, top5_acc: 0.6542, loss_cls: 6.2003, loss: 6.2003 +2023-12-27 15:13:08,170 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 6:03:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6619, loss_cls: 6.1915, loss: 6.1915 +2023-12-27 15:14:08,590 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 6:01:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3828, top5_acc: 0.6514, loss_cls: 6.2098, loss: 6.2098 +2023-12-27 15:15:08,664 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 6:00:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3987, top5_acc: 0.6511, loss_cls: 6.1966, loss: 6.1966 +2023-12-27 15:16:08,765 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 5:59:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6575, loss_cls: 6.1892, loss: 6.1892 +2023-12-27 15:17:08,845 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 5:58:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3941, top5_acc: 0.6575, loss_cls: 6.1884, loss: 6.1884 +2023-12-27 15:18:09,686 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 5:57:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6531, loss_cls: 6.2070, loss: 6.2070 +2023-12-27 15:19:10,204 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 5:56:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3909, top5_acc: 0.6530, loss_cls: 6.2231, loss: 6.2231 +2023-12-27 15:20:10,306 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 5:55:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3903, top5_acc: 0.6458, loss_cls: 6.2362, loss: 6.2362 +2023-12-27 15:21:09,866 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 5:54:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6489, loss_cls: 6.2425, loss: 6.2425 +2023-12-27 15:22:10,112 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 5:53:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6498, loss_cls: 6.2239, loss: 6.2239 +2023-12-27 15:23:09,735 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 5:52:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3984, top5_acc: 0.6514, loss_cls: 6.1872, loss: 6.1872 +2023-12-27 15:24:09,519 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 5:51:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3975, top5_acc: 0.6500, loss_cls: 6.1983, loss: 6.1983 +2023-12-27 15:25:09,118 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 5:50:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6464, loss_cls: 6.2541, loss: 6.2541 +2023-12-27 15:26:08,847 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 5:49:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3928, top5_acc: 0.6520, loss_cls: 6.2221, loss: 6.2221 +2023-12-27 15:27:08,353 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 5:48:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3886, top5_acc: 0.6480, loss_cls: 6.2374, loss: 6.2374 +2023-12-27 15:28:07,955 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 5:46:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6553, loss_cls: 6.1962, loss: 6.1962 +2023-12-27 15:29:07,496 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 5:45:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6470, loss_cls: 6.2513, loss: 6.2513 +2023-12-27 15:30:07,289 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 5:44:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6527, loss_cls: 6.2359, loss: 6.2359 +2023-12-27 15:31:07,164 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 5:43:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3850, top5_acc: 0.6492, loss_cls: 6.2174, loss: 6.2174 +2023-12-27 15:32:06,881 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 5:42:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3909, top5_acc: 0.6527, loss_cls: 6.2255, loss: 6.2255 +2023-12-27 15:33:06,723 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 5:41:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6500, loss_cls: 6.2195, loss: 6.2195 +2023-12-27 15:34:06,385 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 5:40:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4023, top5_acc: 0.6633, loss_cls: 6.1654, loss: 6.1654 +2023-12-27 15:35:06,345 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 5:39:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6409, loss_cls: 6.2868, loss: 6.2868 +2023-12-27 15:36:06,249 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 5:38:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3903, top5_acc: 0.6412, loss_cls: 6.2512, loss: 6.2512 +2023-12-27 15:37:06,377 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 5:37:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3866, top5_acc: 0.6572, loss_cls: 6.2151, loss: 6.2151 +2023-12-27 15:38:06,560 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 5:36:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6386, loss_cls: 6.3063, loss: 6.3063 +2023-12-27 15:39:08,180 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 5:35:08, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6636, loss_cls: 6.1745, loss: 6.1745 +2023-12-27 15:40:08,352 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 5:34:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6613, loss_cls: 6.2029, loss: 6.2029 +2023-12-27 15:41:07,990 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 5:32:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3850, top5_acc: 0.6587, loss_cls: 6.2091, loss: 6.2091 +2023-12-27 15:41:37,543 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-27 15:43:32,273 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:43:33,305 - pyskl - INFO - +top1_acc 0.3298 +top5_acc 0.5874 +2023-12-27 15:43:33,305 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 15:43:33,347 - pyskl - INFO - +mean_acc 0.3297 +2023-12-27 15:43:33,357 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_104.pth was removed +2023-12-27 15:43:33,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-27 15:43:33,709 - pyskl - INFO - Best top1_acc is 0.3298 at 105 epoch. +2023-12-27 15:43:33,719 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.3298, top5_acc: 0.5874, mean_class_accuracy: 0.3297 +2023-12-27 15:46:52,254 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 5:32:12, time: 1.985, data_time: 1.388, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6675, loss_cls: 6.1377, loss: 6.1377 +2023-12-27 15:47:52,091 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 5:31:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6616, loss_cls: 6.1798, loss: 6.1798 +2023-12-27 15:48:51,624 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 5:30:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6598, loss_cls: 6.1792, loss: 6.1792 +2023-12-27 15:49:51,440 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 5:28:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3994, top5_acc: 0.6509, loss_cls: 6.1863, loss: 6.1863 +2023-12-27 15:50:51,274 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 5:27:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6581, loss_cls: 6.1446, loss: 6.1446 +2023-12-27 15:51:50,997 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 5:26:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6506, loss_cls: 6.2043, loss: 6.2043 +2023-12-27 15:52:50,581 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 5:25:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6709, loss_cls: 6.1476, loss: 6.1476 +2023-12-27 15:53:50,062 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 5:24:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6538, loss_cls: 6.2157, loss: 6.2157 +2023-12-27 15:54:49,724 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 5:23:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6472, loss_cls: 6.1975, loss: 6.1975 +2023-12-27 15:55:49,495 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 5:22:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6675, loss_cls: 6.1723, loss: 6.1723 +2023-12-27 15:56:49,381 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 5:21:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6522, loss_cls: 6.2031, loss: 6.2031 +2023-12-27 15:57:49,942 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 5:20:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6559, loss_cls: 6.1974, loss: 6.1974 +2023-12-27 15:58:49,915 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 5:19:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3992, top5_acc: 0.6539, loss_cls: 6.1827, loss: 6.1827 +2023-12-27 15:59:50,231 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 5:18:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4025, top5_acc: 0.6655, loss_cls: 6.1602, loss: 6.1602 +2023-12-27 16:00:51,040 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 5:17:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3909, top5_acc: 0.6444, loss_cls: 6.2203, loss: 6.2203 +2023-12-27 16:01:51,023 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 5:16:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4050, top5_acc: 0.6628, loss_cls: 6.1566, loss: 6.1566 +2023-12-27 16:02:50,945 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 5:15:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6556, loss_cls: 6.2043, loss: 6.2043 +2023-12-27 16:03:51,070 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 5:13:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3895, top5_acc: 0.6544, loss_cls: 6.2318, loss: 6.2318 +2023-12-27 16:04:51,118 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 5:12:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6552, loss_cls: 6.1928, loss: 6.1928 +2023-12-27 16:05:50,959 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 5:11:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6561, loss_cls: 6.1948, loss: 6.1948 +2023-12-27 16:06:50,527 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 5:10:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3947, top5_acc: 0.6492, loss_cls: 6.2260, loss: 6.2260 +2023-12-27 16:07:50,193 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 5:09:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6491, loss_cls: 6.2446, loss: 6.2446 +2023-12-27 16:08:49,729 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 5:08:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6570, loss_cls: 6.1935, loss: 6.1935 +2023-12-27 16:09:49,769 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 5:07:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3964, top5_acc: 0.6514, loss_cls: 6.2006, loss: 6.2006 +2023-12-27 16:10:50,349 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 5:06:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3967, top5_acc: 0.6595, loss_cls: 6.1865, loss: 6.1865 +2023-12-27 16:11:50,697 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 5:05:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6608, loss_cls: 6.1768, loss: 6.1768 +2023-12-27 16:12:50,522 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 5:04:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6584, loss_cls: 6.1959, loss: 6.1959 +2023-12-27 16:13:50,420 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 5:03:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6583, loss_cls: 6.1742, loss: 6.1742 +2023-12-27 16:14:50,033 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 5:02:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6577, loss_cls: 6.1712, loss: 6.1712 +2023-12-27 16:15:49,729 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 5:01:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6650, loss_cls: 6.1685, loss: 6.1685 +2023-12-27 16:16:49,442 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 4:59:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3922, top5_acc: 0.6527, loss_cls: 6.2007, loss: 6.2007 +2023-12-27 16:17:49,422 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 4:58:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6558, loss_cls: 6.1954, loss: 6.1954 +2023-12-27 16:18:48,864 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 4:57:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6548, loss_cls: 6.2222, loss: 6.2222 +2023-12-27 16:19:49,403 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 4:56:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6631, loss_cls: 6.1924, loss: 6.1924 +2023-12-27 16:20:50,190 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 4:55:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3809, top5_acc: 0.6522, loss_cls: 6.2306, loss: 6.2306 +2023-12-27 16:21:50,417 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 4:54:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6516, loss_cls: 6.2151, loss: 6.2151 +2023-12-27 16:22:50,340 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 4:53:33, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6436, loss_cls: 6.2279, loss: 6.2279 +2023-12-27 16:23:20,569 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-27 16:25:20,304 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:25:21,227 - pyskl - INFO - +top1_acc 0.3299 +top5_acc 0.5921 +2023-12-27 16:25:21,228 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 16:25:21,267 - pyskl - INFO - +mean_acc 0.3296 +2023-12-27 16:25:21,273 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_105.pth was removed +2023-12-27 16:25:21,664 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-27 16:25:21,665 - pyskl - INFO - Best top1_acc is 0.3299 at 106 epoch. +2023-12-27 16:25:21,676 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.3299, top5_acc: 0.5921, mean_class_accuracy: 0.3296 +2023-12-27 16:28:50,867 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 4:52:49, time: 2.092, data_time: 1.495, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6720, loss_cls: 6.1354, loss: 6.1354 +2023-12-27 16:29:50,753 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 4:51:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4048, top5_acc: 0.6569, loss_cls: 6.1420, loss: 6.1420 +2023-12-27 16:30:50,458 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 4:50:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4103, top5_acc: 0.6713, loss_cls: 6.1282, loss: 6.1282 +2023-12-27 16:31:50,145 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 4:49:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6642, loss_cls: 6.1522, loss: 6.1522 +2023-12-27 16:32:49,715 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 4:48:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6641, loss_cls: 6.1369, loss: 6.1369 +2023-12-27 16:33:49,406 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 4:47:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6605, loss_cls: 6.1524, loss: 6.1524 +2023-12-27 16:34:49,230 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 4:46:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6634, loss_cls: 6.1569, loss: 6.1569 +2023-12-27 16:35:48,994 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 4:45:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6592, loss_cls: 6.1709, loss: 6.1709 +2023-12-27 16:36:48,623 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 4:44:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6533, loss_cls: 6.1850, loss: 6.1850 +2023-12-27 16:37:49,349 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 4:43:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3898, top5_acc: 0.6436, loss_cls: 6.2350, loss: 6.2350 +2023-12-27 16:38:48,859 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 4:42:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6538, loss_cls: 6.2102, loss: 6.2102 +2023-12-27 16:39:48,682 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 4:41:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6611, loss_cls: 6.1960, loss: 6.1960 +2023-12-27 16:40:49,157 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 4:39:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4094, top5_acc: 0.6680, loss_cls: 6.1282, loss: 6.1282 +2023-12-27 16:41:49,596 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 4:38:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6527, loss_cls: 6.2074, loss: 6.2074 +2023-12-27 16:42:50,116 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 4:37:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4086, top5_acc: 0.6672, loss_cls: 6.1468, loss: 6.1468 +2023-12-27 16:43:50,561 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 4:36:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3937, top5_acc: 0.6566, loss_cls: 6.1891, loss: 6.1891 +2023-12-27 16:44:50,488 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 4:35:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4120, top5_acc: 0.6731, loss_cls: 6.0990, loss: 6.0990 +2023-12-27 16:45:50,548 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 4:34:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4119, top5_acc: 0.6653, loss_cls: 6.1371, loss: 6.1371 +2023-12-27 16:46:50,934 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 4:33:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6559, loss_cls: 6.1799, loss: 6.1799 +2023-12-27 16:47:50,342 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 4:32:26, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6494, loss_cls: 6.2224, loss: 6.2224 +2023-12-27 16:48:50,254 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 4:31:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6589, loss_cls: 6.1750, loss: 6.1750 +2023-12-27 16:49:50,141 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 4:30:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3975, top5_acc: 0.6611, loss_cls: 6.1728, loss: 6.1728 +2023-12-27 16:50:50,409 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 4:29:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6628, loss_cls: 6.1428, loss: 6.1428 +2023-12-27 16:51:51,380 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 4:28:09, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3922, top5_acc: 0.6550, loss_cls: 6.2037, loss: 6.2037 +2023-12-27 16:52:51,986 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 4:27:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6603, loss_cls: 6.1447, loss: 6.1447 +2023-12-27 16:53:52,243 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 4:26:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3919, top5_acc: 0.6534, loss_cls: 6.1801, loss: 6.1801 +2023-12-27 16:54:51,868 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 4:24:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6589, loss_cls: 6.1889, loss: 6.1889 +2023-12-27 16:55:51,338 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 4:23:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6494, loss_cls: 6.1932, loss: 6.1932 +2023-12-27 16:56:51,083 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 4:22:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6519, loss_cls: 6.2220, loss: 6.2220 +2023-12-27 16:57:50,722 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 4:21:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6538, loss_cls: 6.1930, loss: 6.1930 +2023-12-27 16:58:50,759 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 4:20:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3930, top5_acc: 0.6531, loss_cls: 6.1968, loss: 6.1968 +2023-12-27 16:59:50,675 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 4:19:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3998, top5_acc: 0.6605, loss_cls: 6.1783, loss: 6.1783 +2023-12-27 17:00:50,459 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 4:18:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6547, loss_cls: 6.1966, loss: 6.1966 +2023-12-27 17:01:51,146 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 4:17:25, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6514, loss_cls: 6.2092, loss: 6.2092 +2023-12-27 17:02:52,623 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 4:16:21, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3875, top5_acc: 0.6442, loss_cls: 6.2355, loss: 6.2355 +2023-12-27 17:03:52,864 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 4:15:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6552, loss_cls: 6.1856, loss: 6.1856 +2023-12-27 17:04:53,018 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 4:14:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4058, top5_acc: 0.6642, loss_cls: 6.1498, loss: 6.1498 +2023-12-27 17:05:22,879 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-27 17:07:20,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:07:21,782 - pyskl - INFO - +top1_acc 0.3456 +top5_acc 0.5964 +2023-12-27 17:07:21,782 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 17:07:21,823 - pyskl - INFO - +mean_acc 0.3453 +2023-12-27 17:07:21,829 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_106.pth was removed +2023-12-27 17:07:22,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2023-12-27 17:07:22,089 - pyskl - INFO - Best top1_acc is 0.3456 at 107 epoch. +2023-12-27 17:07:22,109 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.3456, top5_acc: 0.5964, mean_class_accuracy: 0.3453 +2023-12-27 17:10:43,256 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 4:13:24, time: 2.011, data_time: 1.412, memory: 16177, top1_acc: 0.4083, top5_acc: 0.6673, loss_cls: 6.1303, loss: 6.1303 +2023-12-27 17:11:42,364 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 4:12:20, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6694, loss_cls: 6.1410, loss: 6.1410 +2023-12-27 17:12:42,019 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 4:11:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6677, loss_cls: 6.1152, loss: 6.1152 +2023-12-27 17:13:41,503 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 4:10:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6656, loss_cls: 6.1418, loss: 6.1418 +2023-12-27 17:14:41,354 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 4:09:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4047, top5_acc: 0.6708, loss_cls: 6.1019, loss: 6.1019 +2023-12-27 17:15:40,932 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 4:08:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6623, loss_cls: 6.1496, loss: 6.1496 +2023-12-27 17:16:41,072 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 4:06:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4080, top5_acc: 0.6677, loss_cls: 6.1268, loss: 6.1268 +2023-12-27 17:17:40,691 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 4:05:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4069, top5_acc: 0.6675, loss_cls: 6.1208, loss: 6.1208 +2023-12-27 17:18:40,248 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 4:04:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4128, top5_acc: 0.6714, loss_cls: 6.1130, loss: 6.1130 +2023-12-27 17:19:40,023 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 4:03:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4086, top5_acc: 0.6602, loss_cls: 6.1378, loss: 6.1378 +2023-12-27 17:20:39,608 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 4:02:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6633, loss_cls: 6.1587, loss: 6.1587 +2023-12-27 17:21:38,896 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 4:01:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6673, loss_cls: 6.1582, loss: 6.1582 +2023-12-27 17:22:38,523 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 4:00:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6538, loss_cls: 6.1972, loss: 6.1972 +2023-12-27 17:23:38,912 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 3:59:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3950, top5_acc: 0.6572, loss_cls: 6.1643, loss: 6.1643 +2023-12-27 17:24:39,377 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 3:58:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4053, top5_acc: 0.6687, loss_cls: 6.1436, loss: 6.1436 +2023-12-27 17:25:39,225 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 3:57:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6613, loss_cls: 6.1374, loss: 6.1374 +2023-12-27 17:26:38,829 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 3:56:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4108, top5_acc: 0.6627, loss_cls: 6.1369, loss: 6.1369 +2023-12-27 17:27:38,732 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 3:55:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4008, top5_acc: 0.6550, loss_cls: 6.1993, loss: 6.1993 +2023-12-27 17:28:38,643 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 3:54:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4198, top5_acc: 0.6673, loss_cls: 6.1082, loss: 6.1082 +2023-12-27 17:29:38,525 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 3:53:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4028, top5_acc: 0.6600, loss_cls: 6.1833, loss: 6.1833 +2023-12-27 17:30:38,077 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 3:51:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3916, top5_acc: 0.6586, loss_cls: 6.1904, loss: 6.1904 +2023-12-27 17:31:37,455 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 3:50:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6552, loss_cls: 6.1956, loss: 6.1956 +2023-12-27 17:32:37,077 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 3:49:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6620, loss_cls: 6.1460, loss: 6.1460 +2023-12-27 17:33:36,785 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 3:48:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6745, loss_cls: 6.1320, loss: 6.1320 +2023-12-27 17:34:36,340 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 3:47:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4008, top5_acc: 0.6636, loss_cls: 6.1581, loss: 6.1581 +2023-12-27 17:35:35,828 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 3:46:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4058, top5_acc: 0.6634, loss_cls: 6.1599, loss: 6.1599 +2023-12-27 17:36:35,210 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 3:45:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4034, top5_acc: 0.6559, loss_cls: 6.1663, loss: 6.1663 +2023-12-27 17:37:34,744 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 3:44:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3914, top5_acc: 0.6598, loss_cls: 6.1855, loss: 6.1855 +2023-12-27 17:38:34,316 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 3:43:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4066, top5_acc: 0.6570, loss_cls: 6.1761, loss: 6.1761 +2023-12-27 17:39:34,321 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 3:42:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6583, loss_cls: 6.1933, loss: 6.1933 +2023-12-27 17:40:33,848 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 3:41:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4023, top5_acc: 0.6561, loss_cls: 6.1721, loss: 6.1721 +2023-12-27 17:41:33,583 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 3:40:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4002, top5_acc: 0.6583, loss_cls: 6.1746, loss: 6.1746 +2023-12-27 17:42:33,456 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 3:39:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3967, top5_acc: 0.6553, loss_cls: 6.1858, loss: 6.1858 +2023-12-27 17:43:33,661 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 3:37:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3948, top5_acc: 0.6511, loss_cls: 6.1875, loss: 6.1875 +2023-12-27 17:44:34,597 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 3:36:54, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3986, top5_acc: 0.6609, loss_cls: 6.1852, loss: 6.1852 +2023-12-27 17:45:35,760 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 3:35:50, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3964, top5_acc: 0.6559, loss_cls: 6.1855, loss: 6.1855 +2023-12-27 17:46:35,389 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 3:34:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6597, loss_cls: 6.1579, loss: 6.1579 +2023-12-27 17:47:05,477 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-27 17:49:02,185 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:49:03,237 - pyskl - INFO - +top1_acc 0.3375 +top5_acc 0.5900 +2023-12-27 17:49:03,237 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 17:49:03,276 - pyskl - INFO - +mean_acc 0.3372 +2023-12-27 17:49:03,285 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.3375, top5_acc: 0.5900, mean_class_accuracy: 0.3372 +2023-12-27 17:52:22,490 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 3:33:55, time: 1.992, data_time: 1.395, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6691, loss_cls: 6.1262, loss: 6.1262 +2023-12-27 17:53:22,211 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 3:32:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4139, top5_acc: 0.6728, loss_cls: 6.0980, loss: 6.0980 +2023-12-27 17:54:22,114 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 3:31:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6842, loss_cls: 6.0384, loss: 6.0384 +2023-12-27 17:55:21,873 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 3:30:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4144, top5_acc: 0.6827, loss_cls: 6.0916, loss: 6.0916 +2023-12-27 17:56:21,406 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 3:29:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4183, top5_acc: 0.6648, loss_cls: 6.0985, loss: 6.0985 +2023-12-27 17:57:21,081 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 3:28:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4153, top5_acc: 0.6731, loss_cls: 6.0778, loss: 6.0778 +2023-12-27 17:58:20,464 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 3:27:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4156, top5_acc: 0.6742, loss_cls: 6.1074, loss: 6.1074 +2023-12-27 17:59:19,887 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 3:26:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6622, loss_cls: 6.1764, loss: 6.1764 +2023-12-27 18:00:19,379 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 3:25:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4111, top5_acc: 0.6587, loss_cls: 6.1316, loss: 6.1316 +2023-12-27 18:01:18,900 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 3:24:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4036, top5_acc: 0.6706, loss_cls: 6.1225, loss: 6.1225 +2023-12-27 18:02:18,211 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 3:23:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4059, top5_acc: 0.6633, loss_cls: 6.1449, loss: 6.1449 +2023-12-27 18:03:17,654 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 3:22:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6550, loss_cls: 6.1593, loss: 6.1593 +2023-12-27 18:04:17,237 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 3:21:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4108, top5_acc: 0.6611, loss_cls: 6.1255, loss: 6.1255 +2023-12-27 18:05:17,270 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 3:19:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6589, loss_cls: 6.1856, loss: 6.1856 +2023-12-27 18:06:17,503 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 3:18:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6583, loss_cls: 6.1704, loss: 6.1704 +2023-12-27 18:07:18,067 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 3:17:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4080, top5_acc: 0.6652, loss_cls: 6.1208, loss: 6.1208 +2023-12-27 18:08:18,068 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 3:16:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4211, top5_acc: 0.6722, loss_cls: 6.0948, loss: 6.0948 +2023-12-27 18:09:17,895 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 3:15:40, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.4034, top5_acc: 0.6622, loss_cls: 6.1612, loss: 6.1612 +2023-12-27 18:10:17,816 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 3:14:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6564, loss_cls: 6.1505, loss: 6.1505 +2023-12-27 18:11:17,228 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 3:13:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6705, loss_cls: 6.1282, loss: 6.1282 +2023-12-27 18:12:16,764 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 3:12:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6723, loss_cls: 6.1037, loss: 6.1037 +2023-12-27 18:13:16,178 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 3:11:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6689, loss_cls: 6.1379, loss: 6.1379 +2023-12-27 18:14:15,720 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 3:10:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3947, top5_acc: 0.6627, loss_cls: 6.1967, loss: 6.1967 +2023-12-27 18:15:15,330 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 3:09:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4095, top5_acc: 0.6677, loss_cls: 6.1694, loss: 6.1694 +2023-12-27 18:16:14,870 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 3:08:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6550, loss_cls: 6.1788, loss: 6.1788 +2023-12-27 18:17:14,638 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 3:07:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6830, loss_cls: 6.0788, loss: 6.0788 +2023-12-27 18:18:14,185 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 3:06:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4039, top5_acc: 0.6564, loss_cls: 6.1845, loss: 6.1845 +2023-12-27 18:19:14,390 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 3:04:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6594, loss_cls: 6.1721, loss: 6.1721 +2023-12-27 18:20:13,918 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 3:03:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6675, loss_cls: 6.1160, loss: 6.1160 +2023-12-27 18:21:13,463 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 3:02:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6583, loss_cls: 6.1509, loss: 6.1509 +2023-12-27 18:22:13,212 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 3:01:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4020, top5_acc: 0.6595, loss_cls: 6.1631, loss: 6.1631 +2023-12-27 18:23:12,816 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 3:00:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4039, top5_acc: 0.6589, loss_cls: 6.1571, loss: 6.1571 +2023-12-27 18:24:12,593 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 2:59:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4092, top5_acc: 0.6630, loss_cls: 6.1459, loss: 6.1459 +2023-12-27 18:25:12,916 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 2:58:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6634, loss_cls: 6.1575, loss: 6.1575 +2023-12-27 18:26:13,207 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 2:57:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4047, top5_acc: 0.6645, loss_cls: 6.1278, loss: 6.1278 +2023-12-27 18:27:13,324 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 2:56:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6619, loss_cls: 6.1540, loss: 6.1540 +2023-12-27 18:28:12,689 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 2:55:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6716, loss_cls: 6.1317, loss: 6.1317 +2023-12-27 18:28:42,496 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-27 18:30:40,125 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:30:41,138 - pyskl - INFO - +top1_acc 0.3407 +top5_acc 0.5955 +2023-12-27 18:30:41,138 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 18:30:41,175 - pyskl - INFO - +mean_acc 0.3405 +2023-12-27 18:30:41,184 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.3407, top5_acc: 0.5955, mean_class_accuracy: 0.3405 +2023-12-27 18:33:59,978 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 2:54:25, time: 1.988, data_time: 1.391, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6761, loss_cls: 6.0995, loss: 6.0995 +2023-12-27 18:34:59,552 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 2:53:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6769, loss_cls: 6.0827, loss: 6.0827 +2023-12-27 18:35:59,220 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 2:52:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6775, loss_cls: 6.0664, loss: 6.0664 +2023-12-27 18:36:58,948 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 2:51:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4119, top5_acc: 0.6722, loss_cls: 6.0801, loss: 6.0801 +2023-12-27 18:37:58,594 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 2:50:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6756, loss_cls: 6.0864, loss: 6.0864 +2023-12-27 18:38:58,050 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 2:49:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4108, top5_acc: 0.6642, loss_cls: 6.1229, loss: 6.1229 +2023-12-27 18:39:57,590 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 2:47:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6681, loss_cls: 6.1100, loss: 6.1100 +2023-12-27 18:40:57,153 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 2:46:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4025, top5_acc: 0.6627, loss_cls: 6.1594, loss: 6.1594 +2023-12-27 18:41:56,877 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 2:45:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4238, top5_acc: 0.6741, loss_cls: 6.0682, loss: 6.0682 +2023-12-27 18:42:56,199 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 2:44:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4103, top5_acc: 0.6723, loss_cls: 6.1419, loss: 6.1419 +2023-12-27 18:43:55,924 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 2:43:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4183, top5_acc: 0.6789, loss_cls: 6.0733, loss: 6.0733 +2023-12-27 18:44:55,524 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 2:42:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4148, top5_acc: 0.6602, loss_cls: 6.1246, loss: 6.1246 +2023-12-27 18:45:55,073 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 2:41:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4050, top5_acc: 0.6606, loss_cls: 6.1634, loss: 6.1634 +2023-12-27 18:46:54,952 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 2:40:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4075, top5_acc: 0.6709, loss_cls: 6.1300, loss: 6.1300 +2023-12-27 18:47:55,182 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 2:39:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4150, top5_acc: 0.6713, loss_cls: 6.1220, loss: 6.1220 +2023-12-27 18:48:55,495 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 2:38:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4131, top5_acc: 0.6711, loss_cls: 6.0952, loss: 6.0952 +2023-12-27 18:49:55,366 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 2:37:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4131, top5_acc: 0.6650, loss_cls: 6.1138, loss: 6.1138 +2023-12-27 18:50:55,348 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 2:36:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4075, top5_acc: 0.6664, loss_cls: 6.1231, loss: 6.1231 +2023-12-27 18:51:54,808 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 2:35:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6623, loss_cls: 6.1370, loss: 6.1370 +2023-12-27 18:52:55,141 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 2:34:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4086, top5_acc: 0.6706, loss_cls: 6.1162, loss: 6.1162 +2023-12-27 18:53:54,830 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 2:32:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6686, loss_cls: 6.1020, loss: 6.1020 +2023-12-27 18:54:54,320 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 2:31:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4041, top5_acc: 0.6598, loss_cls: 6.1548, loss: 6.1548 +2023-12-27 18:55:54,005 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 2:30:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4134, top5_acc: 0.6773, loss_cls: 6.1014, loss: 6.1014 +2023-12-27 18:56:54,123 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 2:29:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4052, top5_acc: 0.6644, loss_cls: 6.1379, loss: 6.1379 +2023-12-27 18:57:53,790 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 2:28:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4103, top5_acc: 0.6687, loss_cls: 6.1228, loss: 6.1228 +2023-12-27 18:58:53,235 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 2:27:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6669, loss_cls: 6.1216, loss: 6.1216 +2023-12-27 18:59:52,671 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 2:26:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6697, loss_cls: 6.1132, loss: 6.1132 +2023-12-27 19:00:52,659 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 2:25:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6625, loss_cls: 6.1692, loss: 6.1692 +2023-12-27 19:01:52,451 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 2:24:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4108, top5_acc: 0.6661, loss_cls: 6.1482, loss: 6.1482 +2023-12-27 19:02:52,204 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 2:23:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4089, top5_acc: 0.6592, loss_cls: 6.1596, loss: 6.1596 +2023-12-27 19:03:52,076 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 2:22:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4061, top5_acc: 0.6691, loss_cls: 6.1266, loss: 6.1266 +2023-12-27 19:04:52,317 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 2:21:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4280, top5_acc: 0.6803, loss_cls: 6.0687, loss: 6.0687 +2023-12-27 19:05:53,263 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 2:20:07, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4047, top5_acc: 0.6595, loss_cls: 6.1536, loss: 6.1536 +2023-12-27 19:06:53,441 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 2:19:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6586, loss_cls: 6.1412, loss: 6.1412 +2023-12-27 19:07:54,035 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 2:17:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4039, top5_acc: 0.6752, loss_cls: 6.1171, loss: 6.1171 +2023-12-27 19:08:55,124 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 2:16:55, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4181, top5_acc: 0.6750, loss_cls: 6.0759, loss: 6.0759 +2023-12-27 19:09:55,055 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 2:15:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4009, top5_acc: 0.6628, loss_cls: 6.1360, loss: 6.1360 +2023-12-27 19:10:24,815 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-27 19:12:22,390 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:12:23,173 - pyskl - INFO - +top1_acc 0.3544 +top5_acc 0.6116 +2023-12-27 19:12:23,173 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 19:12:23,209 - pyskl - INFO - +mean_acc 0.3540 +2023-12-27 19:12:23,214 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_107.pth was removed +2023-12-27 19:12:23,514 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2023-12-27 19:12:23,515 - pyskl - INFO - Best top1_acc is 0.3544 at 110 epoch. +2023-12-27 19:12:23,532 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.3544, top5_acc: 0.6116, mean_class_accuracy: 0.3540 +2023-12-27 19:15:46,703 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 2:14:59, time: 2.032, data_time: 1.431, memory: 16177, top1_acc: 0.4227, top5_acc: 0.6877, loss_cls: 6.0175, loss: 6.0175 +2023-12-27 19:16:46,463 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 2:13:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4323, top5_acc: 0.6864, loss_cls: 6.0205, loss: 6.0205 +2023-12-27 19:17:46,239 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 2:12:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4091, top5_acc: 0.6728, loss_cls: 6.0906, loss: 6.0906 +2023-12-27 19:18:46,390 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 2:11:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6714, loss_cls: 6.1100, loss: 6.1100 +2023-12-27 19:19:46,879 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 2:10:42, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4142, top5_acc: 0.6770, loss_cls: 6.0622, loss: 6.0622 +2023-12-27 19:20:46,395 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 2:09:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6775, loss_cls: 6.0550, loss: 6.0550 +2023-12-27 19:21:45,840 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 2:08:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6820, loss_cls: 6.0909, loss: 6.0909 +2023-12-27 19:22:45,678 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 2:07:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6752, loss_cls: 6.0962, loss: 6.0962 +2023-12-27 19:23:45,266 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 2:06:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4266, top5_acc: 0.6798, loss_cls: 6.0458, loss: 6.0458 +2023-12-27 19:24:44,691 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 2:05:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4134, top5_acc: 0.6720, loss_cls: 6.1076, loss: 6.1076 +2023-12-27 19:25:44,385 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 2:04:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6753, loss_cls: 6.0807, loss: 6.0807 +2023-12-27 19:26:44,044 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 2:03:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6736, loss_cls: 6.1084, loss: 6.1084 +2023-12-27 19:27:43,351 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 2:02:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4111, top5_acc: 0.6756, loss_cls: 6.0872, loss: 6.0872 +2023-12-27 19:28:43,239 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 2:01:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4022, top5_acc: 0.6731, loss_cls: 6.1286, loss: 6.1286 +2023-12-27 19:29:43,825 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 1:59:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4022, top5_acc: 0.6653, loss_cls: 6.1088, loss: 6.1088 +2023-12-27 19:30:43,610 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 1:58:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4248, top5_acc: 0.6834, loss_cls: 6.0641, loss: 6.0641 +2023-12-27 19:31:43,920 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 1:57:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6719, loss_cls: 6.1079, loss: 6.1079 +2023-12-27 19:32:43,634 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 1:56:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4152, top5_acc: 0.6728, loss_cls: 6.1010, loss: 6.1010 +2023-12-27 19:33:43,145 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 1:55:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4150, top5_acc: 0.6756, loss_cls: 6.0835, loss: 6.0835 +2023-12-27 19:34:43,169 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 1:54:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6683, loss_cls: 6.1065, loss: 6.1065 +2023-12-27 19:35:42,785 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 1:53:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4164, top5_acc: 0.6663, loss_cls: 6.1145, loss: 6.1145 +2023-12-27 19:36:42,396 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 1:52:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4095, top5_acc: 0.6687, loss_cls: 6.0886, loss: 6.0886 +2023-12-27 19:37:41,967 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 1:51:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4089, top5_acc: 0.6672, loss_cls: 6.1251, loss: 6.1251 +2023-12-27 19:38:41,401 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 1:50:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4211, top5_acc: 0.6856, loss_cls: 6.0265, loss: 6.0265 +2023-12-27 19:39:40,977 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 1:49:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6603, loss_cls: 6.1600, loss: 6.1600 +2023-12-27 19:40:40,498 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 1:48:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4053, top5_acc: 0.6678, loss_cls: 6.1079, loss: 6.1079 +2023-12-27 19:41:39,868 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 1:47:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4025, top5_acc: 0.6709, loss_cls: 6.1435, loss: 6.1435 +2023-12-27 19:42:39,297 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 1:46:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6759, loss_cls: 6.0908, loss: 6.0908 +2023-12-27 19:43:38,793 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 1:44:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4092, top5_acc: 0.6678, loss_cls: 6.1110, loss: 6.1110 +2023-12-27 19:44:38,371 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 1:43:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4116, top5_acc: 0.6709, loss_cls: 6.1119, loss: 6.1119 +2023-12-27 19:45:37,982 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 1:42:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6711, loss_cls: 6.0981, loss: 6.0981 +2023-12-27 19:46:37,837 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 1:41:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4223, top5_acc: 0.6772, loss_cls: 6.0897, loss: 6.0897 +2023-12-27 19:47:37,294 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 1:40:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4120, top5_acc: 0.6613, loss_cls: 6.1239, loss: 6.1239 +2023-12-27 19:48:37,568 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 1:39:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6684, loss_cls: 6.1241, loss: 6.1241 +2023-12-27 19:49:38,409 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 1:38:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6595, loss_cls: 6.1733, loss: 6.1733 +2023-12-27 19:50:39,231 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 1:37:29, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.4141, top5_acc: 0.6686, loss_cls: 6.1394, loss: 6.1394 +2023-12-27 19:51:38,693 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 1:36:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6628, loss_cls: 6.1461, loss: 6.1461 +2023-12-27 19:52:08,771 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-27 19:54:05,977 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:54:07,020 - pyskl - INFO - +top1_acc 0.3473 +top5_acc 0.6044 +2023-12-27 19:54:07,020 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 19:54:07,058 - pyskl - INFO - +mean_acc 0.3469 +2023-12-27 19:54:07,069 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.3473, top5_acc: 0.6044, mean_class_accuracy: 0.3469 +2023-12-27 19:57:33,388 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 1:35:33, time: 2.063, data_time: 1.465, memory: 16177, top1_acc: 0.4195, top5_acc: 0.6895, loss_cls: 6.0166, loss: 6.0166 +2023-12-27 19:58:33,172 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 1:34:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4298, top5_acc: 0.6858, loss_cls: 6.0038, loss: 6.0038 +2023-12-27 19:59:33,278 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 1:33:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4338, top5_acc: 0.6880, loss_cls: 6.0135, loss: 6.0135 +2023-12-27 20:00:33,038 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 1:32:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4236, top5_acc: 0.6859, loss_cls: 6.0357, loss: 6.0357 +2023-12-27 20:01:32,584 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 1:31:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4231, top5_acc: 0.6872, loss_cls: 6.0404, loss: 6.0404 +2023-12-27 20:02:32,829 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 1:30:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4383, top5_acc: 0.6894, loss_cls: 5.9929, loss: 5.9929 +2023-12-27 20:03:32,598 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 1:29:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4172, top5_acc: 0.6780, loss_cls: 6.0705, loss: 6.0705 +2023-12-27 20:04:32,421 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 1:28:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4223, top5_acc: 0.6808, loss_cls: 6.0620, loss: 6.0620 +2023-12-27 20:05:32,771 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 1:26:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4159, top5_acc: 0.6809, loss_cls: 6.0428, loss: 6.0428 +2023-12-27 20:06:32,633 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 1:25:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4155, top5_acc: 0.6784, loss_cls: 6.0835, loss: 6.0835 +2023-12-27 20:07:32,354 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 1:24:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4134, top5_acc: 0.6814, loss_cls: 6.0663, loss: 6.0663 +2023-12-27 20:08:31,989 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 1:23:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4291, top5_acc: 0.6769, loss_cls: 6.0711, loss: 6.0711 +2023-12-27 20:09:31,541 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 1:22:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6800, loss_cls: 6.0441, loss: 6.0441 +2023-12-27 20:10:31,975 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 1:21:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4131, top5_acc: 0.6630, loss_cls: 6.1388, loss: 6.1388 +2023-12-27 20:11:32,578 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 1:20:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6763, loss_cls: 6.0812, loss: 6.0812 +2023-12-27 20:12:32,449 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 1:19:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4094, top5_acc: 0.6666, loss_cls: 6.1264, loss: 6.1264 +2023-12-27 20:13:32,405 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 1:18:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6723, loss_cls: 6.0758, loss: 6.0758 +2023-12-27 20:14:32,091 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 1:17:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4155, top5_acc: 0.6705, loss_cls: 6.1086, loss: 6.1086 +2023-12-27 20:15:31,786 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 1:16:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4039, top5_acc: 0.6634, loss_cls: 6.1558, loss: 6.1558 +2023-12-27 20:16:31,256 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 1:15:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4172, top5_acc: 0.6745, loss_cls: 6.0888, loss: 6.0888 +2023-12-27 20:17:30,686 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 1:14:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4102, top5_acc: 0.6637, loss_cls: 6.1258, loss: 6.1258 +2023-12-27 20:18:30,396 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 1:13:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4230, top5_acc: 0.6802, loss_cls: 6.0500, loss: 6.0500 +2023-12-27 20:19:29,950 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 1:12:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4247, top5_acc: 0.6787, loss_cls: 6.0684, loss: 6.0684 +2023-12-27 20:20:29,754 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 1:10:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4147, top5_acc: 0.6803, loss_cls: 6.0672, loss: 6.0672 +2023-12-27 20:21:29,450 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 1:09:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6805, loss_cls: 6.0892, loss: 6.0892 +2023-12-27 20:22:29,132 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 1:08:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4208, top5_acc: 0.6717, loss_cls: 6.1150, loss: 6.1150 +2023-12-27 20:23:28,607 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 1:07:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6755, loss_cls: 6.0921, loss: 6.0921 +2023-12-27 20:24:27,930 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 1:06:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6723, loss_cls: 6.0924, loss: 6.0924 +2023-12-27 20:25:27,931 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 1:05:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4180, top5_acc: 0.6772, loss_cls: 6.0623, loss: 6.0623 +2023-12-27 20:26:28,406 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 1:04:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6759, loss_cls: 6.0943, loss: 6.0943 +2023-12-27 20:27:28,063 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 1:03:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4052, top5_acc: 0.6731, loss_cls: 6.1204, loss: 6.1204 +2023-12-27 20:28:27,790 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 1:02:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4239, top5_acc: 0.6761, loss_cls: 6.0579, loss: 6.0579 +2023-12-27 20:29:28,336 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 1:01:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4080, top5_acc: 0.6669, loss_cls: 6.1327, loss: 6.1327 +2023-12-27 20:30:29,012 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 1:00:14, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6795, loss_cls: 6.0721, loss: 6.0721 +2023-12-27 20:31:29,521 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 0:59:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4103, top5_acc: 0.6716, loss_cls: 6.0917, loss: 6.0917 +2023-12-27 20:32:30,061 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 0:58:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4197, top5_acc: 0.6753, loss_cls: 6.0858, loss: 6.0858 +2023-12-27 20:33:29,922 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 0:57:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4083, top5_acc: 0.6580, loss_cls: 6.1587, loss: 6.1587 +2023-12-27 20:33:59,997 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-27 20:35:57,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:35:58,052 - pyskl - INFO - +top1_acc 0.3578 +top5_acc 0.6107 +2023-12-27 20:35:58,052 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 20:35:58,097 - pyskl - INFO - +mean_acc 0.3575 +2023-12-27 20:35:58,104 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_110.pth was removed +2023-12-27 20:35:58,368 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2023-12-27 20:35:58,369 - pyskl - INFO - Best top1_acc is 0.3578 at 112 epoch. +2023-12-27 20:35:58,386 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.3578, top5_acc: 0.6107, mean_class_accuracy: 0.3575 +2023-12-27 20:39:21,857 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 0:56:07, time: 2.035, data_time: 1.434, memory: 16177, top1_acc: 0.4311, top5_acc: 0.6873, loss_cls: 5.9877, loss: 5.9877 +2023-12-27 20:40:21,581 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 0:55:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6867, loss_cls: 5.9979, loss: 5.9979 +2023-12-27 20:41:21,309 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 0:53:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6913, loss_cls: 6.0057, loss: 6.0057 +2023-12-27 20:42:20,838 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 0:52:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4197, top5_acc: 0.6845, loss_cls: 6.0509, loss: 6.0509 +2023-12-27 20:43:20,204 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 0:51:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4219, top5_acc: 0.6875, loss_cls: 6.0238, loss: 6.0238 +2023-12-27 20:44:19,757 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 0:50:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4186, top5_acc: 0.6731, loss_cls: 6.0907, loss: 6.0907 +2023-12-27 20:45:19,719 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 0:49:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6897, loss_cls: 6.0092, loss: 6.0092 +2023-12-27 20:46:19,395 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 0:48:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6761, loss_cls: 6.0513, loss: 6.0513 +2023-12-27 20:47:19,475 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 0:47:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4211, top5_acc: 0.6716, loss_cls: 6.0637, loss: 6.0637 +2023-12-27 20:48:19,692 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 0:46:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4277, top5_acc: 0.6819, loss_cls: 6.0478, loss: 6.0478 +2023-12-27 20:49:19,468 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 0:45:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6786, loss_cls: 6.0801, loss: 6.0801 +2023-12-27 20:50:19,238 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 0:44:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4292, top5_acc: 0.6816, loss_cls: 6.0218, loss: 6.0218 +2023-12-27 20:51:19,831 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 0:43:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4095, top5_acc: 0.6714, loss_cls: 6.0898, loss: 6.0898 +2023-12-27 20:52:20,461 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 0:42:13, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6750, loss_cls: 6.1021, loss: 6.1021 +2023-12-27 20:53:21,758 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 0:41:09, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.4322, top5_acc: 0.6833, loss_cls: 6.0582, loss: 6.0582 +2023-12-27 20:54:21,676 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 0:40:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4330, top5_acc: 0.6819, loss_cls: 6.0417, loss: 6.0417 +2023-12-27 20:55:21,844 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 0:39:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6727, loss_cls: 6.0670, loss: 6.0670 +2023-12-27 20:56:21,741 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 0:37:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4250, top5_acc: 0.6816, loss_cls: 6.0296, loss: 6.0296 +2023-12-27 20:57:21,516 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 0:36:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4286, top5_acc: 0.6720, loss_cls: 6.0561, loss: 6.0561 +2023-12-27 20:58:21,184 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 0:35:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4230, top5_acc: 0.6866, loss_cls: 6.0426, loss: 6.0426 +2023-12-27 20:59:21,535 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 0:34:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6759, loss_cls: 6.0664, loss: 6.0664 +2023-12-27 21:00:21,195 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 0:33:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4325, top5_acc: 0.6842, loss_cls: 6.0346, loss: 6.0346 +2023-12-27 21:01:21,047 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 0:32:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6766, loss_cls: 6.0890, loss: 6.0890 +2023-12-27 21:02:20,633 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 0:31:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4236, top5_acc: 0.6909, loss_cls: 6.0175, loss: 6.0175 +2023-12-27 21:03:20,485 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 0:30:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6759, loss_cls: 6.0828, loss: 6.0828 +2023-12-27 21:04:20,641 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 0:29:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6747, loss_cls: 6.0631, loss: 6.0631 +2023-12-27 21:05:21,637 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 0:28:20, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4105, top5_acc: 0.6794, loss_cls: 6.0772, loss: 6.0772 +2023-12-27 21:06:21,725 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 0:27:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6722, loss_cls: 6.0841, loss: 6.0841 +2023-12-27 21:07:21,394 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 0:26:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4245, top5_acc: 0.6859, loss_cls: 6.0192, loss: 6.0192 +2023-12-27 21:08:20,907 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 0:25:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4216, top5_acc: 0.6747, loss_cls: 6.0779, loss: 6.0779 +2023-12-27 21:09:20,446 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 0:24:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4191, top5_acc: 0.6716, loss_cls: 6.0896, loss: 6.0896 +2023-12-27 21:10:20,009 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 0:22:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6775, loss_cls: 6.0748, loss: 6.0748 +2023-12-27 21:11:19,715 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 0:21:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4175, top5_acc: 0.6773, loss_cls: 6.0641, loss: 6.0641 +2023-12-27 21:12:20,263 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 0:20:51, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4323, top5_acc: 0.6753, loss_cls: 6.0459, loss: 6.0459 +2023-12-27 21:13:21,044 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 0:19:47, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6622, loss_cls: 6.1417, loss: 6.1417 +2023-12-27 21:14:21,856 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 0:18:43, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4156, top5_acc: 0.6711, loss_cls: 6.0916, loss: 6.0916 +2023-12-27 21:15:21,538 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 0:17:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4244, top5_acc: 0.6770, loss_cls: 6.0659, loss: 6.0659 +2023-12-27 21:15:51,639 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-27 21:17:48,115 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:17:48,941 - pyskl - INFO - +top1_acc 0.3597 +top5_acc 0.6123 +2023-12-27 21:17:48,941 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 21:17:48,977 - pyskl - INFO - +mean_acc 0.3594 +2023-12-27 21:17:48,983 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_112.pth was removed +2023-12-27 21:17:49,210 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2023-12-27 21:17:49,211 - pyskl - INFO - Best top1_acc is 0.3597 at 113 epoch. +2023-12-27 21:17:49,219 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3597, top5_acc: 0.6123, mean_class_accuracy: 0.3594 +2023-12-27 21:21:13,447 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 0:16:43, time: 2.042, data_time: 1.443, memory: 16177, top1_acc: 0.4378, top5_acc: 0.7009, loss_cls: 5.9527, loss: 5.9527 +2023-12-27 21:22:12,997 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 0:15:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4400, top5_acc: 0.6930, loss_cls: 5.9838, loss: 5.9838 +2023-12-27 21:23:12,520 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 0:14:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4339, top5_acc: 0.6913, loss_cls: 5.9933, loss: 5.9933 +2023-12-27 21:24:12,203 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 0:13:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4244, top5_acc: 0.6805, loss_cls: 6.0724, loss: 6.0724 +2023-12-27 21:25:12,159 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 0:12:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4130, top5_acc: 0.6805, loss_cls: 6.0372, loss: 6.0372 +2023-12-27 21:26:11,821 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 1 day, 0:11:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4281, top5_acc: 0.6958, loss_cls: 5.9916, loss: 5.9916 +2023-12-27 21:27:11,868 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 1 day, 0:10:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6956, loss_cls: 5.9807, loss: 5.9807 +2023-12-27 21:28:11,603 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 1 day, 0:09:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6911, loss_cls: 6.0061, loss: 6.0061 +2023-12-27 21:29:11,042 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 1 day, 0:08:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4278, top5_acc: 0.6830, loss_cls: 6.0299, loss: 6.0299 +2023-12-27 21:30:10,653 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 1 day, 0:07:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4308, top5_acc: 0.6886, loss_cls: 6.0044, loss: 6.0044 +2023-12-27 21:31:10,152 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 1 day, 0:06:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6758, loss_cls: 6.0704, loss: 6.0704 +2023-12-27 21:32:09,803 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 1 day, 0:04:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6666, loss_cls: 6.0800, loss: 6.0800 +2023-12-27 21:33:09,619 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 1 day, 0:03:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6934, loss_cls: 6.0095, loss: 6.0095 +2023-12-27 21:34:09,809 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 1 day, 0:02:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4255, top5_acc: 0.6783, loss_cls: 6.0558, loss: 6.0558 +2023-12-27 21:35:10,595 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 1 day, 0:01:45, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.4208, top5_acc: 0.6733, loss_cls: 6.0718, loss: 6.0718 +2023-12-27 21:36:10,485 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 1 day, 0:00:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4275, top5_acc: 0.6834, loss_cls: 6.0392, loss: 6.0392 +2023-12-27 21:37:10,852 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 23:59:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4309, top5_acc: 0.6772, loss_cls: 6.0346, loss: 6.0346 +2023-12-27 21:38:11,115 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 23:58:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6759, loss_cls: 6.0554, loss: 6.0554 +2023-12-27 21:39:11,006 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 23:57:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6881, loss_cls: 6.0266, loss: 6.0266 +2023-12-27 21:40:10,800 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 23:56:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4330, top5_acc: 0.6850, loss_cls: 6.0215, loss: 6.0215 +2023-12-27 21:41:10,533 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 23:55:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6806, loss_cls: 6.0915, loss: 6.0915 +2023-12-27 21:42:09,946 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 23:54:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6855, loss_cls: 6.0440, loss: 6.0440 +2023-12-27 21:43:09,535 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 23:53:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4192, top5_acc: 0.6778, loss_cls: 6.0718, loss: 6.0718 +2023-12-27 21:44:09,708 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 23:52:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6800, loss_cls: 6.0745, loss: 6.0745 +2023-12-27 21:45:09,726 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 23:51:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4273, top5_acc: 0.6903, loss_cls: 6.0061, loss: 6.0061 +2023-12-27 21:46:09,556 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 23:50:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4345, top5_acc: 0.6898, loss_cls: 6.0022, loss: 6.0022 +2023-12-27 21:47:08,963 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 23:48:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4333, top5_acc: 0.6883, loss_cls: 6.0152, loss: 6.0152 +2023-12-27 21:48:08,391 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 23:47:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4208, top5_acc: 0.6827, loss_cls: 6.0556, loss: 6.0556 +2023-12-27 21:49:09,067 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 23:46:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4281, top5_acc: 0.6834, loss_cls: 6.0196, loss: 6.0196 +2023-12-27 21:50:09,778 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 23:45:43, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.4300, top5_acc: 0.6867, loss_cls: 6.0305, loss: 6.0305 +2023-12-27 21:51:09,193 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 23:44:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4172, top5_acc: 0.6737, loss_cls: 6.0495, loss: 6.0495 +2023-12-27 21:52:08,937 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 23:43:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4228, top5_acc: 0.6800, loss_cls: 6.0681, loss: 6.0681 +2023-12-27 21:53:08,353 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 23:42:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4164, top5_acc: 0.6792, loss_cls: 6.0597, loss: 6.0597 +2023-12-27 21:54:08,326 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 23:41:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4248, top5_acc: 0.6814, loss_cls: 6.0536, loss: 6.0536 +2023-12-27 21:55:08,583 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 23:40:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4223, top5_acc: 0.6783, loss_cls: 6.0694, loss: 6.0694 +2023-12-27 21:56:08,904 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 23:39:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4231, top5_acc: 0.6805, loss_cls: 6.0688, loss: 6.0688 +2023-12-27 21:57:08,821 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 23:38:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6848, loss_cls: 6.0464, loss: 6.0464 +2023-12-27 21:57:38,005 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-27 21:59:34,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:59:35,606 - pyskl - INFO - +top1_acc 0.3653 +top5_acc 0.6199 +2023-12-27 21:59:35,606 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 21:59:35,659 - pyskl - INFO - +mean_acc 0.3651 +2023-12-27 21:59:35,666 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_113.pth was removed +2023-12-27 21:59:35,915 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2023-12-27 21:59:35,915 - pyskl - INFO - Best top1_acc is 0.3653 at 114 epoch. +2023-12-27 21:59:35,926 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.3653, top5_acc: 0.6199, mean_class_accuracy: 0.3651 +2023-12-27 22:03:00,997 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 23:37:18, time: 2.051, data_time: 1.452, memory: 16177, top1_acc: 0.4356, top5_acc: 0.6953, loss_cls: 5.9938, loss: 5.9938 +2023-12-27 22:04:00,472 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 23:36:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4402, top5_acc: 0.6933, loss_cls: 5.9692, loss: 5.9692 +2023-12-27 22:04:59,820 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 23:35:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4298, top5_acc: 0.6953, loss_cls: 5.9940, loss: 5.9940 +2023-12-27 22:05:59,317 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 23:34:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6859, loss_cls: 6.0206, loss: 6.0206 +2023-12-27 22:06:58,754 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 23:33:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.7009, loss_cls: 5.9926, loss: 5.9926 +2023-12-27 22:07:58,189 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 23:31:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6919, loss_cls: 5.9771, loss: 5.9771 +2023-12-27 22:08:58,705 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 23:30:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4363, top5_acc: 0.6983, loss_cls: 5.9575, loss: 5.9575 +2023-12-27 22:09:59,063 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 23:29:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4406, top5_acc: 0.6891, loss_cls: 5.9766, loss: 5.9766 +2023-12-27 22:10:59,451 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 23:28:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6858, loss_cls: 6.0065, loss: 6.0065 +2023-12-27 22:12:00,295 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 23:27:41, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4272, top5_acc: 0.6813, loss_cls: 6.0507, loss: 6.0507 +2023-12-27 22:13:00,292 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 23:26:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4288, top5_acc: 0.6906, loss_cls: 5.9945, loss: 5.9945 +2023-12-27 22:14:01,104 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 23:25:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4297, top5_acc: 0.6936, loss_cls: 6.0031, loss: 6.0031 +2023-12-27 22:15:01,293 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 23:24:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4300, top5_acc: 0.6866, loss_cls: 6.0269, loss: 6.0269 +2023-12-27 22:16:01,843 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 23:23:25, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6906, loss_cls: 6.0123, loss: 6.0123 +2023-12-27 22:17:02,333 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 23:22:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4275, top5_acc: 0.6897, loss_cls: 5.9888, loss: 5.9888 +2023-12-27 22:18:02,056 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 23:21:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4295, top5_acc: 0.6859, loss_cls: 6.0138, loss: 6.0138 +2023-12-27 22:19:01,841 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 23:20:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6889, loss_cls: 5.9882, loss: 5.9882 +2023-12-27 22:20:02,048 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 23:19:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4284, top5_acc: 0.6856, loss_cls: 6.0181, loss: 6.0181 +2023-12-27 22:21:01,888 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 23:18:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4238, top5_acc: 0.6745, loss_cls: 6.0197, loss: 6.0197 +2023-12-27 22:22:01,640 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 23:17:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6933, loss_cls: 6.0094, loss: 6.0094 +2023-12-27 22:23:01,288 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 23:15:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4327, top5_acc: 0.6908, loss_cls: 6.0033, loss: 6.0033 +2023-12-27 22:24:00,637 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 23:14:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4238, top5_acc: 0.6827, loss_cls: 6.0395, loss: 6.0395 +2023-12-27 22:25:00,092 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 23:13:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4355, top5_acc: 0.6830, loss_cls: 6.0116, loss: 6.0116 +2023-12-27 22:25:59,572 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 23:12:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4295, top5_acc: 0.6942, loss_cls: 6.0105, loss: 6.0105 +2023-12-27 22:26:59,243 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 23:11:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4269, top5_acc: 0.6900, loss_cls: 6.0122, loss: 6.0122 +2023-12-27 22:27:58,880 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 23:10:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6823, loss_cls: 6.0314, loss: 6.0314 +2023-12-27 22:28:58,847 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 23:09:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4216, top5_acc: 0.6802, loss_cls: 6.0558, loss: 6.0558 +2023-12-27 22:29:58,328 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 23:08:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6839, loss_cls: 6.0460, loss: 6.0460 +2023-12-27 22:30:58,383 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 23:07:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6928, loss_cls: 5.9843, loss: 5.9843 +2023-12-27 22:31:58,729 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 23:06:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6845, loss_cls: 6.0457, loss: 6.0457 +2023-12-27 22:32:58,055 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 23:05:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4220, top5_acc: 0.6787, loss_cls: 6.0560, loss: 6.0560 +2023-12-27 22:33:57,740 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 23:04:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4352, top5_acc: 0.6853, loss_cls: 6.0122, loss: 6.0122 +2023-12-27 22:34:57,232 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 23:03:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6750, loss_cls: 6.0751, loss: 6.0751 +2023-12-27 22:35:57,615 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 23:02:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4328, top5_acc: 0.6878, loss_cls: 6.0141, loss: 6.0141 +2023-12-27 22:36:58,252 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 23:01:00, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4300, top5_acc: 0.6887, loss_cls: 6.0292, loss: 6.0292 +2023-12-27 22:37:58,916 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 22:59:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6933, loss_cls: 5.9866, loss: 5.9866 +2023-12-27 22:38:58,991 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 22:58:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4219, top5_acc: 0.6859, loss_cls: 6.0550, loss: 6.0550 +2023-12-27 22:39:29,108 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-27 22:41:27,361 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:41:28,370 - pyskl - INFO - +top1_acc 0.3719 +top5_acc 0.6285 +2023-12-27 22:41:28,370 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 22:41:28,405 - pyskl - INFO - +mean_acc 0.3714 +2023-12-27 22:41:28,409 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_114.pth was removed +2023-12-27 22:41:28,667 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-27 22:41:28,668 - pyskl - INFO - Best top1_acc is 0.3719 at 115 epoch. +2023-12-27 22:41:28,682 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.3719, top5_acc: 0.6285, mean_class_accuracy: 0.3714 +2023-12-27 22:44:53,511 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 22:57:54, time: 2.048, data_time: 1.452, memory: 16177, top1_acc: 0.4437, top5_acc: 0.7081, loss_cls: 5.9255, loss: 5.9255 +2023-12-27 22:45:53,432 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 22:56:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6994, loss_cls: 5.9601, loss: 5.9601 +2023-12-27 22:46:53,026 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 22:55:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4475, top5_acc: 0.7095, loss_cls: 5.9139, loss: 5.9139 +2023-12-27 22:47:52,464 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 22:54:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4363, top5_acc: 0.6958, loss_cls: 5.9798, loss: 5.9798 +2023-12-27 22:48:51,988 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 22:53:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4383, top5_acc: 0.6923, loss_cls: 5.9686, loss: 5.9686 +2023-12-27 22:49:51,548 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 22:52:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4331, top5_acc: 0.6920, loss_cls: 6.0083, loss: 6.0083 +2023-12-27 22:50:51,048 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 22:51:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4450, top5_acc: 0.6959, loss_cls: 5.9568, loss: 5.9568 +2023-12-27 22:51:50,857 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 22:50:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.6995, loss_cls: 5.9536, loss: 5.9536 +2023-12-27 22:52:50,502 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 22:49:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4289, top5_acc: 0.6820, loss_cls: 6.0008, loss: 6.0008 +2023-12-27 22:53:49,965 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 22:48:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.7006, loss_cls: 5.9704, loss: 5.9704 +2023-12-27 22:54:49,577 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 22:47:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4411, top5_acc: 0.6964, loss_cls: 5.9554, loss: 5.9554 +2023-12-27 22:55:48,955 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 22:46:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4252, top5_acc: 0.6892, loss_cls: 6.0182, loss: 6.0182 +2023-12-27 22:56:48,594 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 22:45:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4314, top5_acc: 0.6887, loss_cls: 5.9947, loss: 5.9947 +2023-12-27 22:57:48,603 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 22:44:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4338, top5_acc: 0.6919, loss_cls: 5.9852, loss: 5.9852 +2023-12-27 22:58:49,327 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 22:42:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4411, top5_acc: 0.6969, loss_cls: 5.9694, loss: 5.9694 +2023-12-27 22:59:49,191 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 22:41:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4480, top5_acc: 0.6952, loss_cls: 5.9225, loss: 5.9225 +2023-12-27 23:00:49,516 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 22:40:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6936, loss_cls: 5.9985, loss: 5.9985 +2023-12-27 23:01:49,899 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 22:39:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4284, top5_acc: 0.6834, loss_cls: 6.0415, loss: 6.0415 +2023-12-27 23:02:49,690 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 22:38:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6864, loss_cls: 6.0132, loss: 6.0132 +2023-12-27 23:03:49,300 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 22:37:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4352, top5_acc: 0.6967, loss_cls: 5.9731, loss: 5.9731 +2023-12-27 23:04:49,295 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 22:36:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6978, loss_cls: 5.9487, loss: 5.9487 +2023-12-27 23:05:49,047 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 22:35:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4298, top5_acc: 0.6837, loss_cls: 6.0284, loss: 6.0284 +2023-12-27 23:06:48,661 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 22:34:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.6930, loss_cls: 5.9814, loss: 5.9814 +2023-12-27 23:07:48,073 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 22:33:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6933, loss_cls: 6.0017, loss: 6.0017 +2023-12-27 23:08:48,056 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 22:32:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4395, top5_acc: 0.6952, loss_cls: 5.9776, loss: 5.9776 +2023-12-27 23:09:47,922 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 22:31:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.6972, loss_cls: 5.9690, loss: 5.9690 +2023-12-27 23:10:47,398 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 22:30:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4203, top5_acc: 0.6842, loss_cls: 6.0307, loss: 6.0307 +2023-12-27 23:11:46,978 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 22:29:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4269, top5_acc: 0.6883, loss_cls: 6.0098, loss: 6.0098 +2023-12-27 23:12:46,404 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 22:27:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4134, top5_acc: 0.6747, loss_cls: 6.0824, loss: 6.0824 +2023-12-27 23:13:46,098 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 22:26:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4395, top5_acc: 0.6972, loss_cls: 5.9575, loss: 5.9575 +2023-12-27 23:14:46,116 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 22:25:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4248, top5_acc: 0.6811, loss_cls: 6.0431, loss: 6.0431 +2023-12-27 23:15:46,696 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 22:24:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4300, top5_acc: 0.6831, loss_cls: 6.0342, loss: 6.0342 +2023-12-27 23:16:46,280 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 22:23:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4273, top5_acc: 0.6841, loss_cls: 6.0251, loss: 6.0251 +2023-12-27 23:17:46,226 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 22:22:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.6816, loss_cls: 6.0002, loss: 6.0002 +2023-12-27 23:18:47,352 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 22:21:35, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.6977, loss_cls: 5.9599, loss: 5.9599 +2023-12-27 23:19:47,858 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 22:20:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4286, top5_acc: 0.6866, loss_cls: 6.0437, loss: 6.0437 +2023-12-27 23:20:47,928 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 22:19:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4261, top5_acc: 0.6811, loss_cls: 6.0308, loss: 6.0308 +2023-12-27 23:21:17,684 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-27 23:23:13,845 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:23:14,761 - pyskl - INFO - +top1_acc 0.3703 +top5_acc 0.6219 +2023-12-27 23:23:14,761 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 23:23:14,803 - pyskl - INFO - +mean_acc 0.3701 +2023-12-27 23:23:14,813 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3703, top5_acc: 0.6219, mean_class_accuracy: 0.3701 +2023-12-27 23:26:40,766 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 22:18:29, time: 2.059, data_time: 1.465, memory: 16177, top1_acc: 0.4514, top5_acc: 0.7147, loss_cls: 5.9081, loss: 5.9081 +2023-12-27 23:27:40,424 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 22:17:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4481, top5_acc: 0.7108, loss_cls: 5.9109, loss: 5.9109 +2023-12-27 23:28:40,103 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 22:16:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4442, top5_acc: 0.7016, loss_cls: 5.9345, loss: 5.9345 +2023-12-27 23:29:39,676 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 22:15:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4452, top5_acc: 0.7064, loss_cls: 5.9191, loss: 5.9191 +2023-12-27 23:30:39,400 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 22:14:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4398, top5_acc: 0.7042, loss_cls: 5.9139, loss: 5.9139 +2023-12-27 23:31:39,580 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 22:13:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4481, top5_acc: 0.7061, loss_cls: 5.9166, loss: 5.9166 +2023-12-27 23:32:39,381 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 22:12:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4398, top5_acc: 0.6953, loss_cls: 5.9646, loss: 5.9646 +2023-12-27 23:33:39,047 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 22:11:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4423, top5_acc: 0.7084, loss_cls: 5.9052, loss: 5.9052 +2023-12-27 23:34:38,420 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 22:09:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4422, top5_acc: 0.6994, loss_cls: 5.9735, loss: 5.9735 +2023-12-27 23:35:37,980 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 22:08:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4483, top5_acc: 0.7006, loss_cls: 5.9433, loss: 5.9433 +2023-12-27 23:36:37,466 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 22:07:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4427, top5_acc: 0.6969, loss_cls: 5.9424, loss: 5.9424 +2023-12-27 23:37:36,884 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 22:06:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6913, loss_cls: 5.9922, loss: 5.9922 +2023-12-27 23:38:36,385 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 22:05:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4333, top5_acc: 0.6995, loss_cls: 5.9723, loss: 5.9723 +2023-12-27 23:39:36,281 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 22:04:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4323, top5_acc: 0.6881, loss_cls: 6.0176, loss: 6.0176 +2023-12-27 23:40:37,050 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 22:03:32, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.7037, loss_cls: 5.9675, loss: 5.9675 +2023-12-27 23:41:36,838 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 22:02:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.6825, loss_cls: 6.0132, loss: 6.0132 +2023-12-27 23:42:37,435 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 22:01:24, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4406, top5_acc: 0.6828, loss_cls: 6.0023, loss: 6.0023 +2023-12-27 23:43:37,463 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 22:00:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4473, top5_acc: 0.6934, loss_cls: 5.9666, loss: 5.9666 +2023-12-27 23:44:37,120 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 21:59:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4325, top5_acc: 0.6919, loss_cls: 6.0097, loss: 6.0097 +2023-12-27 23:45:36,837 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 21:58:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6967, loss_cls: 5.9720, loss: 5.9720 +2023-12-27 23:46:36,678 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 21:57:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6858, loss_cls: 6.0066, loss: 6.0066 +2023-12-27 23:47:35,970 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 21:56:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4309, top5_acc: 0.6883, loss_cls: 6.0162, loss: 6.0162 +2023-12-27 23:48:35,268 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 21:54:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6906, loss_cls: 5.9945, loss: 5.9945 +2023-12-27 23:49:35,069 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 21:53:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4341, top5_acc: 0.6989, loss_cls: 5.9638, loss: 5.9638 +2023-12-27 23:50:34,934 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 21:52:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6866, loss_cls: 6.0026, loss: 6.0026 +2023-12-27 23:51:34,802 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 21:51:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4355, top5_acc: 0.7009, loss_cls: 5.9765, loss: 5.9765 +2023-12-27 23:52:35,240 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 21:50:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4389, top5_acc: 0.6967, loss_cls: 5.9631, loss: 5.9631 +2023-12-27 23:53:34,855 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 21:49:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4367, top5_acc: 0.6911, loss_cls: 5.9860, loss: 5.9860 +2023-12-27 23:54:34,540 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 21:48:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6920, loss_cls: 5.9605, loss: 5.9605 +2023-12-27 23:55:34,146 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 21:47:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.7013, loss_cls: 5.9310, loss: 5.9310 +2023-12-27 23:56:33,864 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 21:46:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4392, top5_acc: 0.6923, loss_cls: 5.9747, loss: 5.9747 +2023-12-27 23:57:33,260 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 21:45:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6964, loss_cls: 5.9726, loss: 5.9726 +2023-12-27 23:58:32,673 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 21:44:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4358, top5_acc: 0.6992, loss_cls: 5.9743, loss: 5.9743 +2023-12-27 23:59:33,079 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 21:43:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4289, top5_acc: 0.6892, loss_cls: 6.0250, loss: 6.0250 +2023-12-28 00:00:33,698 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 21:42:11, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4344, top5_acc: 0.6880, loss_cls: 6.0193, loss: 6.0193 +2023-12-28 00:01:34,388 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 21:41:08, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4466, top5_acc: 0.7016, loss_cls: 5.9298, loss: 5.9298 +2023-12-28 00:02:34,089 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 21:40:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6883, loss_cls: 6.0118, loss: 6.0118 +2023-12-28 00:03:03,990 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-28 00:04:59,393 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:05:00,397 - pyskl - INFO - +top1_acc 0.3733 +top5_acc 0.6329 +2023-12-28 00:05:00,397 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 00:05:00,445 - pyskl - INFO - +mean_acc 0.3730 +2023-12-28 00:05:00,455 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_115.pth was removed +2023-12-28 00:05:00,784 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2023-12-28 00:05:00,785 - pyskl - INFO - Best top1_acc is 0.3733 at 117 epoch. +2023-12-28 00:05:00,797 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3733, top5_acc: 0.6329, mean_class_accuracy: 0.3730 +2023-12-28 00:08:19,335 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 21:39:02, time: 1.985, data_time: 1.389, memory: 16177, top1_acc: 0.4597, top5_acc: 0.7137, loss_cls: 5.8590, loss: 5.8590 +2023-12-28 00:09:18,689 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 21:37:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4589, top5_acc: 0.7084, loss_cls: 5.8944, loss: 5.8944 +2023-12-28 00:10:18,481 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 21:36:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4492, top5_acc: 0.7092, loss_cls: 5.9139, loss: 5.9139 +2023-12-28 00:11:18,237 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 21:35:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4420, top5_acc: 0.7031, loss_cls: 5.9388, loss: 5.9388 +2023-12-28 00:12:18,073 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 21:34:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.6867, loss_cls: 5.9800, loss: 5.9800 +2023-12-28 00:13:17,494 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 21:33:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4491, top5_acc: 0.7023, loss_cls: 5.9217, loss: 5.9217 +2023-12-28 00:14:16,725 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 21:32:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4589, top5_acc: 0.7019, loss_cls: 5.9095, loss: 5.9095 +2023-12-28 00:15:16,201 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 21:31:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4470, top5_acc: 0.6975, loss_cls: 5.9455, loss: 5.9455 +2023-12-28 00:16:15,706 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 21:30:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4403, top5_acc: 0.7069, loss_cls: 5.9270, loss: 5.9270 +2023-12-28 00:17:15,575 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 21:29:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4402, top5_acc: 0.7028, loss_cls: 5.9348, loss: 5.9348 +2023-12-28 00:18:15,515 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 21:28:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4428, top5_acc: 0.6983, loss_cls: 5.9603, loss: 5.9603 +2023-12-28 00:19:16,199 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 21:27:17, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4536, top5_acc: 0.7000, loss_cls: 5.9265, loss: 5.9265 +2023-12-28 00:20:16,673 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 21:26:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6953, loss_cls: 5.9756, loss: 5.9756 +2023-12-28 00:21:16,826 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 21:25:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4445, top5_acc: 0.7017, loss_cls: 5.9547, loss: 5.9547 +2023-12-28 00:22:17,605 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 21:24:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.6987, loss_cls: 5.9226, loss: 5.9226 +2023-12-28 00:23:17,205 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 21:23:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4389, top5_acc: 0.6980, loss_cls: 5.9406, loss: 5.9406 +2023-12-28 00:24:17,652 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 21:21:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4373, top5_acc: 0.6936, loss_cls: 5.9710, loss: 5.9710 +2023-12-28 00:25:18,083 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 21:20:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.7091, loss_cls: 5.8996, loss: 5.8996 +2023-12-28 00:26:17,619 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 21:19:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4363, top5_acc: 0.6966, loss_cls: 5.9678, loss: 5.9678 +2023-12-28 00:27:17,143 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 21:18:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4467, top5_acc: 0.7020, loss_cls: 5.9475, loss: 5.9475 +2023-12-28 00:28:16,669 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 21:17:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4345, top5_acc: 0.6963, loss_cls: 5.9889, loss: 5.9889 +2023-12-28 00:29:15,910 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 21:16:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4487, top5_acc: 0.7008, loss_cls: 5.9272, loss: 5.9272 +2023-12-28 00:30:15,550 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 21:15:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4411, top5_acc: 0.7036, loss_cls: 5.9349, loss: 5.9349 +2023-12-28 00:31:15,421 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 21:14:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4428, top5_acc: 0.7039, loss_cls: 5.9268, loss: 5.9268 +2023-12-28 00:32:14,976 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 21:13:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4309, top5_acc: 0.7014, loss_cls: 5.9477, loss: 5.9477 +2023-12-28 00:33:14,895 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 21:12:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.6956, loss_cls: 5.9806, loss: 5.9806 +2023-12-28 00:34:15,002 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 21:11:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.6927, loss_cls: 5.9861, loss: 5.9861 +2023-12-28 00:35:14,552 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 21:10:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4469, top5_acc: 0.6991, loss_cls: 5.9420, loss: 5.9420 +2023-12-28 00:36:14,618 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 21:09:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4364, top5_acc: 0.6950, loss_cls: 5.9636, loss: 5.9636 +2023-12-28 00:37:15,468 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 21:08:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4298, top5_acc: 0.6930, loss_cls: 5.9848, loss: 5.9848 +2023-12-28 00:38:14,770 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 21:07:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.6995, loss_cls: 5.9376, loss: 5.9376 +2023-12-28 00:39:14,521 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 21:05:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4448, top5_acc: 0.6972, loss_cls: 5.9524, loss: 5.9524 +2023-12-28 00:40:14,067 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 21:04:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4411, top5_acc: 0.6959, loss_cls: 5.9752, loss: 5.9752 +2023-12-28 00:41:13,962 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 21:03:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4400, top5_acc: 0.6967, loss_cls: 5.9661, loss: 5.9661 +2023-12-28 00:42:14,291 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 21:02:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4403, top5_acc: 0.6953, loss_cls: 5.9502, loss: 5.9502 +2023-12-28 00:43:14,431 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 21:01:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6973, loss_cls: 5.9644, loss: 5.9644 +2023-12-28 00:44:13,770 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 21:00:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.6867, loss_cls: 5.9595, loss: 5.9595 +2023-12-28 00:44:43,994 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-28 00:46:40,648 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:46:41,585 - pyskl - INFO - +top1_acc 0.3723 +top5_acc 0.6302 +2023-12-28 00:46:41,586 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 00:46:41,624 - pyskl - INFO - +mean_acc 0.3721 +2023-12-28 00:46:41,635 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3723, top5_acc: 0.6302, mean_class_accuracy: 0.3721 +2023-12-28 00:50:01,691 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 20:59:35, time: 2.000, data_time: 1.400, memory: 16177, top1_acc: 0.4605, top5_acc: 0.7119, loss_cls: 5.8473, loss: 5.8473 +2023-12-28 00:51:01,330 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 20:58:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4577, top5_acc: 0.7117, loss_cls: 5.8687, loss: 5.8687 +2023-12-28 00:52:01,269 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 20:57:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4625, top5_acc: 0.7208, loss_cls: 5.8578, loss: 5.8578 +2023-12-28 00:53:01,044 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 20:56:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4612, top5_acc: 0.7142, loss_cls: 5.8791, loss: 5.8791 +2023-12-28 00:54:01,441 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 20:55:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4553, top5_acc: 0.7094, loss_cls: 5.8888, loss: 5.8888 +2023-12-28 00:55:02,050 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 20:54:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.7094, loss_cls: 5.9118, loss: 5.9118 +2023-12-28 00:56:02,232 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 20:53:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4545, top5_acc: 0.7144, loss_cls: 5.8849, loss: 5.8849 +2023-12-28 00:57:01,628 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 20:52:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.7042, loss_cls: 5.9005, loss: 5.9005 +2023-12-28 00:58:00,973 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 20:51:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4520, top5_acc: 0.7063, loss_cls: 5.9090, loss: 5.9090 +2023-12-28 00:59:00,296 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 20:50:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4500, top5_acc: 0.7058, loss_cls: 5.9128, loss: 5.9128 +2023-12-28 00:59:59,423 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 20:48:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4391, top5_acc: 0.7002, loss_cls: 5.9609, loss: 5.9609 +2023-12-28 01:00:58,718 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 20:47:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4537, top5_acc: 0.6981, loss_cls: 5.9296, loss: 5.9296 +2023-12-28 01:01:58,169 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 20:46:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4497, top5_acc: 0.7031, loss_cls: 5.9332, loss: 5.9332 +2023-12-28 01:02:57,737 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 20:45:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.6936, loss_cls: 5.9500, loss: 5.9500 +2023-12-28 01:03:58,021 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 20:44:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4441, top5_acc: 0.7095, loss_cls: 5.9252, loss: 5.9252 +2023-12-28 01:04:57,479 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 20:43:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4516, top5_acc: 0.7120, loss_cls: 5.8817, loss: 5.8817 +2023-12-28 01:05:57,591 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 20:42:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4519, top5_acc: 0.7102, loss_cls: 5.8894, loss: 5.8894 +2023-12-28 01:06:57,740 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 20:41:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4467, top5_acc: 0.7030, loss_cls: 5.9234, loss: 5.9234 +2023-12-28 01:07:57,590 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 20:40:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4514, top5_acc: 0.7072, loss_cls: 5.9021, loss: 5.9021 +2023-12-28 01:08:57,022 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 20:39:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4511, top5_acc: 0.7047, loss_cls: 5.9021, loss: 5.9021 +2023-12-28 01:09:57,003 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 20:38:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.7064, loss_cls: 5.9206, loss: 5.9206 +2023-12-28 01:10:56,452 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 20:37:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4573, top5_acc: 0.7013, loss_cls: 5.8947, loss: 5.8947 +2023-12-28 01:11:55,895 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 20:36:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4442, top5_acc: 0.6978, loss_cls: 5.9641, loss: 5.9641 +2023-12-28 01:12:55,567 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 20:35:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4477, top5_acc: 0.7064, loss_cls: 5.9327, loss: 5.9327 +2023-12-28 01:13:54,948 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 20:33:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6944, loss_cls: 5.9790, loss: 5.9790 +2023-12-28 01:14:54,547 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 20:32:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4562, top5_acc: 0.7058, loss_cls: 5.9271, loss: 5.9271 +2023-12-28 01:15:53,726 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 20:31:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4377, top5_acc: 0.7019, loss_cls: 5.9552, loss: 5.9552 +2023-12-28 01:16:53,254 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 20:30:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4509, top5_acc: 0.7019, loss_cls: 5.9212, loss: 5.9212 +2023-12-28 01:17:52,735 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 20:29:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4328, top5_acc: 0.6930, loss_cls: 5.9680, loss: 5.9680 +2023-12-28 01:18:52,145 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 20:28:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4508, top5_acc: 0.6975, loss_cls: 5.9132, loss: 5.9132 +2023-12-28 01:19:51,646 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 20:27:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4370, top5_acc: 0.6973, loss_cls: 5.9705, loss: 5.9705 +2023-12-28 01:20:51,131 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 20:26:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4456, top5_acc: 0.7017, loss_cls: 5.9230, loss: 5.9230 +2023-12-28 01:21:50,960 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 20:25:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4389, top5_acc: 0.6917, loss_cls: 5.9871, loss: 5.9871 +2023-12-28 01:22:50,719 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 20:24:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4495, top5_acc: 0.6980, loss_cls: 5.9338, loss: 5.9338 +2023-12-28 01:23:51,468 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 20:23:20, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4414, top5_acc: 0.6958, loss_cls: 5.9523, loss: 5.9523 +2023-12-28 01:24:52,581 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 20:22:16, time: 0.611, data_time: 0.001, memory: 16177, top1_acc: 0.4430, top5_acc: 0.6930, loss_cls: 5.9790, loss: 5.9790 +2023-12-28 01:25:52,680 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 20:21:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4511, top5_acc: 0.7041, loss_cls: 5.9219, loss: 5.9219 +2023-12-28 01:26:22,409 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-28 01:28:17,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:28:18,211 - pyskl - INFO - +top1_acc 0.3813 +top5_acc 0.6361 +2023-12-28 01:28:18,211 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 01:28:18,272 - pyskl - INFO - +mean_acc 0.3809 +2023-12-28 01:28:18,281 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_117.pth was removed +2023-12-28 01:28:18,602 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2023-12-28 01:28:18,602 - pyskl - INFO - Best top1_acc is 0.3813 at 119 epoch. +2023-12-28 01:28:18,626 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3813, top5_acc: 0.6361, mean_class_accuracy: 0.3809 +2023-12-28 01:31:40,735 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 20:20:09, time: 2.021, data_time: 1.422, memory: 16177, top1_acc: 0.4680, top5_acc: 0.7328, loss_cls: 5.7813, loss: 5.7813 +2023-12-28 01:32:40,120 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 20:19:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4612, top5_acc: 0.7145, loss_cls: 5.8387, loss: 5.8387 +2023-12-28 01:33:39,479 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 20:18:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4642, top5_acc: 0.7266, loss_cls: 5.8258, loss: 5.8258 +2023-12-28 01:34:39,438 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 20:16:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4583, top5_acc: 0.7167, loss_cls: 5.8519, loss: 5.8519 +2023-12-28 01:35:39,146 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 20:15:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4448, top5_acc: 0.7047, loss_cls: 5.9224, loss: 5.9224 +2023-12-28 01:36:38,843 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 20:14:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7131, loss_cls: 5.8603, loss: 5.8603 +2023-12-28 01:37:38,536 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 20:13:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7078, loss_cls: 5.8965, loss: 5.8965 +2023-12-28 01:38:37,921 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 20:12:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4456, top5_acc: 0.6937, loss_cls: 5.9451, loss: 5.9451 +2023-12-28 01:39:38,498 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 20:11:37, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4570, top5_acc: 0.7114, loss_cls: 5.8791, loss: 5.8791 +2023-12-28 01:40:37,892 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 20:10:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4708, top5_acc: 0.7156, loss_cls: 5.8399, loss: 5.8399 +2023-12-28 01:41:37,646 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 20:09:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4436, top5_acc: 0.7011, loss_cls: 5.9246, loss: 5.9246 +2023-12-28 01:42:38,225 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 20:08:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7163, loss_cls: 5.8589, loss: 5.8589 +2023-12-28 01:43:38,477 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 20:07:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4591, top5_acc: 0.7200, loss_cls: 5.8454, loss: 5.8454 +2023-12-28 01:44:39,111 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 20:06:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4602, top5_acc: 0.7045, loss_cls: 5.8807, loss: 5.8807 +2023-12-28 01:45:39,237 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 20:05:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4419, top5_acc: 0.7116, loss_cls: 5.9049, loss: 5.9049 +2023-12-28 01:46:39,395 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 20:04:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4552, top5_acc: 0.7025, loss_cls: 5.9152, loss: 5.9152 +2023-12-28 01:47:39,156 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 20:03:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4508, top5_acc: 0.6994, loss_cls: 5.9138, loss: 5.9138 +2023-12-28 01:48:39,590 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 20:02:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4475, top5_acc: 0.7055, loss_cls: 5.9337, loss: 5.9337 +2023-12-28 01:49:39,911 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 20:00:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4545, top5_acc: 0.7033, loss_cls: 5.9022, loss: 5.9022 +2023-12-28 01:50:39,615 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 19:59:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4550, top5_acc: 0.7116, loss_cls: 5.9050, loss: 5.9050 +2023-12-28 01:51:39,228 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 19:58:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4477, top5_acc: 0.7020, loss_cls: 5.9329, loss: 5.9329 +2023-12-28 01:52:38,755 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 19:57:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4480, top5_acc: 0.7019, loss_cls: 5.9398, loss: 5.9398 +2023-12-28 01:53:38,041 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 19:56:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4544, top5_acc: 0.7084, loss_cls: 5.9002, loss: 5.9002 +2023-12-28 01:54:37,540 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 19:55:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6923, loss_cls: 5.9838, loss: 5.9838 +2023-12-28 01:55:37,039 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 19:54:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4419, top5_acc: 0.7102, loss_cls: 5.9098, loss: 5.9098 +2023-12-28 01:56:36,335 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 19:53:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4481, top5_acc: 0.7078, loss_cls: 5.8910, loss: 5.8910 +2023-12-28 01:57:36,156 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 19:52:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4562, top5_acc: 0.7116, loss_cls: 5.8853, loss: 5.8853 +2023-12-28 01:58:35,828 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 19:51:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4547, top5_acc: 0.7122, loss_cls: 5.9081, loss: 5.9081 +2023-12-28 01:59:35,415 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 19:50:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.7006, loss_cls: 5.9354, loss: 5.9354 +2023-12-28 02:00:34,930 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 19:49:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4573, top5_acc: 0.7109, loss_cls: 5.8968, loss: 5.8968 +2023-12-28 02:01:34,578 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 19:48:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4614, top5_acc: 0.7078, loss_cls: 5.8823, loss: 5.8823 +2023-12-28 02:02:33,912 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 19:47:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4531, top5_acc: 0.7045, loss_cls: 5.9264, loss: 5.9264 +2023-12-28 02:03:33,798 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 19:46:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4464, top5_acc: 0.6978, loss_cls: 5.9545, loss: 5.9545 +2023-12-28 02:04:34,417 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 19:44:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4484, top5_acc: 0.7100, loss_cls: 5.9103, loss: 5.9103 +2023-12-28 02:05:34,951 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 19:43:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4481, top5_acc: 0.7078, loss_cls: 5.9091, loss: 5.9091 +2023-12-28 02:06:35,777 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 19:42:52, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4511, top5_acc: 0.7011, loss_cls: 5.9379, loss: 5.9379 +2023-12-28 02:07:35,645 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 19:41:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.7087, loss_cls: 5.9207, loss: 5.9207 +2023-12-28 02:08:05,578 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-28 02:10:00,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:10:01,126 - pyskl - INFO - +top1_acc 0.3799 +top5_acc 0.6378 +2023-12-28 02:10:01,126 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 02:10:01,165 - pyskl - INFO - +mean_acc 0.3797 +2023-12-28 02:10:01,175 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3799, top5_acc: 0.6378, mean_class_accuracy: 0.3797 +2023-12-28 02:13:25,409 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 19:40:44, time: 2.042, data_time: 1.447, memory: 16177, top1_acc: 0.4770, top5_acc: 0.7250, loss_cls: 5.7928, loss: 5.7928 +2023-12-28 02:14:24,630 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 19:39:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4622, top5_acc: 0.7141, loss_cls: 5.8466, loss: 5.8466 +2023-12-28 02:15:24,244 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 19:38:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4570, top5_acc: 0.7150, loss_cls: 5.8468, loss: 5.8468 +2023-12-28 02:16:23,439 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 19:37:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4631, top5_acc: 0.7173, loss_cls: 5.8296, loss: 5.8296 +2023-12-28 02:17:22,959 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 19:36:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4647, top5_acc: 0.7173, loss_cls: 5.8291, loss: 5.8291 +2023-12-28 02:18:22,317 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 19:35:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4541, top5_acc: 0.7214, loss_cls: 5.8521, loss: 5.8521 +2023-12-28 02:19:22,158 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 19:34:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4602, top5_acc: 0.7100, loss_cls: 5.8803, loss: 5.8803 +2023-12-28 02:20:21,890 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 19:33:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4667, top5_acc: 0.7191, loss_cls: 5.8394, loss: 5.8394 +2023-12-28 02:21:21,360 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 19:32:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4655, top5_acc: 0.7113, loss_cls: 5.8448, loss: 5.8448 +2023-12-28 02:22:20,861 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 19:31:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4541, top5_acc: 0.7008, loss_cls: 5.8878, loss: 5.8878 +2023-12-28 02:23:20,459 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 19:30:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4598, top5_acc: 0.7192, loss_cls: 5.8288, loss: 5.8288 +2023-12-28 02:24:19,682 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 19:29:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4562, top5_acc: 0.7164, loss_cls: 5.8628, loss: 5.8628 +2023-12-28 02:25:19,272 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 19:27:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4536, top5_acc: 0.7070, loss_cls: 5.8825, loss: 5.8825 +2023-12-28 02:26:19,154 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 19:26:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4636, top5_acc: 0.7203, loss_cls: 5.8420, loss: 5.8420 +2023-12-28 02:27:19,080 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 19:25:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7155, loss_cls: 5.8554, loss: 5.8554 +2023-12-28 02:28:19,287 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 19:24:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4589, top5_acc: 0.7155, loss_cls: 5.8436, loss: 5.8436 +2023-12-28 02:29:19,327 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 19:23:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7214, loss_cls: 5.8502, loss: 5.8502 +2023-12-28 02:30:19,007 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 19:22:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4455, top5_acc: 0.7061, loss_cls: 5.9112, loss: 5.9112 +2023-12-28 02:31:19,473 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 19:21:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4617, top5_acc: 0.7219, loss_cls: 5.8347, loss: 5.8347 +2023-12-28 02:32:18,994 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 19:20:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4561, top5_acc: 0.7081, loss_cls: 5.9038, loss: 5.9038 +2023-12-28 02:33:18,961 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 19:19:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4561, top5_acc: 0.7113, loss_cls: 5.8872, loss: 5.8872 +2023-12-28 02:34:19,028 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 19:18:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4495, top5_acc: 0.7128, loss_cls: 5.8829, loss: 5.8829 +2023-12-28 02:35:18,629 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 19:17:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4609, top5_acc: 0.7188, loss_cls: 5.8686, loss: 5.8686 +2023-12-28 02:36:18,184 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 19:16:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7144, loss_cls: 5.8622, loss: 5.8622 +2023-12-28 02:37:17,853 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 19:15:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4512, top5_acc: 0.7058, loss_cls: 5.8915, loss: 5.8915 +2023-12-28 02:38:17,502 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 19:14:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4445, top5_acc: 0.7094, loss_cls: 5.9121, loss: 5.9121 +2023-12-28 02:39:17,218 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 19:13:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4419, top5_acc: 0.7037, loss_cls: 5.9245, loss: 5.9245 +2023-12-28 02:40:16,918 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 19:11:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4577, top5_acc: 0.7053, loss_cls: 5.9077, loss: 5.9077 +2023-12-28 02:41:17,652 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 19:10:54, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4480, top5_acc: 0.7061, loss_cls: 5.9031, loss: 5.9031 +2023-12-28 02:42:17,370 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 19:09:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4620, top5_acc: 0.7081, loss_cls: 5.8842, loss: 5.8842 +2023-12-28 02:43:16,870 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 19:08:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4492, top5_acc: 0.7000, loss_cls: 5.9116, loss: 5.9116 +2023-12-28 02:44:17,218 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 19:07:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4611, top5_acc: 0.7086, loss_cls: 5.8948, loss: 5.8948 +2023-12-28 02:45:17,219 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 19:06:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4517, top5_acc: 0.6966, loss_cls: 5.9208, loss: 5.9208 +2023-12-28 02:46:17,156 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 19:05:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4564, top5_acc: 0.7222, loss_cls: 5.8497, loss: 5.8497 +2023-12-28 02:47:17,819 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 19:04:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4519, top5_acc: 0.7067, loss_cls: 5.9257, loss: 5.9257 +2023-12-28 02:48:18,814 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 19:03:28, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4539, top5_acc: 0.7119, loss_cls: 5.8847, loss: 5.8847 +2023-12-28 02:49:18,553 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 19:02:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4517, top5_acc: 0.7067, loss_cls: 5.8902, loss: 5.8902 +2023-12-28 02:49:48,013 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-28 02:51:46,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:51:47,505 - pyskl - INFO - +top1_acc 0.3866 +top5_acc 0.6403 +2023-12-28 02:51:47,505 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 02:51:47,543 - pyskl - INFO - +mean_acc 0.3863 +2023-12-28 02:51:47,550 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_119.pth was removed +2023-12-28 02:51:47,859 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-28 02:51:47,859 - pyskl - INFO - Best top1_acc is 0.3866 at 121 epoch. +2023-12-28 02:51:47,869 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3866, top5_acc: 0.6403, mean_class_accuracy: 0.3863 +2023-12-28 02:55:08,630 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 19:01:18, time: 2.008, data_time: 1.406, memory: 16177, top1_acc: 0.4839, top5_acc: 0.7370, loss_cls: 5.7445, loss: 5.7445 +2023-12-28 02:56:08,156 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 19:00:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7211, loss_cls: 5.8096, loss: 5.8096 +2023-12-28 02:57:08,195 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 18:59:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4727, top5_acc: 0.7291, loss_cls: 5.7804, loss: 5.7804 +2023-12-28 02:58:08,338 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 18:58:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4744, top5_acc: 0.7308, loss_cls: 5.7835, loss: 5.7835 +2023-12-28 02:59:08,841 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 18:57:03, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4636, top5_acc: 0.7189, loss_cls: 5.8435, loss: 5.8435 +2023-12-28 03:00:08,715 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 18:55:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7195, loss_cls: 5.8374, loss: 5.8374 +2023-12-28 03:01:08,282 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 18:54:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4750, top5_acc: 0.7273, loss_cls: 5.7840, loss: 5.7840 +2023-12-28 03:02:07,925 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 18:53:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4680, top5_acc: 0.7252, loss_cls: 5.8154, loss: 5.8154 +2023-12-28 03:03:07,615 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 18:52:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4641, top5_acc: 0.7206, loss_cls: 5.8375, loss: 5.8375 +2023-12-28 03:04:07,237 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 18:51:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4686, top5_acc: 0.7198, loss_cls: 5.8250, loss: 5.8250 +2023-12-28 03:05:07,352 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 18:50:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4755, top5_acc: 0.7327, loss_cls: 5.7664, loss: 5.7664 +2023-12-28 03:06:07,120 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 18:49:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4683, top5_acc: 0.7214, loss_cls: 5.8249, loss: 5.8249 +2023-12-28 03:07:06,951 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 18:48:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4544, top5_acc: 0.7058, loss_cls: 5.8759, loss: 5.8759 +2023-12-28 03:08:06,581 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 18:47:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4702, top5_acc: 0.7188, loss_cls: 5.8330, loss: 5.8330 +2023-12-28 03:09:06,820 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 18:46:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4564, top5_acc: 0.7122, loss_cls: 5.8866, loss: 5.8866 +2023-12-28 03:10:06,783 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 18:45:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7067, loss_cls: 5.8663, loss: 5.8663 +2023-12-28 03:11:06,504 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 18:44:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4436, top5_acc: 0.7008, loss_cls: 5.9049, loss: 5.9049 +2023-12-28 03:12:06,782 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 18:43:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4637, top5_acc: 0.7120, loss_cls: 5.8482, loss: 5.8482 +2023-12-28 03:13:06,775 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 18:42:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7028, loss_cls: 5.8917, loss: 5.8917 +2023-12-28 03:14:06,217 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 18:41:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4577, top5_acc: 0.7145, loss_cls: 5.8787, loss: 5.8787 +2023-12-28 03:15:05,803 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 18:40:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4645, top5_acc: 0.7205, loss_cls: 5.8457, loss: 5.8457 +2023-12-28 03:16:05,707 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 18:38:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4478, top5_acc: 0.7072, loss_cls: 5.9017, loss: 5.9017 +2023-12-28 03:17:04,974 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 18:37:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4650, top5_acc: 0.7131, loss_cls: 5.8473, loss: 5.8473 +2023-12-28 03:18:04,218 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 18:36:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4562, top5_acc: 0.7133, loss_cls: 5.8578, loss: 5.8578 +2023-12-28 03:19:03,522 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 18:35:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4736, top5_acc: 0.7231, loss_cls: 5.8204, loss: 5.8204 +2023-12-28 03:20:02,962 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 18:34:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4642, top5_acc: 0.7180, loss_cls: 5.8622, loss: 5.8622 +2023-12-28 03:21:02,348 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 18:33:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4666, top5_acc: 0.7231, loss_cls: 5.8285, loss: 5.8285 +2023-12-28 03:22:01,725 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 18:32:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4564, top5_acc: 0.7161, loss_cls: 5.8645, loss: 5.8645 +2023-12-28 03:23:01,080 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 18:31:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4600, top5_acc: 0.7239, loss_cls: 5.8349, loss: 5.8349 +2023-12-28 03:24:00,546 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 18:30:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4552, top5_acc: 0.7114, loss_cls: 5.8544, loss: 5.8544 +2023-12-28 03:24:59,865 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 18:29:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4505, top5_acc: 0.7063, loss_cls: 5.9050, loss: 5.9050 +2023-12-28 03:25:59,216 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 18:28:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7123, loss_cls: 5.8655, loss: 5.8655 +2023-12-28 03:26:58,784 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 18:27:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4692, top5_acc: 0.7116, loss_cls: 5.8671, loss: 5.8671 +2023-12-28 03:27:59,559 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 18:26:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7186, loss_cls: 5.8528, loss: 5.8528 +2023-12-28 03:29:00,493 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 18:25:07, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7137, loss_cls: 5.9041, loss: 5.9041 +2023-12-28 03:30:01,152 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 18:24:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4633, top5_acc: 0.7137, loss_cls: 5.8559, loss: 5.8559 +2023-12-28 03:31:00,993 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 18:22:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4709, top5_acc: 0.7238, loss_cls: 5.8004, loss: 5.8004 +2023-12-28 03:31:31,081 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-28 03:33:27,601 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:33:28,419 - pyskl - INFO - +top1_acc 0.3910 +top5_acc 0.6410 +2023-12-28 03:33:28,419 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 03:33:28,457 - pyskl - INFO - +mean_acc 0.3907 +2023-12-28 03:33:28,462 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_121.pth was removed +2023-12-28 03:33:28,701 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2023-12-28 03:33:28,702 - pyskl - INFO - Best top1_acc is 0.3910 at 122 epoch. +2023-12-28 03:33:28,710 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3910, top5_acc: 0.6410, mean_class_accuracy: 0.3907 +2023-12-28 03:36:48,464 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 18:21:52, time: 1.997, data_time: 1.396, memory: 16177, top1_acc: 0.4813, top5_acc: 0.7336, loss_cls: 5.7638, loss: 5.7638 +2023-12-28 03:37:48,269 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 18:20:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4838, top5_acc: 0.7350, loss_cls: 5.7356, loss: 5.7356 +2023-12-28 03:38:47,864 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 18:19:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4695, top5_acc: 0.7267, loss_cls: 5.7759, loss: 5.7759 +2023-12-28 03:39:47,792 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 18:18:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4664, top5_acc: 0.7322, loss_cls: 5.7927, loss: 5.7927 +2023-12-28 03:40:48,481 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 18:17:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7353, loss_cls: 5.7591, loss: 5.7591 +2023-12-28 03:41:47,824 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 18:16:33, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4684, top5_acc: 0.7248, loss_cls: 5.7924, loss: 5.7924 +2023-12-28 03:42:47,482 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 18:15:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4728, top5_acc: 0.7266, loss_cls: 5.7868, loss: 5.7868 +2023-12-28 03:43:46,960 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 18:14:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4691, top5_acc: 0.7269, loss_cls: 5.7774, loss: 5.7774 +2023-12-28 03:44:46,721 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 18:13:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4766, top5_acc: 0.7283, loss_cls: 5.7874, loss: 5.7874 +2023-12-28 03:45:46,520 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 18:12:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4483, top5_acc: 0.7152, loss_cls: 5.8852, loss: 5.8852 +2023-12-28 03:46:46,163 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 18:11:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4662, top5_acc: 0.7195, loss_cls: 5.8253, loss: 5.8253 +2023-12-28 03:47:45,531 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 18:10:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4662, top5_acc: 0.7255, loss_cls: 5.8192, loss: 5.8192 +2023-12-28 03:48:45,297 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 18:09:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4813, top5_acc: 0.7316, loss_cls: 5.7544, loss: 5.7544 +2023-12-28 03:49:45,706 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 18:08:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4856, top5_acc: 0.7322, loss_cls: 5.7560, loss: 5.7560 +2023-12-28 03:50:45,717 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 18:06:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4525, top5_acc: 0.7120, loss_cls: 5.8710, loss: 5.8710 +2023-12-28 03:51:46,183 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 18:05:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4844, top5_acc: 0.7369, loss_cls: 5.7328, loss: 5.7328 +2023-12-28 03:52:45,803 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 18:04:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7141, loss_cls: 5.8296, loss: 5.8296 +2023-12-28 03:53:46,061 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 18:03:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4566, top5_acc: 0.7184, loss_cls: 5.8836, loss: 5.8836 +2023-12-28 03:54:46,481 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 18:02:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7241, loss_cls: 5.8210, loss: 5.8210 +2023-12-28 03:55:46,127 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 18:01:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4727, top5_acc: 0.7189, loss_cls: 5.8133, loss: 5.8133 +2023-12-28 03:56:45,407 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 18:00:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4573, top5_acc: 0.7220, loss_cls: 5.8599, loss: 5.8599 +2023-12-28 03:57:45,366 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 17:59:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7269, loss_cls: 5.7887, loss: 5.7887 +2023-12-28 03:58:44,648 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 17:58:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4703, top5_acc: 0.7247, loss_cls: 5.8112, loss: 5.8112 +2023-12-28 03:59:43,874 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 17:57:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7214, loss_cls: 5.8299, loss: 5.8299 +2023-12-28 04:00:43,327 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 17:56:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4703, top5_acc: 0.7253, loss_cls: 5.8053, loss: 5.8053 +2023-12-28 04:01:42,812 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 17:55:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4678, top5_acc: 0.7206, loss_cls: 5.8372, loss: 5.8372 +2023-12-28 04:02:42,673 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 17:54:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7159, loss_cls: 5.8317, loss: 5.8317 +2023-12-28 04:03:42,078 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 17:53:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4722, top5_acc: 0.7203, loss_cls: 5.8121, loss: 5.8121 +2023-12-28 04:04:41,754 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 17:52:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4547, top5_acc: 0.7100, loss_cls: 5.9140, loss: 5.9140 +2023-12-28 04:05:41,425 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 17:51:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7109, loss_cls: 5.8657, loss: 5.8657 +2023-12-28 04:06:41,014 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 17:49:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4591, top5_acc: 0.7194, loss_cls: 5.8351, loss: 5.8351 +2023-12-28 04:07:40,679 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 17:48:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4611, top5_acc: 0.7181, loss_cls: 5.8534, loss: 5.8534 +2023-12-28 04:08:40,425 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 17:47:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4716, top5_acc: 0.7216, loss_cls: 5.8211, loss: 5.8211 +2023-12-28 04:09:40,127 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 17:46:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4628, top5_acc: 0.7137, loss_cls: 5.8419, loss: 5.8419 +2023-12-28 04:10:40,428 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 17:45:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4647, top5_acc: 0.7188, loss_cls: 5.8435, loss: 5.8435 +2023-12-28 04:11:41,476 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 17:44:38, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4714, top5_acc: 0.7241, loss_cls: 5.8287, loss: 5.8287 +2023-12-28 04:12:41,444 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 17:43:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4628, top5_acc: 0.7198, loss_cls: 5.8428, loss: 5.8428 +2023-12-28 04:13:11,598 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-28 04:15:06,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:15:08,038 - pyskl - INFO - +top1_acc 0.3971 +top5_acc 0.6517 +2023-12-28 04:15:08,038 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 04:15:08,091 - pyskl - INFO - +mean_acc 0.3968 +2023-12-28 04:15:08,097 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_122.pth was removed +2023-12-28 04:15:08,415 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-28 04:15:08,415 - pyskl - INFO - Best top1_acc is 0.3971 at 123 epoch. +2023-12-28 04:15:08,434 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3971, top5_acc: 0.6517, mean_class_accuracy: 0.3968 +2023-12-28 04:18:31,769 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 17:42:27, time: 2.033, data_time: 1.437, memory: 16177, top1_acc: 0.4823, top5_acc: 0.7345, loss_cls: 5.7441, loss: 5.7441 +2023-12-28 04:19:31,025 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 17:41:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4853, top5_acc: 0.7338, loss_cls: 5.7126, loss: 5.7126 +2023-12-28 04:20:30,545 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 17:40:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7348, loss_cls: 5.7374, loss: 5.7374 +2023-12-28 04:21:30,231 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 17:39:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4684, top5_acc: 0.7319, loss_cls: 5.7646, loss: 5.7646 +2023-12-28 04:22:29,391 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 17:38:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4741, top5_acc: 0.7322, loss_cls: 5.7786, loss: 5.7786 +2023-12-28 04:23:29,079 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 17:37:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4764, top5_acc: 0.7309, loss_cls: 5.7804, loss: 5.7804 +2023-12-28 04:24:29,769 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 17:36:04, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4833, top5_acc: 0.7323, loss_cls: 5.7427, loss: 5.7427 +2023-12-28 04:25:29,828 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 17:35:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4662, top5_acc: 0.7253, loss_cls: 5.7998, loss: 5.7998 +2023-12-28 04:26:29,970 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 17:33:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4727, top5_acc: 0.7262, loss_cls: 5.7833, loss: 5.7833 +2023-12-28 04:27:30,340 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 17:32:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4744, top5_acc: 0.7372, loss_cls: 5.7549, loss: 5.7549 +2023-12-28 04:28:30,284 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 17:31:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4630, top5_acc: 0.7269, loss_cls: 5.8139, loss: 5.8139 +2023-12-28 04:29:30,575 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 17:30:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4659, top5_acc: 0.7203, loss_cls: 5.8196, loss: 5.8196 +2023-12-28 04:30:30,161 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 17:29:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4753, top5_acc: 0.7316, loss_cls: 5.7828, loss: 5.7828 +2023-12-28 04:31:30,006 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 17:28:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4781, top5_acc: 0.7267, loss_cls: 5.7719, loss: 5.7719 +2023-12-28 04:32:30,439 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 17:27:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4808, top5_acc: 0.7308, loss_cls: 5.7547, loss: 5.7547 +2023-12-28 04:33:31,271 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 17:26:31, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4805, top5_acc: 0.7253, loss_cls: 5.8031, loss: 5.8031 +2023-12-28 04:34:30,819 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 17:25:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4717, top5_acc: 0.7231, loss_cls: 5.8225, loss: 5.8225 +2023-12-28 04:35:30,582 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 17:24:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4808, top5_acc: 0.7236, loss_cls: 5.7908, loss: 5.7908 +2023-12-28 04:36:30,823 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 17:23:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4727, top5_acc: 0.7217, loss_cls: 5.8003, loss: 5.8003 +2023-12-28 04:37:30,810 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 17:22:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4738, top5_acc: 0.7283, loss_cls: 5.7739, loss: 5.7739 +2023-12-28 04:38:30,512 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 17:21:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4820, top5_acc: 0.7270, loss_cls: 5.7809, loss: 5.7809 +2023-12-28 04:39:30,377 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 17:20:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4655, top5_acc: 0.7264, loss_cls: 5.8041, loss: 5.8041 +2023-12-28 04:40:30,188 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 17:19:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4614, top5_acc: 0.7106, loss_cls: 5.8413, loss: 5.8413 +2023-12-28 04:41:29,642 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 17:18:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4683, top5_acc: 0.7308, loss_cls: 5.8101, loss: 5.8101 +2023-12-28 04:42:29,029 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 17:16:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7244, loss_cls: 5.7827, loss: 5.7827 +2023-12-28 04:43:28,337 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 17:15:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4727, top5_acc: 0.7191, loss_cls: 5.8219, loss: 5.8219 +2023-12-28 04:44:27,800 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 17:14:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4744, top5_acc: 0.7270, loss_cls: 5.7921, loss: 5.7921 +2023-12-28 04:45:27,290 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 17:13:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4652, top5_acc: 0.7227, loss_cls: 5.8145, loss: 5.8145 +2023-12-28 04:46:27,030 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 17:12:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4623, top5_acc: 0.7159, loss_cls: 5.8473, loss: 5.8473 +2023-12-28 04:47:26,605 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 17:11:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4722, top5_acc: 0.7252, loss_cls: 5.7926, loss: 5.7926 +2023-12-28 04:48:26,185 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 17:10:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7248, loss_cls: 5.8246, loss: 5.8246 +2023-12-28 04:49:25,542 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 17:09:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4694, top5_acc: 0.7245, loss_cls: 5.8191, loss: 5.8191 +2023-12-28 04:50:24,997 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 17:08:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4770, top5_acc: 0.7266, loss_cls: 5.7788, loss: 5.7788 +2023-12-28 04:51:24,329 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 17:07:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4639, top5_acc: 0.7178, loss_cls: 5.8303, loss: 5.8303 +2023-12-28 04:52:24,866 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 17:06:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4769, top5_acc: 0.7238, loss_cls: 5.8072, loss: 5.8072 +2023-12-28 04:53:26,301 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 17:05:15, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.4639, top5_acc: 0.7259, loss_cls: 5.8084, loss: 5.8084 +2023-12-28 04:54:26,217 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 17:04:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4730, top5_acc: 0.7253, loss_cls: 5.7911, loss: 5.7911 +2023-12-28 04:54:56,013 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-28 04:56:54,068 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:56:54,859 - pyskl - INFO - +top1_acc 0.3938 +top5_acc 0.6545 +2023-12-28 04:56:54,859 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 04:56:54,899 - pyskl - INFO - +mean_acc 0.3935 +2023-12-28 04:56:54,910 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3938, top5_acc: 0.6545, mean_class_accuracy: 0.3935 +2023-12-28 05:00:18,695 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 17:03:03, time: 2.038, data_time: 1.443, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7450, loss_cls: 5.7093, loss: 5.7093 +2023-12-28 05:01:18,714 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 17:01:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4950, top5_acc: 0.7491, loss_cls: 5.6876, loss: 5.6876 +2023-12-28 05:02:18,325 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 17:00:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4967, top5_acc: 0.7427, loss_cls: 5.6977, loss: 5.6977 +2023-12-28 05:03:18,061 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 16:59:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4847, top5_acc: 0.7347, loss_cls: 5.7151, loss: 5.7151 +2023-12-28 05:04:17,831 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 16:58:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4756, top5_acc: 0.7297, loss_cls: 5.7809, loss: 5.7809 +2023-12-28 05:05:17,515 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 16:57:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7370, loss_cls: 5.7573, loss: 5.7573 +2023-12-28 05:06:17,243 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 16:56:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4773, top5_acc: 0.7289, loss_cls: 5.7594, loss: 5.7594 +2023-12-28 05:07:16,973 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 16:55:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4992, top5_acc: 0.7425, loss_cls: 5.6846, loss: 5.6846 +2023-12-28 05:08:16,761 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 16:54:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4902, top5_acc: 0.7323, loss_cls: 5.7261, loss: 5.7261 +2023-12-28 05:09:16,190 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 16:53:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4770, top5_acc: 0.7319, loss_cls: 5.7367, loss: 5.7367 +2023-12-28 05:10:16,161 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 16:52:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4872, top5_acc: 0.7409, loss_cls: 5.7206, loss: 5.7206 +2023-12-28 05:11:15,623 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 16:51:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4916, top5_acc: 0.7425, loss_cls: 5.7078, loss: 5.7078 +2023-12-28 05:12:15,322 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 16:50:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4784, top5_acc: 0.7297, loss_cls: 5.7395, loss: 5.7395 +2023-12-28 05:13:14,810 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 16:49:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4841, top5_acc: 0.7283, loss_cls: 5.7697, loss: 5.7697 +2023-12-28 05:14:15,162 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 16:48:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4747, top5_acc: 0.7302, loss_cls: 5.7711, loss: 5.7711 +2023-12-28 05:15:15,320 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 16:47:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4689, top5_acc: 0.7317, loss_cls: 5.7802, loss: 5.7802 +2023-12-28 05:16:15,312 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 16:46:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4734, top5_acc: 0.7322, loss_cls: 5.7699, loss: 5.7699 +2023-12-28 05:17:15,033 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 16:44:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4698, top5_acc: 0.7211, loss_cls: 5.8234, loss: 5.8234 +2023-12-28 05:18:15,439 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 16:43:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4894, top5_acc: 0.7369, loss_cls: 5.7313, loss: 5.7313 +2023-12-28 05:19:15,677 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 16:42:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4838, top5_acc: 0.7330, loss_cls: 5.7746, loss: 5.7746 +2023-12-28 05:20:15,376 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 16:41:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4834, top5_acc: 0.7327, loss_cls: 5.7606, loss: 5.7606 +2023-12-28 05:21:15,202 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 16:40:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4778, top5_acc: 0.7348, loss_cls: 5.7578, loss: 5.7578 +2023-12-28 05:22:14,904 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 16:39:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4855, top5_acc: 0.7277, loss_cls: 5.7492, loss: 5.7492 +2023-12-28 05:23:14,422 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 16:38:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4684, top5_acc: 0.7200, loss_cls: 5.8268, loss: 5.8268 +2023-12-28 05:24:14,216 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 16:37:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4766, top5_acc: 0.7253, loss_cls: 5.7865, loss: 5.7865 +2023-12-28 05:25:13,668 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 16:36:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4788, top5_acc: 0.7294, loss_cls: 5.7953, loss: 5.7953 +2023-12-28 05:26:14,022 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 16:35:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7262, loss_cls: 5.8062, loss: 5.8062 +2023-12-28 05:27:14,041 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 16:34:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4670, top5_acc: 0.7239, loss_cls: 5.8335, loss: 5.8335 +2023-12-28 05:28:14,639 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 16:33:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7338, loss_cls: 5.7499, loss: 5.7499 +2023-12-28 05:29:14,500 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 16:32:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4769, top5_acc: 0.7427, loss_cls: 5.7372, loss: 5.7372 +2023-12-28 05:30:14,618 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 16:31:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4823, top5_acc: 0.7319, loss_cls: 5.7585, loss: 5.7585 +2023-12-28 05:31:13,901 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 16:30:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4764, top5_acc: 0.7336, loss_cls: 5.7581, loss: 5.7581 +2023-12-28 05:32:13,708 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 16:29:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4692, top5_acc: 0.7295, loss_cls: 5.7890, loss: 5.7890 +2023-12-28 05:33:13,757 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 16:27:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4627, top5_acc: 0.7211, loss_cls: 5.8192, loss: 5.8192 +2023-12-28 05:34:14,340 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 16:26:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4700, top5_acc: 0.7283, loss_cls: 5.7881, loss: 5.7881 +2023-12-28 05:35:15,417 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 16:25:52, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4786, top5_acc: 0.7284, loss_cls: 5.7704, loss: 5.7704 +2023-12-28 05:36:14,990 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 16:24:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7211, loss_cls: 5.8274, loss: 5.8274 +2023-12-28 05:36:45,585 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-28 05:38:41,001 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:38:41,786 - pyskl - INFO - +top1_acc 0.3981 +top5_acc 0.6551 +2023-12-28 05:38:41,786 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 05:38:41,819 - pyskl - INFO - +mean_acc 0.3979 +2023-12-28 05:38:41,825 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_123.pth was removed +2023-12-28 05:38:42,087 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2023-12-28 05:38:42,088 - pyskl - INFO - Best top1_acc is 0.3981 at 125 epoch. +2023-12-28 05:38:42,096 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.3981, top5_acc: 0.6551, mean_class_accuracy: 0.3979 +2023-12-28 05:42:03,273 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 16:23:38, time: 2.012, data_time: 1.412, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7523, loss_cls: 5.6583, loss: 5.6583 +2023-12-28 05:43:02,964 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 16:22:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4945, top5_acc: 0.7397, loss_cls: 5.6820, loss: 5.6820 +2023-12-28 05:44:03,435 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 16:21:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4956, top5_acc: 0.7542, loss_cls: 5.6534, loss: 5.6534 +2023-12-28 05:45:03,956 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 16:20:27, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4995, top5_acc: 0.7517, loss_cls: 5.6397, loss: 5.6397 +2023-12-28 05:46:04,400 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 16:19:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4830, top5_acc: 0.7366, loss_cls: 5.7412, loss: 5.7412 +2023-12-28 05:47:05,196 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 16:18:20, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4814, top5_acc: 0.7395, loss_cls: 5.7309, loss: 5.7309 +2023-12-28 05:48:04,779 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 16:17:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4856, top5_acc: 0.7359, loss_cls: 5.7329, loss: 5.7329 +2023-12-28 05:49:04,618 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 16:16:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4892, top5_acc: 0.7383, loss_cls: 5.7308, loss: 5.7308 +2023-12-28 05:50:04,383 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 16:15:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4845, top5_acc: 0.7384, loss_cls: 5.7301, loss: 5.7301 +2023-12-28 05:51:04,027 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 16:14:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4864, top5_acc: 0.7433, loss_cls: 5.7279, loss: 5.7279 +2023-12-28 05:52:03,946 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 16:13:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4983, top5_acc: 0.7464, loss_cls: 5.6755, loss: 5.6755 +2023-12-28 05:53:04,242 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 16:11:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4941, top5_acc: 0.7464, loss_cls: 5.6875, loss: 5.6875 +2023-12-28 05:54:03,949 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 16:10:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4777, top5_acc: 0.7345, loss_cls: 5.7604, loss: 5.7604 +2023-12-28 05:55:03,702 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 16:09:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4902, top5_acc: 0.7297, loss_cls: 5.7585, loss: 5.7585 +2023-12-28 05:56:03,988 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 16:08:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4763, top5_acc: 0.7325, loss_cls: 5.7494, loss: 5.7494 +2023-12-28 05:57:04,230 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 16:07:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4991, top5_acc: 0.7445, loss_cls: 5.6941, loss: 5.6941 +2023-12-28 05:58:04,227 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 16:06:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4805, top5_acc: 0.7325, loss_cls: 5.7518, loss: 5.7518 +2023-12-28 05:59:04,048 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 16:05:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7292, loss_cls: 5.7752, loss: 5.7752 +2023-12-28 06:00:04,830 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 16:04:32, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4905, top5_acc: 0.7439, loss_cls: 5.7059, loss: 5.7059 +2023-12-28 06:01:05,749 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 16:03:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4884, top5_acc: 0.7369, loss_cls: 5.7357, loss: 5.7357 +2023-12-28 06:02:05,542 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 16:02:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7308, loss_cls: 5.7617, loss: 5.7617 +2023-12-28 06:03:05,187 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 16:01:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4858, top5_acc: 0.7380, loss_cls: 5.7497, loss: 5.7497 +2023-12-28 06:04:04,937 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 16:00:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4873, top5_acc: 0.7342, loss_cls: 5.7458, loss: 5.7458 +2023-12-28 06:05:04,577 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 15:59:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4834, top5_acc: 0.7372, loss_cls: 5.7483, loss: 5.7483 +2023-12-28 06:06:04,150 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 15:58:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4830, top5_acc: 0.7336, loss_cls: 5.7509, loss: 5.7509 +2023-12-28 06:07:03,972 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 15:57:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4820, top5_acc: 0.7409, loss_cls: 5.7241, loss: 5.7241 +2023-12-28 06:08:04,807 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 15:56:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4934, top5_acc: 0.7409, loss_cls: 5.7052, loss: 5.7052 +2023-12-28 06:09:04,773 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 15:54:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4702, top5_acc: 0.7288, loss_cls: 5.7939, loss: 5.7939 +2023-12-28 06:10:05,058 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 15:53:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4825, top5_acc: 0.7383, loss_cls: 5.7310, loss: 5.7310 +2023-12-28 06:11:05,280 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 15:52:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4805, top5_acc: 0.7309, loss_cls: 5.7665, loss: 5.7665 +2023-12-28 06:12:04,898 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 15:51:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4813, top5_acc: 0.7303, loss_cls: 5.7834, loss: 5.7834 +2023-12-28 06:13:04,939 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 15:50:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4781, top5_acc: 0.7323, loss_cls: 5.7448, loss: 5.7448 +2023-12-28 06:14:05,031 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 15:49:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4794, top5_acc: 0.7309, loss_cls: 5.7590, loss: 5.7590 +2023-12-28 06:15:04,924 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 15:48:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4784, top5_acc: 0.7258, loss_cls: 5.7653, loss: 5.7653 +2023-12-28 06:16:05,326 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 15:47:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4894, top5_acc: 0.7491, loss_cls: 5.6894, loss: 5.6894 +2023-12-28 06:17:06,485 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 15:46:30, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4705, top5_acc: 0.7205, loss_cls: 5.7974, loss: 5.7974 +2023-12-28 06:18:06,288 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 15:45:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4786, top5_acc: 0.7309, loss_cls: 5.7677, loss: 5.7677 +2023-12-28 06:18:36,207 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-28 06:20:31,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:20:32,526 - pyskl - INFO - +top1_acc 0.3977 +top5_acc 0.6549 +2023-12-28 06:20:32,526 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 06:20:32,558 - pyskl - INFO - +mean_acc 0.3973 +2023-12-28 06:20:32,567 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.3977, top5_acc: 0.6549, mean_class_accuracy: 0.3973 +2023-12-28 06:23:55,954 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 15:44:15, time: 2.034, data_time: 1.433, memory: 16177, top1_acc: 0.4970, top5_acc: 0.7517, loss_cls: 5.6167, loss: 5.6167 +2023-12-28 06:24:55,751 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 15:43:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4983, top5_acc: 0.7531, loss_cls: 5.6286, loss: 5.6286 +2023-12-28 06:25:55,485 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 15:42:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4927, top5_acc: 0.7356, loss_cls: 5.6949, loss: 5.6949 +2023-12-28 06:26:55,585 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 15:41:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4909, top5_acc: 0.7419, loss_cls: 5.7188, loss: 5.7188 +2023-12-28 06:27:55,444 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 15:40:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4967, top5_acc: 0.7422, loss_cls: 5.7063, loss: 5.7063 +2023-12-28 06:28:55,258 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 15:38:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4977, top5_acc: 0.7475, loss_cls: 5.6792, loss: 5.6792 +2023-12-28 06:29:55,022 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 15:37:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4966, top5_acc: 0.7453, loss_cls: 5.6936, loss: 5.6936 +2023-12-28 06:30:54,917 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 15:36:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4950, top5_acc: 0.7552, loss_cls: 5.6629, loss: 5.6629 +2023-12-28 06:31:54,540 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 15:35:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7462, loss_cls: 5.6756, loss: 5.6756 +2023-12-28 06:32:54,301 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 15:34:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4953, top5_acc: 0.7480, loss_cls: 5.6875, loss: 5.6875 +2023-12-28 06:33:54,128 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 15:33:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4959, top5_acc: 0.7489, loss_cls: 5.6910, loss: 5.6910 +2023-12-28 06:34:53,888 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 15:32:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4972, top5_acc: 0.7442, loss_cls: 5.6898, loss: 5.6898 +2023-12-28 06:35:54,125 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 15:31:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4916, top5_acc: 0.7444, loss_cls: 5.6875, loss: 5.6875 +2023-12-28 06:36:53,925 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 15:30:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4898, top5_acc: 0.7352, loss_cls: 5.7403, loss: 5.7403 +2023-12-28 06:37:54,312 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 15:29:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4942, top5_acc: 0.7412, loss_cls: 5.7136, loss: 5.7136 +2023-12-28 06:38:54,663 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 15:28:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4841, top5_acc: 0.7352, loss_cls: 5.7267, loss: 5.7267 +2023-12-28 06:39:54,209 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 15:27:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4880, top5_acc: 0.7422, loss_cls: 5.7092, loss: 5.7092 +2023-12-28 06:40:53,947 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 15:26:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4994, top5_acc: 0.7516, loss_cls: 5.6527, loss: 5.6527 +2023-12-28 06:41:54,336 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 15:25:09, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4833, top5_acc: 0.7333, loss_cls: 5.7366, loss: 5.7366 +2023-12-28 06:42:54,740 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 15:24:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4934, top5_acc: 0.7364, loss_cls: 5.6805, loss: 5.6805 +2023-12-28 06:43:54,198 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 15:23:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4925, top5_acc: 0.7447, loss_cls: 5.6941, loss: 5.6941 +2023-12-28 06:44:54,064 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 15:21:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4905, top5_acc: 0.7384, loss_cls: 5.7156, loss: 5.7156 +2023-12-28 06:45:53,751 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 15:20:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4931, top5_acc: 0.7439, loss_cls: 5.6949, loss: 5.6949 +2023-12-28 06:46:53,178 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 15:19:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4953, top5_acc: 0.7355, loss_cls: 5.7054, loss: 5.7054 +2023-12-28 06:47:52,484 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 15:18:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4842, top5_acc: 0.7425, loss_cls: 5.7445, loss: 5.7445 +2023-12-28 06:48:51,704 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 15:17:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4934, top5_acc: 0.7395, loss_cls: 5.7066, loss: 5.7066 +2023-12-28 06:49:51,098 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 15:16:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4809, top5_acc: 0.7427, loss_cls: 5.6934, loss: 5.6934 +2023-12-28 06:50:50,449 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 15:15:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4880, top5_acc: 0.7366, loss_cls: 5.7439, loss: 5.7439 +2023-12-28 06:51:49,920 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 15:14:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4923, top5_acc: 0.7403, loss_cls: 5.7005, loss: 5.7005 +2023-12-28 06:52:49,226 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 15:13:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4969, top5_acc: 0.7370, loss_cls: 5.7246, loss: 5.7246 +2023-12-28 06:53:48,946 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 15:12:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7344, loss_cls: 5.7391, loss: 5.7391 +2023-12-28 06:54:48,620 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 15:11:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7433, loss_cls: 5.6982, loss: 5.6982 +2023-12-28 06:55:48,676 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 15:10:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4778, top5_acc: 0.7395, loss_cls: 5.7390, loss: 5.7390 +2023-12-28 06:56:48,528 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 15:09:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4863, top5_acc: 0.7292, loss_cls: 5.7335, loss: 5.7335 +2023-12-28 06:57:48,958 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 15:08:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4794, top5_acc: 0.7375, loss_cls: 5.7498, loss: 5.7498 +2023-12-28 06:58:50,268 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 15:07:07, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7492, loss_cls: 5.7244, loss: 5.7244 +2023-12-28 06:59:49,877 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 15:06:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4919, top5_acc: 0.7377, loss_cls: 5.7270, loss: 5.7270 +2023-12-28 07:00:20,254 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-28 07:02:16,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:02:16,851 - pyskl - INFO - +top1_acc 0.4048 +top5_acc 0.6583 +2023-12-28 07:02:16,851 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 07:02:16,901 - pyskl - INFO - +mean_acc 0.4044 +2023-12-28 07:02:16,912 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_125.pth was removed +2023-12-28 07:02:17,212 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-28 07:02:17,213 - pyskl - INFO - Best top1_acc is 0.4048 at 127 epoch. +2023-12-28 07:02:17,228 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.4048, top5_acc: 0.6583, mean_class_accuracy: 0.4044 +2023-12-28 07:05:42,068 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 15:04:51, time: 2.048, data_time: 1.449, memory: 16177, top1_acc: 0.5020, top5_acc: 0.7570, loss_cls: 5.5998, loss: 5.5998 +2023-12-28 07:06:41,807 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 15:03:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5039, top5_acc: 0.7516, loss_cls: 5.6411, loss: 5.6411 +2023-12-28 07:07:41,269 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 15:02:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5156, top5_acc: 0.7505, loss_cls: 5.6109, loss: 5.6109 +2023-12-28 07:08:40,802 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 15:01:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7439, loss_cls: 5.6769, loss: 5.6769 +2023-12-28 07:09:40,095 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 15:00:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7602, loss_cls: 5.6333, loss: 5.6333 +2023-12-28 07:10:39,669 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 14:59:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5034, top5_acc: 0.7464, loss_cls: 5.6465, loss: 5.6465 +2023-12-28 07:11:39,159 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 14:58:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7412, loss_cls: 5.6842, loss: 5.6842 +2023-12-28 07:12:38,751 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 14:57:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4983, top5_acc: 0.7512, loss_cls: 5.6564, loss: 5.6564 +2023-12-28 07:13:38,262 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 14:56:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5006, top5_acc: 0.7516, loss_cls: 5.6393, loss: 5.6393 +2023-12-28 07:14:37,742 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 14:55:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5084, top5_acc: 0.7544, loss_cls: 5.6518, loss: 5.6518 +2023-12-28 07:15:37,300 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 14:54:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4903, top5_acc: 0.7439, loss_cls: 5.7086, loss: 5.7086 +2023-12-28 07:16:36,956 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 14:53:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5109, top5_acc: 0.7619, loss_cls: 5.6142, loss: 5.6142 +2023-12-28 07:17:36,512 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 14:52:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5045, top5_acc: 0.7494, loss_cls: 5.6600, loss: 5.6600 +2023-12-28 07:18:36,502 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 14:51:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7438, loss_cls: 5.6894, loss: 5.6894 +2023-12-28 07:19:36,683 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 14:49:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4903, top5_acc: 0.7516, loss_cls: 5.6640, loss: 5.6640 +2023-12-28 07:20:37,476 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 14:48:56, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4978, top5_acc: 0.7456, loss_cls: 5.6733, loss: 5.6733 +2023-12-28 07:21:37,231 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 14:47:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4942, top5_acc: 0.7500, loss_cls: 5.6597, loss: 5.6597 +2023-12-28 07:22:36,931 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 14:46:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4933, top5_acc: 0.7495, loss_cls: 5.6815, loss: 5.6815 +2023-12-28 07:23:36,711 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 14:45:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4981, top5_acc: 0.7448, loss_cls: 5.6582, loss: 5.6582 +2023-12-28 07:24:37,935 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 14:44:42, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4989, top5_acc: 0.7553, loss_cls: 5.6626, loss: 5.6626 +2023-12-28 07:25:37,661 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 14:43:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7575, loss_cls: 5.6342, loss: 5.6342 +2023-12-28 07:26:37,084 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 14:42:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4992, top5_acc: 0.7542, loss_cls: 5.6343, loss: 5.6343 +2023-12-28 07:27:36,963 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 14:41:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4958, top5_acc: 0.7491, loss_cls: 5.6510, loss: 5.6510 +2023-12-28 07:28:36,772 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 14:40:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4931, top5_acc: 0.7423, loss_cls: 5.7075, loss: 5.7075 +2023-12-28 07:29:35,960 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 14:39:23, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4984, top5_acc: 0.7530, loss_cls: 5.6633, loss: 5.6633 +2023-12-28 07:30:35,318 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 14:38:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5083, top5_acc: 0.7525, loss_cls: 5.6450, loss: 5.6450 +2023-12-28 07:31:35,039 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 14:37:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4961, top5_acc: 0.7348, loss_cls: 5.6989, loss: 5.6989 +2023-12-28 07:32:34,534 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 14:36:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4981, top5_acc: 0.7427, loss_cls: 5.6934, loss: 5.6934 +2023-12-28 07:33:33,973 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 14:35:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7477, loss_cls: 5.6897, loss: 5.6897 +2023-12-28 07:34:33,382 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 14:34:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4988, top5_acc: 0.7472, loss_cls: 5.6897, loss: 5.6897 +2023-12-28 07:35:32,625 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 14:33:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4842, top5_acc: 0.7420, loss_cls: 5.7265, loss: 5.7265 +2023-12-28 07:36:32,223 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 14:31:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7377, loss_cls: 5.7087, loss: 5.7087 +2023-12-28 07:37:31,828 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 14:30:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4938, top5_acc: 0.7405, loss_cls: 5.6845, loss: 5.6845 +2023-12-28 07:38:31,314 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 14:29:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7289, loss_cls: 5.7425, loss: 5.7425 +2023-12-28 07:39:31,827 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 14:28:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4980, top5_acc: 0.7466, loss_cls: 5.6776, loss: 5.6776 +2023-12-28 07:40:32,548 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 14:27:43, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5052, top5_acc: 0.7448, loss_cls: 5.6723, loss: 5.6723 +2023-12-28 07:41:32,120 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 14:26:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4808, top5_acc: 0.7373, loss_cls: 5.7317, loss: 5.7317 +2023-12-28 07:42:01,943 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-28 07:44:00,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:44:01,418 - pyskl - INFO - +top1_acc 0.4138 +top5_acc 0.6645 +2023-12-28 07:44:01,418 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 07:44:01,456 - pyskl - INFO - +mean_acc 0.4136 +2023-12-28 07:44:01,463 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_127.pth was removed +2023-12-28 07:44:01,752 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2023-12-28 07:44:01,753 - pyskl - INFO - Best top1_acc is 0.4138 at 128 epoch. +2023-12-28 07:44:01,762 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.4138, top5_acc: 0.6645, mean_class_accuracy: 0.4136 +2023-12-28 07:47:31,743 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 14:25:27, time: 2.100, data_time: 1.499, memory: 16177, top1_acc: 0.5208, top5_acc: 0.7703, loss_cls: 5.5569, loss: 5.5569 +2023-12-28 07:48:31,596 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 14:24:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5141, top5_acc: 0.7658, loss_cls: 5.5781, loss: 5.5781 +2023-12-28 07:49:31,498 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 14:23:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5217, top5_acc: 0.7592, loss_cls: 5.5855, loss: 5.5855 +2023-12-28 07:50:31,303 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 14:22:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5086, top5_acc: 0.7494, loss_cls: 5.6582, loss: 5.6582 +2023-12-28 07:51:31,147 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 14:21:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5128, top5_acc: 0.7564, loss_cls: 5.6152, loss: 5.6152 +2023-12-28 07:52:31,402 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 14:20:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5133, top5_acc: 0.7595, loss_cls: 5.6008, loss: 5.6008 +2023-12-28 07:53:30,999 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 14:19:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7644, loss_cls: 5.6017, loss: 5.6017 +2023-12-28 07:54:30,449 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 14:18:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4986, top5_acc: 0.7558, loss_cls: 5.6324, loss: 5.6324 +2023-12-28 07:55:29,945 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 14:16:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5075, top5_acc: 0.7486, loss_cls: 5.6264, loss: 5.6264 +2023-12-28 07:56:29,578 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 14:15:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5038, top5_acc: 0.7506, loss_cls: 5.6513, loss: 5.6513 +2023-12-28 07:57:29,268 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 14:14:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5167, top5_acc: 0.7544, loss_cls: 5.6152, loss: 5.6152 +2023-12-28 07:58:29,323 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 14:13:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5120, top5_acc: 0.7680, loss_cls: 5.5855, loss: 5.5855 +2023-12-28 07:59:28,933 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 14:12:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5158, top5_acc: 0.7677, loss_cls: 5.5826, loss: 5.5826 +2023-12-28 08:00:28,860 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 14:11:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5055, top5_acc: 0.7498, loss_cls: 5.6473, loss: 5.6473 +2023-12-28 08:01:29,393 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 14:10:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5038, top5_acc: 0.7548, loss_cls: 5.6450, loss: 5.6450 +2023-12-28 08:02:29,834 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 14:09:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5061, top5_acc: 0.7519, loss_cls: 5.6367, loss: 5.6367 +2023-12-28 08:03:29,280 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 14:08:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4870, top5_acc: 0.7494, loss_cls: 5.6914, loss: 5.6914 +2023-12-28 08:04:28,807 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 14:07:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4989, top5_acc: 0.7452, loss_cls: 5.6638, loss: 5.6638 +2023-12-28 08:05:28,681 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 14:06:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4989, top5_acc: 0.7538, loss_cls: 5.6538, loss: 5.6538 +2023-12-28 08:06:28,897 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 14:05:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4981, top5_acc: 0.7477, loss_cls: 5.6666, loss: 5.6666 +2023-12-28 08:07:28,667 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 14:04:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5005, top5_acc: 0.7502, loss_cls: 5.6650, loss: 5.6650 +2023-12-28 08:08:27,804 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 14:03:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4948, top5_acc: 0.7542, loss_cls: 5.6405, loss: 5.6405 +2023-12-28 08:09:27,477 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 14:02:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4992, top5_acc: 0.7470, loss_cls: 5.6656, loss: 5.6656 +2023-12-28 08:10:26,578 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 14:01:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5019, top5_acc: 0.7459, loss_cls: 5.6643, loss: 5.6643 +2023-12-28 08:11:25,795 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 14:00:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4944, top5_acc: 0.7425, loss_cls: 5.6990, loss: 5.6990 +2023-12-28 08:12:25,135 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 13:58:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5066, top5_acc: 0.7498, loss_cls: 5.6390, loss: 5.6390 +2023-12-28 08:13:24,445 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 13:57:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5045, top5_acc: 0.7567, loss_cls: 5.6407, loss: 5.6407 +2023-12-28 08:14:24,408 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 13:56:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4895, top5_acc: 0.7388, loss_cls: 5.6995, loss: 5.6995 +2023-12-28 08:15:25,070 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 13:55:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5208, top5_acc: 0.7566, loss_cls: 5.6016, loss: 5.6016 +2023-12-28 08:16:24,547 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 13:54:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7492, loss_cls: 5.6641, loss: 5.6641 +2023-12-28 08:17:24,415 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 13:53:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5016, top5_acc: 0.7509, loss_cls: 5.6557, loss: 5.6557 +2023-12-28 08:18:24,104 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 13:52:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4972, top5_acc: 0.7494, loss_cls: 5.6568, loss: 5.6568 +2023-12-28 08:19:23,890 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 13:51:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5025, top5_acc: 0.7527, loss_cls: 5.6478, loss: 5.6478 +2023-12-28 08:20:23,825 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 13:50:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4961, top5_acc: 0.7520, loss_cls: 5.6450, loss: 5.6450 +2023-12-28 08:21:24,138 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 13:49:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5086, top5_acc: 0.7550, loss_cls: 5.6151, loss: 5.6151 +2023-12-28 08:22:24,736 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 13:48:21, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5059, top5_acc: 0.7489, loss_cls: 5.6466, loss: 5.6466 +2023-12-28 08:23:24,524 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 13:47:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5034, top5_acc: 0.7488, loss_cls: 5.6613, loss: 5.6613 +2023-12-28 08:23:54,345 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-28 08:25:50,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:25:51,222 - pyskl - INFO - +top1_acc 0.4152 +top5_acc 0.6673 +2023-12-28 08:25:51,223 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 08:25:51,258 - pyskl - INFO - +mean_acc 0.4150 +2023-12-28 08:25:51,263 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_128.pth was removed +2023-12-28 08:25:51,501 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-28 08:25:51,502 - pyskl - INFO - Best top1_acc is 0.4152 at 129 epoch. +2023-12-28 08:25:51,511 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.4152, top5_acc: 0.6673, mean_class_accuracy: 0.4150 +2023-12-28 08:29:14,582 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 13:46:03, time: 2.031, data_time: 1.438, memory: 16177, top1_acc: 0.5175, top5_acc: 0.7653, loss_cls: 5.5716, loss: 5.5716 +2023-12-28 08:30:13,805 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 13:44:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5288, top5_acc: 0.7686, loss_cls: 5.5316, loss: 5.5316 +2023-12-28 08:31:13,332 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 13:43:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5078, top5_acc: 0.7612, loss_cls: 5.6007, loss: 5.6007 +2023-12-28 08:32:12,844 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 13:42:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5177, top5_acc: 0.7655, loss_cls: 5.5697, loss: 5.5697 +2023-12-28 08:33:12,651 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 13:41:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5211, top5_acc: 0.7594, loss_cls: 5.5790, loss: 5.5790 +2023-12-28 08:34:12,431 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 13:40:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5300, top5_acc: 0.7794, loss_cls: 5.5109, loss: 5.5109 +2023-12-28 08:35:12,230 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 13:39:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5150, top5_acc: 0.7628, loss_cls: 5.5707, loss: 5.5707 +2023-12-28 08:36:12,553 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 13:38:38, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5147, top5_acc: 0.7575, loss_cls: 5.6094, loss: 5.6094 +2023-12-28 08:37:13,368 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 13:37:34, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5091, top5_acc: 0.7583, loss_cls: 5.6099, loss: 5.6099 +2023-12-28 08:38:13,217 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 13:36:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5189, top5_acc: 0.7644, loss_cls: 5.5657, loss: 5.5657 +2023-12-28 08:39:12,921 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 13:35:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7708, loss_cls: 5.5604, loss: 5.5604 +2023-12-28 08:40:12,533 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 13:34:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5089, top5_acc: 0.7559, loss_cls: 5.6180, loss: 5.6180 +2023-12-28 08:41:12,221 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 13:33:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5100, top5_acc: 0.7614, loss_cls: 5.6007, loss: 5.6007 +2023-12-28 08:42:12,448 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 13:32:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5127, top5_acc: 0.7605, loss_cls: 5.6147, loss: 5.6147 +2023-12-28 08:43:12,776 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 13:31:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5111, top5_acc: 0.7677, loss_cls: 5.5800, loss: 5.5800 +2023-12-28 08:44:13,090 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 13:30:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5142, top5_acc: 0.7611, loss_cls: 5.5716, loss: 5.5716 +2023-12-28 08:45:12,901 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 13:29:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5039, top5_acc: 0.7506, loss_cls: 5.6361, loss: 5.6361 +2023-12-28 08:46:12,603 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 13:28:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5166, top5_acc: 0.7553, loss_cls: 5.5989, loss: 5.5989 +2023-12-28 08:47:12,625 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 13:26:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5067, top5_acc: 0.7542, loss_cls: 5.6179, loss: 5.6179 +2023-12-28 08:48:12,802 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 13:25:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5181, top5_acc: 0.7658, loss_cls: 5.5846, loss: 5.5846 +2023-12-28 08:49:12,950 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 13:24:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5166, top5_acc: 0.7541, loss_cls: 5.6224, loss: 5.6224 +2023-12-28 08:50:12,789 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 13:23:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5172, top5_acc: 0.7595, loss_cls: 5.6088, loss: 5.6088 +2023-12-28 08:51:12,293 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 13:22:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7542, loss_cls: 5.6516, loss: 5.6516 +2023-12-28 08:52:12,308 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 13:21:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5102, top5_acc: 0.7598, loss_cls: 5.6210, loss: 5.6210 +2023-12-28 08:53:11,799 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 13:20:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5086, top5_acc: 0.7542, loss_cls: 5.6248, loss: 5.6248 +2023-12-28 08:54:11,323 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 13:19:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5036, top5_acc: 0.7545, loss_cls: 5.6446, loss: 5.6446 +2023-12-28 08:55:11,116 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 13:18:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5094, top5_acc: 0.7597, loss_cls: 5.6031, loss: 5.6031 +2023-12-28 08:56:10,744 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 13:17:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5067, top5_acc: 0.7580, loss_cls: 5.6224, loss: 5.6224 +2023-12-28 08:57:10,241 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 13:16:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5036, top5_acc: 0.7588, loss_cls: 5.6350, loss: 5.6350 +2023-12-28 08:58:10,064 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 13:15:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5106, top5_acc: 0.7616, loss_cls: 5.5932, loss: 5.5932 +2023-12-28 08:59:10,131 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 13:14:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5153, top5_acc: 0.7559, loss_cls: 5.6339, loss: 5.6339 +2023-12-28 09:00:09,759 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 13:13:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7531, loss_cls: 5.6297, loss: 5.6297 +2023-12-28 09:01:09,716 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 13:12:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5052, top5_acc: 0.7530, loss_cls: 5.6327, loss: 5.6327 +2023-12-28 09:02:09,287 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 13:11:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5073, top5_acc: 0.7602, loss_cls: 5.6072, loss: 5.6072 +2023-12-28 09:03:09,652 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 13:10:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5211, top5_acc: 0.7642, loss_cls: 5.5771, loss: 5.5771 +2023-12-28 09:04:10,372 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 13:08:58, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4911, top5_acc: 0.7470, loss_cls: 5.6616, loss: 5.6616 +2023-12-28 09:05:10,270 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 13:07:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5086, top5_acc: 0.7564, loss_cls: 5.6222, loss: 5.6222 +2023-12-28 09:05:40,357 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-28 09:07:35,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:07:36,068 - pyskl - INFO - +top1_acc 0.4195 +top5_acc 0.6678 +2023-12-28 09:07:36,068 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 09:07:36,105 - pyskl - INFO - +mean_acc 0.4193 +2023-12-28 09:07:36,112 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_129.pth was removed +2023-12-28 09:07:36,386 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-28 09:07:36,387 - pyskl - INFO - Best top1_acc is 0.4195 at 130 epoch. +2023-12-28 09:07:36,397 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.4195, top5_acc: 0.6678, mean_class_accuracy: 0.4193 +2023-12-28 09:10:56,256 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 13:06:39, time: 1.998, data_time: 1.399, memory: 16177, top1_acc: 0.5194, top5_acc: 0.7673, loss_cls: 5.5669, loss: 5.5669 +2023-12-28 09:11:55,565 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 13:05:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5241, top5_acc: 0.7605, loss_cls: 5.5621, loss: 5.5621 +2023-12-28 09:12:55,108 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 13:04:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5289, top5_acc: 0.7830, loss_cls: 5.5043, loss: 5.5043 +2023-12-28 09:13:54,686 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 13:03:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5392, top5_acc: 0.7759, loss_cls: 5.5022, loss: 5.5022 +2023-12-28 09:14:54,091 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 13:02:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5312, top5_acc: 0.7766, loss_cls: 5.5266, loss: 5.5266 +2023-12-28 09:15:53,634 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 13:01:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5225, top5_acc: 0.7734, loss_cls: 5.5499, loss: 5.5499 +2023-12-28 09:16:53,798 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 13:00:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5184, top5_acc: 0.7628, loss_cls: 5.5381, loss: 5.5381 +2023-12-28 09:17:53,234 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 12:59:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5281, top5_acc: 0.7834, loss_cls: 5.5008, loss: 5.5008 +2023-12-28 09:18:53,003 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 12:58:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5283, top5_acc: 0.7709, loss_cls: 5.5269, loss: 5.5269 +2023-12-28 09:19:52,445 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 12:57:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5222, top5_acc: 0.7733, loss_cls: 5.5313, loss: 5.5313 +2023-12-28 09:20:52,190 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 12:56:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5242, top5_acc: 0.7648, loss_cls: 5.5529, loss: 5.5529 +2023-12-28 09:21:51,782 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 12:54:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5241, top5_acc: 0.7734, loss_cls: 5.5285, loss: 5.5285 +2023-12-28 09:22:51,523 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 12:53:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5188, top5_acc: 0.7753, loss_cls: 5.5334, loss: 5.5334 +2023-12-28 09:23:51,060 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 12:52:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5145, top5_acc: 0.7661, loss_cls: 5.5881, loss: 5.5881 +2023-12-28 09:24:51,194 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 12:51:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5138, top5_acc: 0.7589, loss_cls: 5.6045, loss: 5.6045 +2023-12-28 09:25:51,216 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 12:50:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5178, top5_acc: 0.7636, loss_cls: 5.5720, loss: 5.5720 +2023-12-28 09:26:50,858 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 12:49:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5102, top5_acc: 0.7641, loss_cls: 5.5849, loss: 5.5849 +2023-12-28 09:27:50,411 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 12:48:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5247, top5_acc: 0.7639, loss_cls: 5.5656, loss: 5.5656 +2023-12-28 09:28:49,758 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 12:47:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5227, top5_acc: 0.7692, loss_cls: 5.5619, loss: 5.5619 +2023-12-28 09:29:49,624 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 12:46:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7628, loss_cls: 5.5867, loss: 5.5867 +2023-12-28 09:30:49,500 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 12:45:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5217, top5_acc: 0.7548, loss_cls: 5.6006, loss: 5.6006 +2023-12-28 09:31:49,190 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 12:44:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5152, top5_acc: 0.7606, loss_cls: 5.5933, loss: 5.5933 +2023-12-28 09:32:48,615 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 12:43:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5170, top5_acc: 0.7559, loss_cls: 5.5907, loss: 5.5907 +2023-12-28 09:33:47,991 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 12:42:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5250, top5_acc: 0.7614, loss_cls: 5.5642, loss: 5.5642 +2023-12-28 09:34:47,531 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 12:41:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7558, loss_cls: 5.6174, loss: 5.6174 +2023-12-28 09:35:46,764 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 12:40:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5045, top5_acc: 0.7575, loss_cls: 5.6368, loss: 5.6368 +2023-12-28 09:36:46,324 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 12:39:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5236, top5_acc: 0.7659, loss_cls: 5.5624, loss: 5.5624 +2023-12-28 09:37:46,457 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 12:38:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5214, top5_acc: 0.7686, loss_cls: 5.5559, loss: 5.5559 +2023-12-28 09:38:46,221 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 12:36:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5177, top5_acc: 0.7706, loss_cls: 5.5734, loss: 5.5734 +2023-12-28 09:39:46,964 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 12:35:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5248, top5_acc: 0.7628, loss_cls: 5.5570, loss: 5.5570 +2023-12-28 09:40:47,613 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 12:34:51, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5116, top5_acc: 0.7634, loss_cls: 5.5957, loss: 5.5957 +2023-12-28 09:41:47,178 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 12:33:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5130, top5_acc: 0.7558, loss_cls: 5.6241, loss: 5.6241 +2023-12-28 09:42:47,383 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 12:32:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5080, top5_acc: 0.7556, loss_cls: 5.6096, loss: 5.6096 +2023-12-28 09:43:47,473 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 12:31:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5266, top5_acc: 0.7647, loss_cls: 5.5461, loss: 5.5461 +2023-12-28 09:44:48,434 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 12:30:37, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5184, top5_acc: 0.7583, loss_cls: 5.6022, loss: 5.6022 +2023-12-28 09:45:49,268 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 12:29:34, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5089, top5_acc: 0.7536, loss_cls: 5.6363, loss: 5.6363 +2023-12-28 09:46:49,136 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 12:28:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5156, top5_acc: 0.7648, loss_cls: 5.5875, loss: 5.5875 +2023-12-28 09:47:18,831 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-28 09:49:16,886 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:49:17,949 - pyskl - INFO - +top1_acc 0.4222 +top5_acc 0.6752 +2023-12-28 09:49:17,949 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 09:49:18,000 - pyskl - INFO - +mean_acc 0.4219 +2023-12-28 09:49:18,006 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_130.pth was removed +2023-12-28 09:49:18,277 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-28 09:49:18,278 - pyskl - INFO - Best top1_acc is 0.4222 at 131 epoch. +2023-12-28 09:49:18,290 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.4222, top5_acc: 0.6752, mean_class_accuracy: 0.4219 +2023-12-28 09:52:46,933 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 12:27:15, time: 2.086, data_time: 1.493, memory: 16177, top1_acc: 0.5441, top5_acc: 0.7791, loss_cls: 5.4714, loss: 5.4714 +2023-12-28 09:53:46,625 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 12:26:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5398, top5_acc: 0.7745, loss_cls: 5.5070, loss: 5.5070 +2023-12-28 09:54:46,083 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 12:25:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5386, top5_acc: 0.7856, loss_cls: 5.4809, loss: 5.4809 +2023-12-28 09:55:45,793 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 12:24:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5316, top5_acc: 0.7750, loss_cls: 5.5209, loss: 5.5209 +2023-12-28 09:56:45,529 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 12:23:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5348, top5_acc: 0.7775, loss_cls: 5.4864, loss: 5.4864 +2023-12-28 09:57:44,989 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 12:21:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5347, top5_acc: 0.7817, loss_cls: 5.4657, loss: 5.4657 +2023-12-28 09:58:44,693 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 12:20:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5233, top5_acc: 0.7700, loss_cls: 5.5461, loss: 5.5461 +2023-12-28 09:59:44,332 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 12:19:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5336, top5_acc: 0.7723, loss_cls: 5.5036, loss: 5.5036 +2023-12-28 10:00:44,088 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 12:18:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5342, top5_acc: 0.7742, loss_cls: 5.5224, loss: 5.5224 +2023-12-28 10:01:44,672 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 12:17:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5327, top5_acc: 0.7761, loss_cls: 5.4995, loss: 5.4995 +2023-12-28 10:02:45,084 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 12:16:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5242, top5_acc: 0.7719, loss_cls: 5.5403, loss: 5.5403 +2023-12-28 10:03:45,223 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 12:15:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5302, top5_acc: 0.7742, loss_cls: 5.5140, loss: 5.5140 +2023-12-28 10:04:44,891 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 12:14:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5248, top5_acc: 0.7712, loss_cls: 5.5169, loss: 5.5169 +2023-12-28 10:05:44,576 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 12:13:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5267, top5_acc: 0.7717, loss_cls: 5.5154, loss: 5.5154 +2023-12-28 10:06:45,075 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 12:12:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5180, top5_acc: 0.7680, loss_cls: 5.5458, loss: 5.5458 +2023-12-28 10:07:45,527 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 12:11:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5298, top5_acc: 0.7717, loss_cls: 5.5355, loss: 5.5355 +2023-12-28 10:08:45,029 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 12:10:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5363, top5_acc: 0.7875, loss_cls: 5.4702, loss: 5.4702 +2023-12-28 10:09:44,998 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 12:09:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5253, top5_acc: 0.7773, loss_cls: 5.5156, loss: 5.5156 +2023-12-28 10:10:44,748 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 12:08:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5142, top5_acc: 0.7748, loss_cls: 5.5445, loss: 5.5445 +2023-12-28 10:11:44,835 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 12:07:08, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.5216, top5_acc: 0.7602, loss_cls: 5.5750, loss: 5.5750 +2023-12-28 10:12:44,985 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 12:06:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5281, top5_acc: 0.7781, loss_cls: 5.5122, loss: 5.5122 +2023-12-28 10:13:44,853 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 12:05:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5253, top5_acc: 0.7734, loss_cls: 5.5341, loss: 5.5341 +2023-12-28 10:14:44,305 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 12:03:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7697, loss_cls: 5.5577, loss: 5.5577 +2023-12-28 10:15:43,783 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 12:02:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5159, top5_acc: 0.7669, loss_cls: 5.5666, loss: 5.5666 +2023-12-28 10:16:43,478 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 12:01:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5180, top5_acc: 0.7612, loss_cls: 5.5772, loss: 5.5772 +2023-12-28 10:17:42,932 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 12:00:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5175, top5_acc: 0.7631, loss_cls: 5.5732, loss: 5.5732 +2023-12-28 10:18:42,616 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 11:59:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5141, top5_acc: 0.7658, loss_cls: 5.5828, loss: 5.5828 +2023-12-28 10:19:42,351 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 11:58:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5306, top5_acc: 0.7755, loss_cls: 5.5178, loss: 5.5178 +2023-12-28 10:20:41,955 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 11:57:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5294, top5_acc: 0.7642, loss_cls: 5.5364, loss: 5.5364 +2023-12-28 10:21:41,442 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 11:56:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5139, top5_acc: 0.7589, loss_cls: 5.5894, loss: 5.5894 +2023-12-28 10:22:41,039 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 11:55:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5200, top5_acc: 0.7669, loss_cls: 5.5554, loss: 5.5554 +2023-12-28 10:23:40,956 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 11:54:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5212, top5_acc: 0.7683, loss_cls: 5.5681, loss: 5.5681 +2023-12-28 10:24:40,611 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 11:53:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5216, top5_acc: 0.7631, loss_cls: 5.5524, loss: 5.5524 +2023-12-28 10:25:40,381 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 11:52:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5309, top5_acc: 0.7636, loss_cls: 5.5361, loss: 5.5361 +2023-12-28 10:26:40,886 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 11:51:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5245, top5_acc: 0.7695, loss_cls: 5.5500, loss: 5.5500 +2023-12-28 10:27:42,221 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 11:50:12, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.5231, top5_acc: 0.7786, loss_cls: 5.5087, loss: 5.5087 +2023-12-28 10:28:42,315 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 11:49:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5292, top5_acc: 0.7722, loss_cls: 5.5269, loss: 5.5269 +2023-12-28 10:29:12,126 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-28 10:31:05,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:31:06,478 - pyskl - INFO - +top1_acc 0.4302 +top5_acc 0.6762 +2023-12-28 10:31:06,478 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 10:31:06,516 - pyskl - INFO - +mean_acc 0.4300 +2023-12-28 10:31:06,522 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_131.pth was removed +2023-12-28 10:31:06,763 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-28 10:31:06,763 - pyskl - INFO - Best top1_acc is 0.4302 at 132 epoch. +2023-12-28 10:31:06,777 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.4302, top5_acc: 0.6762, mean_class_accuracy: 0.4300 +2023-12-28 10:34:28,996 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 11:47:51, time: 2.022, data_time: 1.424, memory: 16177, top1_acc: 0.5420, top5_acc: 0.7802, loss_cls: 5.4612, loss: 5.4612 +2023-12-28 10:35:28,150 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 11:46:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5491, top5_acc: 0.7892, loss_cls: 5.4348, loss: 5.4348 +2023-12-28 10:36:27,860 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 11:45:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5348, top5_acc: 0.7837, loss_cls: 5.4657, loss: 5.4657 +2023-12-28 10:37:27,759 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 11:44:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5419, top5_acc: 0.7805, loss_cls: 5.4607, loss: 5.4607 +2023-12-28 10:38:27,519 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 11:43:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5463, top5_acc: 0.7886, loss_cls: 5.4318, loss: 5.4318 +2023-12-28 10:39:27,565 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 11:42:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5244, top5_acc: 0.7777, loss_cls: 5.4864, loss: 5.4864 +2023-12-28 10:40:27,509 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 11:41:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5402, top5_acc: 0.7852, loss_cls: 5.4500, loss: 5.4500 +2023-12-28 10:41:27,392 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 11:40:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5384, top5_acc: 0.7880, loss_cls: 5.4457, loss: 5.4457 +2023-12-28 10:42:27,525 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 11:39:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5453, top5_acc: 0.7873, loss_cls: 5.4521, loss: 5.4521 +2023-12-28 10:43:27,740 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 11:38:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5386, top5_acc: 0.7816, loss_cls: 5.4779, loss: 5.4779 +2023-12-28 10:44:27,098 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 11:37:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5387, top5_acc: 0.7825, loss_cls: 5.4516, loss: 5.4516 +2023-12-28 10:45:26,749 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 11:36:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5350, top5_acc: 0.7839, loss_cls: 5.4843, loss: 5.4843 +2023-12-28 10:46:26,670 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 11:35:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5275, top5_acc: 0.7709, loss_cls: 5.5060, loss: 5.5060 +2023-12-28 10:47:26,341 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 11:34:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5250, top5_acc: 0.7800, loss_cls: 5.4958, loss: 5.4958 +2023-12-28 10:48:26,718 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 11:33:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5364, top5_acc: 0.7831, loss_cls: 5.4592, loss: 5.4592 +2023-12-28 10:49:27,820 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 11:31:59, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.5408, top5_acc: 0.7753, loss_cls: 5.4926, loss: 5.4926 +2023-12-28 10:50:27,941 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 11:30:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5322, top5_acc: 0.7756, loss_cls: 5.5102, loss: 5.5102 +2023-12-28 10:51:27,410 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 11:29:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7792, loss_cls: 5.5057, loss: 5.5057 +2023-12-28 10:52:27,008 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 11:28:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5305, top5_acc: 0.7748, loss_cls: 5.5101, loss: 5.5101 +2023-12-28 10:53:27,359 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 11:27:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5359, top5_acc: 0.7739, loss_cls: 5.5106, loss: 5.5106 +2023-12-28 10:54:27,538 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 11:26:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5150, top5_acc: 0.7714, loss_cls: 5.5385, loss: 5.5385 +2023-12-28 10:55:27,687 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 11:25:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5391, top5_acc: 0.7739, loss_cls: 5.5082, loss: 5.5082 +2023-12-28 10:56:27,858 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 11:24:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5395, top5_acc: 0.7744, loss_cls: 5.4928, loss: 5.4928 +2023-12-28 10:57:27,664 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 11:23:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7720, loss_cls: 5.5157, loss: 5.5157 +2023-12-28 10:58:27,404 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 11:22:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5350, top5_acc: 0.7811, loss_cls: 5.5142, loss: 5.5142 +2023-12-28 10:59:27,100 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 11:21:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5227, top5_acc: 0.7741, loss_cls: 5.5418, loss: 5.5418 +2023-12-28 11:00:26,883 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 11:20:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5355, top5_acc: 0.7827, loss_cls: 5.4891, loss: 5.4891 +2023-12-28 11:01:26,600 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 11:19:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5262, top5_acc: 0.7719, loss_cls: 5.5451, loss: 5.5451 +2023-12-28 11:02:26,692 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 11:18:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5334, top5_acc: 0.7712, loss_cls: 5.5122, loss: 5.5122 +2023-12-28 11:03:26,703 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 11:17:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5339, top5_acc: 0.7716, loss_cls: 5.5128, loss: 5.5128 +2023-12-28 11:04:26,523 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 11:16:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5253, top5_acc: 0.7742, loss_cls: 5.5319, loss: 5.5319 +2023-12-28 11:05:26,415 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 11:15:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5295, top5_acc: 0.7714, loss_cls: 5.5314, loss: 5.5314 +2023-12-28 11:06:26,166 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 11:14:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5269, top5_acc: 0.7719, loss_cls: 5.5329, loss: 5.5329 +2023-12-28 11:07:25,936 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 11:12:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5367, top5_acc: 0.7778, loss_cls: 5.5049, loss: 5.5049 +2023-12-28 11:08:26,555 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 11:11:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5219, top5_acc: 0.7648, loss_cls: 5.5557, loss: 5.5557 +2023-12-28 11:09:28,293 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 11:10:50, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.5386, top5_acc: 0.7873, loss_cls: 5.4538, loss: 5.4538 +2023-12-28 11:10:28,234 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 11:09:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5297, top5_acc: 0.7711, loss_cls: 5.5169, loss: 5.5169 +2023-12-28 11:10:58,238 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-28 11:12:55,459 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:12:56,524 - pyskl - INFO - +top1_acc 0.4295 +top5_acc 0.6839 +2023-12-28 11:12:56,525 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 11:12:56,565 - pyskl - INFO - +mean_acc 0.4292 +2023-12-28 11:12:56,575 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.4295, top5_acc: 0.6839, mean_class_accuracy: 0.4292 +2023-12-28 11:16:18,730 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 11:08:28, time: 2.021, data_time: 1.423, memory: 16177, top1_acc: 0.5658, top5_acc: 0.8009, loss_cls: 5.3808, loss: 5.3808 +2023-12-28 11:17:18,229 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 11:07:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7923, loss_cls: 5.4001, loss: 5.4001 +2023-12-28 11:18:18,088 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 11:06:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5564, top5_acc: 0.7961, loss_cls: 5.3964, loss: 5.3964 +2023-12-28 11:19:17,904 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 11:05:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5458, top5_acc: 0.7814, loss_cls: 5.4584, loss: 5.4584 +2023-12-28 11:20:17,586 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 11:04:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5561, top5_acc: 0.7916, loss_cls: 5.3929, loss: 5.3929 +2023-12-28 11:21:17,333 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 11:03:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5564, top5_acc: 0.7942, loss_cls: 5.4020, loss: 5.4020 +2023-12-28 11:22:17,111 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 11:02:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5530, top5_acc: 0.7863, loss_cls: 5.4326, loss: 5.4326 +2023-12-28 11:23:16,843 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 11:01:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5563, top5_acc: 0.8016, loss_cls: 5.3789, loss: 5.3789 +2023-12-28 11:24:16,992 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 11:00:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5500, top5_acc: 0.7941, loss_cls: 5.4117, loss: 5.4117 +2023-12-28 11:25:16,980 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 10:58:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5433, top5_acc: 0.7859, loss_cls: 5.4300, loss: 5.4300 +2023-12-28 11:26:17,328 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 10:57:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5297, top5_acc: 0.7780, loss_cls: 5.4942, loss: 5.4942 +2023-12-28 11:27:17,738 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 10:56:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5466, top5_acc: 0.7892, loss_cls: 5.4298, loss: 5.4298 +2023-12-28 11:28:18,380 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 10:55:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5466, top5_acc: 0.7781, loss_cls: 5.4777, loss: 5.4777 +2023-12-28 11:29:18,021 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 10:54:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5341, top5_acc: 0.7858, loss_cls: 5.4615, loss: 5.4615 +2023-12-28 11:30:18,442 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 10:53:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5472, top5_acc: 0.7880, loss_cls: 5.4348, loss: 5.4348 +2023-12-28 11:31:19,422 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 10:52:36, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5516, top5_acc: 0.7852, loss_cls: 5.4239, loss: 5.4239 +2023-12-28 11:32:18,969 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 10:51:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5566, top5_acc: 0.7897, loss_cls: 5.4151, loss: 5.4151 +2023-12-28 11:33:18,609 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 10:50:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5308, top5_acc: 0.7830, loss_cls: 5.4823, loss: 5.4823 +2023-12-28 11:34:18,621 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 10:49:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7847, loss_cls: 5.4573, loss: 5.4573 +2023-12-28 11:35:18,859 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 10:48:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5367, top5_acc: 0.7848, loss_cls: 5.4796, loss: 5.4796 +2023-12-28 11:36:19,438 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 10:47:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5420, top5_acc: 0.7770, loss_cls: 5.4862, loss: 5.4862 +2023-12-28 11:37:19,000 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 10:46:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5464, top5_acc: 0.7839, loss_cls: 5.4467, loss: 5.4467 +2023-12-28 11:38:18,430 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 10:45:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5444, top5_acc: 0.7872, loss_cls: 5.4693, loss: 5.4693 +2023-12-28 11:39:17,991 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 10:44:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5506, top5_acc: 0.7850, loss_cls: 5.4392, loss: 5.4392 +2023-12-28 11:40:17,297 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 10:43:05, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5517, top5_acc: 0.7933, loss_cls: 5.4290, loss: 5.4290 +2023-12-28 11:41:17,049 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 10:42:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5278, top5_acc: 0.7819, loss_cls: 5.4853, loss: 5.4853 +2023-12-28 11:42:16,435 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 10:40:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5363, top5_acc: 0.7825, loss_cls: 5.4683, loss: 5.4683 +2023-12-28 11:43:16,032 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 10:39:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5447, top5_acc: 0.7769, loss_cls: 5.4901, loss: 5.4901 +2023-12-28 11:44:16,265 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 10:38:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5409, top5_acc: 0.7819, loss_cls: 5.4580, loss: 5.4580 +2023-12-28 11:45:16,716 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 10:37:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5461, top5_acc: 0.7883, loss_cls: 5.4420, loss: 5.4420 +2023-12-28 11:46:17,298 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 10:36:44, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5391, top5_acc: 0.7739, loss_cls: 5.4896, loss: 5.4896 +2023-12-28 11:47:17,134 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 10:35:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5472, top5_acc: 0.7830, loss_cls: 5.4584, loss: 5.4584 +2023-12-28 11:48:16,853 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 10:34:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7856, loss_cls: 5.4584, loss: 5.4584 +2023-12-28 11:49:16,450 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 10:33:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5300, top5_acc: 0.7752, loss_cls: 5.5176, loss: 5.5176 +2023-12-28 11:50:16,906 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 10:32:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5306, top5_acc: 0.7783, loss_cls: 5.4960, loss: 5.4960 +2023-12-28 11:51:17,834 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 10:31:27, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5356, top5_acc: 0.7761, loss_cls: 5.5012, loss: 5.5012 +2023-12-28 11:52:17,644 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 10:30:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5425, top5_acc: 0.7800, loss_cls: 5.4840, loss: 5.4840 +2023-12-28 11:52:47,754 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-28 11:54:47,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:54:48,811 - pyskl - INFO - +top1_acc 0.4289 +top5_acc 0.6845 +2023-12-28 11:54:48,811 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 11:54:48,850 - pyskl - INFO - +mean_acc 0.4285 +2023-12-28 11:54:48,860 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.4289, top5_acc: 0.6845, mean_class_accuracy: 0.4285 +2023-12-28 11:58:15,229 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 10:29:05, time: 2.064, data_time: 1.465, memory: 16177, top1_acc: 0.5534, top5_acc: 0.7977, loss_cls: 5.3893, loss: 5.3893 +2023-12-28 11:59:15,095 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 10:28:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5609, top5_acc: 0.7989, loss_cls: 5.3658, loss: 5.3658 +2023-12-28 12:00:14,902 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 10:26:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5669, top5_acc: 0.8028, loss_cls: 5.3591, loss: 5.3591 +2023-12-28 12:01:14,740 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 10:25:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5539, top5_acc: 0.8009, loss_cls: 5.3823, loss: 5.3823 +2023-12-28 12:02:14,459 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 10:24:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5655, top5_acc: 0.7975, loss_cls: 5.3614, loss: 5.3614 +2023-12-28 12:03:14,868 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 10:23:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5563, top5_acc: 0.7969, loss_cls: 5.3862, loss: 5.3862 +2023-12-28 12:04:14,814 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 10:22:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5619, top5_acc: 0.8014, loss_cls: 5.3644, loss: 5.3644 +2023-12-28 12:05:14,535 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 10:21:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5583, top5_acc: 0.7955, loss_cls: 5.3972, loss: 5.3972 +2023-12-28 12:06:14,289 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 10:20:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5520, top5_acc: 0.7923, loss_cls: 5.4021, loss: 5.4021 +2023-12-28 12:07:14,268 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 10:19:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5666, top5_acc: 0.7983, loss_cls: 5.3702, loss: 5.3702 +2023-12-28 12:08:14,413 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 10:18:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5536, top5_acc: 0.7950, loss_cls: 5.4094, loss: 5.4094 +2023-12-28 12:09:14,261 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 10:17:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5522, top5_acc: 0.7972, loss_cls: 5.3800, loss: 5.3800 +2023-12-28 12:10:14,565 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 10:16:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5602, top5_acc: 0.7952, loss_cls: 5.3771, loss: 5.3771 +2023-12-28 12:11:14,084 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 10:15:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5545, top5_acc: 0.7913, loss_cls: 5.4155, loss: 5.4155 +2023-12-28 12:12:14,288 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 10:14:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5650, top5_acc: 0.7967, loss_cls: 5.3962, loss: 5.3962 +2023-12-28 12:13:15,177 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 10:13:14, time: 0.609, data_time: 0.001, memory: 16177, top1_acc: 0.5442, top5_acc: 0.7898, loss_cls: 5.4363, loss: 5.4363 +2023-12-28 12:14:14,929 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 10:12:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5461, top5_acc: 0.7942, loss_cls: 5.4149, loss: 5.4149 +2023-12-28 12:15:14,804 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 10:11:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5580, top5_acc: 0.7906, loss_cls: 5.4051, loss: 5.4051 +2023-12-28 12:16:14,814 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 10:10:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7864, loss_cls: 5.4198, loss: 5.4198 +2023-12-28 12:17:14,495 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 10:09:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5447, top5_acc: 0.7789, loss_cls: 5.4580, loss: 5.4580 +2023-12-28 12:18:15,053 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 10:07:57, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5506, top5_acc: 0.7895, loss_cls: 5.4224, loss: 5.4224 +2023-12-28 12:19:14,756 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 10:06:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5627, top5_acc: 0.7952, loss_cls: 5.3989, loss: 5.3989 +2023-12-28 12:20:14,786 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 10:05:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5537, top5_acc: 0.7911, loss_cls: 5.4167, loss: 5.4167 +2023-12-28 12:21:14,422 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 10:04:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5489, top5_acc: 0.7906, loss_cls: 5.4325, loss: 5.4325 +2023-12-28 12:22:13,932 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 10:03:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5502, top5_acc: 0.7933, loss_cls: 5.3957, loss: 5.3957 +2023-12-28 12:23:13,475 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 10:02:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5464, top5_acc: 0.7844, loss_cls: 5.4472, loss: 5.4472 +2023-12-28 12:24:13,327 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 10:01:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5392, top5_acc: 0.7817, loss_cls: 5.4624, loss: 5.4624 +2023-12-28 12:25:13,344 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 10:00:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5520, top5_acc: 0.7825, loss_cls: 5.4578, loss: 5.4578 +2023-12-28 12:26:13,093 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 9:59:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5523, top5_acc: 0.7944, loss_cls: 5.4046, loss: 5.4046 +2023-12-28 12:27:12,668 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 9:58:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5550, top5_acc: 0.7897, loss_cls: 5.4016, loss: 5.4016 +2023-12-28 12:28:12,319 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 9:57:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7883, loss_cls: 5.4377, loss: 5.4377 +2023-12-28 12:29:12,011 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 9:56:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5352, top5_acc: 0.7758, loss_cls: 5.4858, loss: 5.4858 +2023-12-28 12:30:11,923 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 9:55:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5527, top5_acc: 0.7930, loss_cls: 5.3856, loss: 5.3856 +2023-12-28 12:31:11,724 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 9:54:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5442, top5_acc: 0.7877, loss_cls: 5.4470, loss: 5.4470 +2023-12-28 12:32:12,694 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 9:53:09, time: 0.610, data_time: 0.001, memory: 16177, top1_acc: 0.5497, top5_acc: 0.7836, loss_cls: 5.4452, loss: 5.4452 +2023-12-28 12:33:13,945 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 9:52:05, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.5430, top5_acc: 0.7867, loss_cls: 5.4550, loss: 5.4550 +2023-12-28 12:34:13,494 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 9:51:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5431, top5_acc: 0.7980, loss_cls: 5.4198, loss: 5.4198 +2023-12-28 12:34:43,361 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-28 12:36:41,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:36:42,252 - pyskl - INFO - +top1_acc 0.4334 +top5_acc 0.6832 +2023-12-28 12:36:42,252 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 12:36:42,287 - pyskl - INFO - +mean_acc 0.4332 +2023-12-28 12:36:42,293 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_132.pth was removed +2023-12-28 12:36:42,558 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-28 12:36:42,558 - pyskl - INFO - Best top1_acc is 0.4334 at 135 epoch. +2023-12-28 12:36:42,568 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.4334, top5_acc: 0.6832, mean_class_accuracy: 0.4332 +2023-12-28 12:40:03,391 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 9:49:42, time: 2.008, data_time: 1.402, memory: 16177, top1_acc: 0.5763, top5_acc: 0.8172, loss_cls: 5.3031, loss: 5.3031 +2023-12-28 12:41:02,705 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 9:48:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5709, top5_acc: 0.8030, loss_cls: 5.3442, loss: 5.3442 +2023-12-28 12:42:02,324 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 9:47:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5694, top5_acc: 0.8063, loss_cls: 5.3409, loss: 5.3409 +2023-12-28 12:43:02,064 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 9:46:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5725, top5_acc: 0.8073, loss_cls: 5.3271, loss: 5.3271 +2023-12-28 12:44:01,913 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 9:45:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5687, top5_acc: 0.8020, loss_cls: 5.3571, loss: 5.3571 +2023-12-28 12:45:01,537 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 9:44:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5655, top5_acc: 0.8052, loss_cls: 5.3237, loss: 5.3237 +2023-12-28 12:46:01,205 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 9:43:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5670, top5_acc: 0.7989, loss_cls: 5.3522, loss: 5.3522 +2023-12-28 12:47:00,738 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 9:42:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5642, top5_acc: 0.7937, loss_cls: 5.3704, loss: 5.3704 +2023-12-28 12:48:00,884 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 9:41:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5800, top5_acc: 0.8120, loss_cls: 5.3033, loss: 5.3033 +2023-12-28 12:49:00,485 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 9:40:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5606, top5_acc: 0.7930, loss_cls: 5.3764, loss: 5.3764 +2023-12-28 12:50:00,251 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 9:39:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5670, top5_acc: 0.8061, loss_cls: 5.3287, loss: 5.3287 +2023-12-28 12:51:00,813 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 9:38:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5616, top5_acc: 0.8025, loss_cls: 5.3532, loss: 5.3532 +2023-12-28 12:52:01,156 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 9:37:01, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5600, top5_acc: 0.7956, loss_cls: 5.3738, loss: 5.3738 +2023-12-28 12:53:00,909 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 9:35:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5663, top5_acc: 0.7969, loss_cls: 5.3735, loss: 5.3735 +2023-12-28 12:54:01,005 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 9:34:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5658, top5_acc: 0.7992, loss_cls: 5.3609, loss: 5.3609 +2023-12-28 12:55:02,314 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 9:33:51, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.5584, top5_acc: 0.7998, loss_cls: 5.3830, loss: 5.3830 +2023-12-28 12:56:01,850 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 9:32:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5534, top5_acc: 0.7983, loss_cls: 5.3832, loss: 5.3832 +2023-12-28 12:57:01,441 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 9:31:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5683, top5_acc: 0.8048, loss_cls: 5.3387, loss: 5.3387 +2023-12-28 12:58:01,470 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 9:30:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5600, top5_acc: 0.8009, loss_cls: 5.3638, loss: 5.3638 +2023-12-28 12:59:01,305 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 9:29:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5647, top5_acc: 0.8002, loss_cls: 5.3642, loss: 5.3642 +2023-12-28 13:00:02,383 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 9:28:34, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.5563, top5_acc: 0.8011, loss_cls: 5.3611, loss: 5.3611 +2023-12-28 13:01:02,353 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 9:27:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5480, top5_acc: 0.7887, loss_cls: 5.4143, loss: 5.4143 +2023-12-28 13:02:02,258 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 9:26:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5556, top5_acc: 0.7991, loss_cls: 5.3908, loss: 5.3908 +2023-12-28 13:03:02,743 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 9:25:23, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5630, top5_acc: 0.8056, loss_cls: 5.3522, loss: 5.3522 +2023-12-28 13:04:03,461 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 9:24:20, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5605, top5_acc: 0.7986, loss_cls: 5.3612, loss: 5.3612 +2023-12-28 13:05:04,426 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 9:23:17, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5641, top5_acc: 0.7948, loss_cls: 5.3756, loss: 5.3756 +2023-12-28 13:06:04,487 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 9:22:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5473, top5_acc: 0.7856, loss_cls: 5.4306, loss: 5.4306 +2023-12-28 13:07:04,374 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 9:21:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5475, top5_acc: 0.7883, loss_cls: 5.4559, loss: 5.4559 +2023-12-28 13:08:04,488 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 9:20:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5556, top5_acc: 0.8042, loss_cls: 5.3734, loss: 5.3734 +2023-12-28 13:09:04,032 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 9:19:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5620, top5_acc: 0.7970, loss_cls: 5.3805, loss: 5.3805 +2023-12-28 13:10:04,992 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 9:18:00, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5539, top5_acc: 0.7927, loss_cls: 5.4269, loss: 5.4269 +2023-12-28 13:11:05,626 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 9:16:57, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5611, top5_acc: 0.7987, loss_cls: 5.3708, loss: 5.3708 +2023-12-28 13:12:05,989 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 9:15:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5519, top5_acc: 0.7933, loss_cls: 5.4172, loss: 5.4172 +2023-12-28 13:13:05,805 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 9:14:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5472, top5_acc: 0.7963, loss_cls: 5.4107, loss: 5.4107 +2023-12-28 13:14:06,458 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 9:13:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5661, top5_acc: 0.7989, loss_cls: 5.3611, loss: 5.3611 +2023-12-28 13:15:08,010 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 9:12:43, time: 0.616, data_time: 0.001, memory: 16177, top1_acc: 0.5644, top5_acc: 0.8013, loss_cls: 5.3627, loss: 5.3627 +2023-12-28 13:16:08,154 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 9:11:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5592, top5_acc: 0.7941, loss_cls: 5.3935, loss: 5.3935 +2023-12-28 13:16:38,059 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-28 13:18:34,033 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:18:34,889 - pyskl - INFO - +top1_acc 0.4394 +top5_acc 0.6853 +2023-12-28 13:18:34,890 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 13:18:34,921 - pyskl - INFO - +mean_acc 0.4391 +2023-12-28 13:18:34,928 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_135.pth was removed +2023-12-28 13:18:35,215 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-28 13:18:35,215 - pyskl - INFO - Best top1_acc is 0.4394 at 136 epoch. +2023-12-28 13:18:35,227 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.4394, top5_acc: 0.6853, mean_class_accuracy: 0.4391 +2023-12-28 13:21:58,459 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 9:10:19, time: 2.032, data_time: 1.437, memory: 16177, top1_acc: 0.5845, top5_acc: 0.8147, loss_cls: 5.2743, loss: 5.2743 +2023-12-28 13:22:58,155 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 9:09:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5863, top5_acc: 0.8100, loss_cls: 5.2776, loss: 5.2776 +2023-12-28 13:23:57,953 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 9:08:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5908, top5_acc: 0.8256, loss_cls: 5.2251, loss: 5.2251 +2023-12-28 13:24:58,102 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 9:07:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5645, top5_acc: 0.8050, loss_cls: 5.3167, loss: 5.3167 +2023-12-28 13:25:58,243 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 9:06:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5689, top5_acc: 0.8055, loss_cls: 5.3277, loss: 5.3277 +2023-12-28 13:26:58,195 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 9:05:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5836, top5_acc: 0.8077, loss_cls: 5.3105, loss: 5.3105 +2023-12-28 13:27:58,026 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 9:03:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5895, top5_acc: 0.8134, loss_cls: 5.2592, loss: 5.2592 +2023-12-28 13:28:57,825 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 9:02:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5828, top5_acc: 0.8144, loss_cls: 5.2921, loss: 5.2921 +2023-12-28 13:29:57,421 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 9:01:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5722, top5_acc: 0.8017, loss_cls: 5.3487, loss: 5.3487 +2023-12-28 13:30:57,151 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 9:00:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5656, top5_acc: 0.8034, loss_cls: 5.3401, loss: 5.3401 +2023-12-28 13:31:56,786 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 8:59:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5733, top5_acc: 0.8119, loss_cls: 5.3258, loss: 5.3258 +2023-12-28 13:32:56,410 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 8:58:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5800, top5_acc: 0.8100, loss_cls: 5.2913, loss: 5.2913 +2023-12-28 13:33:56,189 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 8:57:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5809, top5_acc: 0.8098, loss_cls: 5.3010, loss: 5.3010 +2023-12-28 13:34:55,917 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 8:56:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5708, top5_acc: 0.8094, loss_cls: 5.3264, loss: 5.3264 +2023-12-28 13:35:55,793 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 8:55:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5645, top5_acc: 0.8022, loss_cls: 5.3343, loss: 5.3343 +2023-12-28 13:36:56,498 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 8:54:28, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5722, top5_acc: 0.8089, loss_cls: 5.3336, loss: 5.3336 +2023-12-28 13:37:56,174 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 8:53:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5834, top5_acc: 0.8139, loss_cls: 5.2857, loss: 5.2857 +2023-12-28 13:38:56,081 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 8:52:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5627, top5_acc: 0.8073, loss_cls: 5.3455, loss: 5.3455 +2023-12-28 13:39:56,108 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 8:51:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5623, top5_acc: 0.8037, loss_cls: 5.3328, loss: 5.3328 +2023-12-28 13:40:55,874 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 8:50:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5683, top5_acc: 0.8080, loss_cls: 5.3379, loss: 5.3379 +2023-12-28 13:41:56,199 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 8:49:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5623, top5_acc: 0.8025, loss_cls: 5.3608, loss: 5.3608 +2023-12-28 13:42:56,528 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 8:48:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5728, top5_acc: 0.8092, loss_cls: 5.2723, loss: 5.2723 +2023-12-28 13:43:56,100 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 8:47:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5684, top5_acc: 0.8009, loss_cls: 5.3644, loss: 5.3644 +2023-12-28 13:44:56,094 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 8:46:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5589, top5_acc: 0.7997, loss_cls: 5.3498, loss: 5.3498 +2023-12-28 13:45:55,700 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 8:44:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5728, top5_acc: 0.8041, loss_cls: 5.3398, loss: 5.3398 +2023-12-28 13:46:55,756 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 8:43:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5875, top5_acc: 0.8108, loss_cls: 5.2743, loss: 5.2743 +2023-12-28 13:47:55,443 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 8:42:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5753, top5_acc: 0.8058, loss_cls: 5.3105, loss: 5.3105 +2023-12-28 13:48:55,052 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 8:41:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5680, top5_acc: 0.7939, loss_cls: 5.3787, loss: 5.3787 +2023-12-28 13:49:54,679 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 8:40:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5761, top5_acc: 0.8047, loss_cls: 5.3242, loss: 5.3242 +2023-12-28 13:50:54,348 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 8:39:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5677, top5_acc: 0.8091, loss_cls: 5.3082, loss: 5.3082 +2023-12-28 13:51:54,300 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 8:38:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5600, top5_acc: 0.8067, loss_cls: 5.3590, loss: 5.3590 +2023-12-28 13:52:54,112 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 8:37:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5703, top5_acc: 0.7998, loss_cls: 5.3334, loss: 5.3334 +2023-12-28 13:53:53,850 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 8:36:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5573, top5_acc: 0.7989, loss_cls: 5.3740, loss: 5.3740 +2023-12-28 13:54:53,605 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 8:35:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5698, top5_acc: 0.8056, loss_cls: 5.3424, loss: 5.3424 +2023-12-28 13:55:54,119 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 8:34:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5572, top5_acc: 0.8022, loss_cls: 5.3537, loss: 5.3537 +2023-12-28 13:56:55,062 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 8:33:21, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5769, top5_acc: 0.8063, loss_cls: 5.3239, loss: 5.3239 +2023-12-28 13:57:55,242 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 8:32:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5767, top5_acc: 0.8102, loss_cls: 5.3094, loss: 5.3094 +2023-12-28 13:58:25,605 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-28 14:00:23,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:00:25,052 - pyskl - INFO - +top1_acc 0.4424 +top5_acc 0.6931 +2023-12-28 14:00:25,053 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 14:00:25,096 - pyskl - INFO - +mean_acc 0.4421 +2023-12-28 14:00:25,105 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_136.pth was removed +2023-12-28 14:00:25,381 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-28 14:00:25,382 - pyskl - INFO - Best top1_acc is 0.4424 at 137 epoch. +2023-12-28 14:00:25,389 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.4424, top5_acc: 0.6931, mean_class_accuracy: 0.4421 +2023-12-28 14:03:55,928 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 8:30:57, time: 2.105, data_time: 1.502, memory: 16177, top1_acc: 0.5980, top5_acc: 0.8208, loss_cls: 5.2103, loss: 5.2103 +2023-12-28 14:04:55,822 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 8:29:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5991, top5_acc: 0.8287, loss_cls: 5.2317, loss: 5.2317 +2023-12-28 14:05:55,544 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 8:28:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5978, top5_acc: 0.8177, loss_cls: 5.2406, loss: 5.2406 +2023-12-28 14:06:55,115 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 8:27:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5831, top5_acc: 0.8169, loss_cls: 5.2549, loss: 5.2549 +2023-12-28 14:07:54,965 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 8:26:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6161, top5_acc: 0.8317, loss_cls: 5.1702, loss: 5.1702 +2023-12-28 14:08:55,355 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 8:25:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5795, top5_acc: 0.8097, loss_cls: 5.2919, loss: 5.2919 +2023-12-28 14:09:56,181 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 8:24:36, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5903, top5_acc: 0.8203, loss_cls: 5.2479, loss: 5.2479 +2023-12-28 14:10:56,646 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 8:23:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5944, top5_acc: 0.8231, loss_cls: 5.2313, loss: 5.2313 +2023-12-28 14:11:57,105 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 8:22:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5867, top5_acc: 0.8216, loss_cls: 5.2465, loss: 5.2465 +2023-12-28 14:12:57,128 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 8:21:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5823, top5_acc: 0.8230, loss_cls: 5.2488, loss: 5.2488 +2023-12-28 14:13:56,926 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 8:20:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5834, top5_acc: 0.8133, loss_cls: 5.2868, loss: 5.2868 +2023-12-28 14:14:56,574 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 8:19:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5837, top5_acc: 0.8169, loss_cls: 5.2689, loss: 5.2689 +2023-12-28 14:15:56,225 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 8:18:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5961, top5_acc: 0.8170, loss_cls: 5.2461, loss: 5.2461 +2023-12-28 14:16:55,643 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 8:17:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5861, top5_acc: 0.8155, loss_cls: 5.2414, loss: 5.2414 +2023-12-28 14:17:55,768 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 8:16:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5834, top5_acc: 0.8195, loss_cls: 5.2762, loss: 5.2762 +2023-12-28 14:18:56,682 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 8:15:06, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5872, top5_acc: 0.8137, loss_cls: 5.2722, loss: 5.2722 +2023-12-28 14:19:56,540 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 8:14:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5794, top5_acc: 0.8136, loss_cls: 5.2777, loss: 5.2777 +2023-12-28 14:20:56,306 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 8:13:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5850, top5_acc: 0.8086, loss_cls: 5.2851, loss: 5.2851 +2023-12-28 14:21:56,616 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 8:11:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5825, top5_acc: 0.8131, loss_cls: 5.2922, loss: 5.2922 +2023-12-28 14:22:56,459 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 8:10:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5806, top5_acc: 0.8167, loss_cls: 5.2897, loss: 5.2897 +2023-12-28 14:23:57,091 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 8:09:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5719, top5_acc: 0.8081, loss_cls: 5.3293, loss: 5.3293 +2023-12-28 14:24:58,021 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 8:08:46, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5695, top5_acc: 0.8070, loss_cls: 5.3141, loss: 5.3141 +2023-12-28 14:25:57,502 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 8:07:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5794, top5_acc: 0.8077, loss_cls: 5.3151, loss: 5.3151 +2023-12-28 14:26:57,206 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 8:06:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5797, top5_acc: 0.8095, loss_cls: 5.2986, loss: 5.2986 +2023-12-28 14:27:57,501 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 8:05:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5797, top5_acc: 0.8172, loss_cls: 5.2837, loss: 5.2837 +2023-12-28 14:28:57,149 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 8:04:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5867, top5_acc: 0.8209, loss_cls: 5.2434, loss: 5.2434 +2023-12-28 14:29:57,056 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 8:03:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5747, top5_acc: 0.8080, loss_cls: 5.2998, loss: 5.2998 +2023-12-28 14:30:56,917 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 8:02:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5808, top5_acc: 0.8127, loss_cls: 5.2794, loss: 5.2794 +2023-12-28 14:31:57,004 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 8:01:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5744, top5_acc: 0.8050, loss_cls: 5.3133, loss: 5.3133 +2023-12-28 14:32:56,589 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 8:00:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5678, top5_acc: 0.8134, loss_cls: 5.3172, loss: 5.3172 +2023-12-28 14:33:55,974 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 7:59:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5783, top5_acc: 0.8044, loss_cls: 5.3163, loss: 5.3163 +2023-12-28 14:34:55,403 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 7:58:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5787, top5_acc: 0.8077, loss_cls: 5.3006, loss: 5.3006 +2023-12-28 14:35:54,778 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 7:57:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5864, top5_acc: 0.8166, loss_cls: 5.2793, loss: 5.2793 +2023-12-28 14:36:55,321 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 7:56:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5766, top5_acc: 0.8089, loss_cls: 5.3152, loss: 5.3152 +2023-12-28 14:37:56,167 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 7:55:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5863, top5_acc: 0.8213, loss_cls: 5.2450, loss: 5.2450 +2023-12-28 14:38:57,315 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 7:53:59, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.5797, top5_acc: 0.8102, loss_cls: 5.2992, loss: 5.2992 +2023-12-28 14:39:57,235 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 7:52:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5864, top5_acc: 0.8200, loss_cls: 5.2603, loss: 5.2603 +2023-12-28 14:40:27,248 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-28 14:42:22,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:42:23,604 - pyskl - INFO - +top1_acc 0.4393 +top5_acc 0.6925 +2023-12-28 14:42:23,604 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 14:42:23,636 - pyskl - INFO - +mean_acc 0.4391 +2023-12-28 14:42:23,645 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.4393, top5_acc: 0.6925, mean_class_accuracy: 0.4391 +2023-12-28 14:45:48,700 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 7:51:34, time: 2.050, data_time: 1.454, memory: 16177, top1_acc: 0.6075, top5_acc: 0.8344, loss_cls: 5.1652, loss: 5.1652 +2023-12-28 14:46:47,877 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 7:50:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6055, top5_acc: 0.8336, loss_cls: 5.1744, loss: 5.1744 +2023-12-28 14:47:47,862 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 7:49:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6083, top5_acc: 0.8272, loss_cls: 5.1895, loss: 5.1895 +2023-12-28 14:48:47,536 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 7:48:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5988, top5_acc: 0.8283, loss_cls: 5.1970, loss: 5.1970 +2023-12-28 14:49:47,563 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 7:47:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6003, top5_acc: 0.8344, loss_cls: 5.1716, loss: 5.1716 +2023-12-28 14:50:48,109 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 7:46:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6108, top5_acc: 0.8355, loss_cls: 5.1677, loss: 5.1677 +2023-12-28 14:51:47,655 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 7:45:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5939, top5_acc: 0.8228, loss_cls: 5.2235, loss: 5.2235 +2023-12-28 14:52:47,399 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 7:44:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5959, top5_acc: 0.8269, loss_cls: 5.2310, loss: 5.2310 +2023-12-28 14:53:47,840 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 7:43:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5991, top5_acc: 0.8284, loss_cls: 5.2065, loss: 5.2065 +2023-12-28 14:54:47,610 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 7:42:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5969, top5_acc: 0.8233, loss_cls: 5.2351, loss: 5.2351 +2023-12-28 14:55:47,374 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 7:41:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5914, top5_acc: 0.8291, loss_cls: 5.2263, loss: 5.2263 +2023-12-28 14:56:47,487 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 7:39:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5927, top5_acc: 0.8178, loss_cls: 5.2408, loss: 5.2408 +2023-12-28 14:57:47,185 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 7:38:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6083, top5_acc: 0.8305, loss_cls: 5.1782, loss: 5.1782 +2023-12-28 14:58:46,931 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 7:37:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5934, top5_acc: 0.8213, loss_cls: 5.2346, loss: 5.2346 +2023-12-28 14:59:47,146 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 7:36:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6011, top5_acc: 0.8277, loss_cls: 5.2024, loss: 5.2024 +2023-12-28 15:00:47,928 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 7:35:44, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.5848, top5_acc: 0.8231, loss_cls: 5.2480, loss: 5.2480 +2023-12-28 15:01:48,120 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 7:34:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6041, top5_acc: 0.8278, loss_cls: 5.1891, loss: 5.1891 +2023-12-28 15:02:48,343 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 7:33:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6020, top5_acc: 0.8328, loss_cls: 5.1821, loss: 5.1821 +2023-12-28 15:03:48,238 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 7:32:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5875, top5_acc: 0.8216, loss_cls: 5.2507, loss: 5.2507 +2023-12-28 15:04:47,941 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 7:31:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5955, top5_acc: 0.8239, loss_cls: 5.2255, loss: 5.2255 +2023-12-28 15:05:48,211 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 7:30:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6005, top5_acc: 0.8237, loss_cls: 5.2229, loss: 5.2229 +2023-12-28 15:06:48,745 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 7:29:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5861, top5_acc: 0.8152, loss_cls: 5.2681, loss: 5.2681 +2023-12-28 15:07:48,711 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 7:28:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5873, top5_acc: 0.8125, loss_cls: 5.2641, loss: 5.2641 +2023-12-28 15:08:48,521 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 7:27:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5770, top5_acc: 0.8128, loss_cls: 5.2904, loss: 5.2904 +2023-12-28 15:09:48,126 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 7:26:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5942, top5_acc: 0.8345, loss_cls: 5.2103, loss: 5.2103 +2023-12-28 15:10:47,918 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 7:25:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6003, top5_acc: 0.8266, loss_cls: 5.2094, loss: 5.2094 +2023-12-28 15:11:47,614 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 7:24:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5823, top5_acc: 0.8223, loss_cls: 5.2447, loss: 5.2447 +2023-12-28 15:12:47,314 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 7:23:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5859, top5_acc: 0.8173, loss_cls: 5.2489, loss: 5.2489 +2023-12-28 15:13:47,041 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 7:22:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5986, top5_acc: 0.8230, loss_cls: 5.2192, loss: 5.2192 +2023-12-28 15:14:46,962 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 7:20:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5956, top5_acc: 0.8211, loss_cls: 5.2323, loss: 5.2323 +2023-12-28 15:15:46,707 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 7:19:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5953, top5_acc: 0.8233, loss_cls: 5.2213, loss: 5.2213 +2023-12-28 15:16:46,744 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 7:18:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5823, top5_acc: 0.8164, loss_cls: 5.2531, loss: 5.2531 +2023-12-28 15:17:47,675 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 7:17:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5845, top5_acc: 0.8216, loss_cls: 5.2475, loss: 5.2475 +2023-12-28 15:18:48,364 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 7:16:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5878, top5_acc: 0.8216, loss_cls: 5.2460, loss: 5.2460 +2023-12-28 15:19:49,786 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 7:15:41, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.5916, top5_acc: 0.8187, loss_cls: 5.2424, loss: 5.2424 +2023-12-28 15:20:50,880 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 7:14:38, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.5837, top5_acc: 0.8152, loss_cls: 5.2618, loss: 5.2618 +2023-12-28 15:21:50,814 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 7:13:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5950, top5_acc: 0.8164, loss_cls: 5.2448, loss: 5.2448 +2023-12-28 15:22:20,908 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-28 15:24:17,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:24:17,962 - pyskl - INFO - +top1_acc 0.4462 +top5_acc 0.6940 +2023-12-28 15:24:17,962 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 15:24:18,003 - pyskl - INFO - +mean_acc 0.4460 +2023-12-28 15:24:18,009 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_137.pth was removed +2023-12-28 15:24:18,305 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2023-12-28 15:24:18,306 - pyskl - INFO - Best top1_acc is 0.4462 at 139 epoch. +2023-12-28 15:24:18,317 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.4462, top5_acc: 0.6940, mean_class_accuracy: 0.4460 +2023-12-28 15:27:46,340 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 7:12:11, time: 2.080, data_time: 1.484, memory: 16177, top1_acc: 0.6238, top5_acc: 0.8448, loss_cls: 5.0937, loss: 5.0937 +2023-12-28 15:28:46,021 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 7:11:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6191, top5_acc: 0.8442, loss_cls: 5.1134, loss: 5.1134 +2023-12-28 15:29:45,778 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 7:10:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6352, top5_acc: 0.8464, loss_cls: 5.0783, loss: 5.0783 +2023-12-28 15:30:45,485 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 7:09:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6280, top5_acc: 0.8405, loss_cls: 5.1091, loss: 5.1091 +2023-12-28 15:31:44,837 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 7:07:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6036, top5_acc: 0.8286, loss_cls: 5.1863, loss: 5.1863 +2023-12-28 15:32:44,598 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 7:06:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6169, top5_acc: 0.8342, loss_cls: 5.1475, loss: 5.1475 +2023-12-28 15:33:44,253 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 7:05:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6111, top5_acc: 0.8289, loss_cls: 5.1619, loss: 5.1619 +2023-12-28 15:34:45,100 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 7:04:48, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6155, top5_acc: 0.8419, loss_cls: 5.1368, loss: 5.1368 +2023-12-28 15:35:45,188 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 7:03:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6062, top5_acc: 0.8323, loss_cls: 5.1577, loss: 5.1577 +2023-12-28 15:36:45,087 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 7:02:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6103, top5_acc: 0.8298, loss_cls: 5.1376, loss: 5.1376 +2023-12-28 15:37:45,029 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 7:01:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6064, top5_acc: 0.8327, loss_cls: 5.1596, loss: 5.1596 +2023-12-28 15:38:44,895 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 7:00:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6034, top5_acc: 0.8361, loss_cls: 5.1691, loss: 5.1691 +2023-12-28 15:39:44,678 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 6:59:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6039, top5_acc: 0.8372, loss_cls: 5.1733, loss: 5.1733 +2023-12-28 15:40:44,301 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 6:58:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6166, top5_acc: 0.8369, loss_cls: 5.1363, loss: 5.1363 +2023-12-28 15:41:44,154 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 6:57:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6072, top5_acc: 0.8316, loss_cls: 5.1787, loss: 5.1787 +2023-12-28 15:42:45,423 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 6:56:21, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.6002, top5_acc: 0.8259, loss_cls: 5.1947, loss: 5.1947 +2023-12-28 15:43:45,606 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 6:55:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5908, top5_acc: 0.8252, loss_cls: 5.2005, loss: 5.2005 +2023-12-28 15:44:45,238 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 6:54:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6034, top5_acc: 0.8333, loss_cls: 5.1738, loss: 5.1738 +2023-12-28 15:45:45,525 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 6:53:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6014, top5_acc: 0.8369, loss_cls: 5.1707, loss: 5.1707 +2023-12-28 15:46:45,559 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 6:52:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6145, top5_acc: 0.8361, loss_cls: 5.1496, loss: 5.1496 +2023-12-28 15:47:46,502 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 6:51:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6045, top5_acc: 0.8367, loss_cls: 5.1762, loss: 5.1762 +2023-12-28 15:48:47,133 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 6:50:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6030, top5_acc: 0.8261, loss_cls: 5.1885, loss: 5.1885 +2023-12-28 15:49:46,530 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 6:48:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6016, top5_acc: 0.8356, loss_cls: 5.1631, loss: 5.1631 +2023-12-28 15:50:46,529 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 6:47:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5972, top5_acc: 0.8230, loss_cls: 5.2058, loss: 5.2058 +2023-12-28 15:51:46,467 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 6:46:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5998, top5_acc: 0.8278, loss_cls: 5.1822, loss: 5.1822 +2023-12-28 15:52:46,139 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 6:45:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5934, top5_acc: 0.8319, loss_cls: 5.2082, loss: 5.2082 +2023-12-28 15:53:45,920 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 6:44:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6030, top5_acc: 0.8281, loss_cls: 5.1693, loss: 5.1693 +2023-12-28 15:54:45,737 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 6:43:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5994, top5_acc: 0.8253, loss_cls: 5.2041, loss: 5.2041 +2023-12-28 15:55:45,781 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 6:42:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6000, top5_acc: 0.8333, loss_cls: 5.1945, loss: 5.1945 +2023-12-28 15:56:45,428 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 6:41:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5959, top5_acc: 0.8222, loss_cls: 5.2188, loss: 5.2188 +2023-12-28 15:57:45,995 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 6:40:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6078, top5_acc: 0.8261, loss_cls: 5.1768, loss: 5.1768 +2023-12-28 15:58:46,358 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 6:39:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5992, top5_acc: 0.8277, loss_cls: 5.2131, loss: 5.2131 +2023-12-28 15:59:47,131 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 6:38:25, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5950, top5_acc: 0.8211, loss_cls: 5.2430, loss: 5.2430 +2023-12-28 16:00:47,810 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 6:37:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6041, top5_acc: 0.8292, loss_cls: 5.1979, loss: 5.1979 +2023-12-28 16:01:48,412 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 6:36:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6094, top5_acc: 0.8313, loss_cls: 5.1632, loss: 5.1632 +2023-12-28 16:02:49,052 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 6:35:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6053, top5_acc: 0.8263, loss_cls: 5.2009, loss: 5.2009 +2023-12-28 16:03:48,478 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 6:34:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6100, top5_acc: 0.8272, loss_cls: 5.1656, loss: 5.1656 +2023-12-28 16:04:18,724 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-28 16:06:16,716 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:06:17,770 - pyskl - INFO - +top1_acc 0.4475 +top5_acc 0.6942 +2023-12-28 16:06:17,771 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 16:06:17,810 - pyskl - INFO - +mean_acc 0.4472 +2023-12-28 16:06:17,817 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_139.pth was removed +2023-12-28 16:06:18,109 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2023-12-28 16:06:18,110 - pyskl - INFO - Best top1_acc is 0.4475 at 140 epoch. +2023-12-28 16:06:18,119 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.4475, top5_acc: 0.6942, mean_class_accuracy: 0.4472 +2023-12-28 16:09:42,119 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 6:32:48, time: 2.040, data_time: 1.443, memory: 16177, top1_acc: 0.6334, top5_acc: 0.8445, loss_cls: 5.0912, loss: 5.0912 +2023-12-28 16:10:41,310 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 6:31:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6403, top5_acc: 0.8519, loss_cls: 5.0540, loss: 5.0540 +2023-12-28 16:11:41,802 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 6:30:42, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.6333, top5_acc: 0.8467, loss_cls: 5.0652, loss: 5.0652 +2023-12-28 16:12:42,328 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 6:29:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6241, top5_acc: 0.8466, loss_cls: 5.0911, loss: 5.0911 +2023-12-28 16:13:42,128 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 6:28:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6392, top5_acc: 0.8595, loss_cls: 5.0460, loss: 5.0460 +2023-12-28 16:14:42,019 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 6:27:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6211, top5_acc: 0.8497, loss_cls: 5.0745, loss: 5.0745 +2023-12-28 16:15:41,704 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 6:26:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6256, top5_acc: 0.8461, loss_cls: 5.0861, loss: 5.0861 +2023-12-28 16:16:41,596 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 6:25:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6130, top5_acc: 0.8378, loss_cls: 5.1448, loss: 5.1448 +2023-12-28 16:17:41,618 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 6:24:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6292, top5_acc: 0.8422, loss_cls: 5.0978, loss: 5.0978 +2023-12-28 16:18:41,935 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 6:23:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6291, top5_acc: 0.8478, loss_cls: 5.0608, loss: 5.0608 +2023-12-28 16:19:41,946 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 6:22:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6209, top5_acc: 0.8370, loss_cls: 5.1210, loss: 5.1210 +2023-12-28 16:20:41,840 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 6:21:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6130, top5_acc: 0.8372, loss_cls: 5.1270, loss: 5.1270 +2023-12-28 16:21:41,701 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 6:20:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6222, top5_acc: 0.8466, loss_cls: 5.0989, loss: 5.0989 +2023-12-28 16:22:41,722 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 6:19:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6203, top5_acc: 0.8423, loss_cls: 5.1185, loss: 5.1185 +2023-12-28 16:23:41,667 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 6:18:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6228, top5_acc: 0.8439, loss_cls: 5.1041, loss: 5.1041 +2023-12-28 16:24:42,268 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 6:16:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6169, top5_acc: 0.8417, loss_cls: 5.1144, loss: 5.1144 +2023-12-28 16:25:42,732 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 6:15:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6203, top5_acc: 0.8430, loss_cls: 5.0939, loss: 5.0939 +2023-12-28 16:26:42,897 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 6:14:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6209, top5_acc: 0.8397, loss_cls: 5.1148, loss: 5.1148 +2023-12-28 16:27:42,906 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 6:13:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6059, top5_acc: 0.8370, loss_cls: 5.1461, loss: 5.1461 +2023-12-28 16:28:42,935 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 6:12:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6116, top5_acc: 0.8372, loss_cls: 5.1539, loss: 5.1539 +2023-12-28 16:29:43,225 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 6:11:43, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.6161, top5_acc: 0.8406, loss_cls: 5.1394, loss: 5.1394 +2023-12-28 16:30:44,323 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 6:10:39, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.6267, top5_acc: 0.8500, loss_cls: 5.0818, loss: 5.0818 +2023-12-28 16:31:43,986 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 6:09:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6198, top5_acc: 0.8366, loss_cls: 5.1374, loss: 5.1374 +2023-12-28 16:32:43,762 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 6:08:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6142, top5_acc: 0.8323, loss_cls: 5.1451, loss: 5.1451 +2023-12-28 16:33:44,286 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 6:07:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6184, top5_acc: 0.8395, loss_cls: 5.1244, loss: 5.1244 +2023-12-28 16:34:43,980 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 6:06:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6111, top5_acc: 0.8317, loss_cls: 5.1675, loss: 5.1675 +2023-12-28 16:35:43,842 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 6:05:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6075, top5_acc: 0.8320, loss_cls: 5.1808, loss: 5.1808 +2023-12-28 16:36:44,675 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 6:04:20, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6150, top5_acc: 0.8406, loss_cls: 5.1242, loss: 5.1242 +2023-12-28 16:37:44,684 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 6:03:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6192, top5_acc: 0.8425, loss_cls: 5.1254, loss: 5.1254 +2023-12-28 16:38:44,322 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 6:02:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6177, top5_acc: 0.8458, loss_cls: 5.1162, loss: 5.1162 +2023-12-28 16:39:44,602 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 6:01:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6095, top5_acc: 0.8403, loss_cls: 5.1284, loss: 5.1284 +2023-12-28 16:40:44,594 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 6:00:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6192, top5_acc: 0.8370, loss_cls: 5.1432, loss: 5.1432 +2023-12-28 16:41:44,892 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 5:59:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6048, top5_acc: 0.8394, loss_cls: 5.1502, loss: 5.1502 +2023-12-28 16:42:45,616 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 5:58:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6033, top5_acc: 0.8383, loss_cls: 5.1664, loss: 5.1664 +2023-12-28 16:43:46,463 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 5:56:57, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6141, top5_acc: 0.8316, loss_cls: 5.1650, loss: 5.1650 +2023-12-28 16:44:47,579 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 5:55:54, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.6261, top5_acc: 0.8469, loss_cls: 5.1017, loss: 5.1017 +2023-12-28 16:45:47,552 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 5:54:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6134, top5_acc: 0.8366, loss_cls: 5.1426, loss: 5.1426 +2023-12-28 16:46:17,689 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-28 16:48:11,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:48:12,314 - pyskl - INFO - +top1_acc 0.4495 +top5_acc 0.6969 +2023-12-28 16:48:12,315 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 16:48:12,347 - pyskl - INFO - +mean_acc 0.4493 +2023-12-28 16:48:12,352 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_140.pth was removed +2023-12-28 16:48:12,598 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-28 16:48:12,599 - pyskl - INFO - Best top1_acc is 0.4495 at 141 epoch. +2023-12-28 16:48:12,607 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.4495, top5_acc: 0.6969, mean_class_accuracy: 0.4493 +2023-12-28 16:51:33,731 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 5:53:25, time: 2.011, data_time: 1.409, memory: 16177, top1_acc: 0.6397, top5_acc: 0.8514, loss_cls: 5.0316, loss: 5.0316 +2023-12-28 16:52:33,893 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 5:52:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6456, top5_acc: 0.8541, loss_cls: 5.0337, loss: 5.0337 +2023-12-28 16:53:33,606 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 5:51:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6336, top5_acc: 0.8591, loss_cls: 5.0321, loss: 5.0321 +2023-12-28 16:54:33,637 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 5:50:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6455, top5_acc: 0.8539, loss_cls: 5.0183, loss: 5.0183 +2023-12-28 16:55:34,677 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 5:49:12, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6366, top5_acc: 0.8498, loss_cls: 5.0464, loss: 5.0464 +2023-12-28 16:56:35,259 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 5:48:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6377, top5_acc: 0.8505, loss_cls: 5.0492, loss: 5.0492 +2023-12-28 16:57:35,646 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 5:47:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6333, top5_acc: 0.8508, loss_cls: 5.0359, loss: 5.0359 +2023-12-28 16:58:36,575 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 5:46:03, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6308, top5_acc: 0.8506, loss_cls: 5.0717, loss: 5.0717 +2023-12-28 16:59:37,031 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 5:44:59, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6350, top5_acc: 0.8538, loss_cls: 5.0600, loss: 5.0600 +2023-12-28 17:00:37,226 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 5:43:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6423, top5_acc: 0.8539, loss_cls: 5.0195, loss: 5.0195 +2023-12-28 17:01:37,006 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 5:42:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6322, top5_acc: 0.8547, loss_cls: 5.0422, loss: 5.0422 +2023-12-28 17:02:36,767 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 5:41:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6206, top5_acc: 0.8441, loss_cls: 5.0913, loss: 5.0913 +2023-12-28 17:03:36,459 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 5:40:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6477, top5_acc: 0.8634, loss_cls: 5.0158, loss: 5.0158 +2023-12-28 17:04:36,333 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 5:39:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6247, top5_acc: 0.8477, loss_cls: 5.0636, loss: 5.0636 +2023-12-28 17:05:37,143 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 5:38:40, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6277, top5_acc: 0.8495, loss_cls: 5.0772, loss: 5.0772 +2023-12-28 17:06:38,578 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 5:37:37, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.6392, top5_acc: 0.8498, loss_cls: 5.0582, loss: 5.0582 +2023-12-28 17:07:39,732 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 5:36:33, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.6338, top5_acc: 0.8448, loss_cls: 5.0598, loss: 5.0598 +2023-12-28 17:08:39,189 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 5:35:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6175, top5_acc: 0.8433, loss_cls: 5.1021, loss: 5.1021 +2023-12-28 17:09:39,041 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 5:34:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6286, top5_acc: 0.8484, loss_cls: 5.0844, loss: 5.0844 +2023-12-28 17:10:39,589 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 5:33:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6370, top5_acc: 0.8512, loss_cls: 5.0450, loss: 5.0450 +2023-12-28 17:11:39,899 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 5:32:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6361, top5_acc: 0.8516, loss_cls: 5.0626, loss: 5.0626 +2023-12-28 17:12:40,366 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 5:31:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6302, top5_acc: 0.8505, loss_cls: 5.0692, loss: 5.0692 +2023-12-28 17:13:40,645 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 5:30:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6247, top5_acc: 0.8472, loss_cls: 5.0788, loss: 5.0788 +2023-12-28 17:14:40,315 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 5:29:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6369, top5_acc: 0.8498, loss_cls: 5.0634, loss: 5.0634 +2023-12-28 17:15:40,466 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 5:28:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6227, top5_acc: 0.8411, loss_cls: 5.0895, loss: 5.0895 +2023-12-28 17:16:40,554 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 5:27:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6297, top5_acc: 0.8475, loss_cls: 5.0712, loss: 5.0712 +2023-12-28 17:17:40,108 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 5:26:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6164, top5_acc: 0.8570, loss_cls: 5.0643, loss: 5.0643 +2023-12-28 17:18:39,711 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 5:24:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6306, top5_acc: 0.8516, loss_cls: 5.0600, loss: 5.0600 +2023-12-28 17:19:39,342 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 5:23:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6211, top5_acc: 0.8419, loss_cls: 5.0892, loss: 5.0892 +2023-12-28 17:20:40,092 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 5:22:51, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6231, top5_acc: 0.8470, loss_cls: 5.0947, loss: 5.0947 +2023-12-28 17:21:39,860 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 5:21:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6373, top5_acc: 0.8514, loss_cls: 5.0576, loss: 5.0576 +2023-12-28 17:22:39,515 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 5:20:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6334, top5_acc: 0.8500, loss_cls: 5.0441, loss: 5.0441 +2023-12-28 17:23:39,992 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 5:19:41, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6217, top5_acc: 0.8488, loss_cls: 5.1003, loss: 5.1003 +2023-12-28 17:24:40,557 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 5:18:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6250, top5_acc: 0.8447, loss_cls: 5.0799, loss: 5.0799 +2023-12-28 17:25:41,747 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 5:17:35, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.6323, top5_acc: 0.8559, loss_cls: 5.0441, loss: 5.0441 +2023-12-28 17:26:43,827 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 5:16:32, time: 0.621, data_time: 0.000, memory: 16177, top1_acc: 0.6188, top5_acc: 0.8416, loss_cls: 5.1137, loss: 5.1137 +2023-12-28 17:27:43,502 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 5:15:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6295, top5_acc: 0.8473, loss_cls: 5.0669, loss: 5.0669 +2023-12-28 17:28:13,292 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-28 17:30:09,536 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:30:10,644 - pyskl - INFO - +top1_acc 0.4509 +top5_acc 0.6977 +2023-12-28 17:30:10,644 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 17:30:10,683 - pyskl - INFO - +mean_acc 0.4506 +2023-12-28 17:30:10,689 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_141.pth was removed +2023-12-28 17:30:10,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2023-12-28 17:30:10,997 - pyskl - INFO - Best top1_acc is 0.4509 at 142 epoch. +2023-12-28 17:30:11,007 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.4509, top5_acc: 0.6977, mean_class_accuracy: 0.4506 +2023-12-28 17:33:34,605 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 5:14:03, time: 2.036, data_time: 1.437, memory: 16177, top1_acc: 0.6572, top5_acc: 0.8700, loss_cls: 4.9588, loss: 4.9588 +2023-12-28 17:34:34,134 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 5:12:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6458, top5_acc: 0.8602, loss_cls: 4.9874, loss: 4.9874 +2023-12-28 17:35:34,068 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 5:11:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6547, top5_acc: 0.8559, loss_cls: 5.0068, loss: 5.0068 +2023-12-28 17:36:33,931 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 5:10:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6466, top5_acc: 0.8595, loss_cls: 4.9937, loss: 4.9937 +2023-12-28 17:37:33,922 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 5:09:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6405, top5_acc: 0.8577, loss_cls: 5.0373, loss: 5.0373 +2023-12-28 17:38:33,819 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 5:08:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8548, loss_cls: 5.0169, loss: 5.0169 +2023-12-28 17:39:33,355 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 5:07:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6512, top5_acc: 0.8616, loss_cls: 4.9857, loss: 4.9857 +2023-12-28 17:40:33,046 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 5:06:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6586, top5_acc: 0.8675, loss_cls: 4.9637, loss: 4.9637 +2023-12-28 17:41:32,651 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 5:05:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6431, top5_acc: 0.8542, loss_cls: 5.0238, loss: 5.0238 +2023-12-28 17:42:32,905 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 5:04:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6583, top5_acc: 0.8697, loss_cls: 4.9543, loss: 4.9543 +2023-12-28 17:43:33,435 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 5:03:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6506, top5_acc: 0.8652, loss_cls: 4.9762, loss: 4.9762 +2023-12-28 17:44:34,080 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 5:02:27, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6467, top5_acc: 0.8577, loss_cls: 5.0232, loss: 5.0232 +2023-12-28 17:45:33,874 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 5:01:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6473, top5_acc: 0.8581, loss_cls: 4.9998, loss: 4.9998 +2023-12-28 17:46:33,821 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 5:00:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6308, top5_acc: 0.8588, loss_cls: 5.0294, loss: 5.0294 +2023-12-28 17:47:33,553 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 4:59:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6512, top5_acc: 0.8567, loss_cls: 5.0158, loss: 5.0158 +2023-12-28 17:48:33,543 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 4:58:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6430, top5_acc: 0.8581, loss_cls: 5.0206, loss: 5.0206 +2023-12-28 17:49:34,433 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 4:57:11, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6409, top5_acc: 0.8586, loss_cls: 5.0155, loss: 5.0155 +2023-12-28 17:50:34,646 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 4:56:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6448, top5_acc: 0.8533, loss_cls: 5.0142, loss: 5.0142 +2023-12-28 17:51:34,439 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 4:55:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6406, top5_acc: 0.8580, loss_cls: 4.9971, loss: 4.9971 +2023-12-28 17:52:34,421 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 4:54:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6436, top5_acc: 0.8589, loss_cls: 4.9926, loss: 4.9926 +2023-12-28 17:53:34,066 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 4:52:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6384, top5_acc: 0.8573, loss_cls: 5.0099, loss: 5.0099 +2023-12-28 17:54:34,604 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 4:51:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6358, top5_acc: 0.8567, loss_cls: 5.0304, loss: 5.0304 +2023-12-28 17:55:35,127 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 4:50:51, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6481, top5_acc: 0.8550, loss_cls: 5.0238, loss: 5.0238 +2023-12-28 17:56:34,931 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 4:49:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6412, top5_acc: 0.8500, loss_cls: 5.0250, loss: 5.0250 +2023-12-28 17:57:35,273 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 4:48:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6352, top5_acc: 0.8550, loss_cls: 5.0336, loss: 5.0336 +2023-12-28 17:58:35,054 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 4:47:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6430, top5_acc: 0.8525, loss_cls: 5.0349, loss: 5.0349 +2023-12-28 17:59:34,630 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 4:46:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6411, top5_acc: 0.8542, loss_cls: 5.0370, loss: 5.0370 +2023-12-28 18:00:34,257 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 4:45:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6548, top5_acc: 0.8611, loss_cls: 4.9832, loss: 4.9832 +2023-12-28 18:01:33,743 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 4:44:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6380, top5_acc: 0.8595, loss_cls: 5.0241, loss: 5.0241 +2023-12-28 18:02:33,481 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 4:43:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6486, top5_acc: 0.8611, loss_cls: 4.9943, loss: 4.9943 +2023-12-28 18:03:33,333 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 4:42:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6505, top5_acc: 0.8541, loss_cls: 5.0127, loss: 5.0127 +2023-12-28 18:04:33,261 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 4:41:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6403, top5_acc: 0.8584, loss_cls: 5.0137, loss: 5.0137 +2023-12-28 18:05:33,514 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 4:40:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6378, top5_acc: 0.8555, loss_cls: 5.0292, loss: 5.0292 +2023-12-28 18:06:34,124 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 4:39:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6423, top5_acc: 0.8605, loss_cls: 5.0148, loss: 5.0148 +2023-12-28 18:07:34,940 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 4:38:13, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6427, top5_acc: 0.8592, loss_cls: 5.0167, loss: 5.0167 +2023-12-28 18:08:36,432 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 4:37:09, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.6369, top5_acc: 0.8584, loss_cls: 5.0364, loss: 5.0364 +2023-12-28 18:09:36,238 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 4:36:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6506, top5_acc: 0.8509, loss_cls: 5.0012, loss: 5.0012 +2023-12-28 18:10:06,456 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-28 18:12:04,525 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:12:05,583 - pyskl - INFO - +top1_acc 0.4545 +top5_acc 0.7007 +2023-12-28 18:12:05,584 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 18:12:05,624 - pyskl - INFO - +mean_acc 0.4542 +2023-12-28 18:12:05,632 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_142.pth was removed +2023-12-28 18:12:05,985 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2023-12-28 18:12:05,986 - pyskl - INFO - Best top1_acc is 0.4545 at 143 epoch. +2023-12-28 18:12:05,995 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.4545, top5_acc: 0.7007, mean_class_accuracy: 0.4542 +2023-12-28 18:15:32,705 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 4:34:40, time: 2.067, data_time: 1.466, memory: 16177, top1_acc: 0.6683, top5_acc: 0.8688, loss_cls: 4.9283, loss: 4.9283 +2023-12-28 18:16:32,402 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 4:33:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6642, top5_acc: 0.8686, loss_cls: 4.9412, loss: 4.9412 +2023-12-28 18:17:32,331 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 4:32:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6628, top5_acc: 0.8752, loss_cls: 4.9119, loss: 4.9119 +2023-12-28 18:18:32,049 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 4:31:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6544, top5_acc: 0.8650, loss_cls: 4.9670, loss: 4.9670 +2023-12-28 18:19:31,767 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 4:30:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6580, top5_acc: 0.8670, loss_cls: 4.9622, loss: 4.9622 +2023-12-28 18:20:31,611 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 4:29:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6519, top5_acc: 0.8656, loss_cls: 4.9681, loss: 4.9681 +2023-12-28 18:21:32,444 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 4:28:20, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6609, top5_acc: 0.8589, loss_cls: 4.9817, loss: 4.9817 +2023-12-28 18:22:32,982 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 4:27:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6616, top5_acc: 0.8681, loss_cls: 4.9430, loss: 4.9430 +2023-12-28 18:23:33,044 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 4:26:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6631, top5_acc: 0.8639, loss_cls: 4.9508, loss: 4.9508 +2023-12-28 18:24:32,908 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 4:25:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6547, top5_acc: 0.8667, loss_cls: 4.9505, loss: 4.9505 +2023-12-28 18:25:33,016 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 4:24:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6653, top5_acc: 0.8714, loss_cls: 4.9265, loss: 4.9265 +2023-12-28 18:26:33,505 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 4:23:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6698, top5_acc: 0.8745, loss_cls: 4.9091, loss: 4.9091 +2023-12-28 18:27:33,360 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 4:22:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6627, top5_acc: 0.8642, loss_cls: 4.9367, loss: 4.9367 +2023-12-28 18:28:33,094 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 4:20:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6539, top5_acc: 0.8611, loss_cls: 4.9815, loss: 4.9815 +2023-12-28 18:29:32,906 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 4:19:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6631, top5_acc: 0.8625, loss_cls: 4.9488, loss: 4.9488 +2023-12-28 18:30:33,815 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 4:18:51, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6616, top5_acc: 0.8686, loss_cls: 4.9593, loss: 4.9593 +2023-12-28 18:31:35,208 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 4:17:48, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.6659, top5_acc: 0.8638, loss_cls: 4.9368, loss: 4.9368 +2023-12-28 18:32:35,152 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 4:16:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6531, top5_acc: 0.8714, loss_cls: 4.9512, loss: 4.9512 +2023-12-28 18:33:35,340 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 4:15:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6566, top5_acc: 0.8642, loss_cls: 4.9712, loss: 4.9712 +2023-12-28 18:34:35,742 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 4:14:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6658, top5_acc: 0.8681, loss_cls: 4.9421, loss: 4.9421 +2023-12-28 18:35:36,250 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 4:13:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6530, top5_acc: 0.8672, loss_cls: 4.9638, loss: 4.9638 +2023-12-28 18:36:36,648 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 4:12:32, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.6570, top5_acc: 0.8633, loss_cls: 4.9671, loss: 4.9671 +2023-12-28 18:37:37,395 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 4:11:29, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6608, top5_acc: 0.8688, loss_cls: 4.9430, loss: 4.9430 +2023-12-28 18:38:37,367 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 4:10:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6498, top5_acc: 0.8573, loss_cls: 4.9879, loss: 4.9879 +2023-12-28 18:39:37,482 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 4:09:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6561, top5_acc: 0.8692, loss_cls: 4.9445, loss: 4.9445 +2023-12-28 18:40:37,536 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 4:08:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6663, top5_acc: 0.8714, loss_cls: 4.9127, loss: 4.9127 +2023-12-28 18:41:37,297 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 4:07:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6745, top5_acc: 0.8716, loss_cls: 4.9032, loss: 4.9032 +2023-12-28 18:42:36,939 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 4:06:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6583, top5_acc: 0.8578, loss_cls: 4.9730, loss: 4.9730 +2023-12-28 18:43:36,664 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 4:05:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6498, top5_acc: 0.8633, loss_cls: 4.9842, loss: 4.9842 +2023-12-28 18:44:36,687 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 4:04:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6611, top5_acc: 0.8639, loss_cls: 4.9492, loss: 4.9492 +2023-12-28 18:45:36,553 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 4:03:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8639, loss_cls: 4.9612, loss: 4.9612 +2023-12-28 18:46:36,218 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 4:02:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6614, top5_acc: 0.8648, loss_cls: 4.9619, loss: 4.9619 +2023-12-28 18:47:36,259 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 4:00:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6542, top5_acc: 0.8667, loss_cls: 4.9632, loss: 4.9632 +2023-12-28 18:48:36,505 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 3:59:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6461, top5_acc: 0.8602, loss_cls: 4.9942, loss: 4.9942 +2023-12-28 18:49:37,573 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 3:58:50, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.6580, top5_acc: 0.8686, loss_cls: 4.9563, loss: 4.9563 +2023-12-28 18:50:38,791 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 3:57:47, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.6522, top5_acc: 0.8620, loss_cls: 4.9712, loss: 4.9712 +2023-12-28 18:51:39,114 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 3:56:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6661, top5_acc: 0.8722, loss_cls: 4.9402, loss: 4.9402 +2023-12-28 18:52:08,475 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-28 18:54:04,720 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:54:05,936 - pyskl - INFO - +top1_acc 0.4512 +top5_acc 0.6991 +2023-12-28 18:54:05,937 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 18:54:05,977 - pyskl - INFO - +mean_acc 0.4510 +2023-12-28 18:54:05,987 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.4512, top5_acc: 0.6991, mean_class_accuracy: 0.4510 +2023-12-28 18:57:30,905 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 3:55:17, time: 2.049, data_time: 1.450, memory: 16177, top1_acc: 0.6686, top5_acc: 0.8731, loss_cls: 4.9094, loss: 4.9094 +2023-12-28 18:58:30,661 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 3:54:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6791, top5_acc: 0.8803, loss_cls: 4.8854, loss: 4.8854 +2023-12-28 18:59:30,393 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 3:53:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6855, top5_acc: 0.8800, loss_cls: 4.8600, loss: 4.8600 +2023-12-28 19:00:30,182 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 3:52:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6759, top5_acc: 0.8784, loss_cls: 4.8754, loss: 4.8754 +2023-12-28 19:01:30,109 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 3:51:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6717, top5_acc: 0.8723, loss_cls: 4.8908, loss: 4.8908 +2023-12-28 19:02:30,009 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 3:50:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 4.8921, loss: 4.8921 +2023-12-28 19:03:29,956 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 3:48:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6692, top5_acc: 0.8825, loss_cls: 4.8840, loss: 4.8840 +2023-12-28 19:04:29,980 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 3:47:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6709, top5_acc: 0.8717, loss_cls: 4.8886, loss: 4.8886 +2023-12-28 19:05:29,806 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 3:46:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6653, top5_acc: 0.8650, loss_cls: 4.9435, loss: 4.9435 +2023-12-28 19:06:29,510 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 3:45:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6734, top5_acc: 0.8756, loss_cls: 4.8980, loss: 4.8980 +2023-12-28 19:07:30,017 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 3:44:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6714, top5_acc: 0.8769, loss_cls: 4.8906, loss: 4.8906 +2023-12-28 19:08:30,114 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 3:43:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6770, top5_acc: 0.8775, loss_cls: 4.8802, loss: 4.8802 +2023-12-28 19:09:30,229 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 3:42:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6650, top5_acc: 0.8748, loss_cls: 4.9078, loss: 4.9078 +2023-12-28 19:10:30,051 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 3:41:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6800, top5_acc: 0.8738, loss_cls: 4.8790, loss: 4.8790 +2023-12-28 19:11:30,106 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 3:40:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6684, top5_acc: 0.8780, loss_cls: 4.8961, loss: 4.8961 +2023-12-28 19:12:30,530 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 3:39:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6736, top5_acc: 0.8795, loss_cls: 4.8850, loss: 4.8850 +2023-12-28 19:13:31,448 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 3:38:25, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6647, top5_acc: 0.8652, loss_cls: 4.9115, loss: 4.9115 +2023-12-28 19:14:31,561 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 3:37:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6748, top5_acc: 0.8794, loss_cls: 4.8716, loss: 4.8716 +2023-12-28 19:15:31,281 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 3:36:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6817, top5_acc: 0.8803, loss_cls: 4.8640, loss: 4.8640 +2023-12-28 19:16:31,087 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 3:35:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6616, top5_acc: 0.8738, loss_cls: 4.9441, loss: 4.9441 +2023-12-28 19:17:31,015 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 3:34:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6673, top5_acc: 0.8752, loss_cls: 4.8981, loss: 4.8981 +2023-12-28 19:18:31,225 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 3:33:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6716, top5_acc: 0.8766, loss_cls: 4.9077, loss: 4.9077 +2023-12-28 19:19:31,921 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 3:32:06, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6641, top5_acc: 0.8684, loss_cls: 4.9221, loss: 4.9221 +2023-12-28 19:20:31,829 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 3:31:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6619, top5_acc: 0.8766, loss_cls: 4.9154, loss: 4.9154 +2023-12-28 19:21:31,747 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 3:30:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6625, top5_acc: 0.8664, loss_cls: 4.9505, loss: 4.9505 +2023-12-28 19:22:31,934 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 3:28:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6642, top5_acc: 0.8759, loss_cls: 4.9264, loss: 4.9264 +2023-12-28 19:23:31,662 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 3:27:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6675, top5_acc: 0.8730, loss_cls: 4.9103, loss: 4.9103 +2023-12-28 19:24:31,618 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 3:26:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6633, top5_acc: 0.8666, loss_cls: 4.9534, loss: 4.9534 +2023-12-28 19:25:31,582 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 3:25:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6687, top5_acc: 0.8731, loss_cls: 4.9143, loss: 4.9143 +2023-12-28 19:26:31,595 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 3:24:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6687, top5_acc: 0.8669, loss_cls: 4.9337, loss: 4.9337 +2023-12-28 19:27:31,429 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 3:23:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6577, top5_acc: 0.8638, loss_cls: 4.9440, loss: 4.9440 +2023-12-28 19:28:31,049 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 3:22:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6655, top5_acc: 0.8716, loss_cls: 4.9115, loss: 4.9115 +2023-12-28 19:29:31,164 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 3:21:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6639, top5_acc: 0.8723, loss_cls: 4.9318, loss: 4.9318 +2023-12-28 19:30:32,103 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 3:20:31, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6713, top5_acc: 0.8714, loss_cls: 4.9164, loss: 4.9164 +2023-12-28 19:31:33,649 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 3:19:28, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.6781, top5_acc: 0.8750, loss_cls: 4.8821, loss: 4.8821 +2023-12-28 19:32:35,191 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 3:18:25, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.6767, top5_acc: 0.8772, loss_cls: 4.8858, loss: 4.8858 +2023-12-28 19:33:35,753 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 3:17:22, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6600, top5_acc: 0.8667, loss_cls: 4.9413, loss: 4.9413 +2023-12-28 19:34:06,151 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-28 19:36:04,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 19:36:05,469 - pyskl - INFO - +top1_acc 0.4556 +top5_acc 0.7022 +2023-12-28 19:36:05,469 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 19:36:05,513 - pyskl - INFO - +mean_acc 0.4553 +2023-12-28 19:36:05,519 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_143.pth was removed +2023-12-28 19:36:05,799 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-28 19:36:05,800 - pyskl - INFO - Best top1_acc is 0.4556 at 145 epoch. +2023-12-28 19:36:05,812 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.4556, top5_acc: 0.7022, mean_class_accuracy: 0.4553 +2023-12-28 19:39:30,029 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 3:15:53, time: 2.042, data_time: 1.442, memory: 16177, top1_acc: 0.6884, top5_acc: 0.8806, loss_cls: 4.8395, loss: 4.8395 +2023-12-28 19:40:29,814 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 3:14:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6916, top5_acc: 0.8781, loss_cls: 4.8559, loss: 4.8559 +2023-12-28 19:41:29,821 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 3:13:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6823, top5_acc: 0.8822, loss_cls: 4.8585, loss: 4.8585 +2023-12-28 19:42:30,875 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 3:12:44, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.6953, top5_acc: 0.8878, loss_cls: 4.8266, loss: 4.8266 +2023-12-28 19:43:31,317 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 3:11:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6875, top5_acc: 0.8877, loss_cls: 4.8395, loss: 4.8395 +2023-12-28 19:44:32,290 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 3:10:38, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6864, top5_acc: 0.8845, loss_cls: 4.8537, loss: 4.8537 +2023-12-28 19:45:32,801 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 3:09:34, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 4.8347, loss: 4.8347 +2023-12-28 19:46:32,655 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 3:08:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6911, top5_acc: 0.8825, loss_cls: 4.8448, loss: 4.8448 +2023-12-28 19:47:32,377 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 3:07:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 4.8973, loss: 4.8973 +2023-12-28 19:48:32,244 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 3:06:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6733, top5_acc: 0.8802, loss_cls: 4.8732, loss: 4.8732 +2023-12-28 19:49:32,147 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 3:05:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6753, top5_acc: 0.8794, loss_cls: 4.8729, loss: 4.8729 +2023-12-28 19:50:32,641 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 3:04:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6922, top5_acc: 0.8834, loss_cls: 4.8314, loss: 4.8314 +2023-12-28 19:51:32,820 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 3:03:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6747, top5_acc: 0.8758, loss_cls: 4.8930, loss: 4.8930 +2023-12-28 19:52:32,571 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 3:02:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6794, top5_acc: 0.8842, loss_cls: 4.8430, loss: 4.8430 +2023-12-28 19:53:32,753 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 3:01:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6806, top5_acc: 0.8792, loss_cls: 4.8628, loss: 4.8628 +2023-12-28 19:54:32,799 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 3:00:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6731, top5_acc: 0.8758, loss_cls: 4.8921, loss: 4.8921 +2023-12-28 19:55:33,569 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 2:59:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6742, top5_acc: 0.8759, loss_cls: 4.8700, loss: 4.8700 +2023-12-28 19:56:34,232 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 2:57:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6869, top5_acc: 0.8819, loss_cls: 4.8319, loss: 4.8319 +2023-12-28 19:57:34,280 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 2:56:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6845, top5_acc: 0.8820, loss_cls: 4.8466, loss: 4.8466 +2023-12-28 19:58:34,132 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 2:55:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6841, top5_acc: 0.8781, loss_cls: 4.8562, loss: 4.8562 +2023-12-28 19:59:34,017 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 2:54:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6780, top5_acc: 0.8809, loss_cls: 4.8588, loss: 4.8588 +2023-12-28 20:00:34,459 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 2:53:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6769, top5_acc: 0.8812, loss_cls: 4.8583, loss: 4.8583 +2023-12-28 20:01:35,291 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 2:52:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6805, top5_acc: 0.8728, loss_cls: 4.8836, loss: 4.8836 +2023-12-28 20:02:35,159 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 2:51:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6794, top5_acc: 0.8794, loss_cls: 4.8564, loss: 4.8564 +2023-12-28 20:03:34,831 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 2:50:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6802, top5_acc: 0.8781, loss_cls: 4.8710, loss: 4.8710 +2023-12-28 20:04:34,970 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 2:49:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6759, top5_acc: 0.8828, loss_cls: 4.8774, loss: 4.8774 +2023-12-28 20:05:34,362 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 2:48:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6817, top5_acc: 0.8733, loss_cls: 4.8731, loss: 4.8731 +2023-12-28 20:06:33,679 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 2:47:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6795, top5_acc: 0.8795, loss_cls: 4.8687, loss: 4.8687 +2023-12-28 20:07:33,237 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 2:46:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6873, top5_acc: 0.8808, loss_cls: 4.8396, loss: 4.8396 +2023-12-28 20:08:33,355 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 2:45:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6872, top5_acc: 0.8797, loss_cls: 4.8644, loss: 4.8644 +2023-12-28 20:09:33,346 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 2:44:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6839, top5_acc: 0.8811, loss_cls: 4.8500, loss: 4.8500 +2023-12-28 20:10:33,653 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 2:43:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6800, top5_acc: 0.8791, loss_cls: 4.8813, loss: 4.8813 +2023-12-28 20:11:33,430 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 2:42:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6775, top5_acc: 0.8772, loss_cls: 4.8765, loss: 4.8765 +2023-12-28 20:12:33,425 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 2:41:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6756, top5_acc: 0.8777, loss_cls: 4.8727, loss: 4.8727 +2023-12-28 20:13:34,414 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 2:40:06, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6853, top5_acc: 0.8755, loss_cls: 4.8698, loss: 4.8698 +2023-12-28 20:14:35,534 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 2:39:02, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.6920, top5_acc: 0.8852, loss_cls: 4.8440, loss: 4.8440 +2023-12-28 20:15:35,616 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 2:37:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6714, top5_acc: 0.8717, loss_cls: 4.8907, loss: 4.8907 +2023-12-28 20:16:05,383 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-28 20:18:04,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 20:18:05,942 - pyskl - INFO - +top1_acc 0.4538 +top5_acc 0.7017 +2023-12-28 20:18:05,942 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 20:18:05,982 - pyskl - INFO - +mean_acc 0.4536 +2023-12-28 20:18:05,991 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.4538, top5_acc: 0.7017, mean_class_accuracy: 0.4536 +2023-12-28 20:21:36,560 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 2:36:30, time: 2.106, data_time: 1.503, memory: 16177, top1_acc: 0.7011, top5_acc: 0.8905, loss_cls: 4.8037, loss: 4.8037 +2023-12-28 20:22:36,335 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 2:35:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7003, top5_acc: 0.8964, loss_cls: 4.7768, loss: 4.7768 +2023-12-28 20:23:35,998 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 2:34:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6989, top5_acc: 0.8825, loss_cls: 4.8119, loss: 4.8119 +2023-12-28 20:24:35,498 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 2:33:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6937, top5_acc: 0.8847, loss_cls: 4.8311, loss: 4.8311 +2023-12-28 20:25:35,645 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 2:32:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6861, top5_acc: 0.8756, loss_cls: 4.8537, loss: 4.8537 +2023-12-28 20:26:35,579 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 2:31:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6889, top5_acc: 0.8847, loss_cls: 4.8327, loss: 4.8327 +2023-12-28 20:27:35,375 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 2:30:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6908, top5_acc: 0.8866, loss_cls: 4.8244, loss: 4.8244 +2023-12-28 20:28:35,423 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 2:29:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7013, top5_acc: 0.8892, loss_cls: 4.8041, loss: 4.8041 +2023-12-28 20:29:35,065 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 2:28:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.7017, top5_acc: 0.8922, loss_cls: 4.7889, loss: 4.7889 +2023-12-28 20:30:34,810 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 2:27:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6980, top5_acc: 0.8917, loss_cls: 4.8002, loss: 4.8002 +2023-12-28 20:31:34,608 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 2:25:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6873, top5_acc: 0.8852, loss_cls: 4.8489, loss: 4.8489 +2023-12-28 20:32:34,802 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 2:24:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6863, top5_acc: 0.8848, loss_cls: 4.8233, loss: 4.8233 +2023-12-28 20:33:34,623 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 2:23:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6953, top5_acc: 0.8862, loss_cls: 4.8277, loss: 4.8277 +2023-12-28 20:34:34,763 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 2:22:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6944, top5_acc: 0.8917, loss_cls: 4.8004, loss: 4.8004 +2023-12-28 20:35:34,692 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 2:21:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6886, top5_acc: 0.8842, loss_cls: 4.8173, loss: 4.8173 +2023-12-28 20:36:34,451 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 2:20:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6953, top5_acc: 0.8842, loss_cls: 4.8185, loss: 4.8185 +2023-12-28 20:37:34,799 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 2:19:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6925, top5_acc: 0.8920, loss_cls: 4.7991, loss: 4.7991 +2023-12-28 20:38:35,041 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 2:18:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6991, top5_acc: 0.8888, loss_cls: 4.8061, loss: 4.8061 +2023-12-28 20:39:34,880 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 2:17:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6892, top5_acc: 0.8838, loss_cls: 4.8392, loss: 4.8392 +2023-12-28 20:40:34,489 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 2:16:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6905, top5_acc: 0.8816, loss_cls: 4.8304, loss: 4.8304 +2023-12-28 20:41:34,131 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 2:15:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.7002, top5_acc: 0.8873, loss_cls: 4.8011, loss: 4.8011 +2023-12-28 20:42:33,937 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 2:14:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6813, top5_acc: 0.8809, loss_cls: 4.8521, loss: 4.8521 +2023-12-28 20:43:34,086 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 2:13:21, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6869, top5_acc: 0.8794, loss_cls: 4.8569, loss: 4.8569 +2023-12-28 20:44:33,880 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 2:12:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6834, top5_acc: 0.8891, loss_cls: 4.8195, loss: 4.8195 +2023-12-28 20:45:33,632 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:11:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6787, top5_acc: 0.8839, loss_cls: 4.8586, loss: 4.8586 +2023-12-28 20:46:33,423 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:10:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6934, top5_acc: 0.8845, loss_cls: 4.8153, loss: 4.8153 +2023-12-28 20:47:33,087 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:09:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6881, top5_acc: 0.8808, loss_cls: 4.8437, loss: 4.8437 +2023-12-28 20:48:32,482 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:08:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6886, top5_acc: 0.8869, loss_cls: 4.8346, loss: 4.8346 +2023-12-28 20:49:32,169 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:07:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6897, top5_acc: 0.8823, loss_cls: 4.8351, loss: 4.8351 +2023-12-28 20:50:32,012 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:05:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6902, top5_acc: 0.8856, loss_cls: 4.8146, loss: 4.8146 +2023-12-28 20:51:32,266 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:04:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.7041, top5_acc: 0.8927, loss_cls: 4.7888, loss: 4.7888 +2023-12-28 20:52:32,589 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:03:52, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6831, top5_acc: 0.8795, loss_cls: 4.8542, loss: 4.8542 +2023-12-28 20:53:32,788 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:02:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6895, top5_acc: 0.8912, loss_cls: 4.8144, loss: 4.8144 +2023-12-28 20:54:33,055 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:01:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6834, top5_acc: 0.8831, loss_cls: 4.8443, loss: 4.8443 +2023-12-28 20:55:34,050 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 2:00:43, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6967, top5_acc: 0.8844, loss_cls: 4.8189, loss: 4.8189 +2023-12-28 20:56:35,000 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 1:59:40, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6864, top5_acc: 0.8783, loss_cls: 4.8582, loss: 4.8582 +2023-12-28 20:57:34,911 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 1:58:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6928, top5_acc: 0.8853, loss_cls: 4.8170, loss: 4.8170 +2023-12-28 20:58:04,621 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-28 21:00:02,737 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 21:00:03,624 - pyskl - INFO - +top1_acc 0.4552 +top5_acc 0.6993 +2023-12-28 21:00:03,624 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 21:00:03,659 - pyskl - INFO - +mean_acc 0.4549 +2023-12-28 21:00:03,669 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.4552, top5_acc: 0.6993, mean_class_accuracy: 0.4549 +2023-12-28 21:03:26,151 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 1:57:07, time: 2.025, data_time: 1.427, memory: 16177, top1_acc: 0.7061, top5_acc: 0.8894, loss_cls: 4.7874, loss: 4.7874 +2023-12-28 21:04:26,720 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 1:56:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.7002, top5_acc: 0.8894, loss_cls: 4.7991, loss: 4.7991 +2023-12-28 21:05:26,720 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 1:55:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7078, top5_acc: 0.8892, loss_cls: 4.7894, loss: 4.7894 +2023-12-28 21:06:26,428 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 1:53:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.7013, top5_acc: 0.8917, loss_cls: 4.7848, loss: 4.7848 +2023-12-28 21:07:26,050 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 1:52:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6998, top5_acc: 0.8923, loss_cls: 4.7808, loss: 4.7808 +2023-12-28 21:08:26,111 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 1:51:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7023, top5_acc: 0.8955, loss_cls: 4.7823, loss: 4.7823 +2023-12-28 21:09:26,307 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 1:50:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7030, top5_acc: 0.8902, loss_cls: 4.7774, loss: 4.7774 +2023-12-28 21:10:26,081 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 1:49:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7109, top5_acc: 0.8894, loss_cls: 4.7755, loss: 4.7755 +2023-12-28 21:11:25,607 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 1:48:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6933, top5_acc: 0.8934, loss_cls: 4.8061, loss: 4.8061 +2023-12-28 21:12:25,711 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 1:47:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6963, top5_acc: 0.8889, loss_cls: 4.8030, loss: 4.8030 +2023-12-28 21:13:26,036 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 1:46:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6941, top5_acc: 0.8853, loss_cls: 4.8171, loss: 4.8171 +2023-12-28 21:14:26,964 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 1:45:32, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6984, top5_acc: 0.8883, loss_cls: 4.8161, loss: 4.8161 +2023-12-28 21:15:26,573 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 1:44:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6984, top5_acc: 0.8928, loss_cls: 4.7918, loss: 4.7918 +2023-12-28 21:16:26,549 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 1:43:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7050, top5_acc: 0.9030, loss_cls: 4.7602, loss: 4.7602 +2023-12-28 21:17:27,221 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 1:42:23, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.7005, top5_acc: 0.8883, loss_cls: 4.7912, loss: 4.7912 +2023-12-28 21:18:27,569 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 1:41:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6994, top5_acc: 0.8873, loss_cls: 4.8106, loss: 4.8106 +2023-12-28 21:19:28,314 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 1:40:17, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6983, top5_acc: 0.8911, loss_cls: 4.7931, loss: 4.7931 +2023-12-28 21:20:28,716 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 1:39:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6966, top5_acc: 0.8856, loss_cls: 4.8088, loss: 4.8088 +2023-12-28 21:21:28,356 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 1:38:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6991, top5_acc: 0.8917, loss_cls: 4.7888, loss: 4.7888 +2023-12-28 21:22:28,180 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 1:37:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7061, top5_acc: 0.8917, loss_cls: 4.7815, loss: 4.7815 +2023-12-28 21:23:27,903 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 1:36:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6936, top5_acc: 0.8802, loss_cls: 4.8265, loss: 4.8265 +2023-12-28 21:24:27,947 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 1:35:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7030, top5_acc: 0.8905, loss_cls: 4.7878, loss: 4.7878 +2023-12-28 21:25:28,567 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 1:33:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.7019, top5_acc: 0.8909, loss_cls: 4.7890, loss: 4.7890 +2023-12-28 21:26:28,655 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 1:32:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6978, top5_acc: 0.8866, loss_cls: 4.8029, loss: 4.8029 +2023-12-28 21:27:28,310 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 1:31:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6975, top5_acc: 0.8905, loss_cls: 4.7816, loss: 4.7816 +2023-12-28 21:28:27,581 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 1:30:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6853, top5_acc: 0.8819, loss_cls: 4.8353, loss: 4.8353 +2023-12-28 21:29:27,075 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 1:29:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.7020, top5_acc: 0.8970, loss_cls: 4.7754, loss: 4.7754 +2023-12-28 21:30:26,808 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 1:28:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.7048, top5_acc: 0.8847, loss_cls: 4.7867, loss: 4.7867 +2023-12-28 21:31:26,629 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:27:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6930, top5_acc: 0.8898, loss_cls: 4.7963, loss: 4.7963 +2023-12-28 21:32:26,116 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:26:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6931, top5_acc: 0.8858, loss_cls: 4.8127, loss: 4.8127 +2023-12-28 21:33:26,070 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:25:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6883, top5_acc: 0.8888, loss_cls: 4.8096, loss: 4.8096 +2023-12-28 21:34:25,793 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:24:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6977, top5_acc: 0.8886, loss_cls: 4.8125, loss: 4.8125 +2023-12-28 21:35:25,849 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:23:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7031, top5_acc: 0.8911, loss_cls: 4.7775, loss: 4.7775 +2023-12-28 21:36:25,602 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:22:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6908, top5_acc: 0.8808, loss_cls: 4.8244, loss: 4.8244 +2023-12-28 21:37:26,270 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:21:20, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6994, top5_acc: 0.8853, loss_cls: 4.8082, loss: 4.8082 +2023-12-28 21:38:27,589 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:20:17, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.6980, top5_acc: 0.8873, loss_cls: 4.7943, loss: 4.7943 +2023-12-28 21:39:27,813 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:19:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7002, top5_acc: 0.8933, loss_cls: 4.7928, loss: 4.7928 +2023-12-28 21:39:57,895 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-28 21:41:52,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 21:41:52,920 - pyskl - INFO - +top1_acc 0.4561 +top5_acc 0.7000 +2023-12-28 21:41:52,920 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 21:41:52,954 - pyskl - INFO - +mean_acc 0.4558 +2023-12-28 21:41:52,960 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_145.pth was removed +2023-12-28 21:41:53,194 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2023-12-28 21:41:53,194 - pyskl - INFO - Best top1_acc is 0.4561 at 148 epoch. +2023-12-28 21:41:53,203 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4561, top5_acc: 0.7000, mean_class_accuracy: 0.4558 +2023-12-28 21:45:15,904 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:17:43, time: 2.027, data_time: 1.428, memory: 16177, top1_acc: 0.7117, top5_acc: 0.8991, loss_cls: 4.7481, loss: 4.7481 +2023-12-28 21:46:16,085 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:16:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6956, top5_acc: 0.8914, loss_cls: 4.8007, loss: 4.8007 +2023-12-28 21:47:16,747 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:15:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6995, top5_acc: 0.8927, loss_cls: 4.7815, loss: 4.7815 +2023-12-28 21:48:16,606 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:14:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.7053, top5_acc: 0.8912, loss_cls: 4.7795, loss: 4.7795 +2023-12-28 21:49:16,409 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:13:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7044, top5_acc: 0.8866, loss_cls: 4.7875, loss: 4.7875 +2023-12-28 21:50:16,205 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:12:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7003, top5_acc: 0.8905, loss_cls: 4.7873, loss: 4.7873 +2023-12-28 21:51:16,077 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:11:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.7077, top5_acc: 0.8967, loss_cls: 4.7531, loss: 4.7531 +2023-12-28 21:52:16,015 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:10:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.7055, top5_acc: 0.8969, loss_cls: 4.7586, loss: 4.7586 +2023-12-28 21:53:16,020 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:09:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6897, top5_acc: 0.8911, loss_cls: 4.8052, loss: 4.8052 +2023-12-28 21:54:16,089 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:08:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 4.7621, loss: 4.7621 +2023-12-28 21:55:15,844 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:07:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6959, top5_acc: 0.8903, loss_cls: 4.8105, loss: 4.8105 +2023-12-28 21:56:15,707 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:06:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.7163, top5_acc: 0.8970, loss_cls: 4.7347, loss: 4.7347 +2023-12-28 21:57:15,473 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:05:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7006, top5_acc: 0.8859, loss_cls: 4.8050, loss: 4.8050 +2023-12-28 21:58:15,654 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:04:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7080, top5_acc: 0.8947, loss_cls: 4.7610, loss: 4.7610 +2023-12-28 21:59:15,678 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:03:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7119, top5_acc: 0.8966, loss_cls: 4.7509, loss: 4.7509 +2023-12-28 22:00:15,440 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:01:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7170, top5_acc: 0.9017, loss_cls: 4.7299, loss: 4.7299 +2023-12-28 22:01:16,023 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:00:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6980, top5_acc: 0.8931, loss_cls: 4.8008, loss: 4.8008 +2023-12-28 22:02:17,001 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 0:59:50, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.7023, top5_acc: 0.8867, loss_cls: 4.7883, loss: 4.7883 +2023-12-28 22:03:17,214 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 0:58:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7050, top5_acc: 0.8883, loss_cls: 4.7994, loss: 4.7994 +2023-12-28 22:04:17,296 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 0:57:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7108, top5_acc: 0.9012, loss_cls: 4.7377, loss: 4.7377 +2023-12-28 22:05:17,325 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 0:56:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6927, top5_acc: 0.8864, loss_cls: 4.8112, loss: 4.8112 +2023-12-28 22:06:17,293 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 0:55:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6980, top5_acc: 0.8911, loss_cls: 4.7921, loss: 4.7921 +2023-12-28 22:07:18,151 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 0:54:35, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.7084, top5_acc: 0.8959, loss_cls: 4.7533, loss: 4.7533 +2023-12-28 22:08:18,677 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 0:53:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.7028, top5_acc: 0.8875, loss_cls: 4.7986, loss: 4.7986 +2023-12-28 22:09:18,336 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 0:52:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.7033, top5_acc: 0.8900, loss_cls: 4.8041, loss: 4.8041 +2023-12-28 22:10:18,072 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 0:51:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.7025, top5_acc: 0.8900, loss_cls: 4.7881, loss: 4.7881 +2023-12-28 22:11:17,597 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 0:50:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.7017, top5_acc: 0.8919, loss_cls: 4.7771, loss: 4.7771 +2023-12-28 22:12:17,136 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 0:49:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.7077, top5_acc: 0.8942, loss_cls: 4.7686, loss: 4.7686 +2023-12-28 22:13:16,776 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 0:48:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6956, top5_acc: 0.8895, loss_cls: 4.7964, loss: 4.7964 +2023-12-28 22:14:16,416 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 0:47:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.7064, top5_acc: 0.8939, loss_cls: 4.7591, loss: 4.7591 +2023-12-28 22:15:16,867 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 0:46:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.7063, top5_acc: 0.8897, loss_cls: 4.7766, loss: 4.7766 +2023-12-28 22:16:17,382 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 0:45:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.7033, top5_acc: 0.8941, loss_cls: 4.7769, loss: 4.7769 +2023-12-28 22:17:17,448 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 0:44:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7028, top5_acc: 0.8909, loss_cls: 4.7817, loss: 4.7817 +2023-12-28 22:18:17,277 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:43:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6975, top5_acc: 0.8923, loss_cls: 4.7785, loss: 4.7785 +2023-12-28 22:19:18,357 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:41:57, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.7037, top5_acc: 0.8883, loss_cls: 4.7910, loss: 4.7910 +2023-12-28 22:20:20,534 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:40:54, time: 0.622, data_time: 0.000, memory: 16177, top1_acc: 0.7087, top5_acc: 0.8897, loss_cls: 4.7809, loss: 4.7809 +2023-12-28 22:21:20,633 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:39:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7083, top5_acc: 0.8884, loss_cls: 4.7761, loss: 4.7761 +2023-12-28 22:21:51,003 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-28 22:23:47,654 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 22:23:48,505 - pyskl - INFO - +top1_acc 0.4584 +top5_acc 0.7024 +2023-12-28 22:23:48,505 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 22:23:48,546 - pyskl - INFO - +mean_acc 0.4581 +2023-12-28 22:23:48,551 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_148.pth was removed +2023-12-28 22:23:48,798 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2023-12-28 22:23:48,799 - pyskl - INFO - Best top1_acc is 0.4584 at 149 epoch. +2023-12-28 22:23:48,815 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4584, top5_acc: 0.7024, mean_class_accuracy: 0.4581 +2023-12-28 22:27:12,601 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:38:20, time: 2.038, data_time: 1.435, memory: 16177, top1_acc: 0.7117, top5_acc: 0.8948, loss_cls: 4.7595, loss: 4.7595 +2023-12-28 22:28:12,760 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:37:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7036, top5_acc: 0.8984, loss_cls: 4.7687, loss: 4.7687 +2023-12-28 22:29:13,088 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:36:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.7072, top5_acc: 0.8972, loss_cls: 4.7480, loss: 4.7480 +2023-12-28 22:30:13,759 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:35:11, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.7142, top5_acc: 0.8983, loss_cls: 4.7344, loss: 4.7344 +2023-12-28 22:31:14,528 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:34:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.7052, top5_acc: 0.8964, loss_cls: 4.7716, loss: 4.7716 +2023-12-28 22:32:15,375 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:33:04, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.7030, top5_acc: 0.8894, loss_cls: 4.7856, loss: 4.7856 +2023-12-28 22:33:16,286 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:32:01, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6997, top5_acc: 0.8892, loss_cls: 4.7761, loss: 4.7761 +2023-12-28 22:34:16,758 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:30:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.7009, top5_acc: 0.8920, loss_cls: 4.7924, loss: 4.7924 +2023-12-28 22:35:17,274 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:29:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.7047, top5_acc: 0.8883, loss_cls: 4.7775, loss: 4.7775 +2023-12-28 22:36:17,451 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:28:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7113, top5_acc: 0.8984, loss_cls: 4.7547, loss: 4.7547 +2023-12-28 22:37:17,507 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:27:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7127, top5_acc: 0.8944, loss_cls: 4.7511, loss: 4.7511 +2023-12-28 22:38:17,419 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:26:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.7009, top5_acc: 0.8928, loss_cls: 4.7776, loss: 4.7776 +2023-12-28 22:39:17,453 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:25:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7061, top5_acc: 0.8941, loss_cls: 4.7723, loss: 4.7723 +2023-12-28 22:40:17,084 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:24:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.7098, top5_acc: 0.8969, loss_cls: 4.7685, loss: 4.7685 +2023-12-28 22:41:17,222 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:23:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7098, top5_acc: 0.8930, loss_cls: 4.7701, loss: 4.7701 +2023-12-28 22:42:17,210 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:22:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7077, top5_acc: 0.8944, loss_cls: 4.7699, loss: 4.7699 +2023-12-28 22:43:18,539 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:21:30, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.7030, top5_acc: 0.8984, loss_cls: 4.7610, loss: 4.7610 +2023-12-28 22:44:19,408 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:20:27, time: 0.609, data_time: 0.001, memory: 16177, top1_acc: 0.7075, top5_acc: 0.8873, loss_cls: 4.7687, loss: 4.7687 +2023-12-28 22:45:18,956 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:19:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.7022, top5_acc: 0.8933, loss_cls: 4.7852, loss: 4.7852 +2023-12-28 22:46:18,902 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:18:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.7142, top5_acc: 0.8945, loss_cls: 4.7389, loss: 4.7389 +2023-12-28 22:47:18,911 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:17:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.7106, top5_acc: 0.8948, loss_cls: 4.7566, loss: 4.7566 +2023-12-28 22:48:18,519 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:16:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.7014, top5_acc: 0.8884, loss_cls: 4.7869, loss: 4.7869 +2023-12-28 22:49:18,850 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:15:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.7042, top5_acc: 0.8925, loss_cls: 4.7683, loss: 4.7683 +2023-12-28 22:50:19,659 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:14:09, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.7067, top5_acc: 0.8916, loss_cls: 4.7679, loss: 4.7679 +2023-12-28 22:51:19,386 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:13:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.7103, top5_acc: 0.8909, loss_cls: 4.7725, loss: 4.7725 +2023-12-28 22:52:19,657 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:12:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6984, top5_acc: 0.8936, loss_cls: 4.7918, loss: 4.7918 +2023-12-28 22:53:19,821 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:10:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7059, top5_acc: 0.8898, loss_cls: 4.7738, loss: 4.7738 +2023-12-28 22:54:19,595 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:09:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7072, top5_acc: 0.8961, loss_cls: 4.7675, loss: 4.7675 +2023-12-28 22:55:19,398 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:08:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7087, top5_acc: 0.8938, loss_cls: 4.7586, loss: 4.7586 +2023-12-28 22:56:19,517 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:07:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.7030, top5_acc: 0.8945, loss_cls: 4.7668, loss: 4.7668 +2023-12-28 22:57:20,352 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:06:47, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.7125, top5_acc: 0.8955, loss_cls: 4.7615, loss: 4.7615 +2023-12-28 22:58:20,147 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:05:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6981, top5_acc: 0.8895, loss_cls: 4.8011, loss: 4.8011 +2023-12-28 22:59:19,920 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:04:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.7170, top5_acc: 0.9031, loss_cls: 4.7273, loss: 4.7273 +2023-12-28 23:00:19,673 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:03:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6980, top5_acc: 0.8927, loss_cls: 4.8005, loss: 4.8005 +2023-12-28 23:01:20,799 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:02:35, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.7006, top5_acc: 0.8892, loss_cls: 4.7893, loss: 4.7893 +2023-12-28 23:02:22,530 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:01:32, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.7100, top5_acc: 0.8936, loss_cls: 4.7562, loss: 4.7562 +2023-12-28 23:03:22,737 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.7063, top5_acc: 0.8906, loss_cls: 4.7807, loss: 4.7807 +2023-12-28 23:03:53,206 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-28 23:05:51,827 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:05:52,840 - pyskl - INFO - +top1_acc 0.4564 +top5_acc 0.7009 +2023-12-28 23:05:52,840 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 23:05:52,876 - pyskl - INFO - +mean_acc 0.4561 +2023-12-28 23:05:52,892 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.4564, top5_acc: 0.7009, mean_class_accuracy: 0.4561 +2023-12-28 23:06:08,340 - pyskl - INFO - 19743 videos remain after valid thresholding +2023-12-28 23:20:22,672 - pyskl - INFO - Testing results of the last checkpoint +2023-12-28 23:20:22,672 - pyskl - INFO - top1_acc: 0.4666 +2023-12-28 23:20:22,672 - pyskl - INFO - top5_acc: 0.7112 +2023-12-28 23:20:22,672 - pyskl - INFO - mean_class_accuracy: 0.4664 +2023-12-28 23:20:22,673 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/b_2/best_top1_acc_epoch_149.pth +2023-12-28 23:34:17,336 - pyskl - INFO - Testing results of the best checkpoint +2023-12-28 23:34:17,336 - pyskl - INFO - top1_acc: 0.4678 +2023-12-28 23:34:17,336 - pyskl - INFO - top5_acc: 0.7111 +2023-12-28 23:34:17,336 - pyskl - INFO - mean_class_accuracy: 0.4675