diff --git "a/k400/k_1/20231229_093413.log" "b/k400/k_1/20231229_093413.log" new file mode 100644--- /dev/null +++ "b/k400/k_1/20231229_093413.log" @@ -0,0 +1,3858 @@ +2023-12-29 09:34:13,692 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3090 +CUDA_HOME: /usr/local +NVCC: Cuda compilation tools, release 11.5, V11.5.50 +GCC: gcc (Ubuntu 7.5.0-6ubuntu2) 7.5.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.8.1 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-29 09:34:14,403 - pyskl - INFO - Config: modality = 'k' +graph = 'coco_new' +work_dir = './work_dirs/test_prototype/k400/k_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='coco_new', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_11', num_classes=400, in_channels=384)) +memcached = True +mc_cfg = ('localhost', 22077) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl' +left_kp = [1, 3, 5, 7, 9, 11, 13, 15] +right_kp = [2, 4, 6, 8, 10, 12, 14, 16] +box_thr = 0.5 +valid_ratio = 0.0 +train_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=64, + workers_per_gpu=16, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='train', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + valid_ratio=0.0, + memcached=True, + mc_cfg=('localhost', 22077)), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077)), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077))) +optimizer = dict( + type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict( + interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-29 09:34:14,403 - pyskl - INFO - Set random seed to 255917896, deterministic: False +2023-12-29 09:34:23,150 - pyskl - INFO - 239737 videos remain after valid thresholding +2023-12-29 09:34:38,033 - pyskl - INFO - 19743 videos remain after valid thresholding +2023-12-29 09:34:38,035 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1 +2023-12-29 09:34:38,046 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-29 09:34:38,060 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-29 09:34:38,061 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1 by HardDiskBackend. +2023-12-29 09:37:49,377 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 12 days, 10:32:55, time: 1.913, data_time: 1.297, memory: 16177, top1_acc: 0.0072, top5_acc: 0.0305, loss_cls: 7.0781, loss: 7.0781 +2023-12-29 09:38:49,586 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 4:13:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.0106, top5_acc: 0.0544, loss_cls: 6.7652, loss: 6.7652 +2023-12-29 09:39:50,410 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 6 days, 18:24:56, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0216, top5_acc: 0.0798, loss_cls: 6.5868, loss: 6.5868 +2023-12-29 09:40:51,420 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 1:34:45, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.0248, top5_acc: 0.0903, loss_cls: 6.5089, loss: 6.5089 +2023-12-29 09:41:52,289 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 5 days, 15:25:35, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0292, top5_acc: 0.1042, loss_cls: 6.4108, loss: 6.4108 +2023-12-29 09:42:53,320 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 5 days, 8:41:40, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.0300, top5_acc: 0.1152, loss_cls: 6.3756, loss: 6.3756 +2023-12-29 09:43:54,209 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 3:50:58, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0372, top5_acc: 0.1234, loss_cls: 6.4419, loss: 6.4419 +2023-12-29 09:44:54,451 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 5 days, 0:05:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.0338, top5_acc: 0.1261, loss_cls: 6.6444, loss: 6.6444 +2023-12-29 09:45:54,736 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 4 days, 21:09:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0398, top5_acc: 0.1495, loss_cls: 6.6244, loss: 6.6244 +2023-12-29 09:46:55,126 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 4 days, 18:50:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.0423, top5_acc: 0.1508, loss_cls: 6.4193, loss: 6.4193 +2023-12-29 09:47:55,818 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 4 days, 16:58:19, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.0428, top5_acc: 0.1591, loss_cls: 6.3943, loss: 6.3943 +2023-12-29 09:48:56,810 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 4 days, 15:27:19, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.0477, top5_acc: 0.1673, loss_cls: 6.4752, loss: 6.4752 +2023-12-29 09:49:57,293 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 4 days, 14:06:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.0511, top5_acc: 0.1773, loss_cls: 6.5142, loss: 6.5142 +2023-12-29 09:50:58,186 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 4 days, 12:59:49, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0612, top5_acc: 0.1864, loss_cls: 6.5247, loss: 6.5247 +2023-12-29 09:51:58,978 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 4 days, 12:01:15, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0627, top5_acc: 0.1994, loss_cls: 6.5050, loss: 6.5050 +2023-12-29 09:53:00,031 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 4 days, 11:11:25, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0625, top5_acc: 0.1870, loss_cls: 6.5435, loss: 6.5435 +2023-12-29 09:54:00,334 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 4 days, 10:23:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0656, top5_acc: 0.1947, loss_cls: 6.5101, loss: 6.5101 +2023-12-29 09:55:00,532 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 4 days, 9:39:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.0670, top5_acc: 0.2069, loss_cls: 6.4391, loss: 6.4391 +2023-12-29 09:56:00,419 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 4 days, 8:59:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.0731, top5_acc: 0.2147, loss_cls: 6.3773, loss: 6.3773 +2023-12-29 09:57:00,557 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 4 days, 8:23:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.0717, top5_acc: 0.2238, loss_cls: 6.3474, loss: 6.3474 +2023-12-29 09:58:00,946 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 4 days, 7:52:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.0711, top5_acc: 0.2220, loss_cls: 6.3649, loss: 6.3649 +2023-12-29 09:59:01,992 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 7:27:08, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.0786, top5_acc: 0.2219, loss_cls: 6.3055, loss: 6.3055 +2023-12-29 10:00:02,901 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 7:03:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0819, top5_acc: 0.2288, loss_cls: 6.3211, loss: 6.3211 +2023-12-29 10:01:03,823 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 6:41:11, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0783, top5_acc: 0.2303, loss_cls: 6.2639, loss: 6.2639 +2023-12-29 10:02:04,919 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 6:21:31, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0875, top5_acc: 0.2347, loss_cls: 6.2081, loss: 6.2081 +2023-12-29 10:03:06,026 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 6:03:20, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0897, top5_acc: 0.2466, loss_cls: 6.2078, loss: 6.2078 +2023-12-29 10:04:06,883 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 5:45:33, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.0897, top5_acc: 0.2406, loss_cls: 6.2180, loss: 6.2180 +2023-12-29 10:05:07,634 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 5:28:37, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0867, top5_acc: 0.2458, loss_cls: 6.1767, loss: 6.1767 +2023-12-29 10:06:07,658 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 5:10:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.0897, top5_acc: 0.2564, loss_cls: 6.0979, loss: 6.0979 +2023-12-29 10:07:08,337 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 4:55:27, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.0877, top5_acc: 0.2569, loss_cls: 6.0788, loss: 6.0788 +2023-12-29 10:08:09,101 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 4:41:37, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.0892, top5_acc: 0.2516, loss_cls: 6.0823, loss: 6.0823 +2023-12-29 10:09:10,251 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 4:29:42, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0862, top5_acc: 0.2455, loss_cls: 6.1104, loss: 6.1104 +2023-12-29 10:10:10,467 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 4:15:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.0963, top5_acc: 0.2652, loss_cls: 6.0202, loss: 6.0202 +2023-12-29 10:11:10,603 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 4:02:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.0998, top5_acc: 0.2647, loss_cls: 6.0367, loss: 6.0367 +2023-12-29 10:12:10,862 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 3:50:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.0963, top5_acc: 0.2639, loss_cls: 6.0395, loss: 6.0395 +2023-12-29 10:13:11,890 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 3:40:27, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.0992, top5_acc: 0.2711, loss_cls: 6.0048, loss: 6.0048 +2023-12-29 10:14:13,041 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 3:31:32, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.0966, top5_acc: 0.2716, loss_cls: 5.9832, loss: 5.9832 +2023-12-29 10:14:44,288 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-29 10:16:46,159 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:16:46,912 - pyskl - INFO - +top1_acc 0.0737 +top5_acc 0.2198 +2023-12-29 10:16:46,912 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 10:16:46,942 - pyskl - INFO - +mean_acc 0.0737 +2023-12-29 10:16:47,359 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-29 10:16:47,360 - pyskl - INFO - Best top1_acc is 0.0737 at 1 epoch. +2023-12-29 10:16:47,367 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0737, top5_acc: 0.2198, mean_class_accuracy: 0.0737 +2023-12-29 10:20:02,185 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 4 days, 7:34:27, time: 1.948, data_time: 1.353, memory: 16177, top1_acc: 0.1069, top5_acc: 0.2795, loss_cls: 5.9254, loss: 5.9254 +2023-12-29 10:21:02,078 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 4 days, 7:17:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1050, top5_acc: 0.2802, loss_cls: 5.9254, loss: 5.9254 +2023-12-29 10:22:02,349 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 7:01:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1066, top5_acc: 0.2867, loss_cls: 5.8843, loss: 5.8843 +2023-12-29 10:23:02,581 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 6:46:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1075, top5_acc: 0.2947, loss_cls: 5.8602, loss: 5.8602 +2023-12-29 10:24:02,435 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 6:30:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1102, top5_acc: 0.2822, loss_cls: 5.9292, loss: 5.9292 +2023-12-29 10:25:02,540 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 6:16:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1073, top5_acc: 0.2972, loss_cls: 5.8516, loss: 5.8516 +2023-12-29 10:26:03,831 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 6:05:44, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.1130, top5_acc: 0.2964, loss_cls: 5.8205, loss: 5.8205 +2023-12-29 10:27:04,794 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 5:54:29, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1070, top5_acc: 0.2822, loss_cls: 5.8972, loss: 5.8972 +2023-12-29 10:28:05,602 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 5:43:21, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1083, top5_acc: 0.2933, loss_cls: 5.8295, loss: 5.8295 +2023-12-29 10:29:06,426 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 5:32:41, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1192, top5_acc: 0.3028, loss_cls: 5.7547, loss: 5.7547 +2023-12-29 10:30:07,681 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 5:23:15, time: 0.613, data_time: 0.001, memory: 16177, top1_acc: 0.1170, top5_acc: 0.2994, loss_cls: 5.7647, loss: 5.7647 +2023-12-29 10:31:07,800 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 5:12:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1223, top5_acc: 0.3183, loss_cls: 5.7330, loss: 5.7330 +2023-12-29 10:32:08,130 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 5:01:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1106, top5_acc: 0.3022, loss_cls: 5.8020, loss: 5.8020 +2023-12-29 10:33:08,359 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 4:51:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1164, top5_acc: 0.3070, loss_cls: 5.7375, loss: 5.7375 +2023-12-29 10:34:08,402 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 4:41:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1192, top5_acc: 0.3075, loss_cls: 5.7407, loss: 5.7407 +2023-12-29 10:35:08,172 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 4:30:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1256, top5_acc: 0.3194, loss_cls: 5.6761, loss: 5.6761 +2023-12-29 10:36:08,397 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 4:21:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1211, top5_acc: 0.3094, loss_cls: 5.7222, loss: 5.7222 +2023-12-29 10:37:08,653 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 4:12:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1242, top5_acc: 0.3203, loss_cls: 5.6836, loss: 5.6836 +2023-12-29 10:38:09,663 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 4:05:12, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1306, top5_acc: 0.3252, loss_cls: 5.6828, loss: 5.6828 +2023-12-29 10:39:09,817 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 3:56:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1313, top5_acc: 0.3322, loss_cls: 5.5959, loss: 5.5959 +2023-12-29 10:40:09,571 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 3:47:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1288, top5_acc: 0.3278, loss_cls: 5.6410, loss: 5.6410 +2023-12-29 10:41:09,863 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 3:39:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1270, top5_acc: 0.3195, loss_cls: 5.6411, loss: 5.6411 +2023-12-29 10:42:10,765 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 3:33:18, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1347, top5_acc: 0.3278, loss_cls: 5.6465, loss: 5.6465 +2023-12-29 10:43:11,854 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 3:27:07, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.1311, top5_acc: 0.3300, loss_cls: 5.6240, loss: 5.6240 +2023-12-29 10:44:13,033 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 3:21:14, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1331, top5_acc: 0.3292, loss_cls: 5.6174, loss: 5.6174 +2023-12-29 10:45:13,681 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 3:14:44, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1320, top5_acc: 0.3431, loss_cls: 5.5641, loss: 5.5641 +2023-12-29 10:46:14,604 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 3:08:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1323, top5_acc: 0.3339, loss_cls: 5.5979, loss: 5.5979 +2023-12-29 10:47:15,354 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 3:02:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1320, top5_acc: 0.3431, loss_cls: 5.5289, loss: 5.5289 +2023-12-29 10:48:15,970 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 2:56:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1364, top5_acc: 0.3391, loss_cls: 5.5577, loss: 5.5577 +2023-12-29 10:49:17,136 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 2:51:31, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.1416, top5_acc: 0.3412, loss_cls: 5.5353, loss: 5.5353 +2023-12-29 10:50:17,424 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 2:45:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1372, top5_acc: 0.3381, loss_cls: 5.5519, loss: 5.5519 +2023-12-29 10:51:18,331 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 2:40:02, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1338, top5_acc: 0.3350, loss_cls: 5.5806, loss: 5.5806 +2023-12-29 10:52:19,137 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 2:34:46, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1477, top5_acc: 0.3603, loss_cls: 5.4550, loss: 5.4550 +2023-12-29 10:53:19,275 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 2:28:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1336, top5_acc: 0.3428, loss_cls: 5.5382, loss: 5.5382 +2023-12-29 10:54:20,081 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 2:23:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1464, top5_acc: 0.3613, loss_cls: 5.4785, loss: 5.4785 +2023-12-29 10:55:21,039 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 2:19:00, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1392, top5_acc: 0.3506, loss_cls: 5.5073, loss: 5.5073 +2023-12-29 10:56:21,919 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 2:14:17, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1480, top5_acc: 0.3516, loss_cls: 5.4598, loss: 5.4598 +2023-12-29 10:56:53,365 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-29 10:58:55,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 10:58:56,028 - pyskl - INFO - +top1_acc 0.0929 +top5_acc 0.2643 +2023-12-29 10:58:56,029 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 10:58:56,061 - pyskl - INFO - +mean_acc 0.0929 +2023-12-29 10:58:56,066 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_1.pth was removed +2023-12-29 10:58:56,474 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-29 10:58:56,474 - pyskl - INFO - Best top1_acc is 0.0929 at 2 epoch. +2023-12-29 10:58:56,483 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.0929, top5_acc: 0.2643, mean_class_accuracy: 0.0929 +2023-12-29 11:02:12,309 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 4:17:42, time: 1.958, data_time: 1.361, memory: 16177, top1_acc: 0.1512, top5_acc: 0.3673, loss_cls: 5.3840, loss: 5.3840 +2023-12-29 11:03:12,014 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 4:10:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1448, top5_acc: 0.3491, loss_cls: 5.4762, loss: 5.4762 +2023-12-29 11:04:12,137 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 4:03:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1442, top5_acc: 0.3573, loss_cls: 5.4627, loss: 5.4627 +2023-12-29 11:05:12,919 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 3:57:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1417, top5_acc: 0.3580, loss_cls: 5.4588, loss: 5.4588 +2023-12-29 11:06:13,562 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 3:51:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1487, top5_acc: 0.3581, loss_cls: 5.4355, loss: 5.4355 +2023-12-29 11:07:14,514 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 3:45:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1611, top5_acc: 0.3716, loss_cls: 5.3899, loss: 5.3899 +2023-12-29 11:08:15,248 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 3:39:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1537, top5_acc: 0.3516, loss_cls: 5.4396, loss: 5.4396 +2023-12-29 11:09:16,021 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 3:34:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1489, top5_acc: 0.3670, loss_cls: 5.3826, loss: 5.3826 +2023-12-29 11:10:16,082 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 3:27:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1683, top5_acc: 0.3770, loss_cls: 5.3386, loss: 5.3386 +2023-12-29 11:11:16,573 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 3:22:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1517, top5_acc: 0.3723, loss_cls: 5.3959, loss: 5.3959 +2023-12-29 11:12:17,070 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 3:16:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1566, top5_acc: 0.3691, loss_cls: 5.3671, loss: 5.3671 +2023-12-29 11:13:17,932 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 3:11:45, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1595, top5_acc: 0.3703, loss_cls: 5.3787, loss: 5.3787 +2023-12-29 11:14:18,941 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 3:06:58, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.1597, top5_acc: 0.3659, loss_cls: 5.3678, loss: 5.3678 +2023-12-29 11:15:18,668 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 3:00:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1656, top5_acc: 0.3772, loss_cls: 5.3336, loss: 5.3336 +2023-12-29 11:16:18,657 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 2:55:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1552, top5_acc: 0.3663, loss_cls: 5.3802, loss: 5.3802 +2023-12-29 11:17:19,316 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 2:50:24, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.1619, top5_acc: 0.3816, loss_cls: 5.3569, loss: 5.3569 +2023-12-29 11:18:19,328 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 2:44:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1744, top5_acc: 0.3897, loss_cls: 5.3222, loss: 5.3222 +2023-12-29 11:19:19,374 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 2:39:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1572, top5_acc: 0.3798, loss_cls: 5.3399, loss: 5.3399 +2023-12-29 11:20:19,256 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 2:34:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1777, top5_acc: 0.3883, loss_cls: 5.2767, loss: 5.2767 +2023-12-29 11:21:19,011 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 2:28:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1608, top5_acc: 0.3798, loss_cls: 5.3224, loss: 5.3224 +2023-12-29 11:22:19,344 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 2:24:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1647, top5_acc: 0.3781, loss_cls: 5.2909, loss: 5.2909 +2023-12-29 11:23:19,624 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 2:19:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1677, top5_acc: 0.3805, loss_cls: 5.3062, loss: 5.3062 +2023-12-29 11:24:19,909 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 2:14:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1772, top5_acc: 0.3917, loss_cls: 5.2557, loss: 5.2557 +2023-12-29 11:25:20,529 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 2:10:27, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1716, top5_acc: 0.3881, loss_cls: 5.2548, loss: 5.2548 +2023-12-29 11:26:21,351 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 2:06:26, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1695, top5_acc: 0.3906, loss_cls: 5.2786, loss: 5.2786 +2023-12-29 11:27:22,232 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 2:02:31, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1798, top5_acc: 0.3987, loss_cls: 5.2344, loss: 5.2344 +2023-12-29 11:28:23,168 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 1:58:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1588, top5_acc: 0.3870, loss_cls: 5.2920, loss: 5.2920 +2023-12-29 11:29:23,997 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 1:54:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1741, top5_acc: 0.3959, loss_cls: 5.2642, loss: 5.2642 +2023-12-29 11:30:24,644 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 1:50:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1641, top5_acc: 0.3914, loss_cls: 5.2765, loss: 5.2765 +2023-12-29 11:31:25,023 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 1:46:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1647, top5_acc: 0.3819, loss_cls: 5.2981, loss: 5.2981 +2023-12-29 11:32:25,444 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 1:42:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1769, top5_acc: 0.4014, loss_cls: 5.2280, loss: 5.2280 +2023-12-29 11:33:25,309 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 1:38:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1792, top5_acc: 0.4055, loss_cls: 5.1486, loss: 5.1486 +2023-12-29 11:34:25,672 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 1:34:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1870, top5_acc: 0.4188, loss_cls: 5.1687, loss: 5.1687 +2023-12-29 11:35:25,956 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 1:30:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1775, top5_acc: 0.3986, loss_cls: 5.1968, loss: 5.1968 +2023-12-29 11:36:26,267 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 1:26:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1650, top5_acc: 0.3953, loss_cls: 5.2364, loss: 5.2364 +2023-12-29 11:37:27,052 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 1:23:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1822, top5_acc: 0.4078, loss_cls: 5.1818, loss: 5.1818 +2023-12-29 11:38:27,697 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 1:19:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1752, top5_acc: 0.4078, loss_cls: 5.1428, loss: 5.1428 +2023-12-29 11:38:58,235 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-29 11:41:01,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 11:41:02,433 - pyskl - INFO - +top1_acc 0.1082 +top5_acc 0.2983 +2023-12-29 11:41:02,434 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 11:41:02,471 - pyskl - INFO - +mean_acc 0.1080 +2023-12-29 11:41:02,476 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_2.pth was removed +2023-12-29 11:41:02,722 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-29 11:41:02,723 - pyskl - INFO - Best top1_acc is 0.1082 at 3 epoch. +2023-12-29 11:41:02,733 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.1082, top5_acc: 0.2983, mean_class_accuracy: 0.1080 +2023-12-29 11:44:11,660 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 2:35:41, time: 1.889, data_time: 1.298, memory: 16177, top1_acc: 0.1805, top5_acc: 0.4056, loss_cls: 5.1648, loss: 5.1648 +2023-12-29 11:45:11,375 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 2:30:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1822, top5_acc: 0.4155, loss_cls: 5.1504, loss: 5.1504 +2023-12-29 11:46:10,903 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 2:25:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.1867, top5_acc: 0.4183, loss_cls: 5.1435, loss: 5.1435 +2023-12-29 11:47:10,766 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 2:21:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1794, top5_acc: 0.4159, loss_cls: 5.1676, loss: 5.1676 +2023-12-29 11:48:11,205 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 2:17:04, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1808, top5_acc: 0.4105, loss_cls: 5.1619, loss: 5.1619 +2023-12-29 11:49:11,747 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 2:13:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1908, top5_acc: 0.4144, loss_cls: 5.1248, loss: 5.1248 +2023-12-29 11:50:12,515 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 2:09:18, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.1864, top5_acc: 0.4223, loss_cls: 5.1375, loss: 5.1375 +2023-12-29 11:51:12,355 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 2:04:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1963, top5_acc: 0.4158, loss_cls: 5.1107, loss: 5.1107 +2023-12-29 11:52:12,286 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 2:00:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1878, top5_acc: 0.4177, loss_cls: 5.1357, loss: 5.1357 +2023-12-29 11:53:12,689 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 1:56:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1888, top5_acc: 0.4148, loss_cls: 5.1222, loss: 5.1222 +2023-12-29 11:54:13,557 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 1:53:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.1880, top5_acc: 0.4200, loss_cls: 5.1170, loss: 5.1170 +2023-12-29 11:55:13,631 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 1:49:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.1925, top5_acc: 0.4225, loss_cls: 5.1101, loss: 5.1101 +2023-12-29 11:56:13,284 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 1:44:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1928, top5_acc: 0.4152, loss_cls: 5.1105, loss: 5.1105 +2023-12-29 11:57:13,133 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 1:40:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1995, top5_acc: 0.4233, loss_cls: 5.0784, loss: 5.0784 +2023-12-29 11:58:13,110 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 1:36:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.1953, top5_acc: 0.4292, loss_cls: 5.0485, loss: 5.0485 +2023-12-29 11:59:13,496 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 1:33:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1955, top5_acc: 0.4213, loss_cls: 5.0995, loss: 5.0995 +2023-12-29 12:00:13,685 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 1:29:21, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.1878, top5_acc: 0.4216, loss_cls: 5.0862, loss: 5.0862 +2023-12-29 12:01:14,300 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 1:25:57, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1806, top5_acc: 0.4097, loss_cls: 5.1384, loss: 5.1384 +2023-12-29 12:02:14,654 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 1:22:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.1922, top5_acc: 0.4369, loss_cls: 5.0691, loss: 5.0691 +2023-12-29 12:03:14,417 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 1:18:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.1900, top5_acc: 0.4241, loss_cls: 5.0787, loss: 5.0787 +2023-12-29 12:04:14,067 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 1:14:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.1989, top5_acc: 0.4252, loss_cls: 5.0864, loss: 5.0864 +2023-12-29 12:05:13,810 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 1:10:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1852, top5_acc: 0.4184, loss_cls: 5.0863, loss: 5.0863 +2023-12-29 12:06:13,479 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 1:06:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1861, top5_acc: 0.4141, loss_cls: 5.1272, loss: 5.1272 +2023-12-29 12:07:13,111 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 1:03:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.1911, top5_acc: 0.4128, loss_cls: 5.1267, loss: 5.1267 +2023-12-29 12:08:12,465 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 0:59:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.1967, top5_acc: 0.4316, loss_cls: 5.0548, loss: 5.0548 +2023-12-29 12:09:11,914 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 0:55:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.1911, top5_acc: 0.4289, loss_cls: 5.0555, loss: 5.0555 +2023-12-29 12:10:11,776 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 0:51:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2022, top5_acc: 0.4356, loss_cls: 5.0402, loss: 5.0402 +2023-12-29 12:11:11,351 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 0:47:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.1991, top5_acc: 0.4336, loss_cls: 5.0325, loss: 5.0325 +2023-12-29 12:12:10,968 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 0:44:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.1948, top5_acc: 0.4308, loss_cls: 5.0439, loss: 5.0439 +2023-12-29 12:13:10,659 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 0:40:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.1980, top5_acc: 0.4284, loss_cls: 5.0395, loss: 5.0395 +2023-12-29 12:14:10,560 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 0:37:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1984, top5_acc: 0.4338, loss_cls: 5.0226, loss: 5.0226 +2023-12-29 12:15:10,840 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 0:34:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.1980, top5_acc: 0.4389, loss_cls: 5.0251, loss: 5.0251 +2023-12-29 12:16:11,401 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 0:31:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.1975, top5_acc: 0.4272, loss_cls: 5.0568, loss: 5.0568 +2023-12-29 12:17:12,143 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 0:28:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2006, top5_acc: 0.4264, loss_cls: 5.0603, loss: 5.0603 +2023-12-29 12:18:12,953 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 0:25:55, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2033, top5_acc: 0.4359, loss_cls: 5.0000, loss: 5.0000 +2023-12-29 12:19:13,558 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 0:23:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2100, top5_acc: 0.4491, loss_cls: 4.9965, loss: 4.9965 +2023-12-29 12:20:14,060 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 0:20:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.1919, top5_acc: 0.4222, loss_cls: 5.0454, loss: 5.0454 +2023-12-29 12:20:44,744 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-29 12:22:49,078 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 12:22:49,845 - pyskl - INFO - +top1_acc 0.1546 +top5_acc 0.3639 +2023-12-29 12:22:49,845 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 12:22:49,895 - pyskl - INFO - +mean_acc 0.1545 +2023-12-29 12:22:49,903 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_3.pth was removed +2023-12-29 12:22:50,275 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-29 12:22:50,275 - pyskl - INFO - Best top1_acc is 0.1546 at 4 epoch. +2023-12-29 12:22:50,284 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.1546, top5_acc: 0.3639, mean_class_accuracy: 0.1545 +2023-12-29 12:26:04,567 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 1:20:10, time: 1.943, data_time: 1.346, memory: 16177, top1_acc: 0.2164, top5_acc: 0.4456, loss_cls: 4.9394, loss: 4.9394 +2023-12-29 12:27:04,823 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 1:16:48, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.2080, top5_acc: 0.4417, loss_cls: 4.9776, loss: 4.9776 +2023-12-29 12:28:04,677 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 1:13:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2170, top5_acc: 0.4492, loss_cls: 4.9626, loss: 4.9626 +2023-12-29 12:29:04,697 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 1:09:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2089, top5_acc: 0.4444, loss_cls: 4.9800, loss: 4.9800 +2023-12-29 12:30:04,530 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 1:06:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2086, top5_acc: 0.4480, loss_cls: 4.9566, loss: 4.9566 +2023-12-29 12:31:04,422 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 1:02:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2009, top5_acc: 0.4358, loss_cls: 4.9976, loss: 4.9976 +2023-12-29 12:32:04,091 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 0:59:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2034, top5_acc: 0.4364, loss_cls: 4.9824, loss: 4.9824 +2023-12-29 12:33:04,034 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 0:55:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2102, top5_acc: 0.4412, loss_cls: 4.9722, loss: 4.9722 +2023-12-29 12:34:03,531 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 0:52:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2067, top5_acc: 0.4473, loss_cls: 4.9612, loss: 4.9612 +2023-12-29 12:35:03,184 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 0:48:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2084, top5_acc: 0.4480, loss_cls: 4.9693, loss: 4.9693 +2023-12-29 12:36:03,112 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 0:45:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2125, top5_acc: 0.4528, loss_cls: 4.9226, loss: 4.9226 +2023-12-29 12:37:03,049 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 0:42:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2144, top5_acc: 0.4478, loss_cls: 4.9588, loss: 4.9588 +2023-12-29 12:38:02,979 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 0:39:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.1994, top5_acc: 0.4377, loss_cls: 5.0001, loss: 5.0001 +2023-12-29 12:39:02,868 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 0:35:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2033, top5_acc: 0.4456, loss_cls: 4.9509, loss: 4.9509 +2023-12-29 12:40:02,657 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 0:32:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2042, top5_acc: 0.4406, loss_cls: 4.9747, loss: 4.9747 +2023-12-29 12:41:02,528 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 0:29:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2019, top5_acc: 0.4427, loss_cls: 4.9729, loss: 4.9729 +2023-12-29 12:42:02,926 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 0:26:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2130, top5_acc: 0.4461, loss_cls: 4.9661, loss: 4.9661 +2023-12-29 12:43:02,740 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 0:23:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2103, top5_acc: 0.4419, loss_cls: 4.9557, loss: 4.9557 +2023-12-29 12:44:02,375 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 0:20:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2147, top5_acc: 0.4489, loss_cls: 4.9454, loss: 4.9454 +2023-12-29 12:45:02,101 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 0:17:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2094, top5_acc: 0.4519, loss_cls: 4.9527, loss: 4.9527 +2023-12-29 12:46:01,859 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 0:13:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2137, top5_acc: 0.4573, loss_cls: 4.9015, loss: 4.9015 +2023-12-29 12:47:02,765 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 0:11:29, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2039, top5_acc: 0.4402, loss_cls: 4.9883, loss: 4.9883 +2023-12-29 12:48:04,094 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 0:09:15, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2055, top5_acc: 0.4384, loss_cls: 4.9665, loss: 4.9665 +2023-12-29 12:49:05,212 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 0:06:55, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2097, top5_acc: 0.4425, loss_cls: 4.9518, loss: 4.9518 +2023-12-29 12:50:06,316 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 4 days, 0:04:35, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2094, top5_acc: 0.4566, loss_cls: 4.9271, loss: 4.9271 +2023-12-29 12:51:07,131 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 4 days, 0:02:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2142, top5_acc: 0.4491, loss_cls: 4.9614, loss: 4.9614 +2023-12-29 12:52:07,082 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 3 days, 23:59:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2175, top5_acc: 0.4555, loss_cls: 4.9218, loss: 4.9218 +2023-12-29 12:53:07,058 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 3 days, 23:56:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2161, top5_acc: 0.4542, loss_cls: 4.8961, loss: 4.8961 +2023-12-29 12:54:07,044 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 3 days, 23:53:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2125, top5_acc: 0.4416, loss_cls: 4.9703, loss: 4.9703 +2023-12-29 12:55:06,957 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 3 days, 23:50:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2056, top5_acc: 0.4414, loss_cls: 4.9891, loss: 4.9891 +2023-12-29 12:56:07,625 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 3 days, 23:48:16, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2127, top5_acc: 0.4537, loss_cls: 4.9361, loss: 4.9361 +2023-12-29 12:57:08,439 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 3 days, 23:45:54, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2139, top5_acc: 0.4514, loss_cls: 4.9484, loss: 4.9484 +2023-12-29 12:58:09,391 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 3 days, 23:43:38, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2139, top5_acc: 0.4581, loss_cls: 4.9105, loss: 4.9105 +2023-12-29 12:59:10,651 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 3 days, 23:41:31, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2083, top5_acc: 0.4434, loss_cls: 4.9467, loss: 4.9467 +2023-12-29 13:00:11,872 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 3 days, 23:39:25, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2261, top5_acc: 0.4655, loss_cls: 4.8602, loss: 4.8602 +2023-12-29 13:01:12,717 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 3 days, 23:37:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2106, top5_acc: 0.4480, loss_cls: 4.9274, loss: 4.9274 +2023-12-29 13:02:13,462 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 3 days, 23:34:48, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2097, top5_acc: 0.4500, loss_cls: 4.9166, loss: 4.9166 +2023-12-29 13:02:43,865 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-29 13:04:47,364 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:04:48,180 - pyskl - INFO - +top1_acc 0.1573 +top5_acc 0.3669 +2023-12-29 13:04:48,180 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 13:04:48,215 - pyskl - INFO - +mean_acc 0.1571 +2023-12-29 13:04:48,220 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_4.pth was removed +2023-12-29 13:04:48,629 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-29 13:04:48,629 - pyskl - INFO - Best top1_acc is 0.1573 at 5 epoch. +2023-12-29 13:04:48,636 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.1573, top5_acc: 0.3669, mean_class_accuracy: 0.1571 +2023-12-29 13:08:07,045 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 0:24:10, time: 1.984, data_time: 1.386, memory: 16177, top1_acc: 0.2180, top5_acc: 0.4673, loss_cls: 4.8545, loss: 4.8545 +2023-12-29 13:09:06,975 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 0:21:12, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.2111, top5_acc: 0.4639, loss_cls: 4.8712, loss: 4.8712 +2023-12-29 13:10:06,779 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 0:18:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2177, top5_acc: 0.4575, loss_cls: 4.9084, loss: 4.9084 +2023-12-29 13:11:06,584 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 0:15:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2094, top5_acc: 0.4536, loss_cls: 4.8975, loss: 4.8975 +2023-12-29 13:12:06,319 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 0:12:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2097, top5_acc: 0.4566, loss_cls: 4.8872, loss: 4.8872 +2023-12-29 13:13:06,323 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 4 days, 0:09:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2139, top5_acc: 0.4586, loss_cls: 4.8779, loss: 4.8779 +2023-12-29 13:14:06,188 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 4 days, 0:06:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2278, top5_acc: 0.4631, loss_cls: 4.8737, loss: 4.8737 +2023-12-29 13:15:06,299 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 4 days, 0:03:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2081, top5_acc: 0.4544, loss_cls: 4.9095, loss: 4.9095 +2023-12-29 13:16:06,067 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 4 days, 0:00:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2116, top5_acc: 0.4537, loss_cls: 4.8944, loss: 4.8944 +2023-12-29 13:17:06,094 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 3 days, 23:58:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2248, top5_acc: 0.4584, loss_cls: 4.8475, loss: 4.8475 +2023-12-29 13:18:05,976 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 3 days, 23:55:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2250, top5_acc: 0.4617, loss_cls: 4.8482, loss: 4.8482 +2023-12-29 13:19:05,792 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 3 days, 23:52:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2230, top5_acc: 0.4569, loss_cls: 4.8852, loss: 4.8852 +2023-12-29 13:20:05,693 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 3 days, 23:49:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2164, top5_acc: 0.4562, loss_cls: 4.8986, loss: 4.8986 +2023-12-29 13:21:05,428 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 3 days, 23:46:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2205, top5_acc: 0.4573, loss_cls: 4.8880, loss: 4.8880 +2023-12-29 13:22:05,034 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 3 days, 23:43:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2247, top5_acc: 0.4641, loss_cls: 4.8823, loss: 4.8823 +2023-12-29 13:23:04,891 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 3 days, 23:41:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2183, top5_acc: 0.4584, loss_cls: 4.8758, loss: 4.8758 +2023-12-29 13:24:04,715 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 3 days, 23:38:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2189, top5_acc: 0.4636, loss_cls: 4.8499, loss: 4.8499 +2023-12-29 13:25:05,104 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 3 days, 23:36:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2228, top5_acc: 0.4581, loss_cls: 4.8827, loss: 4.8827 +2023-12-29 13:26:05,278 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 3 days, 23:33:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2244, top5_acc: 0.4655, loss_cls: 4.8567, loss: 4.8567 +2023-12-29 13:27:05,800 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 3 days, 23:31:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2131, top5_acc: 0.4486, loss_cls: 4.9356, loss: 4.9356 +2023-12-29 13:28:06,702 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 3 days, 23:28:54, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2178, top5_acc: 0.4670, loss_cls: 4.9007, loss: 4.9007 +2023-12-29 13:29:07,915 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 3 days, 23:26:50, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2253, top5_acc: 0.4686, loss_cls: 4.8406, loss: 4.8406 +2023-12-29 13:30:09,405 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 3 days, 23:24:55, time: 0.615, data_time: 0.001, memory: 16177, top1_acc: 0.2289, top5_acc: 0.4673, loss_cls: 4.8455, loss: 4.8455 +2023-12-29 13:31:10,727 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 3 days, 23:22:55, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2302, top5_acc: 0.4673, loss_cls: 4.8391, loss: 4.8391 +2023-12-29 13:32:10,748 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 3 days, 23:20:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2186, top5_acc: 0.4653, loss_cls: 4.8822, loss: 4.8822 +2023-12-29 13:33:11,995 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 3 days, 23:18:23, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2272, top5_acc: 0.4681, loss_cls: 4.8373, loss: 4.8373 +2023-12-29 13:34:12,186 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 3 days, 23:15:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2188, top5_acc: 0.4595, loss_cls: 4.8711, loss: 4.8711 +2023-12-29 13:35:13,022 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 3 days, 23:13:48, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2248, top5_acc: 0.4622, loss_cls: 4.8479, loss: 4.8479 +2023-12-29 13:36:13,122 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 3 days, 23:11:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2122, top5_acc: 0.4567, loss_cls: 4.8988, loss: 4.8988 +2023-12-29 13:37:13,033 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 3 days, 23:08:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2273, top5_acc: 0.4608, loss_cls: 4.8403, loss: 4.8403 +2023-12-29 13:38:13,245 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 3 days, 23:06:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2259, top5_acc: 0.4631, loss_cls: 4.8465, loss: 4.8465 +2023-12-29 13:39:13,746 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 3 days, 23:04:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2316, top5_acc: 0.4667, loss_cls: 4.8193, loss: 4.8193 +2023-12-29 13:40:14,041 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 3 days, 23:01:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2319, top5_acc: 0.4705, loss_cls: 4.8097, loss: 4.8097 +2023-12-29 13:41:14,324 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 3 days, 22:59:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2248, top5_acc: 0.4802, loss_cls: 4.8222, loss: 4.8222 +2023-12-29 13:42:15,529 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 3 days, 22:57:39, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2336, top5_acc: 0.4688, loss_cls: 4.8221, loss: 4.8221 +2023-12-29 13:43:16,492 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 3 days, 22:55:38, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2206, top5_acc: 0.4652, loss_cls: 4.8615, loss: 4.8615 +2023-12-29 13:44:16,555 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 3 days, 22:53:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2217, top5_acc: 0.4636, loss_cls: 4.8239, loss: 4.8239 +2023-12-29 13:44:46,739 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-29 13:46:51,440 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 13:46:52,559 - pyskl - INFO - +top1_acc 0.1463 +top5_acc 0.3608 +2023-12-29 13:46:52,559 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 13:46:52,607 - pyskl - INFO - +mean_acc 0.1459 +2023-12-29 13:46:52,628 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.1463, top5_acc: 0.3608, mean_class_accuracy: 0.1459 +2023-12-29 13:50:19,676 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 3 days, 23:37:21, time: 2.070, data_time: 1.469, memory: 16177, top1_acc: 0.2255, top5_acc: 0.4653, loss_cls: 4.8392, loss: 4.8392 +2023-12-29 13:51:20,311 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 3 days, 23:35:01, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2214, top5_acc: 0.4694, loss_cls: 4.8289, loss: 4.8289 +2023-12-29 13:52:20,423 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 3 days, 23:32:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2291, top5_acc: 0.4780, loss_cls: 4.7944, loss: 4.7944 +2023-12-29 13:53:21,163 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 3 days, 23:30:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2283, top5_acc: 0.4689, loss_cls: 4.8131, loss: 4.8131 +2023-12-29 13:54:21,714 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 3 days, 23:27:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2220, top5_acc: 0.4595, loss_cls: 4.8548, loss: 4.8548 +2023-12-29 13:55:21,934 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 3 days, 23:25:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2367, top5_acc: 0.4758, loss_cls: 4.7843, loss: 4.7843 +2023-12-29 13:56:21,953 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 3 days, 23:22:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2289, top5_acc: 0.4683, loss_cls: 4.8120, loss: 4.8120 +2023-12-29 13:57:21,968 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 3 days, 23:20:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2300, top5_acc: 0.4648, loss_cls: 4.8432, loss: 4.8432 +2023-12-29 13:58:22,017 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 3 days, 23:17:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2303, top5_acc: 0.4728, loss_cls: 4.8210, loss: 4.8210 +2023-12-29 13:59:21,921 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 3 days, 23:15:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2256, top5_acc: 0.4697, loss_cls: 4.8405, loss: 4.8405 +2023-12-29 14:00:21,855 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 3 days, 23:12:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2247, top5_acc: 0.4633, loss_cls: 4.8385, loss: 4.8385 +2023-12-29 14:01:21,725 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 3 days, 23:10:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2270, top5_acc: 0.4686, loss_cls: 4.8159, loss: 4.8159 +2023-12-29 14:02:21,436 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 3 days, 23:07:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2255, top5_acc: 0.4627, loss_cls: 4.8413, loss: 4.8413 +2023-12-29 14:03:21,430 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 3 days, 23:05:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2273, top5_acc: 0.4589, loss_cls: 4.8311, loss: 4.8311 +2023-12-29 14:04:21,699 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 3 days, 23:03:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2313, top5_acc: 0.4720, loss_cls: 4.7909, loss: 4.7909 +2023-12-29 14:05:22,384 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 3 days, 23:01:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2264, top5_acc: 0.4602, loss_cls: 4.8553, loss: 4.8553 +2023-12-29 14:06:23,507 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 3 days, 22:59:02, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2305, top5_acc: 0.4698, loss_cls: 4.8118, loss: 4.8118 +2023-12-29 14:07:24,761 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 3 days, 22:57:07, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2325, top5_acc: 0.4709, loss_cls: 4.8247, loss: 4.8247 +2023-12-29 14:08:26,082 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 3 days, 22:55:13, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2302, top5_acc: 0.4702, loss_cls: 4.8099, loss: 4.8099 +2023-12-29 14:09:27,861 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 3 days, 22:53:30, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2241, top5_acc: 0.4745, loss_cls: 4.8133, loss: 4.8133 +2023-12-29 14:10:30,310 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 3 days, 22:52:02, time: 0.624, data_time: 0.001, memory: 16177, top1_acc: 0.2353, top5_acc: 0.4691, loss_cls: 4.8195, loss: 4.8195 +2023-12-29 14:11:32,120 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 3 days, 22:50:20, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2322, top5_acc: 0.4714, loss_cls: 4.8005, loss: 4.8005 +2023-12-29 14:12:32,940 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 3 days, 22:48:18, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2359, top5_acc: 0.4814, loss_cls: 4.7897, loss: 4.7897 +2023-12-29 14:13:32,696 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 3 days, 22:45:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2327, top5_acc: 0.4722, loss_cls: 4.7834, loss: 4.7834 +2023-12-29 14:14:32,573 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 3 days, 22:43:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2272, top5_acc: 0.4692, loss_cls: 4.8176, loss: 4.8176 +2023-12-29 14:15:33,204 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 3 days, 22:41:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2216, top5_acc: 0.4697, loss_cls: 4.8356, loss: 4.8356 +2023-12-29 14:16:33,760 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 3 days, 22:39:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2214, top5_acc: 0.4595, loss_cls: 4.8407, loss: 4.8407 +2023-12-29 14:17:33,470 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 3 days, 22:36:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2297, top5_acc: 0.4795, loss_cls: 4.7804, loss: 4.7804 +2023-12-29 14:18:33,791 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 3 days, 22:34:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2306, top5_acc: 0.4734, loss_cls: 4.8234, loss: 4.8234 +2023-12-29 14:19:34,245 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 3 days, 22:32:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2289, top5_acc: 0.4686, loss_cls: 4.8133, loss: 4.8133 +2023-12-29 14:20:34,535 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 3 days, 22:30:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2217, top5_acc: 0.4652, loss_cls: 4.8365, loss: 4.8365 +2023-12-29 14:21:35,445 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 3 days, 22:28:32, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2233, top5_acc: 0.4670, loss_cls: 4.8396, loss: 4.8396 +2023-12-29 14:22:35,631 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 3 days, 22:26:21, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4798, loss_cls: 4.7529, loss: 4.7529 +2023-12-29 14:23:35,545 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 3 days, 22:24:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2305, top5_acc: 0.4725, loss_cls: 4.8099, loss: 4.8099 +2023-12-29 14:24:35,346 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 3 days, 22:21:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4830, loss_cls: 4.7384, loss: 4.7384 +2023-12-29 14:25:35,212 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 3 days, 22:19:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2261, top5_acc: 0.4706, loss_cls: 4.8030, loss: 4.8030 +2023-12-29 14:26:35,247 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 3 days, 22:17:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2362, top5_acc: 0.4717, loss_cls: 4.7892, loss: 4.7892 +2023-12-29 14:27:05,631 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-29 14:29:06,027 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 14:29:06,857 - pyskl - INFO - +top1_acc 0.1747 +top5_acc 0.3959 +2023-12-29 14:29:06,857 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 14:29:06,891 - pyskl - INFO - +mean_acc 0.1745 +2023-12-29 14:29:06,897 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_5.pth was removed +2023-12-29 14:29:07,155 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-29 14:29:07,155 - pyskl - INFO - Best top1_acc is 0.1747 at 7 epoch. +2023-12-29 14:29:07,167 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1747, top5_acc: 0.3959, mean_class_accuracy: 0.1745 +2023-12-29 14:32:19,266 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 3 days, 22:49:34, time: 1.921, data_time: 1.323, memory: 16177, top1_acc: 0.2406, top5_acc: 0.4828, loss_cls: 4.7567, loss: 4.7567 +2023-12-29 14:33:19,350 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 3 days, 22:47:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2414, top5_acc: 0.4817, loss_cls: 4.7426, loss: 4.7426 +2023-12-29 14:34:19,623 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 3 days, 22:45:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2298, top5_acc: 0.4748, loss_cls: 4.8039, loss: 4.8039 +2023-12-29 14:35:19,052 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 3 days, 22:42:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2273, top5_acc: 0.4747, loss_cls: 4.7997, loss: 4.7997 +2023-12-29 14:36:18,684 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 3 days, 22:40:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2277, top5_acc: 0.4680, loss_cls: 4.7890, loss: 4.7890 +2023-12-29 14:37:18,465 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 3 days, 22:37:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4816, loss_cls: 4.7642, loss: 4.7642 +2023-12-29 14:38:18,332 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 3 days, 22:35:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2339, top5_acc: 0.4756, loss_cls: 4.7812, loss: 4.7812 +2023-12-29 14:39:18,289 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 3 days, 22:33:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2325, top5_acc: 0.4788, loss_cls: 4.7820, loss: 4.7820 +2023-12-29 14:40:18,071 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 3 days, 22:30:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4759, loss_cls: 4.7928, loss: 4.7928 +2023-12-29 14:41:17,974 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 3 days, 22:28:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2267, top5_acc: 0.4653, loss_cls: 4.8093, loss: 4.8093 +2023-12-29 14:42:17,997 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 3 days, 22:26:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2397, top5_acc: 0.4841, loss_cls: 4.7501, loss: 4.7501 +2023-12-29 14:43:18,194 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 3 days, 22:24:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2214, top5_acc: 0.4614, loss_cls: 4.8372, loss: 4.8372 +2023-12-29 14:44:18,718 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 3 days, 22:22:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2397, top5_acc: 0.4933, loss_cls: 4.7294, loss: 4.7294 +2023-12-29 14:45:19,219 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 3 days, 22:20:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2325, top5_acc: 0.4759, loss_cls: 4.7655, loss: 4.7655 +2023-12-29 14:46:20,489 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 3 days, 22:18:16, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2323, top5_acc: 0.4844, loss_cls: 4.7676, loss: 4.7676 +2023-12-29 14:47:21,164 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 3 days, 22:16:17, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2334, top5_acc: 0.4770, loss_cls: 4.7768, loss: 4.7768 +2023-12-29 14:48:21,159 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 3 days, 22:14:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2294, top5_acc: 0.4886, loss_cls: 4.7713, loss: 4.7713 +2023-12-29 14:49:21,004 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 3 days, 22:11:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2295, top5_acc: 0.4853, loss_cls: 4.7602, loss: 4.7602 +2023-12-29 14:50:22,121 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 3 days, 22:10:03, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2300, top5_acc: 0.4766, loss_cls: 4.7970, loss: 4.7970 +2023-12-29 14:51:22,478 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 3 days, 22:07:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2356, top5_acc: 0.4861, loss_cls: 4.7559, loss: 4.7559 +2023-12-29 14:52:22,479 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 3 days, 22:05:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4773, loss_cls: 4.7602, loss: 4.7602 +2023-12-29 14:53:22,863 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 3 days, 22:03:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2358, top5_acc: 0.4727, loss_cls: 4.7983, loss: 4.7983 +2023-12-29 14:54:22,591 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 3 days, 22:01:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2280, top5_acc: 0.4677, loss_cls: 4.8294, loss: 4.8294 +2023-12-29 14:55:22,411 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 3 days, 21:59:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2322, top5_acc: 0.4673, loss_cls: 4.7776, loss: 4.7776 +2023-12-29 14:56:22,637 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 3 days, 21:57:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2373, top5_acc: 0.4778, loss_cls: 4.7607, loss: 4.7607 +2023-12-29 14:57:22,892 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 3 days, 21:55:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2372, top5_acc: 0.4772, loss_cls: 4.7651, loss: 4.7651 +2023-12-29 14:58:23,049 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 3 days, 21:53:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2359, top5_acc: 0.4831, loss_cls: 4.7395, loss: 4.7395 +2023-12-29 14:59:22,995 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 3 days, 21:51:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2395, top5_acc: 0.4811, loss_cls: 4.7950, loss: 4.7950 +2023-12-29 15:00:23,760 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 3 days, 21:49:15, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2364, top5_acc: 0.4783, loss_cls: 4.7753, loss: 4.7753 +2023-12-29 15:01:24,967 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 3 days, 21:47:32, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2409, top5_acc: 0.4834, loss_cls: 4.7474, loss: 4.7474 +2023-12-29 15:02:25,564 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 3 days, 21:45:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2317, top5_acc: 0.4814, loss_cls: 4.7511, loss: 4.7511 +2023-12-29 15:03:25,617 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 3 days, 21:43:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4778, loss_cls: 4.7414, loss: 4.7414 +2023-12-29 15:04:25,607 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 3 days, 21:41:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2370, top5_acc: 0.4789, loss_cls: 4.7712, loss: 4.7712 +2023-12-29 15:05:25,737 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 3 days, 21:39:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4781, loss_cls: 4.7342, loss: 4.7342 +2023-12-29 15:06:25,778 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 3 days, 21:37:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2398, top5_acc: 0.4847, loss_cls: 4.7629, loss: 4.7629 +2023-12-29 15:07:25,879 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 3 days, 21:35:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2286, top5_acc: 0.4759, loss_cls: 4.8049, loss: 4.8049 +2023-12-29 15:08:26,784 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 3 days, 21:33:39, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2373, top5_acc: 0.4745, loss_cls: 4.7740, loss: 4.7740 +2023-12-29 15:08:57,519 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-29 15:10:59,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:11:00,198 - pyskl - INFO - +top1_acc 0.1843 +top5_acc 0.4029 +2023-12-29 15:11:00,198 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 15:11:00,231 - pyskl - INFO - +mean_acc 0.1839 +2023-12-29 15:11:00,236 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_7.pth was removed +2023-12-29 15:11:00,473 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-29 15:11:00,474 - pyskl - INFO - Best top1_acc is 0.1843 at 8 epoch. +2023-12-29 15:11:00,482 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1843, top5_acc: 0.4029, mean_class_accuracy: 0.1839 +2023-12-29 15:14:21,810 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 3 days, 22:04:12, time: 2.013, data_time: 1.416, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4931, loss_cls: 4.6907, loss: 4.6907 +2023-12-29 15:15:22,007 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 3 days, 22:02:07, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5038, loss_cls: 4.6618, loss: 4.6618 +2023-12-29 15:16:22,564 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 3 days, 22:00:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2336, top5_acc: 0.4820, loss_cls: 4.7500, loss: 4.7500 +2023-12-29 15:17:22,967 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 3 days, 21:58:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4798, loss_cls: 4.7494, loss: 4.7494 +2023-12-29 15:18:22,732 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 3 days, 21:55:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4902, loss_cls: 4.7349, loss: 4.7349 +2023-12-29 15:19:22,636 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 3 days, 21:53:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2305, top5_acc: 0.4767, loss_cls: 4.7557, loss: 4.7557 +2023-12-29 15:20:22,103 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 3 days, 21:51:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4938, loss_cls: 4.6921, loss: 4.6921 +2023-12-29 15:21:21,737 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 3 days, 21:49:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2309, top5_acc: 0.4767, loss_cls: 4.7890, loss: 4.7890 +2023-12-29 15:22:21,823 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 3 days, 21:47:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2263, top5_acc: 0.4811, loss_cls: 4.7614, loss: 4.7614 +2023-12-29 15:23:21,814 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 3 days, 21:45:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2397, top5_acc: 0.4809, loss_cls: 4.7363, loss: 4.7363 +2023-12-29 15:24:21,701 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 3 days, 21:43:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4930, loss_cls: 4.7067, loss: 4.7067 +2023-12-29 15:25:21,691 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 3 days, 21:41:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2295, top5_acc: 0.4723, loss_cls: 4.7782, loss: 4.7782 +2023-12-29 15:26:21,913 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 3 days, 21:39:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2356, top5_acc: 0.4800, loss_cls: 4.7544, loss: 4.7544 +2023-12-29 15:27:22,186 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 3 days, 21:37:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2319, top5_acc: 0.4772, loss_cls: 4.7763, loss: 4.7763 +2023-12-29 15:28:22,391 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 3 days, 21:35:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2361, top5_acc: 0.4725, loss_cls: 4.7910, loss: 4.7910 +2023-12-29 15:29:22,371 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 3 days, 21:33:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2294, top5_acc: 0.4747, loss_cls: 4.7785, loss: 4.7785 +2023-12-29 15:30:22,775 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 3 days, 21:31:04, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2350, top5_acc: 0.4797, loss_cls: 4.7458, loss: 4.7458 +2023-12-29 15:31:23,287 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 3 days, 21:29:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2359, top5_acc: 0.4792, loss_cls: 4.7494, loss: 4.7494 +2023-12-29 15:32:23,901 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 3 days, 21:27:20, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4803, loss_cls: 4.7305, loss: 4.7305 +2023-12-29 15:33:24,047 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 3 days, 21:25:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4797, loss_cls: 4.7655, loss: 4.7655 +2023-12-29 15:34:24,101 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 3 days, 21:23:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.4936, loss_cls: 4.6899, loss: 4.6899 +2023-12-29 15:35:24,008 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 3 days, 21:21:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2323, top5_acc: 0.4759, loss_cls: 4.8058, loss: 4.8058 +2023-12-29 15:36:23,994 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 3 days, 21:19:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2392, top5_acc: 0.4820, loss_cls: 4.7684, loss: 4.7684 +2023-12-29 15:37:23,730 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 3 days, 21:17:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2336, top5_acc: 0.4822, loss_cls: 4.7462, loss: 4.7462 +2023-12-29 15:38:23,627 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 3 days, 21:15:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2347, top5_acc: 0.4745, loss_cls: 4.7634, loss: 4.7634 +2023-12-29 15:39:23,586 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 3 days, 21:13:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2341, top5_acc: 0.4809, loss_cls: 4.7655, loss: 4.7655 +2023-12-29 15:40:23,659 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 3 days, 21:11:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2381, top5_acc: 0.4795, loss_cls: 4.7467, loss: 4.7467 +2023-12-29 15:41:23,760 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 3 days, 21:09:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2333, top5_acc: 0.4788, loss_cls: 4.7690, loss: 4.7690 +2023-12-29 15:42:23,837 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 3 days, 21:07:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2295, top5_acc: 0.4814, loss_cls: 4.7575, loss: 4.7575 +2023-12-29 15:43:23,865 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 3 days, 21:05:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2305, top5_acc: 0.4792, loss_cls: 4.7482, loss: 4.7482 +2023-12-29 15:44:24,488 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 3 days, 21:03:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2369, top5_acc: 0.4842, loss_cls: 4.7509, loss: 4.7509 +2023-12-29 15:45:25,622 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 3 days, 21:02:01, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2431, top5_acc: 0.4903, loss_cls: 4.6915, loss: 4.6915 +2023-12-29 15:46:26,260 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 3 days, 21:00:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2308, top5_acc: 0.4675, loss_cls: 4.7793, loss: 4.7793 +2023-12-29 15:47:26,184 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 3 days, 20:58:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4691, loss_cls: 4.7931, loss: 4.7931 +2023-12-29 15:48:26,424 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 3 days, 20:56:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4916, loss_cls: 4.7063, loss: 4.7063 +2023-12-29 15:49:26,277 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 3 days, 20:54:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4870, loss_cls: 4.7323, loss: 4.7323 +2023-12-29 15:50:26,852 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 3 days, 20:52:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2297, top5_acc: 0.4692, loss_cls: 4.8085, loss: 4.8085 +2023-12-29 15:50:57,651 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-29 15:52:58,755 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 15:52:59,563 - pyskl - INFO - +top1_acc 0.1702 +top5_acc 0.3807 +2023-12-29 15:52:59,563 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 15:52:59,606 - pyskl - INFO - +mean_acc 0.1700 +2023-12-29 15:52:59,620 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.1702, top5_acc: 0.3807, mean_class_accuracy: 0.1700 +2023-12-29 15:56:17,010 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 3 days, 21:18:28, time: 1.974, data_time: 1.371, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4934, loss_cls: 4.6908, loss: 4.6908 +2023-12-29 15:57:17,126 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 3 days, 21:16:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.4911, loss_cls: 4.6724, loss: 4.6724 +2023-12-29 15:58:17,150 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 3 days, 21:14:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4967, loss_cls: 4.6874, loss: 4.6874 +2023-12-29 15:59:17,142 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 3 days, 21:12:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4875, loss_cls: 4.7091, loss: 4.7091 +2023-12-29 16:00:17,185 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 3 days, 21:10:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4808, loss_cls: 4.7491, loss: 4.7491 +2023-12-29 16:01:17,074 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 3 days, 21:08:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2344, top5_acc: 0.4869, loss_cls: 4.7519, loss: 4.7519 +2023-12-29 16:02:18,117 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 3 days, 21:06:52, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4866, loss_cls: 4.7176, loss: 4.7176 +2023-12-29 16:03:18,944 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 3 days, 21:05:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2408, top5_acc: 0.4902, loss_cls: 4.7127, loss: 4.7127 +2023-12-29 16:04:20,147 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 3 days, 21:03:27, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4827, loss_cls: 4.7451, loss: 4.7451 +2023-12-29 16:05:20,797 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 3 days, 21:01:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.4858, loss_cls: 4.6995, loss: 4.6995 +2023-12-29 16:06:21,654 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 3 days, 20:59:56, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2353, top5_acc: 0.4733, loss_cls: 4.7815, loss: 4.7815 +2023-12-29 16:07:23,076 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 3 days, 20:58:21, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4853, loss_cls: 4.7100, loss: 4.7100 +2023-12-29 16:08:24,162 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 3 days, 20:56:41, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2355, top5_acc: 0.4803, loss_cls: 4.7326, loss: 4.7326 +2023-12-29 16:09:25,000 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 3 days, 20:54:57, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2342, top5_acc: 0.4842, loss_cls: 4.7767, loss: 4.7767 +2023-12-29 16:10:25,119 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 3 days, 20:53:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4764, loss_cls: 4.7705, loss: 4.7705 +2023-12-29 16:11:25,258 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 3 days, 20:51:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4975, loss_cls: 4.7055, loss: 4.7055 +2023-12-29 16:12:25,154 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 3 days, 20:49:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2406, top5_acc: 0.4895, loss_cls: 4.7184, loss: 4.7184 +2023-12-29 16:13:24,723 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 3 days, 20:47:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2398, top5_acc: 0.4803, loss_cls: 4.7398, loss: 4.7398 +2023-12-29 16:14:24,473 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 3 days, 20:45:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4767, loss_cls: 4.7813, loss: 4.7813 +2023-12-29 16:15:24,165 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 3 days, 20:43:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4834, loss_cls: 4.7180, loss: 4.7180 +2023-12-29 16:16:23,765 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 3 days, 20:41:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4884, loss_cls: 4.7215, loss: 4.7215 +2023-12-29 16:17:23,786 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 3 days, 20:39:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2395, top5_acc: 0.4988, loss_cls: 4.6810, loss: 4.6810 +2023-12-29 16:18:23,888 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 3 days, 20:37:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4873, loss_cls: 4.7485, loss: 4.7485 +2023-12-29 16:19:24,186 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 3 days, 20:35:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2397, top5_acc: 0.4836, loss_cls: 4.7337, loss: 4.7337 +2023-12-29 16:20:25,008 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 3 days, 20:34:00, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2397, top5_acc: 0.4836, loss_cls: 4.7367, loss: 4.7367 +2023-12-29 16:21:25,548 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 3 days, 20:32:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4877, loss_cls: 4.7047, loss: 4.7047 +2023-12-29 16:22:25,816 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 3 days, 20:30:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2397, top5_acc: 0.4867, loss_cls: 4.6925, loss: 4.6925 +2023-12-29 16:23:25,575 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 3 days, 20:28:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2334, top5_acc: 0.4823, loss_cls: 4.7401, loss: 4.7401 +2023-12-29 16:24:25,410 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 3 days, 20:26:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2384, top5_acc: 0.4906, loss_cls: 4.7157, loss: 4.7157 +2023-12-29 16:25:25,977 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 3 days, 20:24:54, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2338, top5_acc: 0.4825, loss_cls: 4.7441, loss: 4.7441 +2023-12-29 16:26:25,874 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 3 days, 20:23:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2383, top5_acc: 0.4819, loss_cls: 4.7306, loss: 4.7306 +2023-12-29 16:27:25,515 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 3 days, 20:21:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4911, loss_cls: 4.7142, loss: 4.7142 +2023-12-29 16:28:25,345 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 3 days, 20:19:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2405, top5_acc: 0.4902, loss_cls: 4.7283, loss: 4.7283 +2023-12-29 16:29:25,284 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 3 days, 20:17:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4856, loss_cls: 4.7329, loss: 4.7329 +2023-12-29 16:30:25,261 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 3 days, 20:15:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2381, top5_acc: 0.4833, loss_cls: 4.7619, loss: 4.7619 +2023-12-29 16:31:25,137 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 3 days, 20:13:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2378, top5_acc: 0.4789, loss_cls: 4.7804, loss: 4.7804 +2023-12-29 16:32:24,792 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 3 days, 20:11:46, time: 0.597, data_time: 0.001, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4828, loss_cls: 4.7518, loss: 4.7518 +2023-12-29 16:32:56,585 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-29 16:34:53,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 16:34:54,074 - pyskl - INFO - +top1_acc 0.1777 +top5_acc 0.4050 +2023-12-29 16:34:54,074 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 16:34:54,106 - pyskl - INFO - +mean_acc 0.1776 +2023-12-29 16:34:54,112 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1777, top5_acc: 0.4050, mean_class_accuracy: 0.1776 +2023-12-29 16:37:59,705 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 3 days, 20:31:54, time: 1.856, data_time: 1.257, memory: 16177, top1_acc: 0.2500, top5_acc: 0.5006, loss_cls: 4.6701, loss: 4.6701 +2023-12-29 16:38:59,507 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 3 days, 20:29:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4917, loss_cls: 4.6624, loss: 4.6624 +2023-12-29 16:39:59,458 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 3 days, 20:28:06, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4869, loss_cls: 4.6991, loss: 4.6991 +2023-12-29 16:40:59,575 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 3 days, 20:26:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4931, loss_cls: 4.6812, loss: 4.6812 +2023-12-29 16:41:59,861 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 3 days, 20:24:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4956, loss_cls: 4.6885, loss: 4.6885 +2023-12-29 16:42:59,974 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 3 days, 20:22:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4942, loss_cls: 4.7159, loss: 4.7159 +2023-12-29 16:44:00,696 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 3 days, 20:20:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2362, top5_acc: 0.4786, loss_cls: 4.7454, loss: 4.7454 +2023-12-29 16:45:01,071 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 3 days, 20:19:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2345, top5_acc: 0.4902, loss_cls: 4.7391, loss: 4.7391 +2023-12-29 16:46:01,480 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 3 days, 20:17:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4958, loss_cls: 4.6831, loss: 4.6831 +2023-12-29 16:47:01,885 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 3 days, 20:15:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2422, top5_acc: 0.4839, loss_cls: 4.7303, loss: 4.7303 +2023-12-29 16:48:02,415 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 3 days, 20:13:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.5014, loss_cls: 4.6320, loss: 4.6320 +2023-12-29 16:49:03,189 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 3 days, 20:12:17, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.4967, loss_cls: 4.7127, loss: 4.7127 +2023-12-29 16:50:02,937 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 3 days, 20:10:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4903, loss_cls: 4.6945, loss: 4.6945 +2023-12-29 16:51:03,197 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 3 days, 20:08:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4880, loss_cls: 4.7211, loss: 4.7211 +2023-12-29 16:52:04,272 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 3 days, 20:07:03, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2403, top5_acc: 0.4936, loss_cls: 4.7038, loss: 4.7038 +2023-12-29 16:53:04,170 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 3 days, 20:05:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2416, top5_acc: 0.4911, loss_cls: 4.7050, loss: 4.7050 +2023-12-29 16:54:04,188 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 3 days, 20:03:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4877, loss_cls: 4.7116, loss: 4.7116 +2023-12-29 16:55:05,207 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 3 days, 20:01:48, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4794, loss_cls: 4.7481, loss: 4.7481 +2023-12-29 16:56:06,089 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 3 days, 20:00:12, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4830, loss_cls: 4.7107, loss: 4.7107 +2023-12-29 16:57:06,233 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 3 days, 19:58:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2377, top5_acc: 0.4855, loss_cls: 4.7298, loss: 4.7298 +2023-12-29 16:58:06,391 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 3 days, 19:56:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2394, top5_acc: 0.4794, loss_cls: 4.7268, loss: 4.7268 +2023-12-29 16:59:06,238 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 3 days, 19:54:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2389, top5_acc: 0.4975, loss_cls: 4.6924, loss: 4.6924 +2023-12-29 17:00:06,503 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 3 days, 19:53:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2414, top5_acc: 0.4864, loss_cls: 4.7103, loss: 4.7103 +2023-12-29 17:01:06,379 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 3 days, 19:51:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4878, loss_cls: 4.7281, loss: 4.7281 +2023-12-29 17:02:06,514 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 3 days, 19:49:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4881, loss_cls: 4.7083, loss: 4.7083 +2023-12-29 17:03:06,918 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 3 days, 19:47:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2431, top5_acc: 0.4842, loss_cls: 4.7284, loss: 4.7284 +2023-12-29 17:04:07,376 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 3 days, 19:46:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2398, top5_acc: 0.4892, loss_cls: 4.7308, loss: 4.7308 +2023-12-29 17:05:08,098 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 3 days, 19:44:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4917, loss_cls: 4.7036, loss: 4.7036 +2023-12-29 17:06:09,154 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 3 days, 19:43:00, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4911, loss_cls: 4.6871, loss: 4.6871 +2023-12-29 17:07:10,331 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 3 days, 19:41:29, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4811, loss_cls: 4.7268, loss: 4.7268 +2023-12-29 17:08:11,289 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 3 days, 19:39:55, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2386, top5_acc: 0.4861, loss_cls: 4.7305, loss: 4.7305 +2023-12-29 17:09:11,605 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 3 days, 19:38:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2364, top5_acc: 0.4817, loss_cls: 4.7516, loss: 4.7516 +2023-12-29 17:10:12,629 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 3 days, 19:36:42, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4884, loss_cls: 4.7276, loss: 4.7276 +2023-12-29 17:11:12,775 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 3 days, 19:34:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4873, loss_cls: 4.7085, loss: 4.7085 +2023-12-29 17:12:12,811 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 3 days, 19:33:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4922, loss_cls: 4.6587, loss: 4.6587 +2023-12-29 17:13:12,481 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 3 days, 19:31:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2372, top5_acc: 0.4905, loss_cls: 4.7141, loss: 4.7141 +2023-12-29 17:14:12,761 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 3 days, 19:29:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2414, top5_acc: 0.4830, loss_cls: 4.7595, loss: 4.7595 +2023-12-29 17:14:43,316 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-29 17:16:42,418 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:16:43,196 - pyskl - INFO - +top1_acc 0.1609 +top5_acc 0.3725 +2023-12-29 17:16:43,196 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 17:16:43,225 - pyskl - INFO - +mean_acc 0.1610 +2023-12-29 17:16:43,232 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1609, top5_acc: 0.3725, mean_class_accuracy: 0.1610 +2023-12-29 17:19:52,329 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 3 days, 19:48:31, time: 1.891, data_time: 1.286, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4959, loss_cls: 4.6844, loss: 4.6844 +2023-12-29 17:20:52,003 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 3 days, 19:46:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4966, loss_cls: 4.6532, loss: 4.6532 +2023-12-29 17:21:51,336 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 3 days, 19:44:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2423, top5_acc: 0.4928, loss_cls: 4.7024, loss: 4.7024 +2023-12-29 17:22:51,132 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 3 days, 19:42:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4925, loss_cls: 4.7094, loss: 4.7094 +2023-12-29 17:23:50,653 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 3 days, 19:41:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4878, loss_cls: 4.7064, loss: 4.7064 +2023-12-29 17:24:50,482 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 3 days, 19:39:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4894, loss_cls: 4.6874, loss: 4.6874 +2023-12-29 17:25:50,641 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 3 days, 19:37:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4988, loss_cls: 4.6858, loss: 4.6858 +2023-12-29 17:26:50,385 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 3 days, 19:35:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5075, loss_cls: 4.6342, loss: 4.6342 +2023-12-29 17:27:50,150 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 3 days, 19:33:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4945, loss_cls: 4.6922, loss: 4.6922 +2023-12-29 17:28:50,062 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 3 days, 19:32:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4950, loss_cls: 4.6846, loss: 4.6846 +2023-12-29 17:29:49,921 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 3 days, 19:30:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2394, top5_acc: 0.4828, loss_cls: 4.7454, loss: 4.7454 +2023-12-29 17:30:49,569 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 3 days, 19:28:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4859, loss_cls: 4.7048, loss: 4.7048 +2023-12-29 17:31:49,162 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 3 days, 19:26:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2458, top5_acc: 0.4981, loss_cls: 4.6861, loss: 4.6861 +2023-12-29 17:32:49,146 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 3 days, 19:24:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4889, loss_cls: 4.7397, loss: 4.7397 +2023-12-29 17:33:49,218 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 3 days, 19:23:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4986, loss_cls: 4.6544, loss: 4.6544 +2023-12-29 17:34:49,175 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 3 days, 19:21:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4952, loss_cls: 4.6913, loss: 4.6913 +2023-12-29 17:35:49,153 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 3 days, 19:19:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5027, loss_cls: 4.6560, loss: 4.6560 +2023-12-29 17:36:48,970 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 3 days, 19:17:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4888, loss_cls: 4.7272, loss: 4.7272 +2023-12-29 17:37:48,831 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 3 days, 19:16:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4992, loss_cls: 4.6614, loss: 4.6614 +2023-12-29 17:38:48,621 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 3 days, 19:14:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2439, top5_acc: 0.4848, loss_cls: 4.6770, loss: 4.6770 +2023-12-29 17:39:48,366 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 3 days, 19:12:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.5016, loss_cls: 4.6684, loss: 4.6684 +2023-12-29 17:40:48,707 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 3 days, 19:10:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4916, loss_cls: 4.6676, loss: 4.6676 +2023-12-29 17:41:48,994 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 3 days, 19:09:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4902, loss_cls: 4.6937, loss: 4.6937 +2023-12-29 17:42:48,982 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 3 days, 19:07:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4922, loss_cls: 4.6865, loss: 4.6865 +2023-12-29 17:43:48,556 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 3 days, 19:05:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2370, top5_acc: 0.4811, loss_cls: 4.7298, loss: 4.7298 +2023-12-29 17:44:48,561 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 3 days, 19:04:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4922, loss_cls: 4.6796, loss: 4.6796 +2023-12-29 17:45:48,334 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 3 days, 19:02:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2453, top5_acc: 0.4981, loss_cls: 4.6795, loss: 4.6795 +2023-12-29 17:46:48,455 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 3 days, 19:00:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4967, loss_cls: 4.6896, loss: 4.6896 +2023-12-29 17:47:48,266 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 3 days, 18:58:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.5017, loss_cls: 4.6572, loss: 4.6572 +2023-12-29 17:48:49,232 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 3 days, 18:57:29, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.4942, loss_cls: 4.6727, loss: 4.6727 +2023-12-29 17:49:48,842 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 3 days, 18:55:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4977, loss_cls: 4.6936, loss: 4.6936 +2023-12-29 17:50:48,637 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 3 days, 18:53:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4873, loss_cls: 4.7171, loss: 4.7171 +2023-12-29 17:51:48,955 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 3 days, 18:52:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4872, loss_cls: 4.7044, loss: 4.7044 +2023-12-29 17:52:49,153 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 3 days, 18:50:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2303, top5_acc: 0.4788, loss_cls: 4.7660, loss: 4.7660 +2023-12-29 17:53:49,145 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 3 days, 18:49:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4933, loss_cls: 4.6591, loss: 4.6591 +2023-12-29 17:54:49,178 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 3 days, 18:47:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2402, top5_acc: 0.4905, loss_cls: 4.6833, loss: 4.6833 +2023-12-29 17:55:49,887 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 3 days, 18:45:51, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.2381, top5_acc: 0.4819, loss_cls: 4.7499, loss: 4.7499 +2023-12-29 17:56:21,340 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-29 17:58:21,391 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 17:58:22,466 - pyskl - INFO - +top1_acc 0.1889 +top5_acc 0.4180 +2023-12-29 17:58:22,466 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 17:58:22,501 - pyskl - INFO - +mean_acc 0.1887 +2023-12-29 17:58:22,506 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_8.pth was removed +2023-12-29 17:58:22,749 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-29 17:58:22,749 - pyskl - INFO - Best top1_acc is 0.1889 at 12 epoch. +2023-12-29 17:58:22,758 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1889, top5_acc: 0.4180, mean_class_accuracy: 0.1887 +2023-12-29 18:01:44,464 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 3 days, 19:05:14, time: 2.017, data_time: 1.414, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4942, loss_cls: 4.6761, loss: 4.6761 +2023-12-29 18:02:44,313 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 3 days, 19:03:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4964, loss_cls: 4.6566, loss: 4.6566 +2023-12-29 18:03:44,598 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 3 days, 19:01:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.5031, loss_cls: 4.6598, loss: 4.6598 +2023-12-29 18:04:44,451 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 3 days, 19:00:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4856, loss_cls: 4.7092, loss: 4.7092 +2023-12-29 18:05:44,403 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 3 days, 18:58:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2434, top5_acc: 0.4894, loss_cls: 4.6538, loss: 4.6538 +2023-12-29 18:06:43,952 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 3 days, 18:56:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2403, top5_acc: 0.4930, loss_cls: 4.7052, loss: 4.7052 +2023-12-29 18:07:44,198 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 3 days, 18:54:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.4997, loss_cls: 4.6378, loss: 4.6378 +2023-12-29 18:08:44,748 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 3 days, 18:53:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2473, top5_acc: 0.4956, loss_cls: 4.6808, loss: 4.6808 +2023-12-29 18:09:46,081 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 3 days, 18:51:55, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5122, loss_cls: 4.6212, loss: 4.6212 +2023-12-29 18:10:47,224 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 3 days, 18:50:26, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4883, loss_cls: 4.6938, loss: 4.6938 +2023-12-29 18:11:48,552 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 3 days, 18:49:00, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.4966, loss_cls: 4.6646, loss: 4.6646 +2023-12-29 18:12:48,949 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 3 days, 18:47:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2355, top5_acc: 0.4781, loss_cls: 4.7465, loss: 4.7465 +2023-12-29 18:13:49,816 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 3 days, 18:45:52, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4900, loss_cls: 4.7104, loss: 4.7104 +2023-12-29 18:14:51,025 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 3 days, 18:44:24, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5062, loss_cls: 4.6095, loss: 4.6095 +2023-12-29 18:15:52,025 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 3 days, 18:42:55, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4894, loss_cls: 4.6857, loss: 4.6857 +2023-12-29 18:16:52,436 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 3 days, 18:41:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4848, loss_cls: 4.7071, loss: 4.7071 +2023-12-29 18:17:52,417 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 3 days, 18:39:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2442, top5_acc: 0.4911, loss_cls: 4.6967, loss: 4.6967 +2023-12-29 18:18:53,025 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 3 days, 18:38:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4989, loss_cls: 4.6663, loss: 4.6663 +2023-12-29 18:19:53,765 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 3 days, 18:36:33, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4920, loss_cls: 4.6957, loss: 4.6957 +2023-12-29 18:20:54,456 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 3 days, 18:35:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4977, loss_cls: 4.6679, loss: 4.6679 +2023-12-29 18:21:54,363 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 3 days, 18:33:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4917, loss_cls: 4.7139, loss: 4.7139 +2023-12-29 18:22:54,851 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 3 days, 18:31:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.4964, loss_cls: 4.6643, loss: 4.6643 +2023-12-29 18:23:55,741 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 3 days, 18:30:16, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4961, loss_cls: 4.6954, loss: 4.6954 +2023-12-29 18:24:56,909 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 3 days, 18:28:49, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4998, loss_cls: 4.6396, loss: 4.6396 +2023-12-29 18:25:57,068 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 3 days, 18:27:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2450, top5_acc: 0.4950, loss_cls: 4.7052, loss: 4.7052 +2023-12-29 18:26:57,488 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 3 days, 18:25:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4902, loss_cls: 4.6778, loss: 4.6778 +2023-12-29 18:27:57,434 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 3 days, 18:23:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2447, top5_acc: 0.4891, loss_cls: 4.6972, loss: 4.6972 +2023-12-29 18:28:57,404 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 3 days, 18:22:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5000, loss_cls: 4.6573, loss: 4.6573 +2023-12-29 18:29:57,289 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 3 days, 18:20:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4927, loss_cls: 4.6621, loss: 4.6621 +2023-12-29 18:30:56,977 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 3 days, 18:18:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4989, loss_cls: 4.6709, loss: 4.6709 +2023-12-29 18:31:56,829 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 3 days, 18:17:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.5089, loss_cls: 4.6419, loss: 4.6419 +2023-12-29 18:32:56,527 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 3 days, 18:15:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4894, loss_cls: 4.6720, loss: 4.6720 +2023-12-29 18:33:56,474 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 3 days, 18:13:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.4906, loss_cls: 4.6834, loss: 4.6834 +2023-12-29 18:34:56,269 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 3 days, 18:12:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.4969, loss_cls: 4.6475, loss: 4.6475 +2023-12-29 18:35:56,332 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 3 days, 18:10:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2411, top5_acc: 0.4864, loss_cls: 4.7149, loss: 4.7149 +2023-12-29 18:36:56,461 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 3 days, 18:09:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4839, loss_cls: 4.6962, loss: 4.6962 +2023-12-29 18:37:56,976 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 3 days, 18:07:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4823, loss_cls: 4.7368, loss: 4.7368 +2023-12-29 18:38:26,631 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-29 18:40:25,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 18:40:25,850 - pyskl - INFO - +top1_acc 0.1695 +top5_acc 0.3849 +2023-12-29 18:40:25,850 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 18:40:25,882 - pyskl - INFO - +mean_acc 0.1696 +2023-12-29 18:40:25,890 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1695, top5_acc: 0.3849, mean_class_accuracy: 0.1696 +2023-12-29 18:43:47,073 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 3 days, 18:25:06, time: 2.012, data_time: 1.409, memory: 16177, top1_acc: 0.2427, top5_acc: 0.4941, loss_cls: 4.6823, loss: 4.6823 +2023-12-29 18:44:47,750 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 3 days, 18:23:34, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5080, loss_cls: 4.6181, loss: 4.6181 +2023-12-29 18:45:47,592 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 3 days, 18:21:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4905, loss_cls: 4.6921, loss: 4.6921 +2023-12-29 18:46:47,442 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 3 days, 18:20:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5062, loss_cls: 4.6138, loss: 4.6138 +2023-12-29 18:47:47,724 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 3 days, 18:18:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5105, loss_cls: 4.6322, loss: 4.6322 +2023-12-29 18:48:47,469 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 3 days, 18:16:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5011, loss_cls: 4.6327, loss: 4.6327 +2023-12-29 18:49:47,323 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 3 days, 18:15:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5088, loss_cls: 4.6119, loss: 4.6119 +2023-12-29 18:50:47,077 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 3 days, 18:13:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.4988, loss_cls: 4.6533, loss: 4.6533 +2023-12-29 18:51:47,172 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 3 days, 18:11:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4947, loss_cls: 4.6849, loss: 4.6849 +2023-12-29 18:52:48,200 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 3 days, 18:10:28, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5011, loss_cls: 4.6387, loss: 4.6387 +2023-12-29 18:53:49,632 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 3 days, 18:09:04, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.5036, loss_cls: 4.6591, loss: 4.6591 +2023-12-29 18:54:50,535 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 3 days, 18:07:35, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2386, top5_acc: 0.4839, loss_cls: 4.7424, loss: 4.7424 +2023-12-29 18:55:51,409 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 3 days, 18:06:06, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5075, loss_cls: 4.6112, loss: 4.6112 +2023-12-29 18:56:52,617 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 3 days, 18:04:41, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.4867, loss_cls: 4.7042, loss: 4.7042 +2023-12-29 18:57:52,638 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 3 days, 18:03:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.4991, loss_cls: 4.6536, loss: 4.6536 +2023-12-29 18:58:52,519 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 3 days, 18:01:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.4950, loss_cls: 4.6635, loss: 4.6635 +2023-12-29 18:59:52,430 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 3 days, 17:59:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2417, top5_acc: 0.4956, loss_cls: 4.6952, loss: 4.6952 +2023-12-29 19:00:52,412 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 3 days, 17:58:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4844, loss_cls: 4.7126, loss: 4.7126 +2023-12-29 19:01:52,826 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 3 days, 17:56:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4866, loss_cls: 4.6905, loss: 4.6905 +2023-12-29 19:02:53,493 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 3 days, 17:55:06, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4925, loss_cls: 4.6673, loss: 4.6673 +2023-12-29 19:03:53,677 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 3 days, 17:53:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.4945, loss_cls: 4.6689, loss: 4.6689 +2023-12-29 19:04:53,532 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 3 days, 17:51:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.4984, loss_cls: 4.6536, loss: 4.6536 +2023-12-29 19:05:53,217 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 3 days, 17:50:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4925, loss_cls: 4.6911, loss: 4.6911 +2023-12-29 19:06:52,990 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 3 days, 17:48:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2355, top5_acc: 0.4898, loss_cls: 4.7040, loss: 4.7040 +2023-12-29 19:07:52,721 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 3 days, 17:46:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2433, top5_acc: 0.4858, loss_cls: 4.7106, loss: 4.7106 +2023-12-29 19:08:53,365 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 3 days, 17:45:27, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4909, loss_cls: 4.6730, loss: 4.6730 +2023-12-29 19:09:54,363 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 3 days, 17:44:01, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5072, loss_cls: 4.6430, loss: 4.6430 +2023-12-29 19:10:54,720 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 3 days, 17:42:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.4961, loss_cls: 4.6736, loss: 4.6736 +2023-12-29 19:11:54,452 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 3 days, 17:40:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4991, loss_cls: 4.6670, loss: 4.6670 +2023-12-29 19:12:54,658 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 3 days, 17:39:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.4950, loss_cls: 4.6506, loss: 4.6506 +2023-12-29 19:13:54,904 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 3 days, 17:37:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.4981, loss_cls: 4.6434, loss: 4.6434 +2023-12-29 19:14:55,129 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 3 days, 17:36:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5039, loss_cls: 4.6419, loss: 4.6419 +2023-12-29 19:15:56,020 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 3 days, 17:34:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5072, loss_cls: 4.6261, loss: 4.6261 +2023-12-29 19:16:56,911 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 3 days, 17:33:18, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2459, top5_acc: 0.4869, loss_cls: 4.7262, loss: 4.7262 +2023-12-29 19:17:57,402 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 3 days, 17:31:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.5039, loss_cls: 4.6451, loss: 4.6451 +2023-12-29 19:18:58,456 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 3 days, 17:30:23, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4934, loss_cls: 4.6961, loss: 4.6961 +2023-12-29 19:19:58,943 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 3 days, 17:28:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2470, top5_acc: 0.4933, loss_cls: 4.6725, loss: 4.6725 +2023-12-29 19:20:29,698 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-29 19:22:28,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 19:22:29,391 - pyskl - INFO - +top1_acc 0.1859 +top5_acc 0.4026 +2023-12-29 19:22:29,391 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 19:22:29,430 - pyskl - INFO - +mean_acc 0.1857 +2023-12-29 19:22:29,439 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1859, top5_acc: 0.4026, mean_class_accuracy: 0.1857 +2023-12-29 19:25:52,645 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 3 days, 17:45:16, time: 2.032, data_time: 1.428, memory: 16177, top1_acc: 0.2439, top5_acc: 0.5052, loss_cls: 4.6682, loss: 4.6682 +2023-12-29 19:26:53,549 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 3 days, 17:43:48, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.5003, loss_cls: 4.6368, loss: 4.6368 +2023-12-29 19:27:53,624 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 3 days, 17:42:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.4995, loss_cls: 4.6315, loss: 4.6315 +2023-12-29 19:28:53,947 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 3 days, 17:40:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4994, loss_cls: 4.6602, loss: 4.6602 +2023-12-29 19:29:54,588 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 3 days, 17:39:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5020, loss_cls: 4.5990, loss: 4.5990 +2023-12-29 19:30:54,510 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 3 days, 17:37:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4956, loss_cls: 4.6745, loss: 4.6745 +2023-12-29 19:31:54,970 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 3 days, 17:36:00, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.5053, loss_cls: 4.6669, loss: 4.6669 +2023-12-29 19:32:56,433 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 3 days, 17:34:38, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.4988, loss_cls: 4.6710, loss: 4.6710 +2023-12-29 19:33:57,821 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 3 days, 17:33:16, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2430, top5_acc: 0.4970, loss_cls: 4.6841, loss: 4.6841 +2023-12-29 19:34:58,955 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 3 days, 17:31:51, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2436, top5_acc: 0.4913, loss_cls: 4.6959, loss: 4.6959 +2023-12-29 19:36:00,476 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 3 days, 17:30:29, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5102, loss_cls: 4.6228, loss: 4.6228 +2023-12-29 19:37:01,992 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 3 days, 17:29:08, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.4955, loss_cls: 4.6805, loss: 4.6805 +2023-12-29 19:38:03,509 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 3 days, 17:27:47, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5095, loss_cls: 4.6109, loss: 4.6109 +2023-12-29 19:39:04,068 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 3 days, 17:26:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4959, loss_cls: 4.6554, loss: 4.6554 +2023-12-29 19:40:05,308 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 3 days, 17:24:54, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5002, loss_cls: 4.6424, loss: 4.6424 +2023-12-29 19:41:06,508 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 3 days, 17:23:30, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4998, loss_cls: 4.6566, loss: 4.6566 +2023-12-29 19:42:07,293 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 3 days, 17:22:02, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.5003, loss_cls: 4.6864, loss: 4.6864 +2023-12-29 19:43:07,271 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 3 days, 17:20:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2478, top5_acc: 0.5023, loss_cls: 4.6432, loss: 4.6432 +2023-12-29 19:44:07,023 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 3 days, 17:18:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5000, loss_cls: 4.6537, loss: 4.6537 +2023-12-29 19:45:07,003 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 3 days, 17:17:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.4908, loss_cls: 4.6557, loss: 4.6557 +2023-12-29 19:46:06,904 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 3 days, 17:15:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4983, loss_cls: 4.6703, loss: 4.6703 +2023-12-29 19:47:06,911 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 3 days, 17:14:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5011, loss_cls: 4.6414, loss: 4.6414 +2023-12-29 19:48:07,020 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 3 days, 17:12:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4908, loss_cls: 4.6741, loss: 4.6741 +2023-12-29 19:49:06,872 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 3 days, 17:10:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.4998, loss_cls: 4.6577, loss: 4.6577 +2023-12-29 19:50:07,196 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 3 days, 17:09:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5034, loss_cls: 4.6568, loss: 4.6568 +2023-12-29 19:51:07,430 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 3 days, 17:07:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.5012, loss_cls: 4.6395, loss: 4.6395 +2023-12-29 19:52:07,576 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 3 days, 17:06:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.5009, loss_cls: 4.6109, loss: 4.6109 +2023-12-29 19:53:07,468 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 3 days, 17:04:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4983, loss_cls: 4.6235, loss: 4.6235 +2023-12-29 19:54:07,350 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 3 days, 17:03:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4959, loss_cls: 4.6851, loss: 4.6851 +2023-12-29 19:55:07,161 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 3 days, 17:01:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4939, loss_cls: 4.6790, loss: 4.6790 +2023-12-29 19:56:07,225 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 3 days, 17:00:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4992, loss_cls: 4.6467, loss: 4.6467 +2023-12-29 19:57:07,540 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 3 days, 16:58:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4908, loss_cls: 4.6683, loss: 4.6683 +2023-12-29 19:58:08,935 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 3 days, 16:57:15, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5023, loss_cls: 4.6580, loss: 4.6580 +2023-12-29 19:59:09,129 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 3 days, 16:55:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4845, loss_cls: 4.7046, loss: 4.7046 +2023-12-29 20:00:09,843 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 3 days, 16:54:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.4972, loss_cls: 4.6606, loss: 4.6606 +2023-12-29 20:01:10,415 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 3 days, 16:52:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.4983, loss_cls: 4.6502, loss: 4.6502 +2023-12-29 20:02:11,792 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 3 days, 16:51:30, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2347, top5_acc: 0.4839, loss_cls: 4.7216, loss: 4.7216 +2023-12-29 20:02:42,313 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-29 20:04:40,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:04:41,380 - pyskl - INFO - +top1_acc 0.1717 +top5_acc 0.3886 +2023-12-29 20:04:41,381 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 20:04:41,425 - pyskl - INFO - +mean_acc 0.1716 +2023-12-29 20:04:41,434 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1717, top5_acc: 0.3886, mean_class_accuracy: 0.1716 +2023-12-29 20:08:03,939 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 3 days, 17:06:27, time: 2.025, data_time: 1.419, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5239, loss_cls: 4.5411, loss: 4.5411 +2023-12-29 20:09:05,319 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 3 days, 17:05:05, time: 0.614, data_time: 0.001, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5122, loss_cls: 4.5779, loss: 4.5779 +2023-12-29 20:10:05,536 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 3 days, 17:03:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4997, loss_cls: 4.6733, loss: 4.6733 +2023-12-29 20:11:05,114 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 3 days, 17:01:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.4931, loss_cls: 4.6390, loss: 4.6390 +2023-12-29 20:12:05,137 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 3 days, 17:00:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.5028, loss_cls: 4.6431, loss: 4.6431 +2023-12-29 20:13:04,925 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 3 days, 16:58:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5092, loss_cls: 4.6324, loss: 4.6324 +2023-12-29 20:14:05,032 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 3 days, 16:57:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5061, loss_cls: 4.6412, loss: 4.6412 +2023-12-29 20:15:04,757 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 3 days, 16:55:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5020, loss_cls: 4.6303, loss: 4.6303 +2023-12-29 20:16:04,919 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 3 days, 16:54:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2467, top5_acc: 0.4891, loss_cls: 4.6673, loss: 4.6673 +2023-12-29 20:17:05,096 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 3 days, 16:52:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5045, loss_cls: 4.6228, loss: 4.6228 +2023-12-29 20:18:05,345 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 3 days, 16:51:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4973, loss_cls: 4.6442, loss: 4.6442 +2023-12-29 20:19:05,652 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 3 days, 16:49:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5062, loss_cls: 4.6467, loss: 4.6467 +2023-12-29 20:20:05,967 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 3 days, 16:48:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4900, loss_cls: 4.6637, loss: 4.6637 +2023-12-29 20:21:06,130 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 3 days, 16:46:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5022, loss_cls: 4.6234, loss: 4.6234 +2023-12-29 20:22:06,389 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 3 days, 16:44:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4877, loss_cls: 4.6816, loss: 4.6816 +2023-12-29 20:23:06,380 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 3 days, 16:43:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4997, loss_cls: 4.6484, loss: 4.6484 +2023-12-29 20:24:06,181 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 3 days, 16:41:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4998, loss_cls: 4.6780, loss: 4.6780 +2023-12-29 20:25:06,156 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 3 days, 16:40:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2492, top5_acc: 0.5002, loss_cls: 4.6423, loss: 4.6423 +2023-12-29 20:26:05,939 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 3 days, 16:38:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5122, loss_cls: 4.6257, loss: 4.6257 +2023-12-29 20:27:06,381 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 3 days, 16:37:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4967, loss_cls: 4.6528, loss: 4.6528 +2023-12-29 20:28:06,956 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 3 days, 16:35:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5061, loss_cls: 4.6281, loss: 4.6281 +2023-12-29 20:29:07,140 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 3 days, 16:34:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.4986, loss_cls: 4.6586, loss: 4.6586 +2023-12-29 20:30:07,344 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 3 days, 16:32:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.4941, loss_cls: 4.6341, loss: 4.6341 +2023-12-29 20:31:07,074 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 3 days, 16:31:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4984, loss_cls: 4.6484, loss: 4.6484 +2023-12-29 20:32:07,195 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 3 days, 16:29:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5123, loss_cls: 4.6057, loss: 4.6057 +2023-12-29 20:33:07,537 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 3 days, 16:28:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4942, loss_cls: 4.6632, loss: 4.6632 +2023-12-29 20:34:08,440 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 3 days, 16:26:50, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2425, top5_acc: 0.4988, loss_cls: 4.6822, loss: 4.6822 +2023-12-29 20:35:09,731 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 3 days, 16:25:30, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4978, loss_cls: 4.6628, loss: 4.6628 +2023-12-29 20:36:10,697 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 3 days, 16:24:07, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.4998, loss_cls: 4.6721, loss: 4.6721 +2023-12-29 20:37:10,713 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 3 days, 16:22:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5047, loss_cls: 4.6182, loss: 4.6182 +2023-12-29 20:38:10,943 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 3 days, 16:21:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.4986, loss_cls: 4.6306, loss: 4.6306 +2023-12-29 20:39:11,828 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 3 days, 16:19:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4997, loss_cls: 4.6838, loss: 4.6838 +2023-12-29 20:40:12,628 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 3 days, 16:18:18, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4961, loss_cls: 4.6630, loss: 4.6630 +2023-12-29 20:41:13,585 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 3 days, 16:16:56, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.4958, loss_cls: 4.6502, loss: 4.6502 +2023-12-29 20:42:13,561 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 3 days, 16:15:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4873, loss_cls: 4.6996, loss: 4.6996 +2023-12-29 20:43:13,697 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 3 days, 16:13:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4911, loss_cls: 4.6617, loss: 4.6617 +2023-12-29 20:44:15,108 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 3 days, 16:12:36, time: 0.614, data_time: 0.001, memory: 16177, top1_acc: 0.2420, top5_acc: 0.4920, loss_cls: 4.6929, loss: 4.6929 +2023-12-29 20:44:45,365 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-29 20:46:43,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 20:46:44,420 - pyskl - INFO - +top1_acc 0.1959 +top5_acc 0.4317 +2023-12-29 20:46:44,420 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 20:46:44,452 - pyskl - INFO - +mean_acc 0.1957 +2023-12-29 20:46:44,457 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_12.pth was removed +2023-12-29 20:46:44,688 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-29 20:46:44,689 - pyskl - INFO - Best top1_acc is 0.1959 at 16 epoch. +2023-12-29 20:46:44,701 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1959, top5_acc: 0.4317, mean_class_accuracy: 0.1957 +2023-12-29 20:50:06,292 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 3 days, 16:26:17, time: 2.016, data_time: 1.415, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5041, loss_cls: 4.6175, loss: 4.6175 +2023-12-29 20:51:07,296 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 3 days, 16:24:53, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5136, loss_cls: 4.6167, loss: 4.6167 +2023-12-29 20:52:07,791 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 3 days, 16:23:25, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5095, loss_cls: 4.6239, loss: 4.6239 +2023-12-29 20:53:07,660 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 3 days, 16:21:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.5000, loss_cls: 4.6542, loss: 4.6542 +2023-12-29 20:54:07,732 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 3 days, 16:20:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.5023, loss_cls: 4.6540, loss: 4.6540 +2023-12-29 20:55:07,648 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 3 days, 16:18:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5081, loss_cls: 4.6181, loss: 4.6181 +2023-12-29 20:56:07,956 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 3 days, 16:17:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4908, loss_cls: 4.6655, loss: 4.6655 +2023-12-29 20:57:08,083 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 3 days, 16:15:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2511, top5_acc: 0.4980, loss_cls: 4.6242, loss: 4.6242 +2023-12-29 20:58:08,013 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 3 days, 16:14:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.5031, loss_cls: 4.6290, loss: 4.6290 +2023-12-29 20:59:08,080 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 3 days, 16:12:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5069, loss_cls: 4.6095, loss: 4.6095 +2023-12-29 21:00:08,092 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 3 days, 16:11:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.4969, loss_cls: 4.6524, loss: 4.6524 +2023-12-29 21:01:08,026 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 3 days, 16:09:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5050, loss_cls: 4.6286, loss: 4.6286 +2023-12-29 21:02:08,505 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 3 days, 16:08:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5045, loss_cls: 4.6026, loss: 4.6026 +2023-12-29 21:03:08,566 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 3 days, 16:06:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5078, loss_cls: 4.6021, loss: 4.6021 +2023-12-29 21:04:08,582 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 3 days, 16:05:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5089, loss_cls: 4.6198, loss: 4.6198 +2023-12-29 21:05:08,577 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 3 days, 16:03:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5058, loss_cls: 4.6592, loss: 4.6592 +2023-12-29 21:06:08,267 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 3 days, 16:02:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5175, loss_cls: 4.5630, loss: 4.5630 +2023-12-29 21:07:08,178 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 3 days, 16:00:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5028, loss_cls: 4.6603, loss: 4.6603 +2023-12-29 21:08:08,178 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 3 days, 15:59:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.4939, loss_cls: 4.6513, loss: 4.6513 +2023-12-29 21:09:07,777 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 3 days, 15:57:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5127, loss_cls: 4.5966, loss: 4.5966 +2023-12-29 21:10:07,876 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 3 days, 15:56:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5002, loss_cls: 4.6258, loss: 4.6258 +2023-12-29 21:11:07,847 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 3 days, 15:54:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.4888, loss_cls: 4.6698, loss: 4.6698 +2023-12-29 21:12:07,882 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 3 days, 15:53:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.4939, loss_cls: 4.6792, loss: 4.6792 +2023-12-29 21:13:07,675 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 3 days, 15:51:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5086, loss_cls: 4.6491, loss: 4.6491 +2023-12-29 21:14:07,585 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 3 days, 15:50:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.5020, loss_cls: 4.6636, loss: 4.6636 +2023-12-29 21:15:07,342 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 3 days, 15:48:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2444, top5_acc: 0.4942, loss_cls: 4.6889, loss: 4.6889 +2023-12-29 21:16:07,147 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 3 days, 15:47:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.4998, loss_cls: 4.6136, loss: 4.6136 +2023-12-29 21:17:07,096 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 3 days, 15:45:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2466, top5_acc: 0.4930, loss_cls: 4.6639, loss: 4.6639 +2023-12-29 21:18:07,123 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 3 days, 15:44:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.5000, loss_cls: 4.6484, loss: 4.6484 +2023-12-29 21:19:06,702 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 3 days, 15:42:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4920, loss_cls: 4.6694, loss: 4.6694 +2023-12-29 21:20:06,793 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 3 days, 15:41:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4997, loss_cls: 4.6498, loss: 4.6498 +2023-12-29 21:21:06,455 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 3 days, 15:39:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.4948, loss_cls: 4.6679, loss: 4.6679 +2023-12-29 21:22:05,993 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 3 days, 15:37:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5008, loss_cls: 4.6209, loss: 4.6209 +2023-12-29 21:23:05,745 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 3 days, 15:36:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5062, loss_cls: 4.6209, loss: 4.6209 +2023-12-29 21:24:06,291 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 3 days, 15:35:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.4878, loss_cls: 4.6984, loss: 4.6984 +2023-12-29 21:25:06,538 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 3 days, 15:33:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.4998, loss_cls: 4.6646, loss: 4.6646 +2023-12-29 21:26:07,652 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 3 days, 15:32:14, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4950, loss_cls: 4.6703, loss: 4.6703 +2023-12-29 21:26:37,940 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-29 21:28:35,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 21:28:36,835 - pyskl - INFO - +top1_acc 0.1932 +top5_acc 0.4198 +2023-12-29 21:28:36,835 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 21:28:36,880 - pyskl - INFO - +mean_acc 0.1930 +2023-12-29 21:28:36,889 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1932, top5_acc: 0.4198, mean_class_accuracy: 0.1930 +2023-12-29 21:32:00,670 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 3 days, 15:45:12, time: 2.038, data_time: 1.436, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5042, loss_cls: 4.6155, loss: 4.6155 +2023-12-29 21:33:01,048 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 3 days, 15:43:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5119, loss_cls: 4.5852, loss: 4.5852 +2023-12-29 21:34:02,320 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 3 days, 15:42:25, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.4933, loss_cls: 4.6522, loss: 4.6522 +2023-12-29 21:35:02,088 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 3 days, 15:40:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5186, loss_cls: 4.5805, loss: 4.5805 +2023-12-29 21:36:01,730 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 3 days, 15:39:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4936, loss_cls: 4.6676, loss: 4.6676 +2023-12-29 21:37:01,650 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 3 days, 15:37:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5089, loss_cls: 4.6107, loss: 4.6107 +2023-12-29 21:38:01,284 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 3 days, 15:36:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5064, loss_cls: 4.6277, loss: 4.6277 +2023-12-29 21:39:01,581 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 3 days, 15:34:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5048, loss_cls: 4.6130, loss: 4.6130 +2023-12-29 21:40:01,305 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 3 days, 15:33:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5133, loss_cls: 4.6519, loss: 4.6519 +2023-12-29 21:41:01,984 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 3 days, 15:31:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5111, loss_cls: 4.6118, loss: 4.6118 +2023-12-29 21:42:02,471 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 3 days, 15:30:29, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2516, top5_acc: 0.4930, loss_cls: 4.6771, loss: 4.6771 +2023-12-29 21:43:02,060 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 3 days, 15:28:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5056, loss_cls: 4.6102, loss: 4.6102 +2023-12-29 21:44:02,345 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 3 days, 15:27:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.5052, loss_cls: 4.6460, loss: 4.6460 +2023-12-29 21:45:02,621 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 3 days, 15:26:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2475, top5_acc: 0.4952, loss_cls: 4.6704, loss: 4.6704 +2023-12-29 21:46:02,548 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 3 days, 15:24:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5059, loss_cls: 4.6171, loss: 4.6171 +2023-12-29 21:47:02,097 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 3 days, 15:23:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2498, top5_acc: 0.4995, loss_cls: 4.6475, loss: 4.6475 +2023-12-29 21:48:01,875 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 3 days, 15:21:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5108, loss_cls: 4.6067, loss: 4.6067 +2023-12-29 21:49:02,242 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 3 days, 15:20:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5041, loss_cls: 4.6287, loss: 4.6287 +2023-12-29 21:50:02,432 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 3 days, 15:18:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.4953, loss_cls: 4.6779, loss: 4.6779 +2023-12-29 21:51:03,155 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 3 days, 15:17:15, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5119, loss_cls: 4.6111, loss: 4.6111 +2023-12-29 21:52:03,314 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 3 days, 15:15:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5069, loss_cls: 4.5932, loss: 4.5932 +2023-12-29 21:53:03,491 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 3 days, 15:14:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5002, loss_cls: 4.6701, loss: 4.6701 +2023-12-29 21:54:03,226 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 3 days, 15:12:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.4983, loss_cls: 4.6333, loss: 4.6333 +2023-12-29 21:55:02,871 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 3 days, 15:11:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4923, loss_cls: 4.6604, loss: 4.6604 +2023-12-29 21:56:02,682 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 3 days, 15:09:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.4933, loss_cls: 4.6375, loss: 4.6375 +2023-12-29 21:57:02,787 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 3 days, 15:08:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2522, top5_acc: 0.4914, loss_cls: 4.6760, loss: 4.6760 +2023-12-29 21:58:02,602 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 3 days, 15:06:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5038, loss_cls: 4.6232, loss: 4.6232 +2023-12-29 21:59:02,233 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 3 days, 15:05:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5056, loss_cls: 4.6200, loss: 4.6200 +2023-12-29 22:00:02,319 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 3 days, 15:03:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.4959, loss_cls: 4.6506, loss: 4.6506 +2023-12-29 22:01:02,764 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 3 days, 15:02:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5034, loss_cls: 4.6475, loss: 4.6475 +2023-12-29 22:02:02,720 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 3 days, 15:01:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5059, loss_cls: 4.6291, loss: 4.6291 +2023-12-29 22:03:03,236 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 3 days, 14:59:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2506, top5_acc: 0.4923, loss_cls: 4.6445, loss: 4.6445 +2023-12-29 22:04:04,238 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 3 days, 14:58:20, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4978, loss_cls: 4.6617, loss: 4.6617 +2023-12-29 22:05:04,615 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 3 days, 14:56:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4938, loss_cls: 4.6686, loss: 4.6686 +2023-12-29 22:06:04,504 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 3 days, 14:55:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5072, loss_cls: 4.6493, loss: 4.6493 +2023-12-29 22:07:04,825 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 3 days, 14:54:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4916, loss_cls: 4.7116, loss: 4.7116 +2023-12-29 22:08:06,090 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 3 days, 14:52:45, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4961, loss_cls: 4.6597, loss: 4.6597 +2023-12-29 22:08:36,476 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-29 22:10:30,009 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:10:30,820 - pyskl - INFO - +top1_acc 0.1958 +top5_acc 0.4181 +2023-12-29 22:10:30,820 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 22:10:30,850 - pyskl - INFO - +mean_acc 0.1955 +2023-12-29 22:10:30,858 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1958, top5_acc: 0.4181, mean_class_accuracy: 0.1955 +2023-12-29 22:13:52,610 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 3 days, 15:04:33, time: 2.017, data_time: 1.416, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5100, loss_cls: 4.5863, loss: 4.5863 +2023-12-29 22:14:53,221 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 3 days, 15:03:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.4978, loss_cls: 4.6454, loss: 4.6454 +2023-12-29 22:15:53,766 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 3 days, 15:01:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5077, loss_cls: 4.6163, loss: 4.6163 +2023-12-29 22:16:53,429 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 3 days, 15:00:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4928, loss_cls: 4.6543, loss: 4.6543 +2023-12-29 22:17:53,719 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 3 days, 14:58:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5047, loss_cls: 4.6190, loss: 4.6190 +2023-12-29 22:18:53,650 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 3 days, 14:57:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4941, loss_cls: 4.6499, loss: 4.6499 +2023-12-29 22:19:53,168 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 3 days, 14:55:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.5111, loss_cls: 4.6307, loss: 4.6307 +2023-12-29 22:20:52,601 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 3 days, 14:54:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5042, loss_cls: 4.6175, loss: 4.6175 +2023-12-29 22:21:52,036 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 3 days, 14:52:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5066, loss_cls: 4.5912, loss: 4.5912 +2023-12-29 22:22:51,648 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 3 days, 14:51:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5106, loss_cls: 4.5875, loss: 4.5875 +2023-12-29 22:23:51,377 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 3 days, 14:49:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2448, top5_acc: 0.5028, loss_cls: 4.6469, loss: 4.6469 +2023-12-29 22:24:51,079 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 3 days, 14:48:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.4944, loss_cls: 4.6450, loss: 4.6450 +2023-12-29 22:25:51,015 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 3 days, 14:46:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5023, loss_cls: 4.6011, loss: 4.6011 +2023-12-29 22:26:50,790 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 3 days, 14:45:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5044, loss_cls: 4.6343, loss: 4.6343 +2023-12-29 22:27:50,767 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 3 days, 14:43:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2464, top5_acc: 0.5061, loss_cls: 4.6288, loss: 4.6288 +2023-12-29 22:28:50,660 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 3 days, 14:42:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5047, loss_cls: 4.6289, loss: 4.6289 +2023-12-29 22:29:50,359 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 3 days, 14:40:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2497, top5_acc: 0.5012, loss_cls: 4.6388, loss: 4.6388 +2023-12-29 22:30:50,342 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 3 days, 14:39:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5005, loss_cls: 4.6515, loss: 4.6515 +2023-12-29 22:31:50,190 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 3 days, 14:37:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5067, loss_cls: 4.6104, loss: 4.6104 +2023-12-29 22:32:50,087 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 3 days, 14:36:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2469, top5_acc: 0.4966, loss_cls: 4.6546, loss: 4.6546 +2023-12-29 22:33:49,932 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 3 days, 14:35:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2419, top5_acc: 0.4917, loss_cls: 4.6958, loss: 4.6958 +2023-12-29 22:34:49,844 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 3 days, 14:33:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2512, top5_acc: 0.5055, loss_cls: 4.6208, loss: 4.6208 +2023-12-29 22:35:49,560 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 3 days, 14:32:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.4981, loss_cls: 4.6714, loss: 4.6714 +2023-12-29 22:36:49,373 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 3 days, 14:30:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.4963, loss_cls: 4.6454, loss: 4.6454 +2023-12-29 22:37:49,607 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 3 days, 14:29:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.4964, loss_cls: 4.6467, loss: 4.6467 +2023-12-29 22:38:49,547 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 3 days, 14:27:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2534, top5_acc: 0.4959, loss_cls: 4.6409, loss: 4.6409 +2023-12-29 22:39:50,491 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 3 days, 14:26:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5125, loss_cls: 4.6177, loss: 4.6177 +2023-12-29 22:40:51,214 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 3 days, 14:25:07, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4988, loss_cls: 4.6455, loss: 4.6455 +2023-12-29 22:41:51,026 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 3 days, 14:23:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5000, loss_cls: 4.6228, loss: 4.6228 +2023-12-29 22:42:50,626 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 3 days, 14:22:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5078, loss_cls: 4.5999, loss: 4.5999 +2023-12-29 22:43:50,423 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 3 days, 14:20:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5070, loss_cls: 4.6338, loss: 4.6338 +2023-12-29 22:44:51,312 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 3 days, 14:19:23, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.4966, loss_cls: 4.6417, loss: 4.6417 +2023-12-29 22:45:51,806 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 3 days, 14:18:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.5019, loss_cls: 4.6346, loss: 4.6346 +2023-12-29 22:46:51,944 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 3 days, 14:16:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5012, loss_cls: 4.6429, loss: 4.6429 +2023-12-29 22:47:52,489 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 3 days, 14:15:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5031, loss_cls: 4.6320, loss: 4.6320 +2023-12-29 22:48:53,421 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 3 days, 14:13:55, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.4944, loss_cls: 4.6816, loss: 4.6816 +2023-12-29 22:49:54,489 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 3 days, 14:12:36, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2508, top5_acc: 0.5052, loss_cls: 4.6056, loss: 4.6056 +2023-12-29 22:50:24,456 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-29 22:52:19,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 22:52:20,386 - pyskl - INFO - +top1_acc 0.1897 +top5_acc 0.4090 +2023-12-29 22:52:20,386 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 22:52:20,427 - pyskl - INFO - +mean_acc 0.1896 +2023-12-29 22:52:20,442 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1897, top5_acc: 0.4090, mean_class_accuracy: 0.1896 +2023-12-29 22:55:39,604 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 3 days, 14:23:19, time: 1.992, data_time: 1.395, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5056, loss_cls: 4.5894, loss: 4.5894 +2023-12-29 22:56:39,963 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 3 days, 14:21:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5062, loss_cls: 4.6313, loss: 4.6313 +2023-12-29 22:57:40,955 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 3 days, 14:20:35, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5053, loss_cls: 4.5815, loss: 4.5815 +2023-12-29 22:58:41,179 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 3 days, 14:19:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5130, loss_cls: 4.5883, loss: 4.5883 +2023-12-29 22:59:41,189 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 3 days, 14:17:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2391, top5_acc: 0.4959, loss_cls: 4.6843, loss: 4.6843 +2023-12-29 23:00:41,401 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 3 days, 14:16:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5097, loss_cls: 4.6015, loss: 4.6015 +2023-12-29 23:01:41,425 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 3 days, 14:14:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5072, loss_cls: 4.6144, loss: 4.6144 +2023-12-29 23:02:41,621 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 3 days, 14:13:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5105, loss_cls: 4.5979, loss: 4.5979 +2023-12-29 23:03:41,269 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 3 days, 14:11:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.4967, loss_cls: 4.6522, loss: 4.6522 +2023-12-29 23:04:41,119 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 3 days, 14:10:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5119, loss_cls: 4.5958, loss: 4.5958 +2023-12-29 23:05:40,796 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 3 days, 14:09:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.4908, loss_cls: 4.6881, loss: 4.6881 +2023-12-29 23:06:40,356 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 3 days, 14:07:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5052, loss_cls: 4.6126, loss: 4.6126 +2023-12-29 23:07:40,276 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 3 days, 14:06:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5012, loss_cls: 4.6256, loss: 4.6256 +2023-12-29 23:08:40,413 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 3 days, 14:04:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2481, top5_acc: 0.5011, loss_cls: 4.6248, loss: 4.6248 +2023-12-29 23:09:41,246 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 3 days, 14:03:24, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5052, loss_cls: 4.6512, loss: 4.6512 +2023-12-29 23:10:41,748 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 3 days, 14:02:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5020, loss_cls: 4.6378, loss: 4.6378 +2023-12-29 23:11:42,306 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 3 days, 14:00:39, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5023, loss_cls: 4.6040, loss: 4.6040 +2023-12-29 23:12:41,993 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 3 days, 13:59:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5019, loss_cls: 4.6597, loss: 4.6597 +2023-12-29 23:13:41,914 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 3 days, 13:57:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5083, loss_cls: 4.5915, loss: 4.5915 +2023-12-29 23:14:41,921 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 3 days, 13:56:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5112, loss_cls: 4.6033, loss: 4.6033 +2023-12-29 23:15:41,893 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 3 days, 13:54:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.5022, loss_cls: 4.6505, loss: 4.6505 +2023-12-29 23:16:42,786 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 3 days, 13:53:36, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2483, top5_acc: 0.4934, loss_cls: 4.6695, loss: 4.6695 +2023-12-29 23:17:42,419 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 3 days, 13:52:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2441, top5_acc: 0.4984, loss_cls: 4.6419, loss: 4.6419 +2023-12-29 23:18:43,094 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 3 days, 13:50:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.5003, loss_cls: 4.6294, loss: 4.6294 +2023-12-29 23:19:43,842 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 3 days, 13:49:27, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5098, loss_cls: 4.6021, loss: 4.6021 +2023-12-29 23:20:43,859 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 3 days, 13:48:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5102, loss_cls: 4.6119, loss: 4.6119 +2023-12-29 23:21:44,743 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 3 days, 13:46:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.5056, loss_cls: 4.6063, loss: 4.6063 +2023-12-29 23:22:45,437 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 3 days, 13:45:23, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4961, loss_cls: 4.6381, loss: 4.6381 +2023-12-29 23:23:45,892 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 3 days, 13:44:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4991, loss_cls: 4.6661, loss: 4.6661 +2023-12-29 23:24:46,584 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 3 days, 13:42:41, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2547, top5_acc: 0.5066, loss_cls: 4.6201, loss: 4.6201 +2023-12-29 23:25:46,697 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 3 days, 13:41:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5022, loss_cls: 4.6361, loss: 4.6361 +2023-12-29 23:26:46,384 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 3 days, 13:39:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5069, loss_cls: 4.6276, loss: 4.6276 +2023-12-29 23:27:46,243 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 3 days, 13:38:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5014, loss_cls: 4.6454, loss: 4.6454 +2023-12-29 23:28:46,500 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 3 days, 13:37:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5183, loss_cls: 4.5585, loss: 4.5585 +2023-12-29 23:29:47,270 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 3 days, 13:35:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4981, loss_cls: 4.6515, loss: 4.6515 +2023-12-29 23:30:47,873 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 3 days, 13:34:22, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4984, loss_cls: 4.6260, loss: 4.6260 +2023-12-29 23:31:48,992 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 3 days, 13:33:05, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.4989, loss_cls: 4.6365, loss: 4.6365 +2023-12-29 23:32:20,070 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-29 23:34:14,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-29 23:34:15,609 - pyskl - INFO - +top1_acc 0.1919 +top5_acc 0.4223 +2023-12-29 23:34:15,610 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-29 23:34:15,650 - pyskl - INFO - +mean_acc 0.1921 +2023-12-29 23:34:15,660 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1919, top5_acc: 0.4223, mean_class_accuracy: 0.1921 +2023-12-29 23:37:29,341 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 3 days, 13:42:30, time: 1.937, data_time: 1.346, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5117, loss_cls: 4.5694, loss: 4.5694 +2023-12-29 23:38:28,810 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 3 days, 13:41:02, time: 0.595, data_time: 0.001, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5167, loss_cls: 4.5639, loss: 4.5639 +2023-12-29 23:39:29,329 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 3 days, 13:39:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5069, loss_cls: 4.6118, loss: 4.6118 +2023-12-29 23:40:30,014 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 3 days, 13:38:19, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5034, loss_cls: 4.6343, loss: 4.6343 +2023-12-29 23:41:29,647 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 3 days, 13:36:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5045, loss_cls: 4.6434, loss: 4.6434 +2023-12-29 23:42:29,460 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 3 days, 13:35:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5178, loss_cls: 4.5958, loss: 4.5958 +2023-12-29 23:43:29,356 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 3 days, 13:34:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5103, loss_cls: 4.5925, loss: 4.5925 +2023-12-29 23:44:28,813 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 3 days, 13:32:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5044, loss_cls: 4.6154, loss: 4.6154 +2023-12-29 23:45:28,484 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 3 days, 13:31:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5112, loss_cls: 4.6006, loss: 4.6006 +2023-12-29 23:46:28,600 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 3 days, 13:29:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5122, loss_cls: 4.5924, loss: 4.5924 +2023-12-29 23:47:28,756 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 3 days, 13:28:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5073, loss_cls: 4.6029, loss: 4.6029 +2023-12-29 23:48:28,754 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 3 days, 13:26:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2502, top5_acc: 0.5048, loss_cls: 4.6094, loss: 4.6094 +2023-12-29 23:49:28,511 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 3 days, 13:25:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5048, loss_cls: 4.6211, loss: 4.6211 +2023-12-29 23:50:28,729 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 3 days, 13:24:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5112, loss_cls: 4.6006, loss: 4.6006 +2023-12-29 23:51:28,747 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 3 days, 13:22:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2491, top5_acc: 0.4948, loss_cls: 4.6499, loss: 4.6499 +2023-12-29 23:52:29,108 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 3 days, 13:21:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5161, loss_cls: 4.5651, loss: 4.5651 +2023-12-29 23:53:29,472 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 3 days, 13:19:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2437, top5_acc: 0.5050, loss_cls: 4.6377, loss: 4.6377 +2023-12-29 23:54:29,440 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 3 days, 13:18:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4997, loss_cls: 4.6264, loss: 4.6264 +2023-12-29 23:55:29,283 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 3 days, 13:17:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2489, top5_acc: 0.4959, loss_cls: 4.6707, loss: 4.6707 +2023-12-29 23:56:29,407 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 3 days, 13:15:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2472, top5_acc: 0.4991, loss_cls: 4.6347, loss: 4.6347 +2023-12-29 23:57:29,447 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 3 days, 13:14:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2523, top5_acc: 0.5039, loss_cls: 4.6147, loss: 4.6147 +2023-12-29 23:58:30,350 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 3 days, 13:13:00, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5023, loss_cls: 4.6352, loss: 4.6352 +2023-12-29 23:59:30,571 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 3 days, 13:11:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5105, loss_cls: 4.6245, loss: 4.6245 +2023-12-30 00:00:30,462 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 3 days, 13:10:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5023, loss_cls: 4.6360, loss: 4.6360 +2023-12-30 00:01:30,080 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 3 days, 13:08:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.4986, loss_cls: 4.6439, loss: 4.6439 +2023-12-30 00:02:29,746 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 3 days, 13:07:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.4975, loss_cls: 4.6209, loss: 4.6209 +2023-12-30 00:03:29,354 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 3 days, 13:05:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5158, loss_cls: 4.5710, loss: 4.5710 +2023-12-30 00:04:29,056 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 3 days, 13:04:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5053, loss_cls: 4.6275, loss: 4.6275 +2023-12-30 00:05:28,933 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 3 days, 13:03:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2487, top5_acc: 0.4923, loss_cls: 4.6671, loss: 4.6671 +2023-12-30 00:06:28,681 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 3 days, 13:01:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5053, loss_cls: 4.6172, loss: 4.6172 +2023-12-30 00:07:28,445 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 3 days, 13:00:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5045, loss_cls: 4.6143, loss: 4.6143 +2023-12-30 00:08:28,047 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 3 days, 12:58:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2456, top5_acc: 0.5081, loss_cls: 4.6535, loss: 4.6535 +2023-12-30 00:09:27,712 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 3 days, 12:57:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5095, loss_cls: 4.6234, loss: 4.6234 +2023-12-30 00:10:27,777 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 3 days, 12:56:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.5041, loss_cls: 4.6275, loss: 4.6275 +2023-12-30 00:11:27,678 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 3 days, 12:54:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5077, loss_cls: 4.6373, loss: 4.6373 +2023-12-30 00:12:29,453 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 3 days, 12:53:26, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5144, loss_cls: 4.5528, loss: 4.5528 +2023-12-30 00:13:30,929 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 3 days, 12:52:12, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5080, loss_cls: 4.6182, loss: 4.6182 +2023-12-30 00:14:01,283 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-30 00:15:55,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:15:56,210 - pyskl - INFO - +top1_acc 0.1818 +top5_acc 0.4087 +2023-12-30 00:15:56,210 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 00:15:56,242 - pyskl - INFO - +mean_acc 0.1815 +2023-12-30 00:15:56,252 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1818, top5_acc: 0.4087, mean_class_accuracy: 0.1815 +2023-12-30 00:19:17,133 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 3 days, 13:01:45, time: 2.009, data_time: 1.411, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5164, loss_cls: 4.5581, loss: 4.5581 +2023-12-30 00:20:17,196 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 3 days, 13:00:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5283, loss_cls: 4.5341, loss: 4.5341 +2023-12-30 00:21:17,699 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 3 days, 12:59:01, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5055, loss_cls: 4.6061, loss: 4.6061 +2023-12-30 00:22:18,420 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 3 days, 12:57:42, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5064, loss_cls: 4.6082, loss: 4.6082 +2023-12-30 00:23:18,329 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 3 days, 12:56:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5084, loss_cls: 4.6080, loss: 4.6080 +2023-12-30 00:24:18,147 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 3 days, 12:54:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5117, loss_cls: 4.5599, loss: 4.5599 +2023-12-30 00:25:18,185 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 3 days, 12:53:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2537, top5_acc: 0.5083, loss_cls: 4.6025, loss: 4.6025 +2023-12-30 00:26:17,726 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 3 days, 12:52:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5072, loss_cls: 4.6239, loss: 4.6239 +2023-12-30 00:27:17,865 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 3 days, 12:50:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.4992, loss_cls: 4.6392, loss: 4.6392 +2023-12-30 00:28:17,459 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 3 days, 12:49:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5052, loss_cls: 4.5912, loss: 4.5912 +2023-12-30 00:29:17,700 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 3 days, 12:47:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5005, loss_cls: 4.6316, loss: 4.6316 +2023-12-30 00:30:17,708 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 3 days, 12:46:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5147, loss_cls: 4.6064, loss: 4.6064 +2023-12-30 00:31:17,789 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 3 days, 12:45:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2452, top5_acc: 0.5009, loss_cls: 4.6235, loss: 4.6235 +2023-12-30 00:32:17,981 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 3 days, 12:43:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5078, loss_cls: 4.5806, loss: 4.5806 +2023-12-30 00:33:18,426 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 3 days, 12:42:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.4981, loss_cls: 4.6368, loss: 4.6368 +2023-12-30 00:34:18,978 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 3 days, 12:41:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.5030, loss_cls: 4.6443, loss: 4.6443 +2023-12-30 00:35:18,986 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 3 days, 12:39:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5045, loss_cls: 4.6093, loss: 4.6093 +2023-12-30 00:36:19,679 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 3 days, 12:38:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.4983, loss_cls: 4.6432, loss: 4.6432 +2023-12-30 00:37:20,369 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 3 days, 12:37:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5081, loss_cls: 4.6057, loss: 4.6057 +2023-12-30 00:38:20,451 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 3 days, 12:35:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5112, loss_cls: 4.5786, loss: 4.5786 +2023-12-30 00:39:20,125 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 3 days, 12:34:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5062, loss_cls: 4.6216, loss: 4.6216 +2023-12-30 00:40:20,083 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 3 days, 12:32:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5005, loss_cls: 4.6018, loss: 4.6018 +2023-12-30 00:41:19,961 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 3 days, 12:31:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5067, loss_cls: 4.5609, loss: 4.5609 +2023-12-30 00:42:19,995 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 3 days, 12:30:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5125, loss_cls: 4.6074, loss: 4.6074 +2023-12-30 00:43:20,049 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 3 days, 12:28:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5094, loss_cls: 4.6364, loss: 4.6364 +2023-12-30 00:44:19,778 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 3 days, 12:27:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2500, top5_acc: 0.5091, loss_cls: 4.6497, loss: 4.6497 +2023-12-30 00:45:19,686 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 3 days, 12:25:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2477, top5_acc: 0.4944, loss_cls: 4.6479, loss: 4.6479 +2023-12-30 00:46:19,556 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 3 days, 12:24:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5139, loss_cls: 4.5901, loss: 4.5901 +2023-12-30 00:47:19,733 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 3 days, 12:23:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5005, loss_cls: 4.6322, loss: 4.6322 +2023-12-30 00:48:20,221 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 3 days, 12:21:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5125, loss_cls: 4.6041, loss: 4.6041 +2023-12-30 00:49:20,188 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 3 days, 12:20:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2461, top5_acc: 0.5025, loss_cls: 4.6724, loss: 4.6724 +2023-12-30 00:50:20,600 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 3 days, 12:19:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.4992, loss_cls: 4.6196, loss: 4.6196 +2023-12-30 00:51:21,465 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 3 days, 12:17:54, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2486, top5_acc: 0.4995, loss_cls: 4.6470, loss: 4.6470 +2023-12-30 00:52:21,972 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 3 days, 12:16:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5058, loss_cls: 4.5760, loss: 4.5760 +2023-12-30 00:53:22,063 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 3 days, 12:15:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5080, loss_cls: 4.5884, loss: 4.5884 +2023-12-30 00:54:24,167 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 3 days, 12:14:03, time: 0.621, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5152, loss_cls: 4.6035, loss: 4.6035 +2023-12-30 00:55:25,098 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 3 days, 12:12:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5011, loss_cls: 4.6138, loss: 4.6138 +2023-12-30 00:55:55,896 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-30 00:57:51,840 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 00:57:52,904 - pyskl - INFO - +top1_acc 0.1880 +top5_acc 0.4152 +2023-12-30 00:57:52,904 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 00:57:52,942 - pyskl - INFO - +mean_acc 0.1879 +2023-12-30 00:57:52,950 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.1880, top5_acc: 0.4152, mean_class_accuracy: 0.1879 +2023-12-30 01:01:18,444 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 3 days, 12:22:12, time: 2.055, data_time: 1.456, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5145, loss_cls: 4.5620, loss: 4.5620 +2023-12-30 01:02:18,467 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 3 days, 12:20:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5156, loss_cls: 4.5823, loss: 4.5823 +2023-12-30 01:03:18,662 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 3 days, 12:19:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5123, loss_cls: 4.5619, loss: 4.5619 +2023-12-30 01:04:18,844 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 3 days, 12:18:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5114, loss_cls: 4.5576, loss: 4.5576 +2023-12-30 01:05:18,890 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 3 days, 12:16:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2577, top5_acc: 0.5022, loss_cls: 4.6211, loss: 4.6211 +2023-12-30 01:06:18,902 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 3 days, 12:15:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2528, top5_acc: 0.5047, loss_cls: 4.6281, loss: 4.6281 +2023-12-30 01:07:18,974 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 3 days, 12:13:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5177, loss_cls: 4.5729, loss: 4.5729 +2023-12-30 01:08:18,684 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 3 days, 12:12:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5133, loss_cls: 4.5820, loss: 4.5820 +2023-12-30 01:09:18,419 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 3 days, 12:11:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5094, loss_cls: 4.6231, loss: 4.6231 +2023-12-30 01:10:18,779 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 3 days, 12:09:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.4952, loss_cls: 4.6409, loss: 4.6409 +2023-12-30 01:11:19,801 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 3 days, 12:08:34, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5078, loss_cls: 4.6104, loss: 4.6104 +2023-12-30 01:12:20,958 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 3 days, 12:07:18, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5070, loss_cls: 4.5823, loss: 4.5823 +2023-12-30 01:13:21,051 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 3 days, 12:05:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2519, top5_acc: 0.5078, loss_cls: 4.6054, loss: 4.6054 +2023-12-30 01:14:21,029 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 3 days, 12:04:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5044, loss_cls: 4.6292, loss: 4.6292 +2023-12-30 01:15:20,951 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 3 days, 12:03:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5048, loss_cls: 4.6060, loss: 4.6060 +2023-12-30 01:16:21,380 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 3 days, 12:01:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5127, loss_cls: 4.5667, loss: 4.5667 +2023-12-30 01:17:21,802 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 3 days, 12:00:32, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5131, loss_cls: 4.6038, loss: 4.6038 +2023-12-30 01:18:21,788 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 3 days, 11:59:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5083, loss_cls: 4.6034, loss: 4.6034 +2023-12-30 01:19:21,590 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 3 days, 11:57:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5052, loss_cls: 4.6047, loss: 4.6047 +2023-12-30 01:20:22,088 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 3 days, 11:56:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5039, loss_cls: 4.6052, loss: 4.6052 +2023-12-30 01:21:23,240 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 3 days, 11:55:12, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5148, loss_cls: 4.5904, loss: 4.5904 +2023-12-30 01:22:24,362 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 3 days, 11:53:57, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5214, loss_cls: 4.5608, loss: 4.5608 +2023-12-30 01:23:25,474 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 3 days, 11:52:41, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5077, loss_cls: 4.6091, loss: 4.6091 +2023-12-30 01:24:26,136 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 3 days, 11:51:23, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5069, loss_cls: 4.6098, loss: 4.6098 +2023-12-30 01:25:26,960 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 3 days, 11:50:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.5098, loss_cls: 4.6006, loss: 4.6006 +2023-12-30 01:26:28,174 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 3 days, 11:48:52, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5097, loss_cls: 4.6099, loss: 4.6099 +2023-12-30 01:27:28,894 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 3 days, 11:47:34, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5052, loss_cls: 4.6179, loss: 4.6179 +2023-12-30 01:28:29,723 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 3 days, 11:46:17, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5083, loss_cls: 4.5946, loss: 4.5946 +2023-12-30 01:29:30,160 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 3 days, 11:44:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.5098, loss_cls: 4.6102, loss: 4.6102 +2023-12-30 01:30:30,878 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 3 days, 11:43:41, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5114, loss_cls: 4.5902, loss: 4.5902 +2023-12-30 01:31:30,561 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 3 days, 11:42:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2514, top5_acc: 0.4939, loss_cls: 4.6991, loss: 4.6991 +2023-12-30 01:32:30,253 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 3 days, 11:40:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5038, loss_cls: 4.6311, loss: 4.6311 +2023-12-30 01:33:30,215 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 3 days, 11:39:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5072, loss_cls: 4.5847, loss: 4.5847 +2023-12-30 01:34:30,128 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 3 days, 11:38:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5145, loss_cls: 4.5625, loss: 4.5625 +2023-12-30 01:35:31,069 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 3 days, 11:36:55, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5027, loss_cls: 4.6056, loss: 4.6056 +2023-12-30 01:36:32,484 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 3 days, 11:35:42, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5022, loss_cls: 4.6066, loss: 4.6066 +2023-12-30 01:37:33,051 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 3 days, 11:34:24, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.4933, loss_cls: 4.6549, loss: 4.6549 +2023-12-30 01:38:02,777 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-30 01:39:58,053 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 01:39:58,871 - pyskl - INFO - +top1_acc 0.2025 +top5_acc 0.4331 +2023-12-30 01:39:58,872 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 01:39:58,906 - pyskl - INFO - +mean_acc 0.2023 +2023-12-30 01:39:58,912 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_16.pth was removed +2023-12-30 01:39:59,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2023-12-30 01:39:59,146 - pyskl - INFO - Best top1_acc is 0.2025 at 23 epoch. +2023-12-30 01:39:59,154 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.2025, top5_acc: 0.4331, mean_class_accuracy: 0.2023 +2023-12-30 01:43:23,533 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 3 days, 11:43:09, time: 2.044, data_time: 1.447, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5034, loss_cls: 4.6339, loss: 4.6339 +2023-12-30 01:44:23,640 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 3 days, 11:41:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.4967, loss_cls: 4.6377, loss: 4.6377 +2023-12-30 01:45:24,374 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 3 days, 11:40:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5130, loss_cls: 4.6026, loss: 4.6026 +2023-12-30 01:46:25,197 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 3 days, 11:39:13, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5120, loss_cls: 4.5713, loss: 4.5713 +2023-12-30 01:47:25,988 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 3 days, 11:37:55, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5142, loss_cls: 4.5582, loss: 4.5582 +2023-12-30 01:48:26,383 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 3 days, 11:36:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2550, top5_acc: 0.5109, loss_cls: 4.5875, loss: 4.5875 +2023-12-30 01:49:26,651 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 3 days, 11:35:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5003, loss_cls: 4.5963, loss: 4.5963 +2023-12-30 01:50:26,554 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 3 days, 11:33:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5141, loss_cls: 4.5481, loss: 4.5481 +2023-12-30 01:51:26,271 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 3 days, 11:32:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5095, loss_cls: 4.5930, loss: 4.5930 +2023-12-30 01:52:26,566 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 3 days, 11:31:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5011, loss_cls: 4.6346, loss: 4.6346 +2023-12-30 01:53:26,812 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 3 days, 11:29:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5088, loss_cls: 4.6030, loss: 4.6030 +2023-12-30 01:54:27,960 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 3 days, 11:28:35, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5047, loss_cls: 4.6112, loss: 4.6112 +2023-12-30 01:55:29,205 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 3 days, 11:27:20, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.5120, loss_cls: 4.5800, loss: 4.5800 +2023-12-30 01:56:29,478 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 3 days, 11:26:01, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5158, loss_cls: 4.5636, loss: 4.5636 +2023-12-30 01:57:29,474 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 3 days, 11:24:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5091, loss_cls: 4.6129, loss: 4.6129 +2023-12-30 01:58:29,168 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 3 days, 11:23:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5150, loss_cls: 4.5762, loss: 4.5762 +2023-12-30 01:59:28,874 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 3 days, 11:21:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2541, top5_acc: 0.5044, loss_cls: 4.6059, loss: 4.6059 +2023-12-30 02:00:28,700 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 3 days, 11:20:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5148, loss_cls: 4.5453, loss: 4.5453 +2023-12-30 02:01:28,708 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 3 days, 11:19:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2533, top5_acc: 0.5030, loss_cls: 4.6481, loss: 4.6481 +2023-12-30 02:02:28,535 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 3 days, 11:17:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5031, loss_cls: 4.6373, loss: 4.6373 +2023-12-30 02:03:28,889 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 3 days, 11:16:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5028, loss_cls: 4.6450, loss: 4.6450 +2023-12-30 02:04:28,585 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 3 days, 11:15:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5077, loss_cls: 4.6081, loss: 4.6081 +2023-12-30 02:05:29,001 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 3 days, 11:13:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5117, loss_cls: 4.5797, loss: 4.5797 +2023-12-30 02:06:29,155 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 3 days, 11:12:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5145, loss_cls: 4.5714, loss: 4.5714 +2023-12-30 02:07:29,694 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 3 days, 11:11:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5130, loss_cls: 4.6028, loss: 4.6028 +2023-12-30 02:08:29,885 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 3 days, 11:09:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5034, loss_cls: 4.6420, loss: 4.6420 +2023-12-30 02:09:30,074 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 3 days, 11:08:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5075, loss_cls: 4.6103, loss: 4.6103 +2023-12-30 02:10:29,883 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 3 days, 11:07:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5073, loss_cls: 4.5729, loss: 4.5729 +2023-12-30 02:11:29,839 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 3 days, 11:05:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5114, loss_cls: 4.5894, loss: 4.5894 +2023-12-30 02:12:29,753 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 3 days, 11:04:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5019, loss_cls: 4.6203, loss: 4.6203 +2023-12-30 02:13:29,771 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 3 days, 11:03:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5078, loss_cls: 4.5890, loss: 4.5890 +2023-12-30 02:14:30,132 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 3 days, 11:01:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5131, loss_cls: 4.6235, loss: 4.6235 +2023-12-30 02:15:30,492 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 3 days, 11:00:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5125, loss_cls: 4.5660, loss: 4.5660 +2023-12-30 02:16:30,377 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 3 days, 10:59:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5034, loss_cls: 4.6177, loss: 4.6177 +2023-12-30 02:17:30,760 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 3 days, 10:57:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5116, loss_cls: 4.5763, loss: 4.5763 +2023-12-30 02:18:32,149 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 3 days, 10:56:37, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2555, top5_acc: 0.5041, loss_cls: 4.6332, loss: 4.6332 +2023-12-30 02:19:32,665 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 3 days, 10:55:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2562, top5_acc: 0.5106, loss_cls: 4.5962, loss: 4.5962 +2023-12-30 02:20:03,178 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-30 02:21:56,862 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 02:21:57,641 - pyskl - INFO - +top1_acc 0.2040 +top5_acc 0.4425 +2023-12-30 02:21:57,641 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 02:21:57,673 - pyskl - INFO - +mean_acc 0.2039 +2023-12-30 02:21:57,678 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_23.pth was removed +2023-12-30 02:21:57,894 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2023-12-30 02:21:57,894 - pyskl - INFO - Best top1_acc is 0.2040 at 24 epoch. +2023-12-30 02:21:57,905 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.2040, top5_acc: 0.4425, mean_class_accuracy: 0.2039 +2023-12-30 02:25:15,386 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 3 days, 11:02:58, time: 1.975, data_time: 1.378, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5181, loss_cls: 4.5558, loss: 4.5558 +2023-12-30 02:26:15,567 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 3 days, 11:01:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5239, loss_cls: 4.5479, loss: 4.5479 +2023-12-30 02:27:15,540 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 3 days, 11:00:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5045, loss_cls: 4.6269, loss: 4.6269 +2023-12-30 02:28:15,837 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 3 days, 10:58:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5162, loss_cls: 4.5658, loss: 4.5658 +2023-12-30 02:29:16,679 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 3 days, 10:57:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2484, top5_acc: 0.5030, loss_cls: 4.6203, loss: 4.6203 +2023-12-30 02:30:17,272 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 3 days, 10:56:24, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.4994, loss_cls: 4.6321, loss: 4.6321 +2023-12-30 02:31:17,152 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 3 days, 10:55:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5053, loss_cls: 4.6229, loss: 4.6229 +2023-12-30 02:32:16,890 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 3 days, 10:53:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5100, loss_cls: 4.5894, loss: 4.5894 +2023-12-30 02:33:16,406 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 3 days, 10:52:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5025, loss_cls: 4.6165, loss: 4.6165 +2023-12-30 02:34:15,943 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 3 days, 10:50:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5112, loss_cls: 4.6071, loss: 4.6071 +2023-12-30 02:35:15,908 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 3 days, 10:49:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5103, loss_cls: 4.5846, loss: 4.5846 +2023-12-30 02:36:15,685 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 3 days, 10:48:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5188, loss_cls: 4.5641, loss: 4.5641 +2023-12-30 02:37:15,259 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 3 days, 10:46:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5188, loss_cls: 4.5545, loss: 4.5545 +2023-12-30 02:38:15,346 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 3 days, 10:45:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5031, loss_cls: 4.6181, loss: 4.6181 +2023-12-30 02:39:15,298 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 3 days, 10:44:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2542, top5_acc: 0.5084, loss_cls: 4.5835, loss: 4.5835 +2023-12-30 02:40:14,974 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 3 days, 10:42:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5028, loss_cls: 4.6063, loss: 4.6063 +2023-12-30 02:41:15,590 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 3 days, 10:41:30, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5072, loss_cls: 4.6032, loss: 4.6032 +2023-12-30 02:42:16,538 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 3 days, 10:40:15, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5098, loss_cls: 4.5519, loss: 4.5519 +2023-12-30 02:43:17,022 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 3 days, 10:38:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5023, loss_cls: 4.5953, loss: 4.5953 +2023-12-30 02:44:17,709 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 3 days, 10:37:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5073, loss_cls: 4.6054, loss: 4.6054 +2023-12-30 02:45:18,302 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 3 days, 10:36:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2572, top5_acc: 0.4963, loss_cls: 4.6382, loss: 4.6382 +2023-12-30 02:46:18,511 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 3 days, 10:35:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5191, loss_cls: 4.5732, loss: 4.5732 +2023-12-30 02:47:18,421 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 3 days, 10:33:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5086, loss_cls: 4.6166, loss: 4.6166 +2023-12-30 02:48:19,171 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 3 days, 10:32:27, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5108, loss_cls: 4.6146, loss: 4.6146 +2023-12-30 02:49:19,678 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 3 days, 10:31:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5180, loss_cls: 4.5524, loss: 4.5524 +2023-12-30 02:50:19,963 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 3 days, 10:29:52, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5070, loss_cls: 4.6067, loss: 4.6067 +2023-12-30 02:51:20,180 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 3 days, 10:28:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.5056, loss_cls: 4.6155, loss: 4.6155 +2023-12-30 02:52:20,454 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 3 days, 10:27:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5125, loss_cls: 4.5994, loss: 4.5994 +2023-12-30 02:53:20,155 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 3 days, 10:25:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5136, loss_cls: 4.5947, loss: 4.5947 +2023-12-30 02:54:19,841 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 3 days, 10:24:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5012, loss_cls: 4.5845, loss: 4.5845 +2023-12-30 02:55:19,672 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 3 days, 10:23:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5158, loss_cls: 4.5689, loss: 4.5689 +2023-12-30 02:56:19,665 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 3 days, 10:21:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2462, top5_acc: 0.5045, loss_cls: 4.6253, loss: 4.6253 +2023-12-30 02:57:19,583 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 3 days, 10:20:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5098, loss_cls: 4.6019, loss: 4.6019 +2023-12-30 02:58:19,524 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 3 days, 10:19:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5112, loss_cls: 4.6185, loss: 4.6185 +2023-12-30 02:59:20,069 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 3 days, 10:17:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5172, loss_cls: 4.5422, loss: 4.5422 +2023-12-30 03:00:21,209 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 3 days, 10:16:41, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5067, loss_cls: 4.5754, loss: 4.5754 +2023-12-30 03:01:21,197 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 3 days, 10:15:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5156, loss_cls: 4.6003, loss: 4.6003 +2023-12-30 03:01:51,882 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-30 03:03:48,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:03:49,367 - pyskl - INFO - +top1_acc 0.2064 +top5_acc 0.4351 +2023-12-30 03:03:49,368 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 03:03:49,411 - pyskl - INFO - +mean_acc 0.2063 +2023-12-30 03:03:49,422 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_24.pth was removed +2023-12-30 03:03:49,754 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_25.pth. +2023-12-30 03:03:49,755 - pyskl - INFO - Best top1_acc is 0.2064 at 25 epoch. +2023-12-30 03:03:49,768 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.2064, top5_acc: 0.4351, mean_class_accuracy: 0.2063 +2023-12-30 03:07:16,781 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 3 days, 10:23:22, time: 2.070, data_time: 1.471, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5117, loss_cls: 4.5635, loss: 4.5635 +2023-12-30 03:08:16,919 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 3 days, 10:22:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2545, top5_acc: 0.5169, loss_cls: 4.5756, loss: 4.5756 +2023-12-30 03:09:16,913 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 3 days, 10:20:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2617, top5_acc: 0.5086, loss_cls: 4.6070, loss: 4.6070 +2023-12-30 03:10:17,629 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 3 days, 10:19:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5075, loss_cls: 4.5707, loss: 4.5707 +2023-12-30 03:11:19,031 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 3 days, 10:18:13, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5200, loss_cls: 4.5125, loss: 4.5125 +2023-12-30 03:12:18,785 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 3 days, 10:16:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5142, loss_cls: 4.5699, loss: 4.5699 +2023-12-30 03:13:18,797 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 3 days, 10:15:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5080, loss_cls: 4.5803, loss: 4.5803 +2023-12-30 03:14:18,470 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 3 days, 10:14:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5155, loss_cls: 4.6024, loss: 4.6024 +2023-12-30 03:15:18,147 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 3 days, 10:12:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5073, loss_cls: 4.6080, loss: 4.6080 +2023-12-30 03:16:18,337 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 3 days, 10:11:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5077, loss_cls: 4.6010, loss: 4.6010 +2023-12-30 03:17:18,316 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 3 days, 10:10:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5056, loss_cls: 4.5693, loss: 4.5693 +2023-12-30 03:18:18,324 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 3 days, 10:08:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5095, loss_cls: 4.5891, loss: 4.5891 +2023-12-30 03:19:17,993 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 3 days, 10:07:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5125, loss_cls: 4.6147, loss: 4.6147 +2023-12-30 03:20:17,825 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 3 days, 10:06:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5178, loss_cls: 4.5549, loss: 4.5549 +2023-12-30 03:21:18,255 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 3 days, 10:04:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5159, loss_cls: 4.5465, loss: 4.5465 +2023-12-30 03:22:19,736 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 3 days, 10:03:40, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5136, loss_cls: 4.5510, loss: 4.5510 +2023-12-30 03:23:19,727 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 3 days, 10:02:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2544, top5_acc: 0.5011, loss_cls: 4.6256, loss: 4.6256 +2023-12-30 03:24:20,111 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 3 days, 10:01:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5045, loss_cls: 4.6071, loss: 4.6071 +2023-12-30 03:25:21,107 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 3 days, 9:59:48, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5166, loss_cls: 4.5653, loss: 4.5653 +2023-12-30 03:26:21,753 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 3 days, 9:58:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5027, loss_cls: 4.6233, loss: 4.6233 +2023-12-30 03:27:21,724 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 3 days, 9:57:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5088, loss_cls: 4.5910, loss: 4.5910 +2023-12-30 03:28:21,627 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 3 days, 9:55:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5167, loss_cls: 4.5574, loss: 4.5574 +2023-12-30 03:29:21,505 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 3 days, 9:54:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2530, top5_acc: 0.5095, loss_cls: 4.6065, loss: 4.6065 +2023-12-30 03:30:21,617 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 3 days, 9:53:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5083, loss_cls: 4.6017, loss: 4.6017 +2023-12-30 03:31:21,547 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 3 days, 9:51:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5122, loss_cls: 4.5766, loss: 4.5766 +2023-12-30 03:32:21,763 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 3 days, 9:50:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5161, loss_cls: 4.5698, loss: 4.5698 +2023-12-30 03:33:21,576 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 3 days, 9:49:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5098, loss_cls: 4.5882, loss: 4.5882 +2023-12-30 03:34:21,386 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 3 days, 9:47:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2428, top5_acc: 0.4881, loss_cls: 4.7114, loss: 4.7114 +2023-12-30 03:35:20,950 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 3 days, 9:46:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5144, loss_cls: 4.5654, loss: 4.5654 +2023-12-30 03:36:21,081 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 3 days, 9:45:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2539, top5_acc: 0.5102, loss_cls: 4.6011, loss: 4.6011 +2023-12-30 03:37:21,764 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 3 days, 9:44:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2569, top5_acc: 0.5095, loss_cls: 4.6269, loss: 4.6269 +2023-12-30 03:38:21,544 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 3 days, 9:42:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5080, loss_cls: 4.5839, loss: 4.5839 +2023-12-30 03:39:21,667 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 3 days, 9:41:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.4995, loss_cls: 4.6434, loss: 4.6434 +2023-12-30 03:40:22,083 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 3 days, 9:40:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5153, loss_cls: 4.5904, loss: 4.5904 +2023-12-30 03:41:23,838 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 3 days, 9:38:56, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5056, loss_cls: 4.5837, loss: 4.5837 +2023-12-30 03:42:24,313 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 3 days, 9:37:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5245, loss_cls: 4.5570, loss: 4.5570 +2023-12-30 03:43:24,022 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 3 days, 9:36:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5073, loss_cls: 4.5817, loss: 4.5817 +2023-12-30 03:43:53,963 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-30 03:45:49,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 03:45:50,494 - pyskl - INFO - +top1_acc 0.1774 +top5_acc 0.4080 +2023-12-30 03:45:50,494 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 03:45:50,534 - pyskl - INFO - +mean_acc 0.1775 +2023-12-30 03:45:50,546 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1774, top5_acc: 0.4080, mean_class_accuracy: 0.1775 +2023-12-30 03:49:14,910 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 3 days, 9:43:40, time: 2.044, data_time: 1.439, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5202, loss_cls: 4.5165, loss: 4.5165 +2023-12-30 03:50:14,908 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 3 days, 9:42:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5164, loss_cls: 4.5441, loss: 4.5441 +2023-12-30 03:51:14,612 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 3 days, 9:41:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5098, loss_cls: 4.6018, loss: 4.6018 +2023-12-30 03:52:14,668 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 3 days, 9:39:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5192, loss_cls: 4.5467, loss: 4.5467 +2023-12-30 03:53:15,186 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 3 days, 9:38:25, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5112, loss_cls: 4.5870, loss: 4.5870 +2023-12-30 03:54:15,222 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 3 days, 9:37:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5142, loss_cls: 4.6033, loss: 4.6033 +2023-12-30 03:55:15,242 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 3 days, 9:35:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5141, loss_cls: 4.5786, loss: 4.5786 +2023-12-30 03:56:15,431 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 3 days, 9:34:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5131, loss_cls: 4.5602, loss: 4.5602 +2023-12-30 03:57:15,189 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 3 days, 9:33:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5194, loss_cls: 4.5422, loss: 4.5422 +2023-12-30 03:58:14,891 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 3 days, 9:31:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5142, loss_cls: 4.5701, loss: 4.5701 +2023-12-30 03:59:14,661 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 3 days, 9:30:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5111, loss_cls: 4.5567, loss: 4.5567 +2023-12-30 04:00:14,906 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 3 days, 9:29:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5045, loss_cls: 4.6120, loss: 4.6120 +2023-12-30 04:01:14,863 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 3 days, 9:27:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5112, loss_cls: 4.5898, loss: 4.5898 +2023-12-30 04:02:14,746 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 3 days, 9:26:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5150, loss_cls: 4.5543, loss: 4.5543 +2023-12-30 04:03:14,690 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 3 days, 9:25:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5159, loss_cls: 4.5863, loss: 4.5863 +2023-12-30 04:04:14,604 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 3 days, 9:23:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5239, loss_cls: 4.5371, loss: 4.5371 +2023-12-30 04:05:14,875 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 3 days, 9:22:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5156, loss_cls: 4.5582, loss: 4.5582 +2023-12-30 04:06:15,767 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 3 days, 9:21:21, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4988, loss_cls: 4.6368, loss: 4.6368 +2023-12-30 04:07:16,170 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 3 days, 9:20:04, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5075, loss_cls: 4.5744, loss: 4.5744 +2023-12-30 04:08:15,997 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 3 days, 9:18:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5081, loss_cls: 4.5933, loss: 4.5933 +2023-12-30 04:09:16,470 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 3 days, 9:17:29, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5192, loss_cls: 4.5775, loss: 4.5775 +2023-12-30 04:10:16,366 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 3 days, 9:16:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5152, loss_cls: 4.5725, loss: 4.5725 +2023-12-30 04:11:16,305 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 3 days, 9:14:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5011, loss_cls: 4.6192, loss: 4.6192 +2023-12-30 04:12:16,446 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 9:13:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5152, loss_cls: 4.5557, loss: 4.5557 +2023-12-30 04:13:16,370 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 9:12:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5111, loss_cls: 4.5978, loss: 4.5978 +2023-12-30 04:14:16,384 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 9:10:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5125, loss_cls: 4.5687, loss: 4.5687 +2023-12-30 04:15:16,065 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 9:09:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5070, loss_cls: 4.6130, loss: 4.6130 +2023-12-30 04:16:16,253 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 9:08:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5062, loss_cls: 4.5909, loss: 4.5909 +2023-12-30 04:17:16,950 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 9:07:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2494, top5_acc: 0.5033, loss_cls: 4.6323, loss: 4.6323 +2023-12-30 04:18:17,101 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 9:05:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5133, loss_cls: 4.5971, loss: 4.5971 +2023-12-30 04:19:17,254 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 9:04:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.5081, loss_cls: 4.6135, loss: 4.6135 +2023-12-30 04:20:17,687 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 9:03:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5120, loss_cls: 4.5829, loss: 4.5829 +2023-12-30 04:21:18,190 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 9:01:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5019, loss_cls: 4.6241, loss: 4.6241 +2023-12-30 04:22:18,297 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 9:00:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5053, loss_cls: 4.5910, loss: 4.5910 +2023-12-30 04:23:20,179 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 8:59:29, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5134, loss_cls: 4.5873, loss: 4.5873 +2023-12-30 04:24:21,206 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 8:58:16, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2505, top5_acc: 0.5052, loss_cls: 4.6002, loss: 4.6002 +2023-12-30 04:25:21,431 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 8:56:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5050, loss_cls: 4.6114, loss: 4.6114 +2023-12-30 04:25:51,818 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-30 04:27:47,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 04:27:48,693 - pyskl - INFO - +top1_acc 0.2088 +top5_acc 0.4418 +2023-12-30 04:27:48,693 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 04:27:48,731 - pyskl - INFO - +mean_acc 0.2085 +2023-12-30 04:27:48,737 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_25.pth was removed +2023-12-30 04:27:49,024 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2023-12-30 04:27:49,025 - pyskl - INFO - Best top1_acc is 0.2088 at 27 epoch. +2023-12-30 04:27:49,036 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.2088, top5_acc: 0.4418, mean_class_accuracy: 0.2085 +2023-12-30 04:31:12,840 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 9:03:53, time: 2.038, data_time: 1.438, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5233, loss_cls: 4.5154, loss: 4.5154 +2023-12-30 04:32:12,993 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 9:02:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5169, loss_cls: 4.5281, loss: 4.5281 +2023-12-30 04:33:13,187 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 9:01:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2509, top5_acc: 0.5072, loss_cls: 4.6118, loss: 4.6118 +2023-12-30 04:34:13,390 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 9:00:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5091, loss_cls: 4.5823, loss: 4.5823 +2023-12-30 04:35:14,437 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 8:58:47, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2558, top5_acc: 0.5050, loss_cls: 4.5951, loss: 4.5951 +2023-12-30 04:36:15,310 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 8:57:32, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2525, top5_acc: 0.5094, loss_cls: 4.5852, loss: 4.5852 +2023-12-30 04:37:15,358 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 8:56:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5102, loss_cls: 4.5954, loss: 4.5954 +2023-12-30 04:38:15,232 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 8:54:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5208, loss_cls: 4.5363, loss: 4.5363 +2023-12-30 04:39:15,288 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 8:53:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5170, loss_cls: 4.5551, loss: 4.5551 +2023-12-30 04:40:15,098 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 8:52:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5158, loss_cls: 4.5494, loss: 4.5494 +2023-12-30 04:41:15,060 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 8:50:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5153, loss_cls: 4.5752, loss: 4.5752 +2023-12-30 04:42:14,832 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 8:49:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5039, loss_cls: 4.5914, loss: 4.5914 +2023-12-30 04:43:15,267 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 8:48:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5095, loss_cls: 4.5880, loss: 4.5880 +2023-12-30 04:44:15,449 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 8:47:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2570, top5_acc: 0.5044, loss_cls: 4.6102, loss: 4.6102 +2023-12-30 04:45:15,350 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 8:45:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5056, loss_cls: 4.6022, loss: 4.6022 +2023-12-30 04:46:15,244 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 8:44:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2552, top5_acc: 0.4972, loss_cls: 4.6392, loss: 4.6392 +2023-12-30 04:47:15,563 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 8:43:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5044, loss_cls: 4.5931, loss: 4.5931 +2023-12-30 04:48:16,519 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 8:41:59, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5170, loss_cls: 4.5722, loss: 4.5722 +2023-12-30 04:49:16,804 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 8:40:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5162, loss_cls: 4.5371, loss: 4.5371 +2023-12-30 04:50:16,753 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 8:39:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5100, loss_cls: 4.5965, loss: 4.5965 +2023-12-30 04:51:16,616 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 8:38:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5122, loss_cls: 4.5911, loss: 4.5911 +2023-12-30 04:52:16,467 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 8:36:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2520, top5_acc: 0.5083, loss_cls: 4.6409, loss: 4.6409 +2023-12-30 04:53:16,572 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 8:35:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5064, loss_cls: 4.5982, loss: 4.5982 +2023-12-30 04:54:16,385 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 8:34:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5086, loss_cls: 4.5689, loss: 4.5689 +2023-12-30 04:55:16,109 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 8:32:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5083, loss_cls: 4.5886, loss: 4.5886 +2023-12-30 04:56:16,005 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 8:31:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5109, loss_cls: 4.5856, loss: 4.5856 +2023-12-30 04:57:16,131 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 8:30:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5106, loss_cls: 4.5658, loss: 4.5658 +2023-12-30 04:58:15,895 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 8:28:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5028, loss_cls: 4.6204, loss: 4.6204 +2023-12-30 04:59:15,697 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 8:27:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5062, loss_cls: 4.6047, loss: 4.6047 +2023-12-30 05:00:15,984 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 8:26:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5273, loss_cls: 4.5376, loss: 4.5376 +2023-12-30 05:01:15,865 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 8:25:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5216, loss_cls: 4.5763, loss: 4.5763 +2023-12-30 05:02:15,630 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 8:23:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5177, loss_cls: 4.5569, loss: 4.5569 +2023-12-30 05:03:15,660 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 8:22:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5112, loss_cls: 4.6104, loss: 4.6104 +2023-12-30 05:04:16,437 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 8:21:15, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5175, loss_cls: 4.5584, loss: 4.5584 +2023-12-30 05:05:18,135 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 8:20:05, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5214, loss_cls: 4.5283, loss: 4.5283 +2023-12-30 05:06:18,778 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 8:18:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5166, loss_cls: 4.5761, loss: 4.5761 +2023-12-30 05:07:19,189 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 8:17:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5078, loss_cls: 4.5915, loss: 4.5915 +2023-12-30 05:07:49,149 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-30 05:09:45,814 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:09:46,620 - pyskl - INFO - +top1_acc 0.2073 +top5_acc 0.4363 +2023-12-30 05:09:46,620 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 05:09:46,654 - pyskl - INFO - +mean_acc 0.2072 +2023-12-30 05:09:46,663 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.2073, top5_acc: 0.4363, mean_class_accuracy: 0.2072 +2023-12-30 05:13:08,415 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 8:23:58, time: 2.017, data_time: 1.420, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5261, loss_cls: 4.5314, loss: 4.5314 +2023-12-30 05:14:08,505 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 8:22:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5220, loss_cls: 4.5242, loss: 4.5242 +2023-12-30 05:15:07,930 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 8:21:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5247, loss_cls: 4.5148, loss: 4.5148 +2023-12-30 05:16:08,042 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 8:20:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5109, loss_cls: 4.5743, loss: 4.5743 +2023-12-30 05:17:08,501 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 8:18:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2556, top5_acc: 0.5086, loss_cls: 4.5955, loss: 4.5955 +2023-12-30 05:18:09,149 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 8:17:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5188, loss_cls: 4.5449, loss: 4.5449 +2023-12-30 05:19:09,061 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 8:16:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5158, loss_cls: 4.5481, loss: 4.5481 +2023-12-30 05:20:09,126 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 8:14:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5112, loss_cls: 4.5644, loss: 4.5644 +2023-12-30 05:21:09,245 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 8:13:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2625, top5_acc: 0.5119, loss_cls: 4.5570, loss: 4.5570 +2023-12-30 05:22:09,109 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 8:12:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2548, top5_acc: 0.5172, loss_cls: 4.5885, loss: 4.5885 +2023-12-30 05:23:09,660 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 8:11:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5222, loss_cls: 4.5551, loss: 4.5551 +2023-12-30 05:24:10,333 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 8:09:51, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5142, loss_cls: 4.5799, loss: 4.5799 +2023-12-30 05:25:10,674 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 8:08:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5078, loss_cls: 4.6020, loss: 4.6020 +2023-12-30 05:26:11,085 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 8:07:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5239, loss_cls: 4.5621, loss: 4.5621 +2023-12-30 05:27:10,936 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 8:06:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5133, loss_cls: 4.5677, loss: 4.5677 +2023-12-30 05:28:10,901 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 8:04:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5161, loss_cls: 4.5683, loss: 4.5683 +2023-12-30 05:29:11,586 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 8:03:29, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5192, loss_cls: 4.5713, loss: 4.5713 +2023-12-30 05:30:12,153 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 8:02:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5131, loss_cls: 4.5690, loss: 4.5690 +2023-12-30 05:31:12,232 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 8:00:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5164, loss_cls: 4.5383, loss: 4.5383 +2023-12-30 05:32:12,743 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 7:59:42, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5117, loss_cls: 4.5652, loss: 4.5652 +2023-12-30 05:33:13,598 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 7:58:29, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5022, loss_cls: 4.5900, loss: 4.5900 +2023-12-30 05:34:13,961 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 7:57:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5136, loss_cls: 4.5890, loss: 4.5890 +2023-12-30 05:35:14,314 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 7:55:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5195, loss_cls: 4.5704, loss: 4.5704 +2023-12-30 05:36:15,445 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 7:54:45, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5169, loss_cls: 4.5710, loss: 4.5710 +2023-12-30 05:37:16,528 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 7:53:32, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2553, top5_acc: 0.5130, loss_cls: 4.5902, loss: 4.5902 +2023-12-30 05:38:16,764 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 7:52:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5089, loss_cls: 4.5804, loss: 4.5804 +2023-12-30 05:39:17,825 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 7:51:03, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5009, loss_cls: 4.6103, loss: 4.6103 +2023-12-30 05:40:18,338 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 7:49:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5167, loss_cls: 4.5367, loss: 4.5367 +2023-12-30 05:41:18,895 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 7:48:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5117, loss_cls: 4.6044, loss: 4.6044 +2023-12-30 05:42:19,476 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 7:47:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5092, loss_cls: 4.5813, loss: 4.5813 +2023-12-30 05:43:19,076 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 7:46:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5112, loss_cls: 4.6115, loss: 4.6115 +2023-12-30 05:44:18,893 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 7:44:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5188, loss_cls: 4.5674, loss: 4.5674 +2023-12-30 05:45:19,133 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 7:43:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5234, loss_cls: 4.5228, loss: 4.5228 +2023-12-30 05:46:19,606 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 7:42:12, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5075, loss_cls: 4.5992, loss: 4.5992 +2023-12-30 05:47:21,330 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 7:41:02, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5189, loss_cls: 4.5653, loss: 4.5653 +2023-12-30 05:48:21,484 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 7:39:46, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.2556, top5_acc: 0.4980, loss_cls: 4.6522, loss: 4.6522 +2023-12-30 05:49:21,994 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 7:38:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5155, loss_cls: 4.5467, loss: 4.5467 +2023-12-30 05:49:52,455 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-30 05:51:49,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 05:51:49,930 - pyskl - INFO - +top1_acc 0.1759 +top5_acc 0.3958 +2023-12-30 05:51:49,930 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 05:51:49,964 - pyskl - INFO - +mean_acc 0.1758 +2023-12-30 05:51:49,973 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.1759, top5_acc: 0.3958, mean_class_accuracy: 0.1758 +2023-12-30 05:55:21,467 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 7:45:15, time: 2.115, data_time: 1.516, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5192, loss_cls: 4.5384, loss: 4.5384 +2023-12-30 05:56:21,398 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 7:43:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5086, loss_cls: 4.5634, loss: 4.5634 +2023-12-30 05:57:21,267 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 7:42:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5266, loss_cls: 4.5310, loss: 4.5310 +2023-12-30 05:58:20,894 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 7:41:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5175, loss_cls: 4.5574, loss: 4.5574 +2023-12-30 05:59:21,634 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 7:40:07, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5216, loss_cls: 4.5347, loss: 4.5347 +2023-12-30 06:00:22,458 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 7:38:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5131, loss_cls: 4.5729, loss: 4.5729 +2023-12-30 06:01:22,361 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 7:37:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5136, loss_cls: 4.5790, loss: 4.5790 +2023-12-30 06:02:22,391 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 7:36:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5216, loss_cls: 4.5644, loss: 4.5644 +2023-12-30 06:03:22,770 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 7:35:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5142, loss_cls: 4.5854, loss: 4.5854 +2023-12-30 06:04:22,516 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 7:33:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2595, top5_acc: 0.5164, loss_cls: 4.5885, loss: 4.5885 +2023-12-30 06:05:22,376 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 7:32:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5195, loss_cls: 4.5508, loss: 4.5508 +2023-12-30 06:06:23,329 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 7:31:14, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5072, loss_cls: 4.5891, loss: 4.5891 +2023-12-30 06:07:24,184 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 7:30:01, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5084, loss_cls: 4.5571, loss: 4.5571 +2023-12-30 06:08:25,094 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 7:28:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5094, loss_cls: 4.5736, loss: 4.5736 +2023-12-30 06:09:24,842 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 7:27:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5012, loss_cls: 4.5944, loss: 4.5944 +2023-12-30 06:10:25,072 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 7:26:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5258, loss_cls: 4.5304, loss: 4.5304 +2023-12-30 06:11:25,179 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 7:24:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5183, loss_cls: 4.5587, loss: 4.5587 +2023-12-30 06:12:25,178 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 7:23:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5148, loss_cls: 4.5674, loss: 4.5674 +2023-12-30 06:13:25,392 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 7:22:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5103, loss_cls: 4.5835, loss: 4.5835 +2023-12-30 06:14:25,203 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 7:21:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5059, loss_cls: 4.5850, loss: 4.5850 +2023-12-30 06:15:25,331 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 7:19:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5150, loss_cls: 4.5837, loss: 4.5837 +2023-12-30 06:16:25,100 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 7:18:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5123, loss_cls: 4.5698, loss: 4.5698 +2023-12-30 06:17:25,012 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 7:17:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5186, loss_cls: 4.5526, loss: 4.5526 +2023-12-30 06:18:25,259 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 7:16:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2503, top5_acc: 0.4988, loss_cls: 4.6158, loss: 4.6158 +2023-12-30 06:19:25,459 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 7:14:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5238, loss_cls: 4.5578, loss: 4.5578 +2023-12-30 06:20:25,421 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 7:13:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5089, loss_cls: 4.6205, loss: 4.6205 +2023-12-30 06:21:25,192 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 7:12:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5148, loss_cls: 4.5519, loss: 4.5519 +2023-12-30 06:22:24,839 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 7:10:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5183, loss_cls: 4.5746, loss: 4.5746 +2023-12-30 06:23:24,729 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 7:09:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2573, top5_acc: 0.5173, loss_cls: 4.5798, loss: 4.5798 +2023-12-30 06:24:24,826 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 7:08:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5092, loss_cls: 4.6132, loss: 4.6132 +2023-12-30 06:25:25,435 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 7:07:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5083, loss_cls: 4.5951, loss: 4.5951 +2023-12-30 06:26:26,679 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 7:05:53, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5217, loss_cls: 4.5408, loss: 4.5408 +2023-12-30 06:27:28,310 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 7:04:43, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5164, loss_cls: 4.5818, loss: 4.5818 +2023-12-30 06:28:30,153 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 7:03:34, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5147, loss_cls: 4.5730, loss: 4.5730 +2023-12-30 06:29:31,005 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 7:02:21, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5141, loss_cls: 4.5472, loss: 4.5472 +2023-12-30 06:30:30,982 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 7:01:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5206, loss_cls: 4.5469, loss: 4.5469 +2023-12-30 06:31:31,443 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 6:59:51, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5130, loss_cls: 4.6254, loss: 4.6254 +2023-12-30 06:32:01,587 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-30 06:33:56,504 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 06:33:57,553 - pyskl - INFO - +top1_acc 0.1801 +top5_acc 0.3975 +2023-12-30 06:33:57,554 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 06:33:57,592 - pyskl - INFO - +mean_acc 0.1799 +2023-12-30 06:33:57,608 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.1801, top5_acc: 0.3975, mean_class_accuracy: 0.1799 +2023-12-30 06:37:20,846 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 7:05:41, time: 2.032, data_time: 1.434, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5281, loss_cls: 4.5033, loss: 4.5033 +2023-12-30 06:38:20,675 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 7:04:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5311, loss_cls: 4.4766, loss: 4.4766 +2023-12-30 06:39:20,502 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 7:03:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5170, loss_cls: 4.5700, loss: 4.5700 +2023-12-30 06:40:20,591 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 7:01:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5186, loss_cls: 4.5507, loss: 4.5507 +2023-12-30 06:41:21,275 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 7:00:36, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2531, top5_acc: 0.5089, loss_cls: 4.5769, loss: 4.5769 +2023-12-30 06:42:21,950 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 6:59:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5247, loss_cls: 4.4812, loss: 4.4812 +2023-12-30 06:43:21,689 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 6:58:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2606, top5_acc: 0.5223, loss_cls: 4.5415, loss: 4.5415 +2023-12-30 06:44:21,561 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 6:56:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5175, loss_cls: 4.5323, loss: 4.5323 +2023-12-30 06:45:21,692 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 6:55:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5081, loss_cls: 4.5985, loss: 4.5985 +2023-12-30 06:46:21,568 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 6:54:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5220, loss_cls: 4.5461, loss: 4.5461 +2023-12-30 06:47:21,381 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 6:52:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2575, top5_acc: 0.5067, loss_cls: 4.5901, loss: 4.5901 +2023-12-30 06:48:21,159 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 6:51:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5097, loss_cls: 4.6015, loss: 4.6015 +2023-12-30 06:49:20,906 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 6:50:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5273, loss_cls: 4.5148, loss: 4.5148 +2023-12-30 06:50:20,607 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 6:49:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2566, top5_acc: 0.5084, loss_cls: 4.6189, loss: 4.6189 +2023-12-30 06:51:20,135 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 6:47:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5238, loss_cls: 4.5286, loss: 4.5286 +2023-12-30 06:52:19,676 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 6:46:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2581, top5_acc: 0.5017, loss_cls: 4.6062, loss: 4.6062 +2023-12-30 06:53:19,301 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 6:45:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5125, loss_cls: 4.5731, loss: 4.5731 +2023-12-30 06:54:19,057 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 6:43:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5177, loss_cls: 4.5517, loss: 4.5517 +2023-12-30 06:55:19,155 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 6:42:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5098, loss_cls: 4.5971, loss: 4.5971 +2023-12-30 06:56:18,977 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 6:41:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5214, loss_cls: 4.5454, loss: 4.5454 +2023-12-30 06:57:19,022 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 6:40:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5136, loss_cls: 4.5705, loss: 4.5705 +2023-12-30 06:58:19,889 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 6:38:52, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2495, top5_acc: 0.5006, loss_cls: 4.6397, loss: 4.6397 +2023-12-30 06:59:20,812 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 6:37:39, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5191, loss_cls: 4.5591, loss: 4.5591 +2023-12-30 07:00:21,073 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 6:36:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5222, loss_cls: 4.5713, loss: 4.5713 +2023-12-30 07:01:21,871 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 6:35:11, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2611, top5_acc: 0.5092, loss_cls: 4.5720, loss: 4.5720 +2023-12-30 07:02:21,593 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 6:33:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5198, loss_cls: 4.5521, loss: 4.5521 +2023-12-30 07:03:21,584 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 6:32:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5225, loss_cls: 4.5086, loss: 4.5086 +2023-12-30 07:04:21,709 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 6:31:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5169, loss_cls: 4.5776, loss: 4.5776 +2023-12-30 07:05:21,895 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 6:30:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5117, loss_cls: 4.5666, loss: 4.5666 +2023-12-30 07:06:21,698 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 6:28:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5122, loss_cls: 4.5747, loss: 4.5747 +2023-12-30 07:07:21,570 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 6:27:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5144, loss_cls: 4.5760, loss: 4.5760 +2023-12-30 07:08:21,944 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 6:26:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2636, top5_acc: 0.5102, loss_cls: 4.5926, loss: 4.5926 +2023-12-30 07:09:22,151 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 6:25:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5052, loss_cls: 4.6084, loss: 4.6084 +2023-12-30 07:10:23,691 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 6:23:54, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2564, top5_acc: 0.5034, loss_cls: 4.5975, loss: 4.5975 +2023-12-30 07:11:24,537 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 6:22:42, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5166, loss_cls: 4.5586, loss: 4.5586 +2023-12-30 07:12:24,408 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 6:21:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2622, top5_acc: 0.5216, loss_cls: 4.5256, loss: 4.5256 +2023-12-30 07:13:25,295 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 6:20:13, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5134, loss_cls: 4.5640, loss: 4.5640 +2023-12-30 07:13:55,146 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-30 07:15:49,811 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:15:50,880 - pyskl - INFO - +top1_acc 0.1697 +top5_acc 0.3970 +2023-12-30 07:15:50,881 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 07:15:50,934 - pyskl - INFO - +mean_acc 0.1696 +2023-12-30 07:15:50,948 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.1697, top5_acc: 0.3970, mean_class_accuracy: 0.1696 +2023-12-30 07:19:16,033 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 6:25:53, time: 2.051, data_time: 1.454, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5222, loss_cls: 4.5150, loss: 4.5150 +2023-12-30 07:20:16,015 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 6:24:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5209, loss_cls: 4.5243, loss: 4.5243 +2023-12-30 07:21:15,856 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 6:23:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5170, loss_cls: 4.5827, loss: 4.5827 +2023-12-30 07:22:15,529 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 6:22:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5220, loss_cls: 4.5100, loss: 4.5100 +2023-12-30 07:23:15,707 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 6:20:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5156, loss_cls: 4.5353, loss: 4.5353 +2023-12-30 07:24:16,473 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 6:19:34, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5180, loss_cls: 4.5736, loss: 4.5736 +2023-12-30 07:25:16,417 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 6:18:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5144, loss_cls: 4.5541, loss: 4.5541 +2023-12-30 07:26:16,386 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 6:17:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2605, top5_acc: 0.5064, loss_cls: 4.5990, loss: 4.5990 +2023-12-30 07:27:16,714 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 6:15:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5248, loss_cls: 4.5319, loss: 4.5319 +2023-12-30 07:28:16,485 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 6:14:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5031, loss_cls: 4.5866, loss: 4.5866 +2023-12-30 07:29:16,079 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 6:13:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5117, loss_cls: 4.5573, loss: 4.5573 +2023-12-30 07:30:15,631 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 6:11:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5145, loss_cls: 4.5649, loss: 4.5649 +2023-12-30 07:31:15,434 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 6:10:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5267, loss_cls: 4.5395, loss: 4.5395 +2023-12-30 07:32:15,656 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 6:09:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5153, loss_cls: 4.5422, loss: 4.5422 +2023-12-30 07:33:15,476 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 6:08:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5197, loss_cls: 4.5529, loss: 4.5529 +2023-12-30 07:34:15,609 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 6:06:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2536, top5_acc: 0.5152, loss_cls: 4.5686, loss: 4.5686 +2023-12-30 07:35:16,011 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 6:05:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5247, loss_cls: 4.5083, loss: 4.5083 +2023-12-30 07:36:15,887 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 6:04:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2586, top5_acc: 0.5091, loss_cls: 4.6209, loss: 4.6209 +2023-12-30 07:37:15,782 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 6:03:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5111, loss_cls: 4.5891, loss: 4.5891 +2023-12-30 07:38:15,979 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 6:01:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5144, loss_cls: 4.5881, loss: 4.5881 +2023-12-30 07:39:15,719 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 6:00:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5148, loss_cls: 4.5557, loss: 4.5557 +2023-12-30 07:40:16,072 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 5:59:18, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5134, loss_cls: 4.5836, loss: 4.5836 +2023-12-30 07:41:16,464 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 5:58:04, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5367, loss_cls: 4.4849, loss: 4.4849 +2023-12-30 07:42:16,282 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 5:56:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5220, loss_cls: 4.5310, loss: 4.5310 +2023-12-30 07:43:16,000 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 5:55:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5152, loss_cls: 4.5765, loss: 4.5765 +2023-12-30 07:44:16,092 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 5:54:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5223, loss_cls: 4.5377, loss: 4.5377 +2023-12-30 07:45:15,908 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 5:53:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5102, loss_cls: 4.5731, loss: 4.5731 +2023-12-30 07:46:15,469 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 5:51:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2652, top5_acc: 0.5255, loss_cls: 4.5551, loss: 4.5551 +2023-12-30 07:47:15,546 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 5:50:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5116, loss_cls: 4.5778, loss: 4.5778 +2023-12-30 07:48:15,237 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 5:49:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5291, loss_cls: 4.5157, loss: 4.5157 +2023-12-30 07:49:15,048 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 5:47:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5125, loss_cls: 4.5827, loss: 4.5827 +2023-12-30 07:50:15,189 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 5:46:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5106, loss_cls: 4.5297, loss: 4.5297 +2023-12-30 07:51:15,937 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 5:45:27, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2517, top5_acc: 0.5066, loss_cls: 4.6034, loss: 4.6034 +2023-12-30 07:52:17,165 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 5:44:17, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5200, loss_cls: 4.5700, loss: 4.5700 +2023-12-30 07:53:18,163 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 5:43:05, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2527, top5_acc: 0.5081, loss_cls: 4.6063, loss: 4.6063 +2023-12-30 07:54:18,560 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 5:41:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5227, loss_cls: 4.5527, loss: 4.5527 +2023-12-30 07:55:19,224 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 5:40:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5262, loss_cls: 4.5070, loss: 4.5070 +2023-12-30 07:55:48,800 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-30 07:57:43,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 07:57:44,537 - pyskl - INFO - +top1_acc 0.2014 +top5_acc 0.4453 +2023-12-30 07:57:44,537 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 07:57:44,576 - pyskl - INFO - +mean_acc 0.2010 +2023-12-30 07:57:44,586 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.2014, top5_acc: 0.4453, mean_class_accuracy: 0.2010 +2023-12-30 08:01:15,525 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 5:46:23, time: 2.109, data_time: 1.506, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5245, loss_cls: 4.5437, loss: 4.5437 +2023-12-30 08:02:15,508 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 5:45:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5255, loss_cls: 4.5243, loss: 4.5243 +2023-12-30 08:03:15,316 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 5:43:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5120, loss_cls: 4.5623, loss: 4.5623 +2023-12-30 08:04:15,188 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 5:42:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5120, loss_cls: 4.5930, loss: 4.5930 +2023-12-30 08:05:15,246 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 5:41:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5197, loss_cls: 4.5395, loss: 4.5395 +2023-12-30 08:06:16,005 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 5:40:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5212, loss_cls: 4.5165, loss: 4.5165 +2023-12-30 08:07:16,614 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 5:38:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5259, loss_cls: 4.5207, loss: 4.5207 +2023-12-30 08:08:16,343 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 5:37:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5162, loss_cls: 4.5727, loss: 4.5727 +2023-12-30 08:09:16,425 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 5:36:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5105, loss_cls: 4.5614, loss: 4.5614 +2023-12-30 08:10:16,028 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 5:35:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5272, loss_cls: 4.5230, loss: 4.5230 +2023-12-30 08:11:15,713 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 5:33:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5252, loss_cls: 4.5418, loss: 4.5418 +2023-12-30 08:12:15,641 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 5:32:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2631, top5_acc: 0.5152, loss_cls: 4.5582, loss: 4.5582 +2023-12-30 08:13:15,658 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 5:31:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5192, loss_cls: 4.5477, loss: 4.5477 +2023-12-30 08:14:15,604 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 5:30:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5138, loss_cls: 4.5726, loss: 4.5726 +2023-12-30 08:15:15,437 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 5:28:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5123, loss_cls: 4.5746, loss: 4.5746 +2023-12-30 08:16:16,116 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 5:27:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5258, loss_cls: 4.5339, loss: 4.5339 +2023-12-30 08:17:16,243 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 5:26:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5216, loss_cls: 4.5335, loss: 4.5335 +2023-12-30 08:18:16,067 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 5:25:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5180, loss_cls: 4.5459, loss: 4.5459 +2023-12-30 08:19:16,218 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 5:23:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5069, loss_cls: 4.5875, loss: 4.5875 +2023-12-30 08:20:16,144 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 5:22:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5225, loss_cls: 4.5357, loss: 4.5357 +2023-12-30 08:21:16,234 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 5:21:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5147, loss_cls: 4.5661, loss: 4.5661 +2023-12-30 08:22:16,340 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 5:20:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5169, loss_cls: 4.5491, loss: 4.5491 +2023-12-30 08:23:16,001 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 5:18:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5238, loss_cls: 4.5543, loss: 4.5543 +2023-12-30 08:24:15,784 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 5:17:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5253, loss_cls: 4.5225, loss: 4.5225 +2023-12-30 08:25:15,679 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 5:16:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5150, loss_cls: 4.5531, loss: 4.5531 +2023-12-30 08:26:15,544 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 5:14:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5217, loss_cls: 4.5323, loss: 4.5323 +2023-12-30 08:27:15,436 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 5:13:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5222, loss_cls: 4.5066, loss: 4.5066 +2023-12-30 08:28:15,199 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 5:12:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5147, loss_cls: 4.5727, loss: 4.5727 +2023-12-30 08:29:14,961 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 5:11:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5278, loss_cls: 4.5018, loss: 4.5018 +2023-12-30 08:30:15,174 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 5:09:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5145, loss_cls: 4.5927, loss: 4.5927 +2023-12-30 08:31:15,390 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 5:08:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5239, loss_cls: 4.5267, loss: 4.5267 +2023-12-30 08:32:15,484 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 5:07:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5102, loss_cls: 4.5759, loss: 4.5759 +2023-12-30 08:33:16,209 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 5:06:15, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2587, top5_acc: 0.5080, loss_cls: 4.5958, loss: 4.5958 +2023-12-30 08:34:17,121 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 5:05:04, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2559, top5_acc: 0.5175, loss_cls: 4.5617, loss: 4.5617 +2023-12-30 08:35:17,201 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 5:03:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5173, loss_cls: 4.5682, loss: 4.5682 +2023-12-30 08:36:17,609 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 5:02:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5195, loss_cls: 4.5350, loss: 4.5350 +2023-12-30 08:37:18,307 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 5:01:23, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5112, loss_cls: 4.5829, loss: 4.5829 +2023-12-30 08:37:48,455 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-30 08:39:44,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 08:39:45,280 - pyskl - INFO - +top1_acc 0.1967 +top5_acc 0.4218 +2023-12-30 08:39:45,280 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 08:39:45,312 - pyskl - INFO - +mean_acc 0.1964 +2023-12-30 08:39:45,321 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.1967, top5_acc: 0.4218, mean_class_accuracy: 0.1964 +2023-12-30 08:43:02,118 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 5:06:01, time: 1.968, data_time: 1.372, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5320, loss_cls: 4.4909, loss: 4.4909 +2023-12-30 08:44:02,038 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 5:04:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5255, loss_cls: 4.5212, loss: 4.5212 +2023-12-30 08:45:01,730 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 5:03:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5205, loss_cls: 4.5424, loss: 4.5424 +2023-12-30 08:46:01,329 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 5:02:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5188, loss_cls: 4.5214, loss: 4.5214 +2023-12-30 08:47:01,141 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 5:00:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5102, loss_cls: 4.5792, loss: 4.5792 +2023-12-30 08:48:01,794 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 4:59:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2634, top5_acc: 0.5233, loss_cls: 4.5209, loss: 4.5209 +2023-12-30 08:49:02,434 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 4:58:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5173, loss_cls: 4.5434, loss: 4.5434 +2023-12-30 08:50:02,041 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 4:57:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5352, loss_cls: 4.5078, loss: 4.5078 +2023-12-30 08:51:01,998 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 4:55:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5231, loss_cls: 4.5007, loss: 4.5007 +2023-12-30 08:52:01,840 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 4:54:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5223, loss_cls: 4.5072, loss: 4.5072 +2023-12-30 08:53:01,802 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 4:53:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5169, loss_cls: 4.5705, loss: 4.5705 +2023-12-30 08:54:02,096 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 4:52:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5247, loss_cls: 4.5387, loss: 4.5387 +2023-12-30 08:55:02,630 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 4:51:02, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5170, loss_cls: 4.5329, loss: 4.5329 +2023-12-30 08:56:02,662 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 4:49:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5194, loss_cls: 4.5488, loss: 4.5488 +2023-12-30 08:57:02,502 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 4:48:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5172, loss_cls: 4.5499, loss: 4.5499 +2023-12-30 08:58:02,953 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 4:47:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2653, top5_acc: 0.5192, loss_cls: 4.5514, loss: 4.5514 +2023-12-30 08:59:02,829 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 4:46:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5133, loss_cls: 4.5736, loss: 4.5736 +2023-12-30 09:00:03,191 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 4:44:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5123, loss_cls: 4.5561, loss: 4.5561 +2023-12-30 09:01:03,117 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 4:43:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5167, loss_cls: 4.5618, loss: 4.5618 +2023-12-30 09:02:03,024 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 4:42:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5184, loss_cls: 4.5490, loss: 4.5490 +2023-12-30 09:03:03,116 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 4:41:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5289, loss_cls: 4.4917, loss: 4.4917 +2023-12-30 09:04:04,145 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 4:39:54, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2628, top5_acc: 0.5227, loss_cls: 4.5420, loss: 4.5420 +2023-12-30 09:05:04,495 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 4:38:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2630, top5_acc: 0.5170, loss_cls: 4.5785, loss: 4.5785 +2023-12-30 09:06:04,231 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 4:37:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5166, loss_cls: 4.5388, loss: 4.5388 +2023-12-30 09:07:04,022 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 4:36:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5247, loss_cls: 4.5225, loss: 4.5225 +2023-12-30 09:08:03,800 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 4:34:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5175, loss_cls: 4.5566, loss: 4.5566 +2023-12-30 09:09:03,681 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 4:33:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5138, loss_cls: 4.5509, loss: 4.5509 +2023-12-30 09:10:03,686 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 4:32:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5098, loss_cls: 4.5921, loss: 4.5921 +2023-12-30 09:11:04,091 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 4:31:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5158, loss_cls: 4.5418, loss: 4.5418 +2023-12-30 09:12:05,313 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 4:30:01, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2597, top5_acc: 0.5120, loss_cls: 4.5836, loss: 4.5836 +2023-12-30 09:13:06,427 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 4:28:51, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5059, loss_cls: 4.5991, loss: 4.5991 +2023-12-30 09:14:06,500 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 4:27:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2594, top5_acc: 0.5155, loss_cls: 4.5764, loss: 4.5764 +2023-12-30 09:15:07,402 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 4:26:25, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5122, loss_cls: 4.5730, loss: 4.5730 +2023-12-30 09:16:08,705 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 4:25:15, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5289, loss_cls: 4.5105, loss: 4.5105 +2023-12-30 09:17:08,915 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 4:24:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2608, top5_acc: 0.5125, loss_cls: 4.5508, loss: 4.5508 +2023-12-30 09:18:09,378 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 4:22:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5123, loss_cls: 4.5994, loss: 4.5994 +2023-12-30 09:19:09,679 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 4:21:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5177, loss_cls: 4.5393, loss: 4.5393 +2023-12-30 09:19:40,104 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-30 09:21:34,470 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 09:21:35,535 - pyskl - INFO - +top1_acc 0.1839 +top5_acc 0.4113 +2023-12-30 09:21:35,535 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 09:21:35,576 - pyskl - INFO - +mean_acc 0.1837 +2023-12-30 09:21:35,585 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.1839, top5_acc: 0.4113, mean_class_accuracy: 0.1837 +2023-12-30 09:25:01,794 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 4:26:31, time: 2.062, data_time: 1.466, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5303, loss_cls: 4.4931, loss: 4.4931 +2023-12-30 09:26:01,731 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 4:25:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5284, loss_cls: 4.4855, loss: 4.4855 +2023-12-30 09:27:01,668 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 4:24:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5205, loss_cls: 4.5353, loss: 4.5353 +2023-12-30 09:28:01,750 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 4:22:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5272, loss_cls: 4.5081, loss: 4.5081 +2023-12-30 09:29:01,316 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 4:21:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2612, top5_acc: 0.5150, loss_cls: 4.5585, loss: 4.5585 +2023-12-30 09:30:01,645 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 4:20:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5123, loss_cls: 4.5546, loss: 4.5546 +2023-12-30 09:31:02,420 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 4:19:05, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5206, loss_cls: 4.5732, loss: 4.5732 +2023-12-30 09:32:02,935 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 4:17:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5156, loss_cls: 4.5631, loss: 4.5631 +2023-12-30 09:33:03,205 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 4:16:38, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5211, loss_cls: 4.5155, loss: 4.5155 +2023-12-30 09:34:03,461 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 4:15:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5178, loss_cls: 4.5254, loss: 4.5254 +2023-12-30 09:35:03,121 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 4:14:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5162, loss_cls: 4.5330, loss: 4.5330 +2023-12-30 09:36:02,987 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 4:12:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2644, top5_acc: 0.5212, loss_cls: 4.5434, loss: 4.5434 +2023-12-30 09:37:03,057 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 4:11:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5162, loss_cls: 4.5445, loss: 4.5445 +2023-12-30 09:38:02,863 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 4:10:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5158, loss_cls: 4.5558, loss: 4.5558 +2023-12-30 09:39:02,729 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 4:09:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5250, loss_cls: 4.5442, loss: 4.5442 +2023-12-30 09:40:02,326 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 4:07:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5245, loss_cls: 4.5301, loss: 4.5301 +2023-12-30 09:41:02,349 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 4:06:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5227, loss_cls: 4.5363, loss: 4.5363 +2023-12-30 09:42:01,897 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 4:05:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5217, loss_cls: 4.5406, loss: 4.5406 +2023-12-30 09:43:01,831 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 4:04:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2677, top5_acc: 0.5167, loss_cls: 4.5520, loss: 4.5520 +2023-12-30 09:44:01,503 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 4:02:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5202, loss_cls: 4.5410, loss: 4.5410 +2023-12-30 09:45:01,462 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 4:01:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5180, loss_cls: 4.5621, loss: 4.5621 +2023-12-30 09:46:01,304 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 4:00:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2561, top5_acc: 0.5130, loss_cls: 4.5767, loss: 4.5767 +2023-12-30 09:47:02,090 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 3:59:13, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5283, loss_cls: 4.5396, loss: 4.5396 +2023-12-30 09:48:02,756 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 3:58:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5214, loss_cls: 4.5236, loss: 4.5236 +2023-12-30 09:49:02,757 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 3:56:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5219, loss_cls: 4.5412, loss: 4.5412 +2023-12-30 09:50:02,662 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 3:55:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5106, loss_cls: 4.5491, loss: 4.5491 +2023-12-30 09:51:02,432 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 3:54:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5112, loss_cls: 4.5633, loss: 4.5633 +2023-12-30 09:52:02,899 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 3:53:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5183, loss_cls: 4.5432, loss: 4.5432 +2023-12-30 09:53:03,501 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 3:51:52, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5122, loss_cls: 4.5713, loss: 4.5713 +2023-12-30 09:54:03,327 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 3:50:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5208, loss_cls: 4.5632, loss: 4.5632 +2023-12-30 09:55:03,486 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 3:49:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5231, loss_cls: 4.5442, loss: 4.5442 +2023-12-30 09:56:03,524 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 3:48:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5098, loss_cls: 4.5940, loss: 4.5940 +2023-12-30 09:57:04,145 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 3:46:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5214, loss_cls: 4.5519, loss: 4.5519 +2023-12-30 09:58:04,784 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 3:45:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5233, loss_cls: 4.5036, loss: 4.5036 +2023-12-30 09:59:05,105 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 3:44:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5173, loss_cls: 4.5504, loss: 4.5504 +2023-12-30 10:00:05,459 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 3:43:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5156, loss_cls: 4.5584, loss: 4.5584 +2023-12-30 10:01:06,505 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 3:42:10, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5212, loss_cls: 4.5222, loss: 4.5222 +2023-12-30 10:01:36,324 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-30 10:03:34,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:03:35,224 - pyskl - INFO - +top1_acc 0.1919 +top5_acc 0.4180 +2023-12-30 10:03:35,224 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 10:03:35,265 - pyskl - INFO - +mean_acc 0.1917 +2023-12-30 10:03:35,274 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.1919, top5_acc: 0.4180, mean_class_accuracy: 0.1917 +2023-12-30 10:06:57,273 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 3:46:37, time: 2.020, data_time: 1.422, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5169, loss_cls: 4.5223, loss: 4.5223 +2023-12-30 10:07:56,789 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 3:45:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5331, loss_cls: 4.4813, loss: 4.4813 +2023-12-30 10:08:56,406 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 3:44:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5259, loss_cls: 4.4867, loss: 4.4867 +2023-12-30 10:09:56,297 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 3:42:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5311, loss_cls: 4.4815, loss: 4.4815 +2023-12-30 10:10:56,680 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 3:41:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5198, loss_cls: 4.5480, loss: 4.5480 +2023-12-30 10:11:57,096 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 3:40:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5320, loss_cls: 4.4651, loss: 4.4651 +2023-12-30 10:12:58,183 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 3:39:15, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5223, loss_cls: 4.5211, loss: 4.5211 +2023-12-30 10:13:58,506 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 3:38:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5200, loss_cls: 4.5248, loss: 4.5248 +2023-12-30 10:14:58,516 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 3:36:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2680, top5_acc: 0.5278, loss_cls: 4.5212, loss: 4.5212 +2023-12-30 10:15:58,888 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 3:35:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5183, loss_cls: 4.5333, loss: 4.5333 +2023-12-30 10:16:58,572 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 3:34:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5230, loss_cls: 4.5277, loss: 4.5277 +2023-12-30 10:17:58,596 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 3:33:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2583, top5_acc: 0.5125, loss_cls: 4.5820, loss: 4.5820 +2023-12-30 10:18:58,395 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 3:31:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5161, loss_cls: 4.5580, loss: 4.5580 +2023-12-30 10:19:58,394 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 3:30:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5239, loss_cls: 4.5589, loss: 4.5589 +2023-12-30 10:20:58,063 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 3:29:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5152, loss_cls: 4.5441, loss: 4.5441 +2023-12-30 10:21:57,847 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 3:28:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5219, loss_cls: 4.5320, loss: 4.5320 +2023-12-30 10:22:57,913 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 3:26:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5280, loss_cls: 4.5035, loss: 4.5035 +2023-12-30 10:23:57,962 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 3:25:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5205, loss_cls: 4.5341, loss: 4.5341 +2023-12-30 10:24:58,843 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 3:24:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5230, loss_cls: 4.5234, loss: 4.5234 +2023-12-30 10:26:00,102 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 3:23:19, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5347, loss_cls: 4.4791, loss: 4.4791 +2023-12-30 10:27:00,244 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 3:22:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5208, loss_cls: 4.5304, loss: 4.5304 +2023-12-30 10:28:00,935 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 3:20:53, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5209, loss_cls: 4.5288, loss: 4.5288 +2023-12-30 10:29:01,001 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 3:19:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5202, loss_cls: 4.5348, loss: 4.5348 +2023-12-30 10:30:00,958 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 3:18:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5162, loss_cls: 4.5531, loss: 4.5531 +2023-12-30 10:31:01,279 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 3:17:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5080, loss_cls: 4.5905, loss: 4.5905 +2023-12-30 10:32:01,763 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 3:16:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2645, top5_acc: 0.5181, loss_cls: 4.5696, loss: 4.5696 +2023-12-30 10:33:01,734 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 3:14:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5186, loss_cls: 4.5651, loss: 4.5651 +2023-12-30 10:34:01,458 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 3:13:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5258, loss_cls: 4.5057, loss: 4.5057 +2023-12-30 10:35:01,475 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 3:12:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5119, loss_cls: 4.5606, loss: 4.5606 +2023-12-30 10:36:01,192 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 3:11:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5153, loss_cls: 4.5689, loss: 4.5689 +2023-12-30 10:37:01,026 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 3:09:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5162, loss_cls: 4.5389, loss: 4.5389 +2023-12-30 10:38:01,529 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 3:08:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5148, loss_cls: 4.5447, loss: 4.5447 +2023-12-30 10:39:02,468 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 3:07:27, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5167, loss_cls: 4.5466, loss: 4.5466 +2023-12-30 10:40:03,175 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 3:06:16, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5048, loss_cls: 4.5642, loss: 4.5642 +2023-12-30 10:41:03,085 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 3:05:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5112, loss_cls: 4.5678, loss: 4.5678 +2023-12-30 10:42:03,268 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 3:03:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5139, loss_cls: 4.5674, loss: 4.5674 +2023-12-30 10:43:03,634 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 3:02:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5194, loss_cls: 4.5389, loss: 4.5389 +2023-12-30 10:43:33,595 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-30 10:45:28,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 10:45:29,617 - pyskl - INFO - +top1_acc 0.2061 +top5_acc 0.4381 +2023-12-30 10:45:29,617 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 10:45:29,648 - pyskl - INFO - +mean_acc 0.2060 +2023-12-30 10:45:29,656 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.2061, top5_acc: 0.4381, mean_class_accuracy: 0.2060 +2023-12-30 10:48:51,886 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 3:06:52, time: 2.022, data_time: 1.429, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5252, loss_cls: 4.4938, loss: 4.4938 +2023-12-30 10:49:52,102 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 3:05:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5236, loss_cls: 4.5227, loss: 4.5227 +2023-12-30 10:50:51,884 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 3:04:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2637, top5_acc: 0.5195, loss_cls: 4.5551, loss: 4.5551 +2023-12-30 10:51:52,106 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 3:03:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5302, loss_cls: 4.4914, loss: 4.4914 +2023-12-30 10:52:51,963 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 3:01:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5105, loss_cls: 4.5811, loss: 4.5811 +2023-12-30 10:53:52,627 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 3:00:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5136, loss_cls: 4.5696, loss: 4.5696 +2023-12-30 10:54:52,863 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 2:59:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5233, loss_cls: 4.4952, loss: 4.4952 +2023-12-30 10:55:54,057 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 2:58:22, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5242, loss_cls: 4.5371, loss: 4.5371 +2023-12-30 10:56:53,876 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 2:57:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5219, loss_cls: 4.5392, loss: 4.5392 +2023-12-30 10:57:53,518 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 2:55:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5306, loss_cls: 4.4889, loss: 4.4889 +2023-12-30 10:58:53,088 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 2:54:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5247, loss_cls: 4.5401, loss: 4.5401 +2023-12-30 10:59:52,691 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 2:53:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5256, loss_cls: 4.5341, loss: 4.5341 +2023-12-30 11:00:52,376 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 2:52:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5216, loss_cls: 4.5359, loss: 4.5359 +2023-12-30 11:01:51,914 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 2:50:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5223, loss_cls: 4.4958, loss: 4.4958 +2023-12-30 11:02:51,671 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 2:49:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5334, loss_cls: 4.4844, loss: 4.4844 +2023-12-30 11:03:51,561 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 2:48:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5108, loss_cls: 4.5417, loss: 4.5417 +2023-12-30 11:04:51,600 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 2:47:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5181, loss_cls: 4.5277, loss: 4.5277 +2023-12-30 11:05:51,131 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 2:45:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5191, loss_cls: 4.5124, loss: 4.5124 +2023-12-30 11:06:51,278 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 2:44:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5253, loss_cls: 4.5308, loss: 4.5308 +2023-12-30 11:07:51,120 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 2:43:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5083, loss_cls: 4.5652, loss: 4.5652 +2023-12-30 11:08:51,037 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 2:42:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5278, loss_cls: 4.5109, loss: 4.5109 +2023-12-30 11:09:51,298 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 2:41:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5319, loss_cls: 4.4894, loss: 4.4894 +2023-12-30 11:10:51,122 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 2:39:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5308, loss_cls: 4.4728, loss: 4.4728 +2023-12-30 11:11:50,913 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 2:38:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5252, loss_cls: 4.5531, loss: 4.5531 +2023-12-30 11:12:50,755 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 2:37:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5227, loss_cls: 4.5223, loss: 4.5223 +2023-12-30 11:13:51,224 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 2:36:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5223, loss_cls: 4.5325, loss: 4.5325 +2023-12-30 11:14:51,575 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 2:34:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2664, top5_acc: 0.5286, loss_cls: 4.5196, loss: 4.5196 +2023-12-30 11:15:51,396 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 2:33:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5216, loss_cls: 4.5254, loss: 4.5254 +2023-12-30 11:16:51,109 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 2:32:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5117, loss_cls: 4.5337, loss: 4.5337 +2023-12-30 11:17:51,105 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 2:31:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2609, top5_acc: 0.5162, loss_cls: 4.5698, loss: 4.5698 +2023-12-30 11:18:51,055 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 2:30:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2662, top5_acc: 0.5219, loss_cls: 4.5665, loss: 4.5665 +2023-12-30 11:19:51,793 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 2:28:50, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5205, loss_cls: 4.5594, loss: 4.5594 +2023-12-30 11:20:53,194 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 2:27:41, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5214, loss_cls: 4.5358, loss: 4.5358 +2023-12-30 11:21:53,236 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 2:26:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5164, loss_cls: 4.5477, loss: 4.5477 +2023-12-30 11:22:53,077 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 2:25:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2602, top5_acc: 0.5136, loss_cls: 4.5745, loss: 4.5745 +2023-12-30 11:23:53,222 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 2:24:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5188, loss_cls: 4.5465, loss: 4.5465 +2023-12-30 11:24:53,768 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 2:22:50, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2584, top5_acc: 0.5136, loss_cls: 4.5544, loss: 4.5544 +2023-12-30 11:25:23,852 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-30 11:27:22,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 11:27:22,817 - pyskl - INFO - +top1_acc 0.2040 +top5_acc 0.4357 +2023-12-30 11:27:22,817 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 11:27:22,849 - pyskl - INFO - +mean_acc 0.2038 +2023-12-30 11:27:22,860 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.2040, top5_acc: 0.4357, mean_class_accuracy: 0.2038 +2023-12-30 11:30:44,460 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 2:26:51, time: 2.016, data_time: 1.418, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5283, loss_cls: 4.5135, loss: 4.5135 +2023-12-30 11:31:44,531 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 2:25:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5253, loss_cls: 4.5043, loss: 4.5043 +2023-12-30 11:32:44,122 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 2:24:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5258, loss_cls: 4.4871, loss: 4.4871 +2023-12-30 11:33:43,955 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 2:23:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2567, top5_acc: 0.5166, loss_cls: 4.5539, loss: 4.5539 +2023-12-30 11:34:43,814 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 2:21:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5203, loss_cls: 4.5360, loss: 4.5360 +2023-12-30 11:35:43,647 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 2:20:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5197, loss_cls: 4.5415, loss: 4.5415 +2023-12-30 11:36:44,017 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 2:19:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5236, loss_cls: 4.5492, loss: 4.5492 +2023-12-30 11:37:44,401 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 2:18:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5223, loss_cls: 4.5450, loss: 4.5450 +2023-12-30 11:38:44,403 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 2:17:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5278, loss_cls: 4.4966, loss: 4.4966 +2023-12-30 11:39:44,121 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 2:15:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5259, loss_cls: 4.5140, loss: 4.5140 +2023-12-30 11:40:43,905 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 2:14:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5255, loss_cls: 4.4843, loss: 4.4843 +2023-12-30 11:41:43,644 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 2:13:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5212, loss_cls: 4.5312, loss: 4.5312 +2023-12-30 11:42:43,566 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 2:12:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5247, loss_cls: 4.5335, loss: 4.5335 +2023-12-30 11:43:43,111 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 2:10:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5303, loss_cls: 4.4666, loss: 4.4666 +2023-12-30 11:44:43,324 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 2:09:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5291, loss_cls: 4.5194, loss: 4.5194 +2023-12-30 11:45:43,082 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 2:08:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2578, top5_acc: 0.5108, loss_cls: 4.5716, loss: 4.5716 +2023-12-30 11:46:42,911 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 2:07:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5303, loss_cls: 4.4897, loss: 4.4897 +2023-12-30 11:47:42,757 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 2:05:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5270, loss_cls: 4.5318, loss: 4.5318 +2023-12-30 11:48:42,487 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 2:04:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5166, loss_cls: 4.5324, loss: 4.5324 +2023-12-30 11:49:42,186 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 2:03:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5192, loss_cls: 4.4996, loss: 4.4996 +2023-12-30 11:50:42,542 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 2:02:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5214, loss_cls: 4.5263, loss: 4.5263 +2023-12-30 11:51:42,819 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 2:01:07, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5281, loss_cls: 4.5251, loss: 4.5251 +2023-12-30 11:52:43,183 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 1:59:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5234, loss_cls: 4.5278, loss: 4.5278 +2023-12-30 11:53:43,596 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 1:58:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5219, loss_cls: 4.4985, loss: 4.4985 +2023-12-30 11:54:43,564 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 1:57:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5269, loss_cls: 4.5090, loss: 4.5090 +2023-12-30 11:55:43,445 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 1:56:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5281, loss_cls: 4.5282, loss: 4.5282 +2023-12-30 11:56:43,276 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 1:55:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5295, loss_cls: 4.5353, loss: 4.5353 +2023-12-30 11:57:43,136 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 1:53:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5247, loss_cls: 4.5246, loss: 4.5246 +2023-12-30 11:58:43,216 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 1:52:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5148, loss_cls: 4.5715, loss: 4.5715 +2023-12-30 11:59:43,717 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 1:51:25, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2642, top5_acc: 0.5069, loss_cls: 4.5894, loss: 4.5894 +2023-12-30 12:00:43,897 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 1:50:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2647, top5_acc: 0.5197, loss_cls: 4.5369, loss: 4.5369 +2023-12-30 12:01:44,143 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 1:49:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2580, top5_acc: 0.5162, loss_cls: 4.5447, loss: 4.5447 +2023-12-30 12:02:45,430 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 1:47:52, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5195, loss_cls: 4.5118, loss: 4.5118 +2023-12-30 12:03:45,973 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 1:46:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5216, loss_cls: 4.5341, loss: 4.5341 +2023-12-30 12:04:45,926 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 1:45:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5277, loss_cls: 4.5147, loss: 4.5147 +2023-12-30 12:05:47,064 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 1:44:18, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5134, loss_cls: 4.5683, loss: 4.5683 +2023-12-30 12:06:47,495 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 1:43:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2684, top5_acc: 0.5103, loss_cls: 4.5815, loss: 4.5815 +2023-12-30 12:07:17,774 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-30 12:09:14,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:09:15,008 - pyskl - INFO - +top1_acc 0.1961 +top5_acc 0.4179 +2023-12-30 12:09:15,008 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 12:09:15,039 - pyskl - INFO - +mean_acc 0.1959 +2023-12-30 12:09:15,048 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.1961, top5_acc: 0.4179, mean_class_accuracy: 0.1959 +2023-12-30 12:12:36,685 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 1:46:56, time: 2.016, data_time: 1.417, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5417, loss_cls: 4.4344, loss: 4.4344 +2023-12-30 12:13:36,845 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 1:45:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5306, loss_cls: 4.4825, loss: 4.4825 +2023-12-30 12:14:36,890 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 1:44:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5162, loss_cls: 4.5398, loss: 4.5398 +2023-12-30 12:15:37,354 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 1:43:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2619, top5_acc: 0.5194, loss_cls: 4.5721, loss: 4.5721 +2023-12-30 12:16:38,044 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 1:42:08, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5262, loss_cls: 4.5262, loss: 4.5262 +2023-12-30 12:17:38,382 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 1:40:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5244, loss_cls: 4.5022, loss: 4.5022 +2023-12-30 12:18:39,034 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 1:39:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5222, loss_cls: 4.4935, loss: 4.4935 +2023-12-30 12:19:39,595 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 1:38:33, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5227, loss_cls: 4.4932, loss: 4.4932 +2023-12-30 12:20:39,602 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 1:37:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5378, loss_cls: 4.4763, loss: 4.4763 +2023-12-30 12:21:39,575 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 1:36:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5195, loss_cls: 4.5432, loss: 4.5432 +2023-12-30 12:22:39,475 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 1:34:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5361, loss_cls: 4.4742, loss: 4.4742 +2023-12-30 12:23:39,160 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 1:33:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5155, loss_cls: 4.5416, loss: 4.5416 +2023-12-30 12:24:38,847 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 1:32:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5194, loss_cls: 4.5323, loss: 4.5323 +2023-12-30 12:25:38,742 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 1:31:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5317, loss_cls: 4.4928, loss: 4.4928 +2023-12-30 12:26:39,347 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 1:30:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2623, top5_acc: 0.5267, loss_cls: 4.5210, loss: 4.5210 +2023-12-30 12:27:39,584 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 1:28:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2706, top5_acc: 0.5180, loss_cls: 4.5518, loss: 4.5518 +2023-12-30 12:28:39,484 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 1:27:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5275, loss_cls: 4.4872, loss: 4.4872 +2023-12-30 12:29:39,400 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 1:26:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5162, loss_cls: 4.5195, loss: 4.5195 +2023-12-30 12:30:39,211 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 1:25:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5264, loss_cls: 4.5199, loss: 4.5199 +2023-12-30 12:31:38,728 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 1:23:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5083, loss_cls: 4.5675, loss: 4.5675 +2023-12-30 12:32:38,588 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 1:22:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5361, loss_cls: 4.4763, loss: 4.4763 +2023-12-30 12:33:38,548 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 1:21:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5198, loss_cls: 4.5264, loss: 4.5264 +2023-12-30 12:34:38,686 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 1:20:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5309, loss_cls: 4.4637, loss: 4.4637 +2023-12-30 12:35:38,335 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 1:19:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5208, loss_cls: 4.5252, loss: 4.5252 +2023-12-30 12:36:37,928 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 1:17:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5141, loss_cls: 4.5685, loss: 4.5685 +2023-12-30 12:37:37,844 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 1:16:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5311, loss_cls: 4.4968, loss: 4.4968 +2023-12-30 12:38:38,522 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 1:15:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5228, loss_cls: 4.5183, loss: 4.5183 +2023-12-30 12:39:38,222 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 1:14:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5139, loss_cls: 4.5569, loss: 4.5569 +2023-12-30 12:40:37,950 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 1:12:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5259, loss_cls: 4.5655, loss: 4.5655 +2023-12-30 12:41:38,130 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 1:11:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5291, loss_cls: 4.5087, loss: 4.5087 +2023-12-30 12:42:37,857 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 1:10:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2616, top5_acc: 0.5105, loss_cls: 4.5380, loss: 4.5380 +2023-12-30 12:43:38,126 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 1:09:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5255, loss_cls: 4.5149, loss: 4.5149 +2023-12-30 12:44:39,741 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 1:08:14, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2648, top5_acc: 0.5241, loss_cls: 4.5473, loss: 4.5473 +2023-12-30 12:45:40,188 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 1:07:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5202, loss_cls: 4.5138, loss: 4.5138 +2023-12-30 12:46:40,255 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 1:05:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5147, loss_cls: 4.5771, loss: 4.5771 +2023-12-30 12:47:40,501 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 1:04:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5152, loss_cls: 4.5477, loss: 4.5477 +2023-12-30 12:48:40,886 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 1:03:27, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5206, loss_cls: 4.5105, loss: 4.5105 +2023-12-30 12:49:10,564 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-30 12:51:07,946 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 12:51:08,774 - pyskl - INFO - +top1_acc 0.2132 +top5_acc 0.4513 +2023-12-30 12:51:08,775 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 12:51:08,812 - pyskl - INFO - +mean_acc 0.2130 +2023-12-30 12:51:08,817 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_27.pth was removed +2023-12-30 12:51:09,038 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2023-12-30 12:51:09,038 - pyskl - INFO - Best top1_acc is 0.2132 at 39 epoch. +2023-12-30 12:51:09,047 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.2132, top5_acc: 0.4513, mean_class_accuracy: 0.2130 +2023-12-30 12:54:29,353 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 1:07:02, time: 2.003, data_time: 1.405, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5225, loss_cls: 4.5027, loss: 4.5027 +2023-12-30 12:55:29,253 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 1:05:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5309, loss_cls: 4.5083, loss: 4.5083 +2023-12-30 12:56:28,681 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 1:04:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5281, loss_cls: 4.5098, loss: 4.5098 +2023-12-30 12:57:28,680 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 1:03:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5230, loss_cls: 4.5119, loss: 4.5119 +2023-12-30 12:58:28,512 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 1:02:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5225, loss_cls: 4.5240, loss: 4.5240 +2023-12-30 12:59:28,000 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 1:00:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5262, loss_cls: 4.5035, loss: 4.5035 +2023-12-30 13:00:27,634 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 0:59:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5253, loss_cls: 4.4914, loss: 4.4914 +2023-12-30 13:01:28,729 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 0:58:31, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5291, loss_cls: 4.5002, loss: 4.5002 +2023-12-30 13:02:29,159 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 0:57:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2633, top5_acc: 0.5209, loss_cls: 4.5261, loss: 4.5261 +2023-12-30 13:03:28,806 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 0:56:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5267, loss_cls: 4.4899, loss: 4.4899 +2023-12-30 13:04:28,291 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 0:54:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5191, loss_cls: 4.5464, loss: 4.5464 +2023-12-30 13:05:28,087 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 0:53:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5261, loss_cls: 4.5234, loss: 4.5234 +2023-12-30 13:06:27,720 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 0:52:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5114, loss_cls: 4.5321, loss: 4.5321 +2023-12-30 13:07:27,385 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 0:51:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5209, loss_cls: 4.5282, loss: 4.5282 +2023-12-30 13:08:27,044 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 0:49:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5272, loss_cls: 4.5087, loss: 4.5087 +2023-12-30 13:09:26,959 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 0:48:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5233, loss_cls: 4.5140, loss: 4.5140 +2023-12-30 13:10:27,263 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 0:47:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5280, loss_cls: 4.4825, loss: 4.4825 +2023-12-30 13:11:27,552 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 0:46:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5294, loss_cls: 4.5170, loss: 4.5170 +2023-12-30 13:12:27,590 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 0:45:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2591, top5_acc: 0.5223, loss_cls: 4.5347, loss: 4.5347 +2023-12-30 13:13:27,944 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 0:43:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5266, loss_cls: 4.5214, loss: 4.5214 +2023-12-30 13:14:28,397 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 0:42:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5320, loss_cls: 4.5056, loss: 4.5056 +2023-12-30 13:15:28,356 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 0:41:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5334, loss_cls: 4.4797, loss: 4.4797 +2023-12-30 13:16:28,115 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 0:40:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5375, loss_cls: 4.4678, loss: 4.4678 +2023-12-30 13:17:27,836 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 0:39:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5295, loss_cls: 4.5047, loss: 4.5047 +2023-12-30 13:18:27,978 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 0:37:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5269, loss_cls: 4.5219, loss: 4.5219 +2023-12-30 13:19:28,573 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 0:36:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5250, loss_cls: 4.5188, loss: 4.5188 +2023-12-30 13:20:28,971 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 0:35:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5245, loss_cls: 4.5342, loss: 4.5342 +2023-12-30 13:21:29,498 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 0:34:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2603, top5_acc: 0.5095, loss_cls: 4.6079, loss: 4.6079 +2023-12-30 13:22:30,037 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 0:33:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5297, loss_cls: 4.5000, loss: 4.5000 +2023-12-30 13:23:29,816 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 0:32:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5231, loss_cls: 4.5315, loss: 4.5315 +2023-12-30 13:24:29,583 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 0:30:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5100, loss_cls: 4.5648, loss: 4.5648 +2023-12-30 13:25:30,173 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 0:29:37, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5266, loss_cls: 4.5254, loss: 4.5254 +2023-12-30 13:26:30,877 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 0:28:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5234, loss_cls: 4.5078, loss: 4.5078 +2023-12-30 13:27:31,144 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 0:27:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2705, top5_acc: 0.5159, loss_cls: 4.5368, loss: 4.5368 +2023-12-30 13:28:31,713 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 0:26:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5230, loss_cls: 4.4956, loss: 4.4956 +2023-12-30 13:29:32,140 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 0:24:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5245, loss_cls: 4.5262, loss: 4.5262 +2023-12-30 13:30:33,027 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 0:23:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2620, top5_acc: 0.5211, loss_cls: 4.5526, loss: 4.5526 +2023-12-30 13:31:03,698 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-30 13:32:59,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 13:33:00,178 - pyskl - INFO - +top1_acc 0.2188 +top5_acc 0.4592 +2023-12-30 13:33:00,178 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 13:33:00,220 - pyskl - INFO - +mean_acc 0.2187 +2023-12-30 13:33:00,227 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_39.pth was removed +2023-12-30 13:33:00,459 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2023-12-30 13:33:00,460 - pyskl - INFO - Best top1_acc is 0.2188 at 40 epoch. +2023-12-30 13:33:00,469 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.2188, top5_acc: 0.4592, mean_class_accuracy: 0.2187 +2023-12-30 13:36:27,263 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 0:27:26, time: 2.068, data_time: 1.465, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5347, loss_cls: 4.4696, loss: 4.4696 +2023-12-30 13:37:27,547 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 0:26:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5341, loss_cls: 4.4898, loss: 4.4898 +2023-12-30 13:38:27,264 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 0:25:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5433, loss_cls: 4.4274, loss: 4.4274 +2023-12-30 13:39:27,383 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 0:23:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5300, loss_cls: 4.4843, loss: 4.4843 +2023-12-30 13:40:27,499 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 0:22:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5256, loss_cls: 4.5296, loss: 4.5296 +2023-12-30 13:41:27,336 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 0:21:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5323, loss_cls: 4.4729, loss: 4.4729 +2023-12-30 13:42:27,178 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 0:20:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5247, loss_cls: 4.5111, loss: 4.5111 +2023-12-30 13:43:27,554 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 3 days, 0:19:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5186, loss_cls: 4.5124, loss: 4.5124 +2023-12-30 13:44:28,100 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 3 days, 0:17:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5233, loss_cls: 4.5141, loss: 4.5141 +2023-12-30 13:45:28,002 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 3 days, 0:16:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5333, loss_cls: 4.4997, loss: 4.4997 +2023-12-30 13:46:27,958 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 3 days, 0:15:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5230, loss_cls: 4.5263, loss: 4.5263 +2023-12-30 13:47:28,398 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 3 days, 0:14:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2650, top5_acc: 0.5180, loss_cls: 4.5345, loss: 4.5345 +2023-12-30 13:48:28,145 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 3 days, 0:13:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5175, loss_cls: 4.5364, loss: 4.5364 +2023-12-30 13:49:28,009 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 3 days, 0:11:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5288, loss_cls: 4.4918, loss: 4.4918 +2023-12-30 13:50:28,122 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 3 days, 0:10:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5270, loss_cls: 4.4908, loss: 4.4908 +2023-12-30 13:51:28,166 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 3 days, 0:09:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5252, loss_cls: 4.4902, loss: 4.4902 +2023-12-30 13:52:28,413 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 3 days, 0:08:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5152, loss_cls: 4.5395, loss: 4.5395 +2023-12-30 13:53:28,842 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 3 days, 0:07:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5363, loss_cls: 4.4858, loss: 4.4858 +2023-12-30 13:54:29,202 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 3 days, 0:05:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2687, top5_acc: 0.5178, loss_cls: 4.5568, loss: 4.5568 +2023-12-30 13:55:28,910 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 3 days, 0:04:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2600, top5_acc: 0.5180, loss_cls: 4.5471, loss: 4.5471 +2023-12-30 13:56:28,642 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 3 days, 0:03:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2661, top5_acc: 0.5130, loss_cls: 4.5596, loss: 4.5596 +2023-12-30 13:57:28,354 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 3 days, 0:02:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2639, top5_acc: 0.5136, loss_cls: 4.5696, loss: 4.5696 +2023-12-30 13:58:27,921 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 3 days, 0:00:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5289, loss_cls: 4.4691, loss: 4.4691 +2023-12-30 13:59:27,254 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 2 days, 23:59:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2747, top5_acc: 0.5303, loss_cls: 4.4769, loss: 4.4769 +2023-12-30 14:00:26,939 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 2 days, 23:58:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5255, loss_cls: 4.5108, loss: 4.5108 +2023-12-30 14:01:26,552 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 2 days, 23:57:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5206, loss_cls: 4.5227, loss: 4.5227 +2023-12-30 14:02:26,259 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 2 days, 23:56:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5212, loss_cls: 4.5030, loss: 4.5030 +2023-12-30 14:03:25,808 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 2 days, 23:54:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5242, loss_cls: 4.5113, loss: 4.5113 +2023-12-30 14:04:25,441 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 2 days, 23:53:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5242, loss_cls: 4.5054, loss: 4.5054 +2023-12-30 14:05:25,294 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 2 days, 23:52:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5219, loss_cls: 4.5326, loss: 4.5326 +2023-12-30 14:06:26,018 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 2 days, 23:51:17, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5356, loss_cls: 4.4922, loss: 4.4922 +2023-12-30 14:07:26,624 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 2 days, 23:50:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5333, loss_cls: 4.4904, loss: 4.4904 +2023-12-30 14:08:28,013 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 2 days, 23:48:58, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2666, top5_acc: 0.5119, loss_cls: 4.5647, loss: 4.5647 +2023-12-30 14:09:28,178 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 2 days, 23:47:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2641, top5_acc: 0.5133, loss_cls: 4.5608, loss: 4.5608 +2023-12-30 14:10:28,152 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 2 days, 23:46:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5267, loss_cls: 4.5178, loss: 4.5178 +2023-12-30 14:11:28,871 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 2 days, 23:45:25, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5242, loss_cls: 4.5051, loss: 4.5051 +2023-12-30 14:12:29,688 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 2 days, 23:44:15, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2709, top5_acc: 0.5234, loss_cls: 4.5225, loss: 4.5225 +2023-12-30 14:12:59,936 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-30 14:14:55,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:14:56,714 - pyskl - INFO - +top1_acc 0.1987 +top5_acc 0.4421 +2023-12-30 14:14:56,714 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 14:14:56,747 - pyskl - INFO - +mean_acc 0.1985 +2023-12-30 14:14:56,757 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.1987, top5_acc: 0.4421, mean_class_accuracy: 0.1985 +2023-12-30 14:18:19,232 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 2 days, 23:47:35, time: 2.025, data_time: 1.428, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5320, loss_cls: 4.5008, loss: 4.5008 +2023-12-30 14:19:19,460 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 2 days, 23:46:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5413, loss_cls: 4.4564, loss: 4.4564 +2023-12-30 14:20:18,927 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 2 days, 23:45:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5303, loss_cls: 4.4898, loss: 4.4898 +2023-12-30 14:21:18,878 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 2 days, 23:43:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5239, loss_cls: 4.5209, loss: 4.5209 +2023-12-30 14:22:18,424 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 2 days, 23:42:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5189, loss_cls: 4.5255, loss: 4.5255 +2023-12-30 14:23:18,101 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 2 days, 23:41:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5334, loss_cls: 4.4684, loss: 4.4684 +2023-12-30 14:24:17,977 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 2 days, 23:40:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5366, loss_cls: 4.4511, loss: 4.4511 +2023-12-30 14:25:17,959 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 2 days, 23:39:07, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5319, loss_cls: 4.4575, loss: 4.4575 +2023-12-30 14:26:18,584 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 2 days, 23:37:57, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5255, loss_cls: 4.5186, loss: 4.5186 +2023-12-30 14:27:18,260 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 2 days, 23:36:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5312, loss_cls: 4.4829, loss: 4.4829 +2023-12-30 14:28:18,266 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 2 days, 23:35:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5181, loss_cls: 4.5478, loss: 4.5478 +2023-12-30 14:29:18,152 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 2 days, 23:34:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5266, loss_cls: 4.4737, loss: 4.4737 +2023-12-30 14:30:17,483 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 2 days, 23:33:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5238, loss_cls: 4.5218, loss: 4.5218 +2023-12-30 14:31:17,175 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 2 days, 23:31:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5363, loss_cls: 4.4869, loss: 4.4869 +2023-12-30 14:32:17,064 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 2 days, 23:30:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2598, top5_acc: 0.5086, loss_cls: 4.5734, loss: 4.5734 +2023-12-30 14:33:17,691 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 2 days, 23:29:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5403, loss_cls: 4.4623, loss: 4.4623 +2023-12-30 14:34:18,583 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 2 days, 23:28:22, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2667, top5_acc: 0.5198, loss_cls: 4.5443, loss: 4.5443 +2023-12-30 14:35:19,226 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 2 days, 23:27:11, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5248, loss_cls: 4.4924, loss: 4.4924 +2023-12-30 14:36:19,127 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 2 days, 23:25:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5325, loss_cls: 4.4836, loss: 4.4836 +2023-12-30 14:37:19,633 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 2 days, 23:24:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5272, loss_cls: 4.5114, loss: 4.5114 +2023-12-30 14:38:19,667 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 2 days, 23:23:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5242, loss_cls: 4.5155, loss: 4.5155 +2023-12-30 14:39:19,505 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 2 days, 23:22:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5267, loss_cls: 4.4906, loss: 4.4906 +2023-12-30 14:40:19,241 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 2 days, 23:21:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5212, loss_cls: 4.5299, loss: 4.5299 +2023-12-30 14:41:18,993 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 2 days, 23:20:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5216, loss_cls: 4.5226, loss: 4.5226 +2023-12-30 14:42:19,273 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 2 days, 23:18:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2655, top5_acc: 0.5238, loss_cls: 4.5114, loss: 4.5114 +2023-12-30 14:43:19,479 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 2 days, 23:17:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5205, loss_cls: 4.5377, loss: 4.5377 +2023-12-30 14:44:19,637 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 2 days, 23:16:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5234, loss_cls: 4.5108, loss: 4.5108 +2023-12-30 14:45:20,242 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 2 days, 23:15:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5239, loss_cls: 4.4891, loss: 4.4891 +2023-12-30 14:46:20,282 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 2 days, 23:14:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5303, loss_cls: 4.4826, loss: 4.4826 +2023-12-30 14:47:20,010 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 2 days, 23:12:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5225, loss_cls: 4.5478, loss: 4.5478 +2023-12-30 14:48:19,939 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 2 days, 23:11:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5228, loss_cls: 4.5260, loss: 4.5260 +2023-12-30 14:49:20,924 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 2 days, 23:10:31, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5169, loss_cls: 4.5348, loss: 4.5348 +2023-12-30 14:50:21,302 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 2 days, 23:09:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5286, loss_cls: 4.4752, loss: 4.4752 +2023-12-30 14:51:21,108 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 2 days, 23:08:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5256, loss_cls: 4.5070, loss: 4.5070 +2023-12-30 14:52:20,925 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 2 days, 23:06:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5256, loss_cls: 4.5226, loss: 4.5226 +2023-12-30 14:53:21,467 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 2 days, 23:05:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5300, loss_cls: 4.4988, loss: 4.4988 +2023-12-30 14:54:21,818 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 2 days, 23:04:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5292, loss_cls: 4.4949, loss: 4.4949 +2023-12-30 14:54:51,677 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-30 14:56:52,213 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 14:56:53,016 - pyskl - INFO - +top1_acc 0.2114 +top5_acc 0.4454 +2023-12-30 14:56:53,017 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 14:56:53,050 - pyskl - INFO - +mean_acc 0.2113 +2023-12-30 14:56:53,059 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.2114, top5_acc: 0.4454, mean_class_accuracy: 0.2113 +2023-12-30 15:00:19,241 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 2 days, 23:07:56, time: 2.062, data_time: 1.464, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5373, loss_cls: 4.4447, loss: 4.4447 +2023-12-30 15:01:19,296 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 2 days, 23:06:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5380, loss_cls: 4.4623, loss: 4.4623 +2023-12-30 15:02:19,016 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 2 days, 23:05:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5280, loss_cls: 4.4886, loss: 4.4886 +2023-12-30 15:03:18,818 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 2 days, 23:04:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5369, loss_cls: 4.4583, loss: 4.4583 +2023-12-30 15:04:18,661 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 2 days, 23:03:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5334, loss_cls: 4.4559, loss: 4.4559 +2023-12-30 15:05:18,618 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 2 days, 23:01:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5294, loss_cls: 4.5041, loss: 4.5041 +2023-12-30 15:06:18,341 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 2 days, 23:00:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5334, loss_cls: 4.4772, loss: 4.4772 +2023-12-30 15:07:18,667 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 2 days, 22:59:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5306, loss_cls: 4.4730, loss: 4.4730 +2023-12-30 15:08:19,122 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 2 days, 22:58:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5369, loss_cls: 4.4581, loss: 4.4581 +2023-12-30 15:09:19,240 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 2 days, 22:57:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5197, loss_cls: 4.5269, loss: 4.5269 +2023-12-30 15:10:18,876 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 2 days, 22:55:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5264, loss_cls: 4.4978, loss: 4.4978 +2023-12-30 15:11:19,007 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 2 days, 22:54:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5314, loss_cls: 4.4771, loss: 4.4771 +2023-12-30 15:12:19,061 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 2 days, 22:53:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5320, loss_cls: 4.4969, loss: 4.4969 +2023-12-30 15:13:19,261 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 2 days, 22:52:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2675, top5_acc: 0.5183, loss_cls: 4.5557, loss: 4.5557 +2023-12-30 15:14:19,051 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 2 days, 22:51:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5214, loss_cls: 4.5220, loss: 4.5220 +2023-12-30 15:15:19,118 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 2 days, 22:50:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5216, loss_cls: 4.5250, loss: 4.5250 +2023-12-30 15:16:20,220 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 2 days, 22:48:51, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5197, loss_cls: 4.5509, loss: 4.5509 +2023-12-30 15:17:21,321 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 2 days, 22:47:42, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5252, loss_cls: 4.5155, loss: 4.5155 +2023-12-30 15:18:21,553 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 2 days, 22:46:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5200, loss_cls: 4.5395, loss: 4.5395 +2023-12-30 15:19:21,577 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 2 days, 22:45:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2589, top5_acc: 0.5178, loss_cls: 4.5529, loss: 4.5529 +2023-12-30 15:20:21,480 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 2 days, 22:44:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5300, loss_cls: 4.4930, loss: 4.4930 +2023-12-30 15:21:21,276 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 2 days, 22:42:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5469, loss_cls: 4.4482, loss: 4.4482 +2023-12-30 15:22:21,285 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 2 days, 22:41:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5295, loss_cls: 4.5273, loss: 4.5273 +2023-12-30 15:23:21,170 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 2 days, 22:40:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5270, loss_cls: 4.4742, loss: 4.4742 +2023-12-30 15:24:20,729 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 2 days, 22:39:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2689, top5_acc: 0.5202, loss_cls: 4.5232, loss: 4.5232 +2023-12-30 15:25:20,515 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 2 days, 22:38:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2700, top5_acc: 0.5241, loss_cls: 4.5163, loss: 4.5163 +2023-12-30 15:26:20,715 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 2 days, 22:36:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5247, loss_cls: 4.5131, loss: 4.5131 +2023-12-30 15:27:21,350 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 2 days, 22:35:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5327, loss_cls: 4.4914, loss: 4.4914 +2023-12-30 15:28:21,199 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 2 days, 22:34:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5339, loss_cls: 4.4929, loss: 4.4929 +2023-12-30 15:29:20,611 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 2 days, 22:33:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5383, loss_cls: 4.4817, loss: 4.4817 +2023-12-30 15:30:21,175 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 2 days, 22:32:12, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5252, loss_cls: 4.5157, loss: 4.5157 +2023-12-30 15:31:21,797 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 2 days, 22:31:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5239, loss_cls: 4.4694, loss: 4.4694 +2023-12-30 15:32:23,045 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 2 days, 22:29:54, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5386, loss_cls: 4.4495, loss: 4.4495 +2023-12-30 15:33:23,154 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 2 days, 22:28:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5253, loss_cls: 4.4990, loss: 4.4990 +2023-12-30 15:34:23,211 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 2 days, 22:27:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5238, loss_cls: 4.5164, loss: 4.5164 +2023-12-30 15:35:24,041 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 2 days, 22:26:23, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5253, loss_cls: 4.5297, loss: 4.5297 +2023-12-30 15:36:24,752 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 2 days, 22:25:13, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5245, loss_cls: 4.5038, loss: 4.5038 +2023-12-30 15:36:54,508 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-30 15:38:51,907 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 15:38:52,822 - pyskl - INFO - +top1_acc 0.1991 +top5_acc 0.4321 +2023-12-30 15:38:52,822 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 15:38:52,864 - pyskl - INFO - +mean_acc 0.1989 +2023-12-30 15:38:52,877 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.1991, top5_acc: 0.4321, mean_class_accuracy: 0.1989 +2023-12-30 15:42:16,913 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 2 days, 22:28:19, time: 2.040, data_time: 1.442, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5384, loss_cls: 4.4292, loss: 4.4292 +2023-12-30 15:43:17,661 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 2 days, 22:27:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2592, top5_acc: 0.5136, loss_cls: 4.5368, loss: 4.5368 +2023-12-30 15:44:17,199 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 2 days, 22:25:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5317, loss_cls: 4.4947, loss: 4.4947 +2023-12-30 15:45:16,947 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 2 days, 22:24:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2727, top5_acc: 0.5303, loss_cls: 4.5053, loss: 4.5053 +2023-12-30 15:46:16,826 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 2 days, 22:23:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5433, loss_cls: 4.4371, loss: 4.4371 +2023-12-30 15:47:16,797 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 2 days, 22:22:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5391, loss_cls: 4.4269, loss: 4.4269 +2023-12-30 15:48:17,347 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 2 days, 22:21:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5391, loss_cls: 4.4536, loss: 4.4536 +2023-12-30 15:49:17,526 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 2 days, 22:20:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5377, loss_cls: 4.4554, loss: 4.4554 +2023-12-30 15:50:18,164 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 2 days, 22:18:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5277, loss_cls: 4.5084, loss: 4.5084 +2023-12-30 15:51:18,145 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 2 days, 22:17:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5391, loss_cls: 4.4286, loss: 4.4286 +2023-12-30 15:52:17,775 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 2 days, 22:16:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5486, loss_cls: 4.4264, loss: 4.4264 +2023-12-30 15:53:17,362 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 2 days, 22:15:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5273, loss_cls: 4.4997, loss: 4.4997 +2023-12-30 15:54:17,245 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 2 days, 22:14:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5222, loss_cls: 4.5170, loss: 4.5170 +2023-12-30 15:55:17,114 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 2 days, 22:12:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5247, loss_cls: 4.4963, loss: 4.4963 +2023-12-30 15:56:17,062 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 2 days, 22:11:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2614, top5_acc: 0.5142, loss_cls: 4.5307, loss: 4.5307 +2023-12-30 15:57:16,895 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 2 days, 22:10:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2658, top5_acc: 0.5191, loss_cls: 4.5551, loss: 4.5551 +2023-12-30 15:58:16,465 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 2 days, 22:09:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5180, loss_cls: 4.5281, loss: 4.5281 +2023-12-30 15:59:16,129 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 2 days, 22:08:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5262, loss_cls: 4.5024, loss: 4.5024 +2023-12-30 16:00:16,335 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 2 days, 22:06:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5220, loss_cls: 4.4958, loss: 4.4958 +2023-12-30 16:01:16,114 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 2 days, 22:05:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2672, top5_acc: 0.5195, loss_cls: 4.5470, loss: 4.5470 +2023-12-30 16:02:15,766 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 2 days, 22:04:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2759, top5_acc: 0.5275, loss_cls: 4.4997, loss: 4.4997 +2023-12-30 16:03:15,406 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 2 days, 22:03:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5250, loss_cls: 4.4971, loss: 4.4971 +2023-12-30 16:04:14,943 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 2 days, 22:02:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5377, loss_cls: 4.4451, loss: 4.4451 +2023-12-30 16:05:14,872 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 2 days, 22:00:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2716, top5_acc: 0.5203, loss_cls: 4.5154, loss: 4.5154 +2023-12-30 16:06:15,241 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 2 days, 21:59:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5384, loss_cls: 4.4600, loss: 4.4600 +2023-12-30 16:07:15,649 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 2 days, 21:58:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5219, loss_cls: 4.4916, loss: 4.4916 +2023-12-30 16:08:15,743 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 2 days, 21:57:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5400, loss_cls: 4.4602, loss: 4.4602 +2023-12-30 16:09:15,964 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 2 days, 21:56:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5283, loss_cls: 4.5082, loss: 4.5082 +2023-12-30 16:10:15,938 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 2 days, 21:54:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2769, top5_acc: 0.5348, loss_cls: 4.4962, loss: 4.4962 +2023-12-30 16:11:15,932 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 2 days, 21:53:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5302, loss_cls: 4.4878, loss: 4.4878 +2023-12-30 16:12:16,630 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 2 days, 21:52:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2659, top5_acc: 0.5258, loss_cls: 4.5198, loss: 4.5198 +2023-12-30 16:13:17,925 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 2 days, 21:51:30, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5208, loss_cls: 4.5281, loss: 4.5281 +2023-12-30 16:14:18,326 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 2 days, 21:50:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5231, loss_cls: 4.5099, loss: 4.5099 +2023-12-30 16:15:17,983 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 2 days, 21:49:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5252, loss_cls: 4.5275, loss: 4.5275 +2023-12-30 16:16:17,761 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 2 days, 21:47:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5411, loss_cls: 4.4505, loss: 4.4505 +2023-12-30 16:17:17,732 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 2 days, 21:46:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2681, top5_acc: 0.5152, loss_cls: 4.5537, loss: 4.5537 +2023-12-30 16:18:18,126 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 2 days, 21:45:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5256, loss_cls: 4.5026, loss: 4.5026 +2023-12-30 16:18:47,656 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-30 16:20:43,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 16:20:44,112 - pyskl - INFO - +top1_acc 0.2176 +top5_acc 0.4541 +2023-12-30 16:20:44,112 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 16:20:44,153 - pyskl - INFO - +mean_acc 0.2175 +2023-12-30 16:20:44,163 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.2176, top5_acc: 0.4541, mean_class_accuracy: 0.2175 +2023-12-30 16:24:12,978 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 2 days, 21:48:43, time: 2.088, data_time: 1.488, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5392, loss_cls: 4.4497, loss: 4.4497 +2023-12-30 16:25:13,171 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 2 days, 21:47:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5387, loss_cls: 4.4404, loss: 4.4404 +2023-12-30 16:26:12,755 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 2 days, 21:46:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5419, loss_cls: 4.4571, loss: 4.4571 +2023-12-30 16:27:12,706 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 2 days, 21:45:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5280, loss_cls: 4.4916, loss: 4.4916 +2023-12-30 16:28:12,727 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 2 days, 21:43:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5333, loss_cls: 4.4787, loss: 4.4787 +2023-12-30 16:29:12,452 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 2 days, 21:42:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5434, loss_cls: 4.4275, loss: 4.4275 +2023-12-30 16:30:12,780 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 2 days, 21:41:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2737, top5_acc: 0.5291, loss_cls: 4.4870, loss: 4.4870 +2023-12-30 16:31:13,204 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 2 days, 21:40:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5348, loss_cls: 4.5197, loss: 4.5197 +2023-12-30 16:32:13,742 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 2 days, 21:39:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5311, loss_cls: 4.4765, loss: 4.4765 +2023-12-30 16:33:14,838 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 2 days, 21:38:07, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5195, loss_cls: 4.5062, loss: 4.5062 +2023-12-30 16:34:14,717 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 2 days, 21:36:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5283, loss_cls: 4.4888, loss: 4.4888 +2023-12-30 16:35:15,042 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 2 days, 21:35:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5348, loss_cls: 4.4741, loss: 4.4741 +2023-12-30 16:36:15,299 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 2 days, 21:34:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5284, loss_cls: 4.4826, loss: 4.4826 +2023-12-30 16:37:15,604 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 2 days, 21:33:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5273, loss_cls: 4.5055, loss: 4.5055 +2023-12-30 16:38:15,567 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 2 days, 21:32:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5327, loss_cls: 4.4765, loss: 4.4765 +2023-12-30 16:39:15,200 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 2 days, 21:31:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5209, loss_cls: 4.5047, loss: 4.5047 +2023-12-30 16:40:15,193 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 2 days, 21:29:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5331, loss_cls: 4.4781, loss: 4.4781 +2023-12-30 16:41:15,356 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 2 days, 21:28:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2708, top5_acc: 0.5219, loss_cls: 4.5332, loss: 4.5332 +2023-12-30 16:42:15,351 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 2 days, 21:27:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5273, loss_cls: 4.4922, loss: 4.4922 +2023-12-30 16:43:15,083 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 2 days, 21:26:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2725, top5_acc: 0.5281, loss_cls: 4.4982, loss: 4.4982 +2023-12-30 16:44:14,635 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 2 days, 21:25:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2720, top5_acc: 0.5284, loss_cls: 4.5045, loss: 4.5045 +2023-12-30 16:45:14,761 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 2 days, 21:23:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5217, loss_cls: 4.4859, loss: 4.4859 +2023-12-30 16:46:14,674 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 2 days, 21:22:42, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2702, top5_acc: 0.5258, loss_cls: 4.5015, loss: 4.5015 +2023-12-30 16:47:15,506 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 2 days, 21:21:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2703, top5_acc: 0.5238, loss_cls: 4.5258, loss: 4.5258 +2023-12-30 16:48:15,893 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 2 days, 21:20:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5373, loss_cls: 4.4539, loss: 4.4539 +2023-12-30 16:49:16,807 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 2 days, 21:19:14, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5353, loss_cls: 4.4850, loss: 4.4850 +2023-12-30 16:50:17,156 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 2 days, 21:18:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5258, loss_cls: 4.4977, loss: 4.4977 +2023-12-30 16:51:18,097 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 2 days, 21:16:55, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5361, loss_cls: 4.4797, loss: 4.4797 +2023-12-30 16:52:18,244 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 2 days, 21:15:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5363, loss_cls: 4.4617, loss: 4.4617 +2023-12-30 16:53:18,908 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 2 days, 21:14:36, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5291, loss_cls: 4.4738, loss: 4.4738 +2023-12-30 16:54:19,177 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 2 days, 21:13:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2656, top5_acc: 0.5198, loss_cls: 4.5560, loss: 4.5560 +2023-12-30 16:55:19,945 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 2 days, 21:12:16, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5352, loss_cls: 4.4751, loss: 4.4751 +2023-12-30 16:56:20,228 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 2 days, 21:11:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5406, loss_cls: 4.4313, loss: 4.4313 +2023-12-30 16:57:20,259 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 2 days, 21:09:55, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5292, loss_cls: 4.4831, loss: 4.4831 +2023-12-30 16:58:20,157 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 2 days, 21:08:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5267, loss_cls: 4.5032, loss: 4.5032 +2023-12-30 16:59:20,445 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 2 days, 21:07:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5283, loss_cls: 4.4966, loss: 4.4966 +2023-12-30 17:00:20,790 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 2 days, 21:06:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2694, top5_acc: 0.5230, loss_cls: 4.5241, loss: 4.5241 +2023-12-30 17:00:50,605 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-30 17:02:47,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:02:48,765 - pyskl - INFO - +top1_acc 0.2178 +top5_acc 0.4462 +2023-12-30 17:02:48,766 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 17:02:48,806 - pyskl - INFO - +mean_acc 0.2177 +2023-12-30 17:02:48,816 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.2178, top5_acc: 0.4462, mean_class_accuracy: 0.2177 +2023-12-30 17:06:11,550 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 2 days, 21:09:09, time: 2.027, data_time: 1.429, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5314, loss_cls: 4.4815, loss: 4.4815 +2023-12-30 17:07:11,476 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 2 days, 21:07:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5333, loss_cls: 4.4432, loss: 4.4432 +2023-12-30 17:08:11,340 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 2 days, 21:06:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5409, loss_cls: 4.4295, loss: 4.4295 +2023-12-30 17:09:11,117 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 2 days, 21:05:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5317, loss_cls: 4.4482, loss: 4.4482 +2023-12-30 17:10:11,125 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 2 days, 21:04:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5331, loss_cls: 4.4779, loss: 4.4779 +2023-12-30 17:11:11,027 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 2 days, 21:03:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5411, loss_cls: 4.4490, loss: 4.4490 +2023-12-30 17:12:11,249 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 2 days, 21:02:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5214, loss_cls: 4.5318, loss: 4.5318 +2023-12-30 17:13:11,341 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 2 days, 21:00:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5334, loss_cls: 4.4479, loss: 4.4479 +2023-12-30 17:14:11,752 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 2 days, 20:59:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2683, top5_acc: 0.5270, loss_cls: 4.5180, loss: 4.5180 +2023-12-30 17:15:12,379 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 2 days, 20:58:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5342, loss_cls: 4.4700, loss: 4.4700 +2023-12-30 17:16:12,241 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 2 days, 20:57:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5306, loss_cls: 4.4500, loss: 4.4500 +2023-12-30 17:17:12,114 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 2 days, 20:56:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5392, loss_cls: 4.4495, loss: 4.4495 +2023-12-30 17:18:12,149 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 2 days, 20:54:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5327, loss_cls: 4.4714, loss: 4.4714 +2023-12-30 17:19:12,587 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 2 days, 20:53:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2712, top5_acc: 0.5273, loss_cls: 4.4691, loss: 4.4691 +2023-12-30 17:20:13,617 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 2 days, 20:52:41, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5356, loss_cls: 4.4796, loss: 4.4796 +2023-12-30 17:21:14,349 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 2 days, 20:51:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5355, loss_cls: 4.4577, loss: 4.4577 +2023-12-30 17:22:14,167 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 2 days, 20:50:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2686, top5_acc: 0.5262, loss_cls: 4.5338, loss: 4.5338 +2023-12-30 17:23:14,248 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 2 days, 20:49:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5283, loss_cls: 4.4960, loss: 4.4960 +2023-12-30 17:24:14,392 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 2 days, 20:47:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5302, loss_cls: 4.4977, loss: 4.4977 +2023-12-30 17:25:14,449 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 2 days, 20:46:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5383, loss_cls: 4.4501, loss: 4.4501 +2023-12-30 17:26:14,404 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 2 days, 20:45:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5288, loss_cls: 4.5048, loss: 4.5048 +2023-12-30 17:27:14,129 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 2 days, 20:44:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5402, loss_cls: 4.4576, loss: 4.4576 +2023-12-30 17:28:14,533 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 2 days, 20:43:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5322, loss_cls: 4.4766, loss: 4.4766 +2023-12-30 17:29:14,455 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 2 days, 20:42:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5511, loss_cls: 4.4093, loss: 4.4093 +2023-12-30 17:30:14,526 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 2 days, 20:40:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5284, loss_cls: 4.4955, loss: 4.4955 +2023-12-30 17:31:14,551 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 2 days, 20:39:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5283, loss_cls: 4.4697, loss: 4.4697 +2023-12-30 17:32:14,961 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 2 days, 20:38:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5336, loss_cls: 4.4700, loss: 4.4700 +2023-12-30 17:33:14,920 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 2 days, 20:37:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2733, top5_acc: 0.5247, loss_cls: 4.5042, loss: 4.5042 +2023-12-30 17:34:15,009 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 2 days, 20:36:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2627, top5_acc: 0.5291, loss_cls: 4.5324, loss: 4.5324 +2023-12-30 17:35:15,766 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 2 days, 20:35:04, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2772, top5_acc: 0.5281, loss_cls: 4.4867, loss: 4.4867 +2023-12-30 17:36:16,963 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 2 days, 20:33:56, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5153, loss_cls: 4.5417, loss: 4.5417 +2023-12-30 17:37:18,535 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 2 days, 20:32:49, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5303, loss_cls: 4.4922, loss: 4.4922 +2023-12-30 17:38:18,893 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 2 days, 20:31:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5378, loss_cls: 4.4646, loss: 4.4646 +2023-12-30 17:39:19,038 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 2 days, 20:30:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5363, loss_cls: 4.4551, loss: 4.4551 +2023-12-30 17:40:19,489 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 2 days, 20:29:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2739, top5_acc: 0.5178, loss_cls: 4.5211, loss: 4.5211 +2023-12-30 17:41:20,326 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 2 days, 20:28:11, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5317, loss_cls: 4.4595, loss: 4.4595 +2023-12-30 17:42:21,092 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 2 days, 20:27:02, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2678, top5_acc: 0.5209, loss_cls: 4.5413, loss: 4.5413 +2023-12-30 17:42:51,028 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-30 17:44:49,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 17:44:50,604 - pyskl - INFO - +top1_acc 0.2099 +top5_acc 0.4427 +2023-12-30 17:44:50,605 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 17:44:50,636 - pyskl - INFO - +mean_acc 0.2096 +2023-12-30 17:44:50,644 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.2099, top5_acc: 0.4427, mean_class_accuracy: 0.2096 +2023-12-30 17:48:14,248 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 2 days, 20:29:41, time: 2.036, data_time: 1.436, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5434, loss_cls: 4.4080, loss: 4.4080 +2023-12-30 17:49:14,316 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 2 days, 20:28:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5336, loss_cls: 4.4695, loss: 4.4695 +2023-12-30 17:50:13,863 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 2 days, 20:27:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5298, loss_cls: 4.4818, loss: 4.4818 +2023-12-30 17:51:14,741 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 2 days, 20:26:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5223, loss_cls: 4.5107, loss: 4.5107 +2023-12-30 17:52:15,365 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 2 days, 20:25:00, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5367, loss_cls: 4.4355, loss: 4.4355 +2023-12-30 17:53:15,655 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 2 days, 20:23:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5323, loss_cls: 4.4753, loss: 4.4753 +2023-12-30 17:54:15,356 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 2 days, 20:22:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5389, loss_cls: 4.4673, loss: 4.4673 +2023-12-30 17:55:16,208 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 2 days, 20:21:30, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5280, loss_cls: 4.4970, loss: 4.4970 +2023-12-30 17:56:16,857 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 2 days, 20:20:21, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5302, loss_cls: 4.5021, loss: 4.5021 +2023-12-30 17:57:18,297 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 2 days, 20:19:13, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5312, loss_cls: 4.4668, loss: 4.4668 +2023-12-30 17:58:17,890 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 2 days, 20:18:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5378, loss_cls: 4.4453, loss: 4.4453 +2023-12-30 17:59:18,005 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 2 days, 20:16:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2669, top5_acc: 0.5245, loss_cls: 4.5107, loss: 4.5107 +2023-12-30 18:00:18,332 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 2 days, 20:15:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5369, loss_cls: 4.4760, loss: 4.4760 +2023-12-30 18:01:18,099 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 2 days, 20:14:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5327, loss_cls: 4.4664, loss: 4.4664 +2023-12-30 18:02:19,022 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 2 days, 20:13:22, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5380, loss_cls: 4.4749, loss: 4.4749 +2023-12-30 18:03:20,090 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 2 days, 20:12:13, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5347, loss_cls: 4.4829, loss: 4.4829 +2023-12-30 18:04:20,604 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 2 days, 20:11:04, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2731, top5_acc: 0.5202, loss_cls: 4.5199, loss: 4.5199 +2023-12-30 18:05:21,725 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 2 days, 20:09:56, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5242, loss_cls: 4.5023, loss: 4.5023 +2023-12-30 18:06:21,651 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 2 days, 20:08:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2805, top5_acc: 0.5298, loss_cls: 4.4966, loss: 4.4966 +2023-12-30 18:07:21,671 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 2 days, 20:07:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5269, loss_cls: 4.4738, loss: 4.4738 +2023-12-30 18:08:21,732 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 2 days, 20:06:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5339, loss_cls: 4.4801, loss: 4.4801 +2023-12-30 18:09:21,391 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 2 days, 20:05:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5328, loss_cls: 4.4571, loss: 4.4571 +2023-12-30 18:10:21,175 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 2 days, 20:04:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5230, loss_cls: 4.5119, loss: 4.5119 +2023-12-30 18:11:20,545 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 2 days, 20:02:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5212, loss_cls: 4.4995, loss: 4.4995 +2023-12-30 18:12:20,180 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 2 days, 20:01:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5420, loss_cls: 4.4404, loss: 4.4404 +2023-12-30 18:13:20,069 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 2 days, 20:00:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2753, top5_acc: 0.5367, loss_cls: 4.4711, loss: 4.4711 +2023-12-30 18:14:20,666 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 2 days, 19:59:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5355, loss_cls: 4.4656, loss: 4.4656 +2023-12-30 18:15:21,531 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 2 days, 19:58:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2745, top5_acc: 0.5286, loss_cls: 4.4958, loss: 4.4958 +2023-12-30 18:16:22,248 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 2 days, 19:57:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5364, loss_cls: 4.4547, loss: 4.4547 +2023-12-30 18:17:23,175 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 2 days, 19:55:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5464, loss_cls: 4.4432, loss: 4.4432 +2023-12-30 18:18:23,620 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 2 days, 19:54:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5328, loss_cls: 4.4418, loss: 4.4418 +2023-12-30 18:19:24,277 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 2 days, 19:53:34, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5180, loss_cls: 4.5051, loss: 4.5051 +2023-12-30 18:20:24,348 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 2 days, 19:52:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5387, loss_cls: 4.4609, loss: 4.4609 +2023-12-30 18:21:24,084 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 2 days, 19:51:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5427, loss_cls: 4.4173, loss: 4.4173 +2023-12-30 18:22:24,169 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 2 days, 19:50:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5386, loss_cls: 4.4336, loss: 4.4336 +2023-12-30 18:23:24,839 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 2 days, 19:48:54, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2692, top5_acc: 0.5259, loss_cls: 4.5091, loss: 4.5091 +2023-12-30 18:24:25,393 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 2 days, 19:47:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2673, top5_acc: 0.5134, loss_cls: 4.5541, loss: 4.5541 +2023-12-30 18:24:55,053 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-30 18:26:50,789 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 18:26:51,923 - pyskl - INFO - +top1_acc 0.2257 +top5_acc 0.4651 +2023-12-30 18:26:51,923 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 18:26:51,961 - pyskl - INFO - +mean_acc 0.2254 +2023-12-30 18:26:51,967 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_40.pth was removed +2023-12-30 18:26:52,264 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2023-12-30 18:26:52,265 - pyskl - INFO - Best top1_acc is 0.2257 at 47 epoch. +2023-12-30 18:26:52,273 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.2257, top5_acc: 0.4651, mean_class_accuracy: 0.2254 +2023-12-30 18:30:24,560 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 2 days, 19:50:35, time: 2.123, data_time: 1.524, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5398, loss_cls: 4.4264, loss: 4.4264 +2023-12-30 18:31:24,086 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 2 days, 19:49:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5328, loss_cls: 4.4334, loss: 4.4334 +2023-12-30 18:32:23,841 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 2 days, 19:48:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5352, loss_cls: 4.4418, loss: 4.4418 +2023-12-30 18:33:23,601 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 2 days, 19:47:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5356, loss_cls: 4.4597, loss: 4.4597 +2023-12-30 18:34:23,693 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 2 days, 19:45:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5197, loss_cls: 4.5126, loss: 4.5126 +2023-12-30 18:35:23,495 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 2 days, 19:44:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5289, loss_cls: 4.4793, loss: 4.4793 +2023-12-30 18:36:23,095 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 2 days, 19:43:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5316, loss_cls: 4.4491, loss: 4.4491 +2023-12-30 18:37:22,933 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 2 days, 19:42:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5442, loss_cls: 4.4376, loss: 4.4376 +2023-12-30 18:38:22,858 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 2 days, 19:41:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5420, loss_cls: 4.4328, loss: 4.4328 +2023-12-30 18:39:23,348 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 2 days, 19:39:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5302, loss_cls: 4.4753, loss: 4.4753 +2023-12-30 18:40:22,916 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 2 days, 19:38:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5266, loss_cls: 4.5034, loss: 4.5034 +2023-12-30 18:41:22,532 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 2 days, 19:37:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5220, loss_cls: 4.5151, loss: 4.5151 +2023-12-30 18:42:23,033 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 2 days, 19:36:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5409, loss_cls: 4.4421, loss: 4.4421 +2023-12-30 18:43:22,691 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 2 days, 19:35:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5331, loss_cls: 4.4816, loss: 4.4816 +2023-12-30 18:44:22,384 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 2 days, 19:34:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5270, loss_cls: 4.4940, loss: 4.4940 +2023-12-30 18:45:21,951 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 2 days, 19:32:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5350, loss_cls: 4.4678, loss: 4.4678 +2023-12-30 18:46:21,721 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 2 days, 19:31:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5389, loss_cls: 4.4621, loss: 4.4621 +2023-12-30 18:47:21,454 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 2 days, 19:30:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5392, loss_cls: 4.4456, loss: 4.4456 +2023-12-30 18:48:21,440 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 2 days, 19:29:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5230, loss_cls: 4.5223, loss: 4.5223 +2023-12-30 18:49:21,731 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 2 days, 19:28:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2698, top5_acc: 0.5233, loss_cls: 4.4902, loss: 4.4902 +2023-12-30 18:50:21,211 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 2 days, 19:26:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5487, loss_cls: 4.4048, loss: 4.4048 +2023-12-30 18:51:21,221 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 2 days, 19:25:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5255, loss_cls: 4.5160, loss: 4.5160 +2023-12-30 18:52:22,020 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 2 days, 19:24:40, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5277, loss_cls: 4.4912, loss: 4.4912 +2023-12-30 18:53:22,405 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 2 days, 19:23:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5288, loss_cls: 4.5007, loss: 4.5007 +2023-12-30 18:54:22,459 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 2 days, 19:22:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5386, loss_cls: 4.4367, loss: 4.4367 +2023-12-30 18:55:21,947 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 2 days, 19:21:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2831, top5_acc: 0.5394, loss_cls: 4.4712, loss: 4.4712 +2023-12-30 18:56:21,734 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 2 days, 19:19:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2775, top5_acc: 0.5325, loss_cls: 4.4964, loss: 4.4964 +2023-12-30 18:57:21,329 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 2 days, 19:18:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5308, loss_cls: 4.4853, loss: 4.4853 +2023-12-30 18:58:20,933 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 2 days, 19:17:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5311, loss_cls: 4.4841, loss: 4.4841 +2023-12-30 18:59:21,475 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 2 days, 19:16:27, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5278, loss_cls: 4.5032, loss: 4.5032 +2023-12-30 19:00:22,308 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 2 days, 19:15:18, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5413, loss_cls: 4.4384, loss: 4.4384 +2023-12-30 19:01:23,005 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 2 days, 19:14:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5414, loss_cls: 4.4447, loss: 4.4447 +2023-12-30 19:02:23,033 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 2 days, 19:12:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5342, loss_cls: 4.4620, loss: 4.4620 +2023-12-30 19:03:23,040 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 2 days, 19:11:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2755, top5_acc: 0.5381, loss_cls: 4.4667, loss: 4.4667 +2023-12-30 19:04:23,015 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 2 days, 19:10:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5312, loss_cls: 4.4730, loss: 4.4730 +2023-12-30 19:05:23,704 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 2 days, 19:09:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5428, loss_cls: 4.4335, loss: 4.4335 +2023-12-30 19:06:23,967 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 2 days, 19:08:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5262, loss_cls: 4.4865, loss: 4.4865 +2023-12-30 19:06:53,633 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-30 19:08:49,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:08:50,528 - pyskl - INFO - +top1_acc 0.2242 +top5_acc 0.4607 +2023-12-30 19:08:50,528 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 19:08:50,576 - pyskl - INFO - +mean_acc 0.2240 +2023-12-30 19:08:50,588 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.2242, top5_acc: 0.4607, mean_class_accuracy: 0.2240 +2023-12-30 19:12:14,597 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 2 days, 19:10:45, time: 2.040, data_time: 1.442, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5591, loss_cls: 4.3552, loss: 4.3552 +2023-12-30 19:13:14,699 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 2 days, 19:09:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5422, loss_cls: 4.4151, loss: 4.4151 +2023-12-30 19:14:14,481 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 2 days, 19:08:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5353, loss_cls: 4.4460, loss: 4.4460 +2023-12-30 19:15:14,612 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 2 days, 19:07:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5483, loss_cls: 4.4337, loss: 4.4337 +2023-12-30 19:16:14,631 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 2 days, 19:06:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5463, loss_cls: 4.4392, loss: 4.4392 +2023-12-30 19:17:14,894 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 2 days, 19:04:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5269, loss_cls: 4.4720, loss: 4.4720 +2023-12-30 19:18:14,784 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 2 days, 19:03:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5381, loss_cls: 4.4416, loss: 4.4416 +2023-12-30 19:19:14,974 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 2 days, 19:02:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2695, top5_acc: 0.5306, loss_cls: 4.4888, loss: 4.4888 +2023-12-30 19:20:15,186 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 2 days, 19:01:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5348, loss_cls: 4.4696, loss: 4.4696 +2023-12-30 19:21:15,894 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 2 days, 19:00:15, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5316, loss_cls: 4.4805, loss: 4.4805 +2023-12-30 19:22:15,705 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 2 days, 18:59:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5377, loss_cls: 4.4517, loss: 4.4517 +2023-12-30 19:23:15,547 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 2 days, 18:57:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5477, loss_cls: 4.4345, loss: 4.4345 +2023-12-30 19:24:15,624 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 2 days, 18:56:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5389, loss_cls: 4.4681, loss: 4.4681 +2023-12-30 19:25:15,401 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 2 days, 18:55:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2719, top5_acc: 0.5245, loss_cls: 4.5235, loss: 4.5235 +2023-12-30 19:26:14,969 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 2 days, 18:54:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5317, loss_cls: 4.4584, loss: 4.4584 +2023-12-30 19:27:14,676 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 2 days, 18:53:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5452, loss_cls: 4.4212, loss: 4.4212 +2023-12-30 19:28:14,274 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 2 days, 18:52:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2859, top5_acc: 0.5309, loss_cls: 4.4755, loss: 4.4755 +2023-12-30 19:29:14,066 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 2 days, 18:50:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5331, loss_cls: 4.4604, loss: 4.4604 +2023-12-30 19:30:13,981 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 2 days, 18:49:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5427, loss_cls: 4.4419, loss: 4.4419 +2023-12-30 19:31:14,213 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 2 days, 18:48:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2750, top5_acc: 0.5262, loss_cls: 4.4744, loss: 4.4744 +2023-12-30 19:32:15,267 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 2 days, 18:47:22, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5303, loss_cls: 4.4749, loss: 4.4749 +2023-12-30 19:33:15,694 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 2 days, 18:46:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5391, loss_cls: 4.4462, loss: 4.4462 +2023-12-30 19:34:15,371 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 2 days, 18:45:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5288, loss_cls: 4.4853, loss: 4.4853 +2023-12-30 19:35:14,805 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 2 days, 18:43:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5398, loss_cls: 4.4474, loss: 4.4474 +2023-12-30 19:36:15,206 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 2 days, 18:42:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5373, loss_cls: 4.4615, loss: 4.4615 +2023-12-30 19:37:15,824 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 2 days, 18:41:33, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2803, top5_acc: 0.5275, loss_cls: 4.4814, loss: 4.4814 +2023-12-30 19:38:16,652 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 2 days, 18:40:24, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2752, top5_acc: 0.5298, loss_cls: 4.4806, loss: 4.4806 +2023-12-30 19:39:17,204 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 2 days, 18:39:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5466, loss_cls: 4.4452, loss: 4.4452 +2023-12-30 19:40:17,395 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 2 days, 18:38:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2728, top5_acc: 0.5312, loss_cls: 4.4920, loss: 4.4920 +2023-12-30 19:41:18,014 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 2 days, 18:36:57, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5303, loss_cls: 4.4812, loss: 4.4812 +2023-12-30 19:42:18,835 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 2 days, 18:35:49, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5306, loss_cls: 4.4775, loss: 4.4775 +2023-12-30 19:43:19,140 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 2 days, 18:34:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5275, loss_cls: 4.4773, loss: 4.4773 +2023-12-30 19:44:19,142 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 2 days, 18:33:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2697, top5_acc: 0.5400, loss_cls: 4.4781, loss: 4.4781 +2023-12-30 19:45:19,080 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 2 days, 18:32:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5391, loss_cls: 4.4571, loss: 4.4571 +2023-12-30 19:46:18,935 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 2 days, 18:31:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2741, top5_acc: 0.5325, loss_cls: 4.4699, loss: 4.4699 +2023-12-30 19:47:18,843 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 2 days, 18:29:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5217, loss_cls: 4.5032, loss: 4.5032 +2023-12-30 19:48:19,195 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 2 days, 18:28:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5383, loss_cls: 4.4553, loss: 4.4553 +2023-12-30 19:48:48,848 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-30 19:50:45,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 19:50:46,475 - pyskl - INFO - +top1_acc 0.2365 +top5_acc 0.4718 +2023-12-30 19:50:46,475 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 19:50:46,515 - pyskl - INFO - +mean_acc 0.2363 +2023-12-30 19:50:46,522 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_47.pth was removed +2023-12-30 19:50:46,832 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. +2023-12-30 19:50:46,832 - pyskl - INFO - Best top1_acc is 0.2365 at 49 epoch. +2023-12-30 19:50:46,848 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.2365, top5_acc: 0.4718, mean_class_accuracy: 0.2363 +2023-12-30 19:54:14,137 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 2 days, 18:31:14, time: 2.073, data_time: 1.475, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5556, loss_cls: 4.3484, loss: 4.3484 +2023-12-30 19:55:14,451 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 2 days, 18:30:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5466, loss_cls: 4.4288, loss: 4.4288 +2023-12-30 19:56:13,965 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 2 days, 18:28:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5416, loss_cls: 4.4155, loss: 4.4155 +2023-12-30 19:57:13,485 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 2 days, 18:27:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5416, loss_cls: 4.4053, loss: 4.4053 +2023-12-30 19:58:13,417 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 2 days, 18:26:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5328, loss_cls: 4.4543, loss: 4.4543 +2023-12-30 19:59:12,893 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 2 days, 18:25:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5447, loss_cls: 4.4607, loss: 4.4607 +2023-12-30 20:00:12,569 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 2 days, 18:24:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5473, loss_cls: 4.4268, loss: 4.4268 +2023-12-30 20:01:12,545 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 2 days, 18:23:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5303, loss_cls: 4.4685, loss: 4.4685 +2023-12-30 20:02:12,344 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 2 days, 18:21:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5397, loss_cls: 4.4603, loss: 4.4603 +2023-12-30 20:03:12,706 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 2 days, 18:20:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5427, loss_cls: 4.4279, loss: 4.4279 +2023-12-30 20:04:14,089 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 2 days, 18:19:33, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5373, loss_cls: 4.4379, loss: 4.4379 +2023-12-30 20:05:14,060 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 2 days, 18:18:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5317, loss_cls: 4.4764, loss: 4.4764 +2023-12-30 20:06:13,956 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 2 days, 18:17:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5316, loss_cls: 4.4764, loss: 4.4764 +2023-12-30 20:07:13,959 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 2 days, 18:16:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5377, loss_cls: 4.4442, loss: 4.4442 +2023-12-30 20:08:13,647 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 2 days, 18:14:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5386, loss_cls: 4.4450, loss: 4.4450 +2023-12-30 20:09:13,385 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 2 days, 18:13:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5277, loss_cls: 4.4683, loss: 4.4683 +2023-12-30 20:10:13,422 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 2 days, 18:12:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5327, loss_cls: 4.4681, loss: 4.4681 +2023-12-30 20:11:12,920 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 2 days, 18:11:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5236, loss_cls: 4.5071, loss: 4.5071 +2023-12-30 20:12:12,512 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 2 days, 18:10:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5367, loss_cls: 4.4545, loss: 4.4545 +2023-12-30 20:13:12,090 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 2 days, 18:08:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5423, loss_cls: 4.4218, loss: 4.4218 +2023-12-30 20:14:11,611 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 2 days, 18:07:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5275, loss_cls: 4.4826, loss: 4.4826 +2023-12-30 20:15:11,144 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 2 days, 18:06:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5270, loss_cls: 4.5147, loss: 4.5147 +2023-12-30 20:16:10,698 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 2 days, 18:05:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5308, loss_cls: 4.4764, loss: 4.4764 +2023-12-30 20:17:10,399 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 2 days, 18:04:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2742, top5_acc: 0.5330, loss_cls: 4.4821, loss: 4.4821 +2023-12-30 20:18:10,106 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 2 days, 18:03:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5353, loss_cls: 4.4646, loss: 4.4646 +2023-12-30 20:19:10,517 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 2 days, 18:01:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5316, loss_cls: 4.4705, loss: 4.4705 +2023-12-30 20:20:11,028 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 2 days, 18:00:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5341, loss_cls: 4.4490, loss: 4.4490 +2023-12-30 20:21:11,872 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 2 days, 17:59:40, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5450, loss_cls: 4.4109, loss: 4.4109 +2023-12-30 20:22:13,077 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 2 days, 17:58:32, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2670, top5_acc: 0.5294, loss_cls: 4.4640, loss: 4.4640 +2023-12-30 20:23:13,341 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 2 days, 17:57:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5405, loss_cls: 4.4454, loss: 4.4454 +2023-12-30 20:24:14,691 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 2 days, 17:56:16, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5344, loss_cls: 4.4674, loss: 4.4674 +2023-12-30 20:25:14,730 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 2 days, 17:55:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5277, loss_cls: 4.5144, loss: 4.5144 +2023-12-30 20:26:15,057 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 2 days, 17:53:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5331, loss_cls: 4.4858, loss: 4.4858 +2023-12-30 20:27:15,337 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 2 days, 17:52:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2764, top5_acc: 0.5214, loss_cls: 4.5061, loss: 4.5061 +2023-12-30 20:28:15,813 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 2 days, 17:51:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2787, top5_acc: 0.5298, loss_cls: 4.4608, loss: 4.4608 +2023-12-30 20:29:16,895 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 2 days, 17:50:31, time: 0.611, data_time: 0.001, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5258, loss_cls: 4.4897, loss: 4.4897 +2023-12-30 20:30:17,866 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 2 days, 17:49:24, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5414, loss_cls: 4.4482, loss: 4.4482 +2023-12-30 20:30:48,340 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-30 20:32:45,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 20:32:46,665 - pyskl - INFO - +top1_acc 0.2094 +top5_acc 0.4435 +2023-12-30 20:32:46,665 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 20:32:46,718 - pyskl - INFO - +mean_acc 0.2092 +2023-12-30 20:32:46,733 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.2094, top5_acc: 0.4435, mean_class_accuracy: 0.2092 +2023-12-30 20:36:12,201 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 2 days, 17:51:37, time: 2.055, data_time: 1.453, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5444, loss_cls: 4.4045, loss: 4.4045 +2023-12-30 20:37:12,160 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 2 days, 17:50:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5520, loss_cls: 4.3578, loss: 4.3578 +2023-12-30 20:38:12,401 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 2 days, 17:49:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5389, loss_cls: 4.4288, loss: 4.4288 +2023-12-30 20:39:12,327 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 2 days, 17:48:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2730, top5_acc: 0.5303, loss_cls: 4.4721, loss: 4.4721 +2023-12-30 20:40:12,042 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 2 days, 17:46:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5486, loss_cls: 4.4108, loss: 4.4108 +2023-12-30 20:41:11,847 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 2 days, 17:45:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5395, loss_cls: 4.4554, loss: 4.4554 +2023-12-30 20:42:11,393 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 2 days, 17:44:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5392, loss_cls: 4.4201, loss: 4.4201 +2023-12-30 20:43:11,315 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 2 days, 17:43:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2770, top5_acc: 0.5308, loss_cls: 4.4956, loss: 4.4956 +2023-12-30 20:44:11,274 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 2 days, 17:42:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5344, loss_cls: 4.4593, loss: 4.4593 +2023-12-30 20:45:11,806 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 2 days, 17:41:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5448, loss_cls: 4.4031, loss: 4.4031 +2023-12-30 20:46:13,286 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 2 days, 17:40:01, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5377, loss_cls: 4.4532, loss: 4.4532 +2023-12-30 20:47:12,896 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 2 days, 17:38:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5422, loss_cls: 4.4573, loss: 4.4573 +2023-12-30 20:48:12,581 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 2 days, 17:37:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5325, loss_cls: 4.4663, loss: 4.4663 +2023-12-30 20:49:12,826 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 2 days, 17:36:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2723, top5_acc: 0.5294, loss_cls: 4.4736, loss: 4.4736 +2023-12-30 20:50:12,406 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 2 days, 17:35:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2794, top5_acc: 0.5330, loss_cls: 4.4221, loss: 4.4221 +2023-12-30 20:51:12,073 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 2 days, 17:34:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2761, top5_acc: 0.5328, loss_cls: 4.4797, loss: 4.4797 +2023-12-30 20:52:11,873 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 2 days, 17:32:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5358, loss_cls: 4.4407, loss: 4.4407 +2023-12-30 20:53:11,687 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 2 days, 17:31:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5409, loss_cls: 4.4565, loss: 4.4565 +2023-12-30 20:54:11,236 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 2 days, 17:30:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5372, loss_cls: 4.5004, loss: 4.5004 +2023-12-30 20:55:11,178 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 2 days, 17:29:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2784, top5_acc: 0.5317, loss_cls: 4.4764, loss: 4.4764 +2023-12-30 20:56:12,020 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 2 days, 17:28:21, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5384, loss_cls: 4.4465, loss: 4.4465 +2023-12-30 20:57:12,149 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 2 days, 17:27:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5437, loss_cls: 4.4281, loss: 4.4281 +2023-12-30 20:58:12,101 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 2 days, 17:26:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5387, loss_cls: 4.4598, loss: 4.4598 +2023-12-30 20:59:12,465 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 2 days, 17:24:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5297, loss_cls: 4.4392, loss: 4.4392 +2023-12-30 21:00:12,127 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 2 days, 17:23:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5339, loss_cls: 4.4763, loss: 4.4763 +2023-12-30 21:01:11,912 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 2 days, 17:22:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5359, loss_cls: 4.4713, loss: 4.4713 +2023-12-30 21:02:11,989 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 2 days, 17:21:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5367, loss_cls: 4.4711, loss: 4.4711 +2023-12-30 21:03:11,586 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 2 days, 17:20:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5394, loss_cls: 4.4595, loss: 4.4595 +2023-12-30 21:04:11,700 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 2 days, 17:19:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2762, top5_acc: 0.5350, loss_cls: 4.4588, loss: 4.4588 +2023-12-30 21:05:13,511 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 2 days, 17:17:56, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5359, loss_cls: 4.4602, loss: 4.4602 +2023-12-30 21:06:14,720 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 2 days, 17:16:49, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5448, loss_cls: 4.4157, loss: 4.4157 +2023-12-30 21:07:14,736 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 2 days, 17:15:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2714, top5_acc: 0.5298, loss_cls: 4.4885, loss: 4.4885 +2023-12-30 21:08:14,648 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 2 days, 17:14:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5420, loss_cls: 4.4391, loss: 4.4391 +2023-12-30 21:09:14,205 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 2 days, 17:13:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2802, top5_acc: 0.5431, loss_cls: 4.4290, loss: 4.4290 +2023-12-30 21:10:14,057 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 2 days, 17:12:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2734, top5_acc: 0.5347, loss_cls: 4.4876, loss: 4.4876 +2023-12-30 21:11:13,760 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 2 days, 17:10:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5327, loss_cls: 4.4526, loss: 4.4526 +2023-12-30 21:12:14,530 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 2 days, 17:09:51, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5398, loss_cls: 4.4384, loss: 4.4384 +2023-12-30 21:12:44,375 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-30 21:14:41,704 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:14:42,678 - pyskl - INFO - +top1_acc 0.2235 +top5_acc 0.4617 +2023-12-30 21:14:42,678 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 21:14:42,719 - pyskl - INFO - +mean_acc 0.2231 +2023-12-30 21:14:42,729 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.2235, top5_acc: 0.4617, mean_class_accuracy: 0.2231 +2023-12-30 21:18:08,192 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 2 days, 17:11:58, time: 2.055, data_time: 1.457, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5473, loss_cls: 4.4012, loss: 4.4012 +2023-12-30 21:19:08,383 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 2 days, 17:10:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5522, loss_cls: 4.4029, loss: 4.4029 +2023-12-30 21:20:08,231 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 2 days, 17:09:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5342, loss_cls: 4.4673, loss: 4.4673 +2023-12-30 21:21:07,866 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 2 days, 17:08:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5503, loss_cls: 4.3903, loss: 4.3903 +2023-12-30 21:22:07,816 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 2 days, 17:07:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5431, loss_cls: 4.4286, loss: 4.4286 +2023-12-30 21:23:08,030 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 2 days, 17:06:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5461, loss_cls: 4.4181, loss: 4.4181 +2023-12-30 21:24:07,868 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 2 days, 17:04:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5402, loss_cls: 4.4500, loss: 4.4500 +2023-12-30 21:25:07,641 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 2 days, 17:03:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2792, top5_acc: 0.5289, loss_cls: 4.4858, loss: 4.4858 +2023-12-30 21:26:07,434 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 2 days, 17:02:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5414, loss_cls: 4.4274, loss: 4.4274 +2023-12-30 21:27:07,843 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 2 days, 17:01:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2934, top5_acc: 0.5477, loss_cls: 4.4257, loss: 4.4257 +2023-12-30 21:28:09,235 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 2 days, 17:00:23, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5289, loss_cls: 4.4684, loss: 4.4684 +2023-12-30 21:29:08,765 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 2 days, 16:59:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5322, loss_cls: 4.4667, loss: 4.4667 +2023-12-30 21:30:08,631 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 2 days, 16:58:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5413, loss_cls: 4.4039, loss: 4.4039 +2023-12-30 21:31:08,552 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 2 days, 16:56:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5336, loss_cls: 4.4367, loss: 4.4367 +2023-12-30 21:32:08,184 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 2 days, 16:55:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5484, loss_cls: 4.4155, loss: 4.4155 +2023-12-30 21:33:07,916 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 2 days, 16:54:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5392, loss_cls: 4.4224, loss: 4.4224 +2023-12-30 21:34:07,550 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 2 days, 16:53:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5423, loss_cls: 4.4369, loss: 4.4369 +2023-12-30 21:35:07,370 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 2 days, 16:52:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2736, top5_acc: 0.5320, loss_cls: 4.4627, loss: 4.4627 +2023-12-30 21:36:07,057 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 2 days, 16:51:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5380, loss_cls: 4.4599, loss: 4.4599 +2023-12-30 21:37:06,754 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 2 days, 16:49:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5364, loss_cls: 4.4483, loss: 4.4483 +2023-12-30 21:38:07,283 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 2 days, 16:48:44, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2717, top5_acc: 0.5272, loss_cls: 4.4784, loss: 4.4784 +2023-12-30 21:39:08,347 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 2 days, 16:47:36, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2841, top5_acc: 0.5269, loss_cls: 4.4729, loss: 4.4729 +2023-12-30 21:40:08,846 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 2 days, 16:46:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5425, loss_cls: 4.4295, loss: 4.4295 +2023-12-30 21:41:08,858 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 2 days, 16:45:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5416, loss_cls: 4.4171, loss: 4.4171 +2023-12-30 21:42:08,397 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 2 days, 16:44:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5400, loss_cls: 4.4736, loss: 4.4736 +2023-12-30 21:43:09,118 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 2 days, 16:43:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2758, top5_acc: 0.5389, loss_cls: 4.4548, loss: 4.4548 +2023-12-30 21:44:08,967 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 2 days, 16:41:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5294, loss_cls: 4.4410, loss: 4.4410 +2023-12-30 21:45:08,601 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 2 days, 16:40:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5434, loss_cls: 4.4510, loss: 4.4510 +2023-12-30 21:46:08,758 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 2 days, 16:39:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2748, top5_acc: 0.5355, loss_cls: 4.4429, loss: 4.4429 +2023-12-30 21:47:09,532 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 2 days, 16:38:23, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5348, loss_cls: 4.4762, loss: 4.4762 +2023-12-30 21:48:10,147 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 2 days, 16:37:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5298, loss_cls: 4.4705, loss: 4.4705 +2023-12-30 21:49:10,246 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 2 days, 16:36:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5352, loss_cls: 4.4344, loss: 4.4344 +2023-12-30 21:50:10,224 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 2 days, 16:34:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5303, loss_cls: 4.4607, loss: 4.4607 +2023-12-30 21:51:10,094 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 2 days, 16:33:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5514, loss_cls: 4.4177, loss: 4.4177 +2023-12-30 21:52:10,245 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 2 days, 16:32:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5347, loss_cls: 4.4189, loss: 4.4189 +2023-12-30 21:53:10,374 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 2 days, 16:31:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2913, top5_acc: 0.5409, loss_cls: 4.4329, loss: 4.4329 +2023-12-30 21:54:11,179 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 2 days, 16:30:20, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5397, loss_cls: 4.4636, loss: 4.4636 +2023-12-30 21:54:40,837 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-30 21:56:35,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 21:56:36,147 - pyskl - INFO - +top1_acc 0.1971 +top5_acc 0.4239 +2023-12-30 21:56:36,148 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 21:56:36,184 - pyskl - INFO - +mean_acc 0.1969 +2023-12-30 21:56:36,194 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.1971, top5_acc: 0.4239, mean_class_accuracy: 0.1969 +2023-12-30 22:00:03,203 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 2 days, 16:32:24, time: 2.070, data_time: 1.471, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5608, loss_cls: 4.3407, loss: 4.3407 +2023-12-30 22:01:02,929 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 2 days, 16:31:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5523, loss_cls: 4.3845, loss: 4.3845 +2023-12-30 22:02:02,678 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 2 days, 16:30:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5333, loss_cls: 4.4458, loss: 4.4458 +2023-12-30 22:03:02,643 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 2 days, 16:28:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5420, loss_cls: 4.4279, loss: 4.4279 +2023-12-30 22:04:02,911 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 2 days, 16:27:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5417, loss_cls: 4.4389, loss: 4.4389 +2023-12-30 22:05:03,522 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 2 days, 16:26:37, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5466, loss_cls: 4.3746, loss: 4.3746 +2023-12-30 22:06:03,618 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 2 days, 16:25:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5302, loss_cls: 4.4951, loss: 4.4951 +2023-12-30 22:07:03,249 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 2 days, 16:24:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5380, loss_cls: 4.4427, loss: 4.4427 +2023-12-30 22:08:03,045 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 2 days, 16:23:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2825, top5_acc: 0.5352, loss_cls: 4.4606, loss: 4.4606 +2023-12-30 22:09:03,143 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 2 days, 16:21:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2722, top5_acc: 0.5378, loss_cls: 4.4407, loss: 4.4407 +2023-12-30 22:10:04,062 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 2 days, 16:20:50, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2811, top5_acc: 0.5334, loss_cls: 4.4798, loss: 4.4798 +2023-12-30 22:11:04,400 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 2 days, 16:19:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5384, loss_cls: 4.4337, loss: 4.4337 +2023-12-30 22:12:04,563 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 2 days, 16:18:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2711, top5_acc: 0.5200, loss_cls: 4.4806, loss: 4.4806 +2023-12-30 22:13:04,645 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 2 days, 16:17:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2809, top5_acc: 0.5278, loss_cls: 4.4812, loss: 4.4812 +2023-12-30 22:14:04,141 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 2 days, 16:16:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5420, loss_cls: 4.4490, loss: 4.4490 +2023-12-30 22:15:03,425 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 2 days, 16:15:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2691, top5_acc: 0.5231, loss_cls: 4.5024, loss: 4.5024 +2023-12-30 22:16:03,142 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 2 days, 16:13:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5387, loss_cls: 4.4443, loss: 4.4443 +2023-12-30 22:17:02,604 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 2 days, 16:12:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2817, top5_acc: 0.5405, loss_cls: 4.4515, loss: 4.4515 +2023-12-30 22:18:02,165 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 2 days, 16:11:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5463, loss_cls: 4.4086, loss: 4.4086 +2023-12-30 22:19:01,861 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 2 days, 16:10:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2806, top5_acc: 0.5428, loss_cls: 4.4422, loss: 4.4422 +2023-12-30 22:20:01,953 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 2 days, 16:09:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5391, loss_cls: 4.4409, loss: 4.4409 +2023-12-30 22:21:01,808 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 2 days, 16:08:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5366, loss_cls: 4.4489, loss: 4.4489 +2023-12-30 22:22:01,490 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 2 days, 16:06:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2766, top5_acc: 0.5375, loss_cls: 4.4726, loss: 4.4726 +2023-12-30 22:23:01,352 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 2 days, 16:05:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5400, loss_cls: 4.4142, loss: 4.4142 +2023-12-30 22:24:01,077 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 2 days, 16:04:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5345, loss_cls: 4.4650, loss: 4.4650 +2023-12-30 22:25:00,769 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 2 days, 16:03:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5286, loss_cls: 4.4463, loss: 4.4463 +2023-12-30 22:26:00,637 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 2 days, 16:02:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5467, loss_cls: 4.3918, loss: 4.3918 +2023-12-30 22:27:00,839 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 2 days, 16:01:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5475, loss_cls: 4.4112, loss: 4.4112 +2023-12-30 22:28:01,146 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 2 days, 15:59:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5370, loss_cls: 4.4791, loss: 4.4791 +2023-12-30 22:29:01,733 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 2 days, 15:58:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5458, loss_cls: 4.4172, loss: 4.4172 +2023-12-30 22:30:02,781 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 2 days, 15:57:41, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5317, loss_cls: 4.4652, loss: 4.4652 +2023-12-30 22:31:02,585 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 2 days, 15:56:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2858, top5_acc: 0.5323, loss_cls: 4.4581, loss: 4.4581 +2023-12-30 22:32:02,925 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 2 days, 15:55:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5381, loss_cls: 4.4480, loss: 4.4480 +2023-12-30 22:33:02,386 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 2 days, 15:54:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2773, top5_acc: 0.5295, loss_cls: 4.4615, loss: 4.4615 +2023-12-30 22:34:01,992 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 2 days, 15:53:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2777, top5_acc: 0.5209, loss_cls: 4.4730, loss: 4.4730 +2023-12-30 22:35:01,888 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 2 days, 15:51:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5458, loss_cls: 4.4147, loss: 4.4147 +2023-12-30 22:36:03,018 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 2 days, 15:50:46, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5419, loss_cls: 4.4189, loss: 4.4189 +2023-12-30 22:36:32,729 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-30 22:38:29,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 22:38:30,448 - pyskl - INFO - +top1_acc 0.2249 +top5_acc 0.4652 +2023-12-30 22:38:30,448 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 22:38:30,502 - pyskl - INFO - +mean_acc 0.2248 +2023-12-30 22:38:30,527 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.2249, top5_acc: 0.4652, mean_class_accuracy: 0.2248 +2023-12-30 22:42:05,762 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 2 days, 15:52:59, time: 2.152, data_time: 1.552, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5511, loss_cls: 4.3793, loss: 4.3793 +2023-12-30 22:43:05,595 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 2 days, 15:51:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5514, loss_cls: 4.3944, loss: 4.3944 +2023-12-30 22:44:05,389 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 2 days, 15:50:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5420, loss_cls: 4.4244, loss: 4.4244 +2023-12-30 22:45:05,147 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 2 days, 15:49:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5320, loss_cls: 4.4594, loss: 4.4594 +2023-12-30 22:46:04,913 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 2 days, 15:48:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5411, loss_cls: 4.4140, loss: 4.4140 +2023-12-30 22:47:04,797 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 2 days, 15:47:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5400, loss_cls: 4.4333, loss: 4.4333 +2023-12-30 22:48:04,496 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 2 days, 15:46:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5452, loss_cls: 4.4179, loss: 4.4179 +2023-12-30 22:49:04,301 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 2 days, 15:44:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5480, loss_cls: 4.3741, loss: 4.3741 +2023-12-30 22:50:04,097 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 2 days, 15:43:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2823, top5_acc: 0.5291, loss_cls: 4.4624, loss: 4.4624 +2023-12-30 22:51:04,655 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 2 days, 15:42:33, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5491, loss_cls: 4.4060, loss: 4.4060 +2023-12-30 22:52:04,942 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 2 days, 15:41:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5405, loss_cls: 4.4285, loss: 4.4285 +2023-12-30 22:53:05,329 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 2 days, 15:40:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5452, loss_cls: 4.3841, loss: 4.3841 +2023-12-30 22:54:05,179 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 2 days, 15:39:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2845, top5_acc: 0.5442, loss_cls: 4.4335, loss: 4.4335 +2023-12-30 22:55:04,820 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 2 days, 15:37:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5403, loss_cls: 4.4338, loss: 4.4338 +2023-12-30 22:56:04,767 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 2 days, 15:36:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5447, loss_cls: 4.4306, loss: 4.4306 +2023-12-30 22:57:04,290 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 2 days, 15:35:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5425, loss_cls: 4.4367, loss: 4.4367 +2023-12-30 22:58:03,933 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 2 days, 15:34:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2839, top5_acc: 0.5295, loss_cls: 4.4798, loss: 4.4798 +2023-12-30 22:59:03,575 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 2 days, 15:33:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5380, loss_cls: 4.4466, loss: 4.4466 +2023-12-30 23:00:04,704 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 2 days, 15:32:10, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5370, loss_cls: 4.4714, loss: 4.4714 +2023-12-30 23:01:05,485 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 2 days, 15:31:02, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5347, loss_cls: 4.4621, loss: 4.4621 +2023-12-30 23:02:06,234 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 2 days, 15:29:54, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5350, loss_cls: 4.4428, loss: 4.4428 +2023-12-30 23:03:06,600 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 2 days, 15:28:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5327, loss_cls: 4.4518, loss: 4.4518 +2023-12-30 23:04:06,408 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 2 days, 15:27:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5448, loss_cls: 4.4249, loss: 4.4249 +2023-12-30 23:05:07,291 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 2 days, 15:26:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5380, loss_cls: 4.4415, loss: 4.4415 +2023-12-30 23:06:07,703 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 2 days, 15:25:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2756, top5_acc: 0.5330, loss_cls: 4.4807, loss: 4.4807 +2023-12-30 23:07:08,086 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 2 days, 15:24:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5548, loss_cls: 4.3962, loss: 4.3962 +2023-12-30 23:08:08,118 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 2 days, 15:23:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2842, top5_acc: 0.5387, loss_cls: 4.4354, loss: 4.4354 +2023-12-30 23:09:08,471 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 2 days, 15:21:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5444, loss_cls: 4.4126, loss: 4.4126 +2023-12-30 23:10:09,184 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 2 days, 15:20:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5344, loss_cls: 4.4524, loss: 4.4524 +2023-12-30 23:11:10,267 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 2 days, 15:19:39, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2853, top5_acc: 0.5423, loss_cls: 4.4437, loss: 4.4437 +2023-12-30 23:12:11,140 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 2 days, 15:18:31, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2778, top5_acc: 0.5288, loss_cls: 4.4778, loss: 4.4778 +2023-12-30 23:13:11,234 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 2 days, 15:17:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5347, loss_cls: 4.4706, loss: 4.4706 +2023-12-30 23:14:11,228 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 2 days, 15:16:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5470, loss_cls: 4.4110, loss: 4.4110 +2023-12-30 23:15:10,890 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 2 days, 15:15:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5408, loss_cls: 4.4469, loss: 4.4469 +2023-12-30 23:16:10,908 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 2 days, 15:13:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5350, loss_cls: 4.4499, loss: 4.4499 +2023-12-30 23:17:11,553 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 2 days, 15:12:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5464, loss_cls: 4.4050, loss: 4.4050 +2023-12-30 23:18:12,004 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 2 days, 15:11:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5431, loss_cls: 4.4149, loss: 4.4149 +2023-12-30 23:18:42,223 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-30 23:20:42,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-30 23:20:43,410 - pyskl - INFO - +top1_acc 0.2333 +top5_acc 0.4731 +2023-12-30 23:20:43,410 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-30 23:20:43,455 - pyskl - INFO - +mean_acc 0.2332 +2023-12-30 23:20:43,466 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.2333, top5_acc: 0.4731, mean_class_accuracy: 0.2332 +2023-12-30 23:24:15,209 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 2 days, 15:13:38, time: 2.117, data_time: 1.519, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5583, loss_cls: 4.3440, loss: 4.3440 +2023-12-30 23:25:15,350 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 2 days, 15:12:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5333, loss_cls: 4.4465, loss: 4.4465 +2023-12-30 23:26:15,146 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 2 days, 15:11:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5484, loss_cls: 4.3736, loss: 4.3736 +2023-12-30 23:27:14,830 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 2 days, 15:10:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5428, loss_cls: 4.4178, loss: 4.4178 +2023-12-30 23:28:14,803 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 2 days, 15:09:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2819, top5_acc: 0.5381, loss_cls: 4.4287, loss: 4.4287 +2023-12-30 23:29:14,767 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 2 days, 15:07:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5494, loss_cls: 4.3827, loss: 4.3827 +2023-12-30 23:30:14,740 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 2 days, 15:06:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5403, loss_cls: 4.4317, loss: 4.4317 +2023-12-30 23:31:14,667 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 2 days, 15:05:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2797, top5_acc: 0.5328, loss_cls: 4.4521, loss: 4.4521 +2023-12-30 23:32:14,442 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 2 days, 15:04:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5437, loss_cls: 4.4051, loss: 4.4051 +2023-12-30 23:33:14,533 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 2 days, 15:03:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5486, loss_cls: 4.4040, loss: 4.4040 +2023-12-30 23:34:14,621 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 2 days, 15:02:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5491, loss_cls: 4.3994, loss: 4.3994 +2023-12-30 23:35:15,010 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 2 days, 15:00:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2781, top5_acc: 0.5328, loss_cls: 4.4536, loss: 4.4536 +2023-12-30 23:36:14,672 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 2 days, 14:59:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5359, loss_cls: 4.4225, loss: 4.4225 +2023-12-30 23:37:14,315 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 2 days, 14:58:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5478, loss_cls: 4.3987, loss: 4.3987 +2023-12-30 23:38:14,436 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 2 days, 14:57:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5389, loss_cls: 4.4029, loss: 4.4029 +2023-12-30 23:39:13,948 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 2 days, 14:56:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2786, top5_acc: 0.5417, loss_cls: 4.4548, loss: 4.4548 +2023-12-30 23:40:13,518 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 2 days, 14:55:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5434, loss_cls: 4.4105, loss: 4.4105 +2023-12-30 23:41:13,114 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 2 days, 14:54:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5453, loss_cls: 4.4121, loss: 4.4121 +2023-12-30 23:42:14,170 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 2 days, 14:52:52, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5461, loss_cls: 4.4052, loss: 4.4052 +2023-12-30 23:43:14,895 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 2 days, 14:51:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5473, loss_cls: 4.4009, loss: 4.4009 +2023-12-30 23:44:15,468 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 2 days, 14:50:37, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5372, loss_cls: 4.4502, loss: 4.4502 +2023-12-30 23:45:16,116 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 2 days, 14:49:29, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5467, loss_cls: 4.4089, loss: 4.4089 +2023-12-30 23:46:17,261 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 2 days, 14:48:22, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5366, loss_cls: 4.4172, loss: 4.4172 +2023-12-30 23:47:17,303 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 2 days, 14:47:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5330, loss_cls: 4.4519, loss: 4.4519 +2023-12-30 23:48:17,629 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 2 days, 14:46:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5314, loss_cls: 4.4490, loss: 4.4490 +2023-12-30 23:49:18,228 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 2 days, 14:44:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5536, loss_cls: 4.3941, loss: 4.3941 +2023-12-30 23:50:18,311 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 2 days, 14:43:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5395, loss_cls: 4.4214, loss: 4.4214 +2023-12-30 23:51:18,557 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 2 days, 14:42:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2780, top5_acc: 0.5400, loss_cls: 4.4732, loss: 4.4732 +2023-12-30 23:52:19,301 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 2 days, 14:41:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5330, loss_cls: 4.4563, loss: 4.4563 +2023-12-30 23:53:20,099 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 2 days, 14:40:24, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2808, top5_acc: 0.5389, loss_cls: 4.4434, loss: 4.4434 +2023-12-30 23:54:20,560 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 2 days, 14:39:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5434, loss_cls: 4.4241, loss: 4.4241 +2023-12-30 23:55:20,104 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 2 days, 14:38:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2783, top5_acc: 0.5447, loss_cls: 4.4203, loss: 4.4203 +2023-12-30 23:56:20,325 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 2 days, 14:36:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5402, loss_cls: 4.4330, loss: 4.4330 +2023-12-30 23:57:20,216 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 2 days, 14:35:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2836, top5_acc: 0.5281, loss_cls: 4.4665, loss: 4.4665 +2023-12-30 23:58:20,066 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 2 days, 14:34:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5348, loss_cls: 4.4654, loss: 4.4654 +2023-12-30 23:59:20,463 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 2 days, 14:33:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5369, loss_cls: 4.4377, loss: 4.4377 +2023-12-31 00:00:20,447 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 2 days, 14:32:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5409, loss_cls: 4.4424, loss: 4.4424 +2023-12-31 00:00:50,613 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-31 00:02:47,781 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 00:02:48,619 - pyskl - INFO - +top1_acc 0.2409 +top5_acc 0.4851 +2023-12-31 00:02:48,619 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 00:02:48,653 - pyskl - INFO - +mean_acc 0.2407 +2023-12-31 00:02:48,659 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_49.pth was removed +2023-12-31 00:02:48,905 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2023-12-31 00:02:48,906 - pyskl - INFO - Best top1_acc is 0.2409 at 55 epoch. +2023-12-31 00:02:48,914 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.2409, top5_acc: 0.4851, mean_class_accuracy: 0.2407 +2023-12-31 00:06:15,637 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 2 days, 14:34:07, time: 2.067, data_time: 1.471, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5445, loss_cls: 4.3905, loss: 4.3905 +2023-12-31 00:07:15,480 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 2 days, 14:32:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5481, loss_cls: 4.3996, loss: 4.3996 +2023-12-31 00:08:15,047 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 2 days, 14:31:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5547, loss_cls: 4.3411, loss: 4.3411 +2023-12-31 00:09:14,858 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 2 days, 14:30:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2744, top5_acc: 0.5359, loss_cls: 4.4748, loss: 4.4748 +2023-12-31 00:10:14,414 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 2 days, 14:29:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5513, loss_cls: 4.3770, loss: 4.3770 +2023-12-31 00:11:15,112 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 2 days, 14:28:21, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5498, loss_cls: 4.3879, loss: 4.3879 +2023-12-31 00:12:15,626 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 2 days, 14:27:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5545, loss_cls: 4.3587, loss: 4.3587 +2023-12-31 00:13:15,601 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 2 days, 14:26:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5441, loss_cls: 4.4250, loss: 4.4250 +2023-12-31 00:14:15,781 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 2 days, 14:24:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5481, loss_cls: 4.3884, loss: 4.3884 +2023-12-31 00:15:15,507 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 2 days, 14:23:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5403, loss_cls: 4.4088, loss: 4.4088 +2023-12-31 00:16:16,018 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 2 days, 14:22:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2855, top5_acc: 0.5355, loss_cls: 4.4569, loss: 4.4569 +2023-12-31 00:17:16,684 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 2 days, 14:21:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5453, loss_cls: 4.4025, loss: 4.4025 +2023-12-31 00:18:16,660 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 2 days, 14:20:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5358, loss_cls: 4.4733, loss: 4.4733 +2023-12-31 00:19:16,604 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 2 days, 14:19:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2852, top5_acc: 0.5359, loss_cls: 4.4613, loss: 4.4613 +2023-12-31 00:20:16,324 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 2 days, 14:18:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5450, loss_cls: 4.4183, loss: 4.4183 +2023-12-31 00:21:15,639 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 2 days, 14:16:52, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2877, top5_acc: 0.5422, loss_cls: 4.4141, loss: 4.4141 +2023-12-31 00:22:15,025 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 2 days, 14:15:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2816, top5_acc: 0.5470, loss_cls: 4.4128, loss: 4.4128 +2023-12-31 00:23:14,486 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 2 days, 14:14:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2791, top5_acc: 0.5308, loss_cls: 4.4757, loss: 4.4757 +2023-12-31 00:24:13,943 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 2 days, 14:13:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5369, loss_cls: 4.4544, loss: 4.4544 +2023-12-31 00:25:13,614 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 2 days, 14:12:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5381, loss_cls: 4.4257, loss: 4.4257 +2023-12-31 00:26:13,873 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 2 days, 14:11:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5430, loss_cls: 4.4277, loss: 4.4277 +2023-12-31 00:27:14,330 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 2 days, 14:09:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5589, loss_cls: 4.3935, loss: 4.3935 +2023-12-31 00:28:14,276 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 2 days, 14:08:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5402, loss_cls: 4.4192, loss: 4.4192 +2023-12-31 00:29:15,336 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 2 days, 14:07:41, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5377, loss_cls: 4.4234, loss: 4.4234 +2023-12-31 00:30:16,088 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 2 days, 14:06:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5469, loss_cls: 4.4047, loss: 4.4047 +2023-12-31 00:31:16,887 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 2 days, 14:05:26, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2970, top5_acc: 0.5473, loss_cls: 4.3901, loss: 4.3901 +2023-12-31 00:32:17,616 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 2 days, 14:04:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5508, loss_cls: 4.4138, loss: 4.4138 +2023-12-31 00:33:18,460 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 2 days, 14:03:11, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2828, top5_acc: 0.5409, loss_cls: 4.4375, loss: 4.4375 +2023-12-31 00:34:19,030 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 2 days, 14:02:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5473, loss_cls: 4.4110, loss: 4.4110 +2023-12-31 00:35:19,393 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 2 days, 14:00:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5391, loss_cls: 4.4220, loss: 4.4220 +2023-12-31 00:36:19,681 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 2 days, 13:59:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5403, loss_cls: 4.4070, loss: 4.4070 +2023-12-31 00:37:19,438 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 2 days, 13:58:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2850, top5_acc: 0.5334, loss_cls: 4.4319, loss: 4.4319 +2023-12-31 00:38:19,248 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 2 days, 13:57:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5359, loss_cls: 4.4598, loss: 4.4598 +2023-12-31 00:39:19,020 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 2 days, 13:56:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5395, loss_cls: 4.4489, loss: 4.4489 +2023-12-31 00:40:18,974 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 2 days, 13:55:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5469, loss_cls: 4.4051, loss: 4.4051 +2023-12-31 00:41:19,030 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 2 days, 13:54:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5419, loss_cls: 4.4156, loss: 4.4156 +2023-12-31 00:42:19,497 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 2 days, 13:52:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5537, loss_cls: 4.3731, loss: 4.3731 +2023-12-31 00:42:49,313 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-31 00:44:46,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 00:44:47,731 - pyskl - INFO - +top1_acc 0.2355 +top5_acc 0.4781 +2023-12-31 00:44:47,731 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 00:44:47,765 - pyskl - INFO - +mean_acc 0.2354 +2023-12-31 00:44:47,774 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.2355, top5_acc: 0.4781, mean_class_accuracy: 0.2354 +2023-12-31 00:48:09,366 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 2 days, 13:54:25, time: 2.016, data_time: 1.416, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5536, loss_cls: 4.3585, loss: 4.3585 +2023-12-31 00:49:08,991 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 2 days, 13:53:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5478, loss_cls: 4.3864, loss: 4.3864 +2023-12-31 00:50:08,439 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 2 days, 13:52:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5369, loss_cls: 4.4018, loss: 4.4018 +2023-12-31 00:51:07,985 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 2 days, 13:50:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5530, loss_cls: 4.3744, loss: 4.3744 +2023-12-31 00:52:07,763 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 2 days, 13:49:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5484, loss_cls: 4.3848, loss: 4.3848 +2023-12-31 00:53:07,412 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 2 days, 13:48:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5492, loss_cls: 4.3753, loss: 4.3753 +2023-12-31 00:54:07,192 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 2 days, 13:47:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2872, top5_acc: 0.5363, loss_cls: 4.4292, loss: 4.4292 +2023-12-31 00:55:06,948 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 2 days, 13:46:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5416, loss_cls: 4.4377, loss: 4.4377 +2023-12-31 00:56:06,754 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 2 days, 13:45:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5545, loss_cls: 4.3835, loss: 4.3835 +2023-12-31 00:57:06,805 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 2 days, 13:44:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5459, loss_cls: 4.3989, loss: 4.3989 +2023-12-31 00:58:07,701 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 2 days, 13:42:54, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2902, top5_acc: 0.5478, loss_cls: 4.4061, loss: 4.4061 +2023-12-31 00:59:08,607 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 2 days, 13:41:46, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5397, loss_cls: 4.4310, loss: 4.4310 +2023-12-31 01:00:08,462 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 2 days, 13:40:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5511, loss_cls: 4.3687, loss: 4.3687 +2023-12-31 01:01:08,370 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 2 days, 13:39:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5453, loss_cls: 4.4308, loss: 4.4308 +2023-12-31 01:02:08,737 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 2 days, 13:38:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5497, loss_cls: 4.3751, loss: 4.3751 +2023-12-31 01:03:08,252 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 2 days, 13:37:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2955, top5_acc: 0.5573, loss_cls: 4.3729, loss: 4.3729 +2023-12-31 01:04:08,383 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 2 days, 13:36:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5384, loss_cls: 4.4153, loss: 4.4153 +2023-12-31 01:05:09,474 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 2 days, 13:34:55, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5364, loss_cls: 4.4540, loss: 4.4540 +2023-12-31 01:06:10,085 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 2 days, 13:33:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2970, top5_acc: 0.5653, loss_cls: 4.3322, loss: 4.3322 +2023-12-31 01:07:10,729 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 2 days, 13:32:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2830, top5_acc: 0.5448, loss_cls: 4.4321, loss: 4.4321 +2023-12-31 01:08:11,059 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 2 days, 13:31:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2844, top5_acc: 0.5458, loss_cls: 4.4240, loss: 4.4240 +2023-12-31 01:09:11,275 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 2 days, 13:30:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2961, top5_acc: 0.5497, loss_cls: 4.3765, loss: 4.3765 +2023-12-31 01:10:11,157 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 2 days, 13:29:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2795, top5_acc: 0.5348, loss_cls: 4.4681, loss: 4.4681 +2023-12-31 01:11:11,876 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 2 days, 13:28:07, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5497, loss_cls: 4.4119, loss: 4.4119 +2023-12-31 01:12:11,631 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 2 days, 13:26:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5439, loss_cls: 4.4224, loss: 4.4224 +2023-12-31 01:13:12,187 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 2 days, 13:25:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5334, loss_cls: 4.4406, loss: 4.4406 +2023-12-31 01:14:12,444 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 2 days, 13:24:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5417, loss_cls: 4.4376, loss: 4.4376 +2023-12-31 01:15:12,556 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 2 days, 13:23:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2833, top5_acc: 0.5484, loss_cls: 4.4071, loss: 4.4071 +2023-12-31 01:16:13,254 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 2 days, 13:22:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5384, loss_cls: 4.4357, loss: 4.4357 +2023-12-31 01:17:13,905 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 2 days, 13:21:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2800, top5_acc: 0.5413, loss_cls: 4.4307, loss: 4.4307 +2023-12-31 01:18:13,644 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 2 days, 13:20:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5402, loss_cls: 4.4119, loss: 4.4119 +2023-12-31 01:19:13,294 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 2 days, 13:19:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5430, loss_cls: 4.4215, loss: 4.4215 +2023-12-31 01:20:13,021 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 2 days, 13:17:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5425, loss_cls: 4.4149, loss: 4.4149 +2023-12-31 01:21:12,976 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 2 days, 13:16:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5428, loss_cls: 4.4073, loss: 4.4073 +2023-12-31 01:22:13,012 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 2 days, 13:15:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5391, loss_cls: 4.4084, loss: 4.4084 +2023-12-31 01:23:13,707 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 2 days, 13:14:27, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5425, loss_cls: 4.3914, loss: 4.3914 +2023-12-31 01:24:14,042 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 2 days, 13:13:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5341, loss_cls: 4.4506, loss: 4.4506 +2023-12-31 01:24:43,986 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-31 01:26:40,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 01:26:41,629 - pyskl - INFO - +top1_acc 0.2232 +top5_acc 0.4686 +2023-12-31 01:26:41,629 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 01:26:41,673 - pyskl - INFO - +mean_acc 0.2228 +2023-12-31 01:26:41,684 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.2232, top5_acc: 0.4686, mean_class_accuracy: 0.2228 +2023-12-31 01:30:02,676 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 2 days, 13:14:43, time: 2.010, data_time: 1.414, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5608, loss_cls: 4.3114, loss: 4.3114 +2023-12-31 01:31:02,269 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 2 days, 13:13:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5486, loss_cls: 4.3676, loss: 4.3676 +2023-12-31 01:32:02,117 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 2 days, 13:12:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5514, loss_cls: 4.3486, loss: 4.3486 +2023-12-31 01:33:01,990 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 2 days, 13:11:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2767, top5_acc: 0.5328, loss_cls: 4.4516, loss: 4.4516 +2023-12-31 01:34:01,615 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 2 days, 13:10:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5519, loss_cls: 4.3906, loss: 4.3906 +2023-12-31 01:35:01,587 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 2 days, 13:08:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5527, loss_cls: 4.3707, loss: 4.3707 +2023-12-31 01:36:01,232 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 2 days, 13:07:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5416, loss_cls: 4.3970, loss: 4.3970 +2023-12-31 01:37:01,192 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 2 days, 13:06:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5550, loss_cls: 4.3786, loss: 4.3786 +2023-12-31 01:38:01,038 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 2 days, 13:05:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5375, loss_cls: 4.4347, loss: 4.4347 +2023-12-31 01:39:00,900 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 2 days, 13:04:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5441, loss_cls: 4.4104, loss: 4.4104 +2023-12-31 01:40:01,041 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 2 days, 13:03:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5508, loss_cls: 4.4255, loss: 4.4255 +2023-12-31 01:41:02,086 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 2 days, 13:02:07, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5483, loss_cls: 4.3771, loss: 4.3771 +2023-12-31 01:42:01,970 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 2 days, 13:00:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2863, top5_acc: 0.5455, loss_cls: 4.4121, loss: 4.4121 +2023-12-31 01:43:01,830 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 2 days, 12:59:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5444, loss_cls: 4.4028, loss: 4.4028 +2023-12-31 01:44:01,496 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 2 days, 12:58:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5484, loss_cls: 4.3857, loss: 4.3857 +2023-12-31 01:45:01,299 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 2 days, 12:57:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5484, loss_cls: 4.3883, loss: 4.3883 +2023-12-31 01:46:01,019 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 2 days, 12:56:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5481, loss_cls: 4.3895, loss: 4.3895 +2023-12-31 01:47:01,931 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 2 days, 12:55:16, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5433, loss_cls: 4.3947, loss: 4.3947 +2023-12-31 01:48:01,606 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 2 days, 12:54:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5308, loss_cls: 4.4555, loss: 4.4555 +2023-12-31 01:49:01,346 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 2 days, 12:52:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5539, loss_cls: 4.3865, loss: 4.3865 +2023-12-31 01:50:01,407 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 2 days, 12:51:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2886, top5_acc: 0.5384, loss_cls: 4.4285, loss: 4.4285 +2023-12-31 01:51:01,349 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 2 days, 12:50:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2934, top5_acc: 0.5405, loss_cls: 4.4314, loss: 4.4314 +2023-12-31 01:52:01,214 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 2 days, 12:49:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5506, loss_cls: 4.3815, loss: 4.3815 +2023-12-31 01:53:02,047 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 2 days, 12:48:24, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2789, top5_acc: 0.5434, loss_cls: 4.4561, loss: 4.4561 +2023-12-31 01:54:02,978 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 2 days, 12:47:17, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5539, loss_cls: 4.3831, loss: 4.3831 +2023-12-31 01:55:03,238 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 2 days, 12:46:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5381, loss_cls: 4.4354, loss: 4.4354 +2023-12-31 01:56:03,541 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 2 days, 12:45:01, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2856, top5_acc: 0.5364, loss_cls: 4.4295, loss: 4.4295 +2023-12-31 01:57:03,621 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 2 days, 12:43:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5559, loss_cls: 4.3758, loss: 4.3758 +2023-12-31 01:58:04,257 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 2 days, 12:42:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5484, loss_cls: 4.3868, loss: 4.3868 +2023-12-31 01:59:04,889 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 2 days, 12:41:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5573, loss_cls: 4.3655, loss: 4.3655 +2023-12-31 02:00:04,885 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 2 days, 12:40:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2919, top5_acc: 0.5486, loss_cls: 4.4010, loss: 4.4010 +2023-12-31 02:01:04,155 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 2 days, 12:39:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5503, loss_cls: 4.4114, loss: 4.4114 +2023-12-31 02:02:04,002 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 2 days, 12:38:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2820, top5_acc: 0.5498, loss_cls: 4.3941, loss: 4.3941 +2023-12-31 02:03:03,806 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 2 days, 12:37:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5514, loss_cls: 4.3876, loss: 4.3876 +2023-12-31 02:04:03,571 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 2 days, 12:35:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2923, top5_acc: 0.5480, loss_cls: 4.3848, loss: 4.3848 +2023-12-31 02:05:04,048 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 2 days, 12:34:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2864, top5_acc: 0.5370, loss_cls: 4.4501, loss: 4.4501 +2023-12-31 02:06:04,768 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 2 days, 12:33:39, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2838, top5_acc: 0.5398, loss_cls: 4.4396, loss: 4.4396 +2023-12-31 02:06:34,629 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-31 02:08:31,958 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 02:08:33,024 - pyskl - INFO - +top1_acc 0.2484 +top5_acc 0.4982 +2023-12-31 02:08:33,024 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 02:08:33,065 - pyskl - INFO - +mean_acc 0.2483 +2023-12-31 02:08:33,071 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_55.pth was removed +2023-12-31 02:08:33,374 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2023-12-31 02:08:33,375 - pyskl - INFO - Best top1_acc is 0.2484 at 58 epoch. +2023-12-31 02:08:33,386 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.2484, top5_acc: 0.4982, mean_class_accuracy: 0.2483 +2023-12-31 02:12:01,168 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 2 days, 12:35:09, time: 2.078, data_time: 1.481, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5616, loss_cls: 4.3280, loss: 4.3280 +2023-12-31 02:13:01,262 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 2 days, 12:34:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5527, loss_cls: 4.3747, loss: 4.3747 +2023-12-31 02:14:01,103 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 2 days, 12:32:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5519, loss_cls: 4.3656, loss: 4.3656 +2023-12-31 02:15:01,508 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 2 days, 12:31:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5498, loss_cls: 4.3527, loss: 4.3527 +2023-12-31 02:16:02,168 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 2 days, 12:30:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5444, loss_cls: 4.3852, loss: 4.3852 +2023-12-31 02:17:02,611 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 2 days, 12:29:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2847, top5_acc: 0.5423, loss_cls: 4.4068, loss: 4.4068 +2023-12-31 02:18:02,942 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 2 days, 12:28:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5448, loss_cls: 4.4164, loss: 4.4164 +2023-12-31 02:19:03,111 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 2 days, 12:27:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5505, loss_cls: 4.3859, loss: 4.3859 +2023-12-31 02:20:02,779 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 2 days, 12:26:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2812, top5_acc: 0.5414, loss_cls: 4.4250, loss: 4.4250 +2023-12-31 02:21:02,390 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 2 days, 12:24:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5309, loss_cls: 4.4544, loss: 4.4544 +2023-12-31 02:22:02,532 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 2 days, 12:23:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2827, top5_acc: 0.5456, loss_cls: 4.4119, loss: 4.4119 +2023-12-31 02:23:03,346 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 2 days, 12:22:39, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5459, loss_cls: 4.3868, loss: 4.3868 +2023-12-31 02:24:03,623 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 2 days, 12:21:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5616, loss_cls: 4.3170, loss: 4.3170 +2023-12-31 02:25:03,421 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 2 days, 12:20:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5472, loss_cls: 4.3916, loss: 4.3916 +2023-12-31 02:26:03,348 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 2 days, 12:19:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2863, top5_acc: 0.5414, loss_cls: 4.4175, loss: 4.4175 +2023-12-31 02:27:02,860 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 2 days, 12:18:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2884, top5_acc: 0.5495, loss_cls: 4.4016, loss: 4.4016 +2023-12-31 02:28:02,271 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 2 days, 12:16:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5442, loss_cls: 4.4091, loss: 4.4091 +2023-12-31 02:29:01,679 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 2 days, 12:15:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2869, top5_acc: 0.5366, loss_cls: 4.4239, loss: 4.4239 +2023-12-31 02:30:01,326 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 2 days, 12:14:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5591, loss_cls: 4.3716, loss: 4.3716 +2023-12-31 02:31:00,874 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 2 days, 12:13:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5459, loss_cls: 4.3797, loss: 4.3797 +2023-12-31 02:32:00,890 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 2 days, 12:12:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5463, loss_cls: 4.3729, loss: 4.3729 +2023-12-31 02:33:00,668 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 2 days, 12:11:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5466, loss_cls: 4.4088, loss: 4.4088 +2023-12-31 02:34:00,229 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 2 days, 12:10:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5528, loss_cls: 4.3608, loss: 4.3608 +2023-12-31 02:35:00,159 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 2 days, 12:08:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2909, top5_acc: 0.5336, loss_cls: 4.4346, loss: 4.4346 +2023-12-31 02:35:59,629 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 2 days, 12:07:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5428, loss_cls: 4.4223, loss: 4.4223 +2023-12-31 02:36:59,300 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 2 days, 12:06:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2866, top5_acc: 0.5398, loss_cls: 4.4170, loss: 4.4170 +2023-12-31 02:37:59,216 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 2 days, 12:05:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5444, loss_cls: 4.4019, loss: 4.4019 +2023-12-31 02:38:59,647 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 2 days, 12:04:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2814, top5_acc: 0.5436, loss_cls: 4.4166, loss: 4.4166 +2023-12-31 02:40:00,509 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 2 days, 12:03:12, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5473, loss_cls: 4.3752, loss: 4.3752 +2023-12-31 02:41:00,438 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 2 days, 12:02:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5541, loss_cls: 4.3551, loss: 4.3551 +2023-12-31 02:42:00,293 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 2 days, 12:00:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2897, top5_acc: 0.5473, loss_cls: 4.3988, loss: 4.3988 +2023-12-31 02:43:00,281 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 2 days, 11:59:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5436, loss_cls: 4.4212, loss: 4.4212 +2023-12-31 02:44:00,239 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 2 days, 11:58:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5491, loss_cls: 4.3724, loss: 4.3724 +2023-12-31 02:44:59,865 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 2 days, 11:57:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5459, loss_cls: 4.4027, loss: 4.4027 +2023-12-31 02:45:59,813 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 2 days, 11:56:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2891, top5_acc: 0.5447, loss_cls: 4.4235, loss: 4.4235 +2023-12-31 02:47:00,451 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 2 days, 11:55:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5444, loss_cls: 4.4075, loss: 4.4075 +2023-12-31 02:48:00,870 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 2 days, 11:54:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5444, loss_cls: 4.4015, loss: 4.4015 +2023-12-31 02:48:31,064 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-31 02:50:29,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 02:50:30,439 - pyskl - INFO - +top1_acc 0.2407 +top5_acc 0.4800 +2023-12-31 02:50:30,439 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 02:50:30,486 - pyskl - INFO - +mean_acc 0.2407 +2023-12-31 02:50:30,498 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.2407, top5_acc: 0.4800, mean_class_accuracy: 0.2407 +2023-12-31 02:53:59,094 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 2 days, 11:55:33, time: 2.086, data_time: 1.482, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5656, loss_cls: 4.3049, loss: 4.3049 +2023-12-31 02:54:58,876 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 2 days, 11:54:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5655, loss_cls: 4.3223, loss: 4.3223 +2023-12-31 02:55:58,313 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 2 days, 11:53:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5477, loss_cls: 4.3898, loss: 4.3898 +2023-12-31 02:56:57,847 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 2 days, 11:52:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3014, top5_acc: 0.5547, loss_cls: 4.3309, loss: 4.3309 +2023-12-31 02:57:57,522 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 2 days, 11:50:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3044, top5_acc: 0.5594, loss_cls: 4.3126, loss: 4.3126 +2023-12-31 02:58:57,063 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 2 days, 11:49:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5527, loss_cls: 4.3781, loss: 4.3781 +2023-12-31 02:59:56,840 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 2 days, 11:48:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5453, loss_cls: 4.4017, loss: 4.4017 +2023-12-31 03:00:56,395 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 2 days, 11:47:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2870, top5_acc: 0.5427, loss_cls: 4.4170, loss: 4.4170 +2023-12-31 03:01:56,012 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 2 days, 11:46:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5461, loss_cls: 4.3999, loss: 4.3999 +2023-12-31 03:02:55,617 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 2 days, 11:45:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5503, loss_cls: 4.3592, loss: 4.3592 +2023-12-31 03:03:55,603 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 2 days, 11:44:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2798, top5_acc: 0.5322, loss_cls: 4.4628, loss: 4.4628 +2023-12-31 03:04:56,273 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 2 days, 11:42:57, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5480, loss_cls: 4.3933, loss: 4.3933 +2023-12-31 03:05:56,885 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 2 days, 11:41:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5483, loss_cls: 4.3893, loss: 4.3893 +2023-12-31 03:06:56,646 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 2 days, 11:40:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2834, top5_acc: 0.5358, loss_cls: 4.4172, loss: 4.4172 +2023-12-31 03:07:56,623 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 2 days, 11:39:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5436, loss_cls: 4.3985, loss: 4.3985 +2023-12-31 03:08:56,397 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 2 days, 11:38:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2892, top5_acc: 0.5445, loss_cls: 4.4016, loss: 4.4016 +2023-12-31 03:09:56,087 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 2 days, 11:37:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5536, loss_cls: 4.3904, loss: 4.3904 +2023-12-31 03:10:55,733 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 2 days, 11:36:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5472, loss_cls: 4.3817, loss: 4.3817 +2023-12-31 03:11:55,292 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 2 days, 11:34:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5486, loss_cls: 4.3843, loss: 4.3843 +2023-12-31 03:12:55,431 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 2 days, 11:33:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5548, loss_cls: 4.3694, loss: 4.3694 +2023-12-31 03:13:55,671 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 2 days, 11:32:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5472, loss_cls: 4.4082, loss: 4.4082 +2023-12-31 03:14:55,738 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 2 days, 11:31:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5555, loss_cls: 4.3521, loss: 4.3521 +2023-12-31 03:15:56,445 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 2 days, 11:30:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2822, top5_acc: 0.5437, loss_cls: 4.4203, loss: 4.4203 +2023-12-31 03:16:57,073 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 2 days, 11:29:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5453, loss_cls: 4.3904, loss: 4.3904 +2023-12-31 03:17:57,539 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 2 days, 11:28:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5528, loss_cls: 4.3894, loss: 4.3894 +2023-12-31 03:18:57,421 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 2 days, 11:27:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5492, loss_cls: 4.3785, loss: 4.3785 +2023-12-31 03:19:57,144 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 2 days, 11:25:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5458, loss_cls: 4.4048, loss: 4.4048 +2023-12-31 03:20:57,719 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 2 days, 11:24:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5483, loss_cls: 4.3744, loss: 4.3744 +2023-12-31 03:21:58,215 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 2 days, 11:23:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5525, loss_cls: 4.3684, loss: 4.3684 +2023-12-31 03:22:58,849 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 2 days, 11:22:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5497, loss_cls: 4.4099, loss: 4.4099 +2023-12-31 03:23:58,501 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 2 days, 11:21:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2894, top5_acc: 0.5392, loss_cls: 4.4116, loss: 4.4116 +2023-12-31 03:24:58,329 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 2 days, 11:20:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3005, top5_acc: 0.5597, loss_cls: 4.3821, loss: 4.3821 +2023-12-31 03:25:58,483 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 2 days, 11:19:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5508, loss_cls: 4.3983, loss: 4.3983 +2023-12-31 03:26:57,896 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 2 days, 11:17:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2916, top5_acc: 0.5406, loss_cls: 4.4275, loss: 4.4275 +2023-12-31 03:27:57,683 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 2 days, 11:16:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5530, loss_cls: 4.3785, loss: 4.3785 +2023-12-31 03:28:58,279 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 2 days, 11:15:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5550, loss_cls: 4.3680, loss: 4.3680 +2023-12-31 03:29:58,945 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 2 days, 11:14:35, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5577, loss_cls: 4.3499, loss: 4.3499 +2023-12-31 03:30:28,812 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-31 03:32:27,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 03:32:28,526 - pyskl - INFO - +top1_acc 0.2375 +top5_acc 0.4702 +2023-12-31 03:32:28,526 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 03:32:28,576 - pyskl - INFO - +mean_acc 0.2372 +2023-12-31 03:32:28,589 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.2375, top5_acc: 0.4702, mean_class_accuracy: 0.2372 +2023-12-31 03:35:53,563 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 2 days, 11:15:52, time: 2.050, data_time: 1.450, memory: 16177, top1_acc: 0.3031, top5_acc: 0.5595, loss_cls: 4.3403, loss: 4.3403 +2023-12-31 03:36:53,588 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 2 days, 11:14:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5519, loss_cls: 4.3635, loss: 4.3635 +2023-12-31 03:37:53,347 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 2 days, 11:13:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5569, loss_cls: 4.3476, loss: 4.3476 +2023-12-31 03:38:53,262 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 2 days, 11:12:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5575, loss_cls: 4.4015, loss: 4.4015 +2023-12-31 03:39:53,022 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 2 days, 11:11:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2969, top5_acc: 0.5422, loss_cls: 4.4021, loss: 4.4021 +2023-12-31 03:40:52,623 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 2 days, 11:10:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5619, loss_cls: 4.3319, loss: 4.3319 +2023-12-31 03:41:52,532 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 2 days, 11:09:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5461, loss_cls: 4.3874, loss: 4.3874 +2023-12-31 03:42:52,567 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 2 days, 11:07:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5522, loss_cls: 4.3630, loss: 4.3630 +2023-12-31 03:43:53,694 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 2 days, 11:06:46, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5506, loss_cls: 4.3713, loss: 4.3713 +2023-12-31 03:44:54,049 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 2 days, 11:05:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5511, loss_cls: 4.3696, loss: 4.3696 +2023-12-31 03:45:53,632 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 2 days, 11:04:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2900, top5_acc: 0.5475, loss_cls: 4.4208, loss: 4.4208 +2023-12-31 03:46:54,384 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 2 days, 11:03:23, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5489, loss_cls: 4.3966, loss: 4.3966 +2023-12-31 03:47:54,513 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 2 days, 11:02:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5497, loss_cls: 4.3746, loss: 4.3746 +2023-12-31 03:48:54,088 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 2 days, 11:01:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5523, loss_cls: 4.3643, loss: 4.3643 +2023-12-31 03:49:53,741 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 2 days, 10:59:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5491, loss_cls: 4.3715, loss: 4.3715 +2023-12-31 03:50:53,967 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 2 days, 10:58:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5509, loss_cls: 4.3877, loss: 4.3877 +2023-12-31 03:51:53,596 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 2 days, 10:57:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5564, loss_cls: 4.3449, loss: 4.3449 +2023-12-31 03:52:53,556 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 2 days, 10:56:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5650, loss_cls: 4.3211, loss: 4.3211 +2023-12-31 03:53:53,487 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 2 days, 10:55:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5466, loss_cls: 4.3803, loss: 4.3803 +2023-12-31 03:54:53,819 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 2 days, 10:54:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2880, top5_acc: 0.5459, loss_cls: 4.3906, loss: 4.3906 +2023-12-31 03:55:54,511 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 2 days, 10:53:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5364, loss_cls: 4.4261, loss: 4.4261 +2023-12-31 03:56:54,568 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 2 days, 10:52:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5528, loss_cls: 4.3678, loss: 4.3678 +2023-12-31 03:57:54,928 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 2 days, 10:50:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5613, loss_cls: 4.3534, loss: 4.3534 +2023-12-31 03:58:55,239 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 2 days, 10:49:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5522, loss_cls: 4.3608, loss: 4.3608 +2023-12-31 03:59:55,667 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 2 days, 10:48:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5416, loss_cls: 4.4161, loss: 4.4161 +2023-12-31 04:00:55,912 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 2 days, 10:47:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5386, loss_cls: 4.4047, loss: 4.4047 +2023-12-31 04:01:56,893 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 2 days, 10:46:24, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5513, loss_cls: 4.3772, loss: 4.3772 +2023-12-31 04:02:57,349 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 2 days, 10:45:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2927, top5_acc: 0.5481, loss_cls: 4.3721, loss: 4.3721 +2023-12-31 04:03:58,122 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 2 days, 10:44:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5513, loss_cls: 4.3868, loss: 4.3868 +2023-12-31 04:04:58,384 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 2 days, 10:43:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5461, loss_cls: 4.3868, loss: 4.3868 +2023-12-31 04:05:57,991 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 2 days, 10:41:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2908, top5_acc: 0.5459, loss_cls: 4.4046, loss: 4.4046 +2023-12-31 04:06:58,000 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 2 days, 10:40:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2950, top5_acc: 0.5467, loss_cls: 4.3854, loss: 4.3854 +2023-12-31 04:07:57,741 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 2 days, 10:39:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5563, loss_cls: 4.3711, loss: 4.3711 +2023-12-31 04:08:57,364 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 2 days, 10:38:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5552, loss_cls: 4.3549, loss: 4.3549 +2023-12-31 04:09:57,273 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 2 days, 10:37:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5472, loss_cls: 4.3902, loss: 4.3902 +2023-12-31 04:10:57,727 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 2 days, 10:36:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5525, loss_cls: 4.4082, loss: 4.4082 +2023-12-31 04:11:58,286 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 2 days, 10:35:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5533, loss_cls: 4.3822, loss: 4.3822 +2023-12-31 04:12:28,296 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-31 04:14:27,768 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 04:14:28,825 - pyskl - INFO - +top1_acc 0.2290 +top5_acc 0.4774 +2023-12-31 04:14:28,826 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 04:14:28,864 - pyskl - INFO - +mean_acc 0.2289 +2023-12-31 04:14:28,875 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.2290, top5_acc: 0.4774, mean_class_accuracy: 0.2289 +2023-12-31 04:17:55,191 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 2 days, 10:36:20, time: 2.063, data_time: 1.466, memory: 16177, top1_acc: 0.2930, top5_acc: 0.5587, loss_cls: 4.3449, loss: 4.3449 +2023-12-31 04:18:54,974 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 2 days, 10:35:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5652, loss_cls: 4.2984, loss: 4.2984 +2023-12-31 04:19:54,981 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 2 days, 10:34:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5500, loss_cls: 4.3610, loss: 4.3610 +2023-12-31 04:20:54,408 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 2 days, 10:32:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5527, loss_cls: 4.3797, loss: 4.3797 +2023-12-31 04:21:54,098 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 2 days, 10:31:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5503, loss_cls: 4.3749, loss: 4.3749 +2023-12-31 04:22:54,070 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 2 days, 10:30:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5619, loss_cls: 4.3431, loss: 4.3431 +2023-12-31 04:23:53,594 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 2 days, 10:29:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5541, loss_cls: 4.3511, loss: 4.3511 +2023-12-31 04:24:53,296 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 2 days, 10:28:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2873, top5_acc: 0.5575, loss_cls: 4.3909, loss: 4.3909 +2023-12-31 04:25:53,051 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 2 days, 10:27:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5570, loss_cls: 4.3580, loss: 4.3580 +2023-12-31 04:26:52,847 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 2 days, 10:26:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5442, loss_cls: 4.4099, loss: 4.4099 +2023-12-31 04:27:52,675 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 2 days, 10:24:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5558, loss_cls: 4.3694, loss: 4.3694 +2023-12-31 04:28:53,061 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 2 days, 10:23:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5584, loss_cls: 4.3757, loss: 4.3757 +2023-12-31 04:29:53,332 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 2 days, 10:22:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5548, loss_cls: 4.3454, loss: 4.3454 +2023-12-31 04:30:53,074 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 2 days, 10:21:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5483, loss_cls: 4.3740, loss: 4.3740 +2023-12-31 04:31:52,766 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 2 days, 10:20:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5481, loss_cls: 4.3649, loss: 4.3649 +2023-12-31 04:32:52,675 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 2 days, 10:19:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5558, loss_cls: 4.3753, loss: 4.3753 +2023-12-31 04:33:52,628 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 2 days, 10:18:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5542, loss_cls: 4.3596, loss: 4.3596 +2023-12-31 04:34:52,257 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 2 days, 10:16:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5525, loss_cls: 4.3455, loss: 4.3455 +2023-12-31 04:35:52,139 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 2 days, 10:15:51, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5466, loss_cls: 4.4072, loss: 4.4072 +2023-12-31 04:36:51,968 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 2 days, 10:14:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5666, loss_cls: 4.3229, loss: 4.3229 +2023-12-31 04:37:52,609 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 2 days, 10:13:35, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5487, loss_cls: 4.3999, loss: 4.3999 +2023-12-31 04:38:53,105 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 2 days, 10:12:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5548, loss_cls: 4.3619, loss: 4.3619 +2023-12-31 04:39:53,014 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 2 days, 10:11:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2942, top5_acc: 0.5541, loss_cls: 4.3738, loss: 4.3738 +2023-12-31 04:40:53,256 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 2 days, 10:10:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5522, loss_cls: 4.3620, loss: 4.3620 +2023-12-31 04:41:53,586 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 2 days, 10:09:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5547, loss_cls: 4.3504, loss: 4.3504 +2023-12-31 04:42:53,796 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 2 days, 10:07:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5500, loss_cls: 4.3680, loss: 4.3680 +2023-12-31 04:43:54,572 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 2 days, 10:06:50, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5563, loss_cls: 4.3653, loss: 4.3653 +2023-12-31 04:44:55,675 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 2 days, 10:05:44, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5475, loss_cls: 4.3763, loss: 4.3763 +2023-12-31 04:45:56,730 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 2 days, 10:04:38, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2881, top5_acc: 0.5448, loss_cls: 4.4031, loss: 4.4031 +2023-12-31 04:46:56,763 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 2 days, 10:03:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5572, loss_cls: 4.3715, loss: 4.3715 +2023-12-31 04:47:57,070 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 2 days, 10:02:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2966, top5_acc: 0.5545, loss_cls: 4.3999, loss: 4.3999 +2023-12-31 04:48:57,301 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 2 days, 10:01:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5661, loss_cls: 4.3234, loss: 4.3234 +2023-12-31 04:49:56,733 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 2 days, 10:00:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2867, top5_acc: 0.5552, loss_cls: 4.3901, loss: 4.3901 +2023-12-31 04:50:56,418 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 2 days, 9:58:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2941, top5_acc: 0.5428, loss_cls: 4.3962, loss: 4.3962 +2023-12-31 04:51:56,370 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 2 days, 9:57:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5548, loss_cls: 4.3839, loss: 4.3839 +2023-12-31 04:52:57,020 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 2 days, 9:56:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2931, top5_acc: 0.5458, loss_cls: 4.4086, loss: 4.4086 +2023-12-31 04:53:57,538 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 2 days, 9:55:36, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5423, loss_cls: 4.4296, loss: 4.4296 +2023-12-31 04:54:27,543 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-31 04:56:22,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 04:56:23,952 - pyskl - INFO - +top1_acc 0.2282 +top5_acc 0.4774 +2023-12-31 04:56:23,952 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 04:56:24,002 - pyskl - INFO - +mean_acc 0.2280 +2023-12-31 04:56:24,018 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.2282, top5_acc: 0.4774, mean_class_accuracy: 0.2280 +2023-12-31 04:59:47,235 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 2 days, 9:56:40, time: 2.032, data_time: 1.435, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5716, loss_cls: 4.3060, loss: 4.3060 +2023-12-31 05:00:47,056 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 2 days, 9:55:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3117, top5_acc: 0.5639, loss_cls: 4.3053, loss: 4.3053 +2023-12-31 05:01:46,771 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 2 days, 9:54:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5572, loss_cls: 4.3420, loss: 4.3420 +2023-12-31 05:02:46,545 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 2 days, 9:53:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5511, loss_cls: 4.3461, loss: 4.3461 +2023-12-31 05:03:46,236 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 2 days, 9:52:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3075, top5_acc: 0.5517, loss_cls: 4.3441, loss: 4.3441 +2023-12-31 05:04:45,771 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 2 days, 9:50:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5564, loss_cls: 4.3698, loss: 4.3698 +2023-12-31 05:05:45,954 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 2 days, 9:49:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2989, top5_acc: 0.5570, loss_cls: 4.3454, loss: 4.3454 +2023-12-31 05:06:45,963 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 2 days, 9:48:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5578, loss_cls: 4.3492, loss: 4.3492 +2023-12-31 05:07:46,949 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 2 days, 9:47:36, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5559, loss_cls: 4.3616, loss: 4.3616 +2023-12-31 05:08:47,103 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 2 days, 9:46:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5622, loss_cls: 4.3372, loss: 4.3372 +2023-12-31 05:09:47,222 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 2 days, 9:45:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5534, loss_cls: 4.3524, loss: 4.3524 +2023-12-31 05:10:47,996 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 2 days, 9:44:14, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2978, top5_acc: 0.5520, loss_cls: 4.3930, loss: 4.3930 +2023-12-31 05:11:49,623 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 2 days, 9:43:09, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.2922, top5_acc: 0.5502, loss_cls: 4.3893, loss: 4.3893 +2023-12-31 05:12:49,626 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 2 days, 9:42:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5642, loss_cls: 4.3293, loss: 4.3293 +2023-12-31 05:13:49,471 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 2 days, 9:40:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5469, loss_cls: 4.3800, loss: 4.3800 +2023-12-31 05:14:49,712 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 2 days, 9:39:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3003, top5_acc: 0.5464, loss_cls: 4.3699, loss: 4.3699 +2023-12-31 05:15:49,548 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 2 days, 9:38:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5555, loss_cls: 4.3643, loss: 4.3643 +2023-12-31 05:16:49,664 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 2 days, 9:37:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5434, loss_cls: 4.3900, loss: 4.3900 +2023-12-31 05:17:49,429 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 2 days, 9:36:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5522, loss_cls: 4.4007, loss: 4.4007 +2023-12-31 05:18:48,966 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 2 days, 9:35:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5627, loss_cls: 4.3340, loss: 4.3340 +2023-12-31 05:19:48,817 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 2 days, 9:34:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5467, loss_cls: 4.3823, loss: 4.3823 +2023-12-31 05:20:48,794 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 2 days, 9:32:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5466, loss_cls: 4.3676, loss: 4.3676 +2023-12-31 05:21:49,289 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 2 days, 9:31:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2888, top5_acc: 0.5464, loss_cls: 4.4159, loss: 4.4159 +2023-12-31 05:22:50,127 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 2 days, 9:30:43, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5563, loss_cls: 4.3385, loss: 4.3385 +2023-12-31 05:23:49,991 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 2 days, 9:29:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5606, loss_cls: 4.3713, loss: 4.3713 +2023-12-31 05:24:49,775 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 2 days, 9:28:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5547, loss_cls: 4.3461, loss: 4.3461 +2023-12-31 05:25:49,762 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 2 days, 9:27:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5606, loss_cls: 4.3401, loss: 4.3401 +2023-12-31 05:26:50,279 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 2 days, 9:26:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2848, top5_acc: 0.5472, loss_cls: 4.4049, loss: 4.4049 +2023-12-31 05:27:50,879 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 2 days, 9:25:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5559, loss_cls: 4.3632, loss: 4.3632 +2023-12-31 05:28:51,040 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 2 days, 9:23:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2911, top5_acc: 0.5455, loss_cls: 4.3940, loss: 4.3940 +2023-12-31 05:29:50,834 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 2 days, 9:22:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5513, loss_cls: 4.3706, loss: 4.3706 +2023-12-31 05:30:50,567 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 2 days, 9:21:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2936, top5_acc: 0.5533, loss_cls: 4.3784, loss: 4.3784 +2023-12-31 05:31:50,442 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 2 days, 9:20:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3061, top5_acc: 0.5628, loss_cls: 4.3311, loss: 4.3311 +2023-12-31 05:32:51,217 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 2 days, 9:19:26, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2944, top5_acc: 0.5570, loss_cls: 4.3489, loss: 4.3489 +2023-12-31 05:33:51,741 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 2 days, 9:18:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5634, loss_cls: 4.3291, loss: 4.3291 +2023-12-31 05:34:52,140 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 2 days, 9:17:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5464, loss_cls: 4.3915, loss: 4.3915 +2023-12-31 05:35:52,480 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 2 days, 9:16:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5602, loss_cls: 4.3140, loss: 4.3140 +2023-12-31 05:36:22,333 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-31 05:38:19,403 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 05:38:20,399 - pyskl - INFO - +top1_acc 0.2259 +top5_acc 0.4600 +2023-12-31 05:38:20,400 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 05:38:20,437 - pyskl - INFO - +mean_acc 0.2256 +2023-12-31 05:38:20,447 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.2259, top5_acc: 0.4600, mean_class_accuracy: 0.2256 +2023-12-31 05:41:53,923 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 2 days, 9:17:20, time: 2.135, data_time: 1.533, memory: 16177, top1_acc: 0.3020, top5_acc: 0.5541, loss_cls: 4.3307, loss: 4.3307 +2023-12-31 05:42:53,896 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 2 days, 9:16:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3039, top5_acc: 0.5594, loss_cls: 4.3199, loss: 4.3199 +2023-12-31 05:43:53,357 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 2 days, 9:15:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5653, loss_cls: 4.3158, loss: 4.3158 +2023-12-31 05:44:52,955 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 2 days, 9:13:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3137, top5_acc: 0.5670, loss_cls: 4.3053, loss: 4.3053 +2023-12-31 05:45:52,776 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 2 days, 9:12:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5639, loss_cls: 4.3486, loss: 4.3486 +2023-12-31 05:46:52,905 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 2 days, 9:11:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5497, loss_cls: 4.3882, loss: 4.3882 +2023-12-31 05:47:53,378 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 2 days, 9:10:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5491, loss_cls: 4.3579, loss: 4.3579 +2023-12-31 05:48:52,936 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 2 days, 9:09:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5637, loss_cls: 4.3275, loss: 4.3275 +2023-12-31 05:49:52,906 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 2 days, 9:08:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5484, loss_cls: 4.3542, loss: 4.3542 +2023-12-31 05:50:52,680 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 2 days, 9:07:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5517, loss_cls: 4.3523, loss: 4.3523 +2023-12-31 05:51:52,498 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 2 days, 9:05:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5603, loss_cls: 4.3466, loss: 4.3466 +2023-12-31 05:52:53,319 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 2 days, 9:04:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5523, loss_cls: 4.3481, loss: 4.3481 +2023-12-31 05:53:54,610 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 2 days, 9:03:47, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5503, loss_cls: 4.3618, loss: 4.3618 +2023-12-31 05:54:54,433 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 2 days, 9:02:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5645, loss_cls: 4.3204, loss: 4.3204 +2023-12-31 05:55:54,106 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 2 days, 9:01:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2883, top5_acc: 0.5602, loss_cls: 4.3601, loss: 4.3601 +2023-12-31 05:56:53,960 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 2 days, 9:00:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3005, top5_acc: 0.5506, loss_cls: 4.3573, loss: 4.3573 +2023-12-31 05:57:53,784 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 2 days, 8:59:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5609, loss_cls: 4.3200, loss: 4.3200 +2023-12-31 05:58:53,858 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 2 days, 8:58:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5569, loss_cls: 4.3622, loss: 4.3622 +2023-12-31 05:59:53,564 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 2 days, 8:56:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5609, loss_cls: 4.3421, loss: 4.3421 +2023-12-31 06:00:53,292 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 2 days, 8:55:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5498, loss_cls: 4.3693, loss: 4.3693 +2023-12-31 06:01:52,973 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 2 days, 8:54:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5586, loss_cls: 4.3589, loss: 4.3589 +2023-12-31 06:02:52,738 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 2 days, 8:53:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2961, top5_acc: 0.5586, loss_cls: 4.3178, loss: 4.3178 +2023-12-31 06:03:52,528 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 2 days, 8:52:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2914, top5_acc: 0.5411, loss_cls: 4.4093, loss: 4.4093 +2023-12-31 06:04:52,690 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 2 days, 8:51:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2981, top5_acc: 0.5628, loss_cls: 4.3456, loss: 4.3456 +2023-12-31 06:05:52,770 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 2 days, 8:50:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5425, loss_cls: 4.4121, loss: 4.4121 +2023-12-31 06:06:52,920 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 2 days, 8:49:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5539, loss_cls: 4.3365, loss: 4.3365 +2023-12-31 06:07:52,950 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 2 days, 8:47:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5642, loss_cls: 4.3207, loss: 4.3207 +2023-12-31 06:08:53,634 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 2 days, 8:46:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2889, top5_acc: 0.5519, loss_cls: 4.3913, loss: 4.3913 +2023-12-31 06:09:53,985 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 2 days, 8:45:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5580, loss_cls: 4.3414, loss: 4.3414 +2023-12-31 06:10:54,144 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 2 days, 8:44:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2975, top5_acc: 0.5545, loss_cls: 4.3800, loss: 4.3800 +2023-12-31 06:11:54,243 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 2 days, 8:43:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2928, top5_acc: 0.5517, loss_cls: 4.3863, loss: 4.3863 +2023-12-31 06:12:54,172 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 2 days, 8:42:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2875, top5_acc: 0.5495, loss_cls: 4.4031, loss: 4.4031 +2023-12-31 06:13:53,908 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 2 days, 8:41:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5503, loss_cls: 4.3822, loss: 4.3822 +2023-12-31 06:14:53,232 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 2 days, 8:40:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2898, top5_acc: 0.5522, loss_cls: 4.3882, loss: 4.3882 +2023-12-31 06:15:52,853 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 2 days, 8:38:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5589, loss_cls: 4.3283, loss: 4.3283 +2023-12-31 06:16:53,687 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 2 days, 8:37:48, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5581, loss_cls: 4.3213, loss: 4.3213 +2023-12-31 06:17:54,009 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 2 days, 8:36:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5486, loss_cls: 4.3854, loss: 4.3854 +2023-12-31 06:18:23,939 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-31 06:20:20,381 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 06:20:21,429 - pyskl - INFO - +top1_acc 0.2240 +top5_acc 0.4606 +2023-12-31 06:20:21,429 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 06:20:21,470 - pyskl - INFO - +mean_acc 0.2238 +2023-12-31 06:20:21,480 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.2240, top5_acc: 0.4606, mean_class_accuracy: 0.2238 +2023-12-31 06:23:50,316 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 2 days, 8:37:45, time: 2.088, data_time: 1.492, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5761, loss_cls: 4.2647, loss: 4.2647 +2023-12-31 06:24:49,822 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 2 days, 8:36:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5656, loss_cls: 4.3102, loss: 4.3102 +2023-12-31 06:25:49,732 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 2 days, 8:35:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5686, loss_cls: 4.2995, loss: 4.2995 +2023-12-31 06:26:49,181 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 2 days, 8:34:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5605, loss_cls: 4.3128, loss: 4.3128 +2023-12-31 06:27:48,888 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 2 days, 8:33:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5639, loss_cls: 4.2839, loss: 4.2839 +2023-12-31 06:28:48,521 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 2 days, 8:32:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3220, top5_acc: 0.5639, loss_cls: 4.2877, loss: 4.2877 +2023-12-31 06:29:47,941 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 2 days, 8:30:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5625, loss_cls: 4.3113, loss: 4.3113 +2023-12-31 06:30:47,629 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 2 days, 8:29:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5570, loss_cls: 4.3451, loss: 4.3451 +2023-12-31 06:31:47,180 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 2 days, 8:28:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5616, loss_cls: 4.3445, loss: 4.3445 +2023-12-31 06:32:46,889 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 2 days, 8:27:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5556, loss_cls: 4.3519, loss: 4.3519 +2023-12-31 06:33:46,538 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 2 days, 8:26:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5608, loss_cls: 4.3674, loss: 4.3674 +2023-12-31 06:34:46,787 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 2 days, 8:25:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5555, loss_cls: 4.3405, loss: 4.3405 +2023-12-31 06:35:47,745 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 2 days, 8:24:09, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.2861, top5_acc: 0.5425, loss_cls: 4.4250, loss: 4.4250 +2023-12-31 06:36:47,571 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 2 days, 8:23:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2995, top5_acc: 0.5613, loss_cls: 4.3370, loss: 4.3370 +2023-12-31 06:37:47,650 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 2 days, 8:21:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5569, loss_cls: 4.3655, loss: 4.3655 +2023-12-31 06:38:47,885 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 2 days, 8:20:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5652, loss_cls: 4.3065, loss: 4.3065 +2023-12-31 06:39:48,156 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 2 days, 8:19:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5547, loss_cls: 4.3631, loss: 4.3631 +2023-12-31 06:40:47,738 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 2 days, 8:18:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3031, top5_acc: 0.5580, loss_cls: 4.3434, loss: 4.3434 +2023-12-31 06:41:47,249 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 2 days, 8:17:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3053, top5_acc: 0.5639, loss_cls: 4.3393, loss: 4.3393 +2023-12-31 06:42:47,122 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 2 days, 8:16:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5583, loss_cls: 4.3383, loss: 4.3383 +2023-12-31 06:43:46,818 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 2 days, 8:15:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2906, top5_acc: 0.5502, loss_cls: 4.4037, loss: 4.4037 +2023-12-31 06:44:46,885 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 2 days, 8:13:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5611, loss_cls: 4.3016, loss: 4.3016 +2023-12-31 06:45:48,038 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 2 days, 8:12:53, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.2917, top5_acc: 0.5563, loss_cls: 4.3531, loss: 4.3531 +2023-12-31 06:46:48,995 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 2 days, 8:11:47, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5559, loss_cls: 4.3500, loss: 4.3500 +2023-12-31 06:47:49,146 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 2 days, 8:10:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5680, loss_cls: 4.2758, loss: 4.2758 +2023-12-31 06:48:48,698 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 2 days, 8:09:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5564, loss_cls: 4.3713, loss: 4.3713 +2023-12-31 06:49:49,295 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 2 days, 8:08:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2997, top5_acc: 0.5517, loss_cls: 4.3732, loss: 4.3732 +2023-12-31 06:50:50,965 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 2 days, 8:07:19, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5569, loss_cls: 4.3302, loss: 4.3302 +2023-12-31 06:51:51,350 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 2 days, 8:06:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2973, top5_acc: 0.5595, loss_cls: 4.3440, loss: 4.3440 +2023-12-31 06:52:51,050 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 2 days, 8:05:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2905, top5_acc: 0.5486, loss_cls: 4.3987, loss: 4.3987 +2023-12-31 06:53:50,568 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 2 days, 8:03:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5539, loss_cls: 4.3305, loss: 4.3305 +2023-12-31 06:54:50,296 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 2 days, 8:02:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2959, top5_acc: 0.5587, loss_cls: 4.3652, loss: 4.3652 +2023-12-31 06:55:49,855 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 2 days, 8:01:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2986, top5_acc: 0.5475, loss_cls: 4.3982, loss: 4.3982 +2023-12-31 06:56:49,749 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 2 days, 8:00:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5541, loss_cls: 4.3466, loss: 4.3466 +2023-12-31 06:57:49,755 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 2 days, 7:59:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5580, loss_cls: 4.3510, loss: 4.3510 +2023-12-31 06:58:50,295 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 2 days, 7:58:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5620, loss_cls: 4.3289, loss: 4.3289 +2023-12-31 06:59:50,253 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 2 days, 7:57:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3000, top5_acc: 0.5658, loss_cls: 4.3199, loss: 4.3199 +2023-12-31 07:00:20,421 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-31 07:02:18,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 07:02:19,570 - pyskl - INFO - +top1_acc 0.2442 +top5_acc 0.4868 +2023-12-31 07:02:19,571 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 07:02:19,616 - pyskl - INFO - +mean_acc 0.2438 +2023-12-31 07:02:19,629 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.2442, top5_acc: 0.4868, mean_class_accuracy: 0.2438 +2023-12-31 07:05:47,800 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 2 days, 7:58:10, time: 2.082, data_time: 1.484, memory: 16177, top1_acc: 0.3153, top5_acc: 0.5695, loss_cls: 4.2671, loss: 4.2671 +2023-12-31 07:06:48,221 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 2 days, 7:57:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3102, top5_acc: 0.5631, loss_cls: 4.2730, loss: 4.2730 +2023-12-31 07:07:48,049 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 2 days, 7:55:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5614, loss_cls: 4.2997, loss: 4.2997 +2023-12-31 07:08:47,607 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 2 days, 7:54:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5563, loss_cls: 4.3195, loss: 4.3195 +2023-12-31 07:09:47,444 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 2 days, 7:53:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5589, loss_cls: 4.3359, loss: 4.3359 +2023-12-31 07:10:47,542 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 2 days, 7:52:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3061, top5_acc: 0.5684, loss_cls: 4.2907, loss: 4.2907 +2023-12-31 07:11:47,736 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 2 days, 7:51:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5609, loss_cls: 4.3594, loss: 4.3594 +2023-12-31 07:12:47,807 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 2 days, 7:50:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5616, loss_cls: 4.3110, loss: 4.3110 +2023-12-31 07:13:47,495 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 2 days, 7:49:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2953, top5_acc: 0.5437, loss_cls: 4.3811, loss: 4.3811 +2023-12-31 07:14:47,190 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 2 days, 7:48:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5600, loss_cls: 4.3181, loss: 4.3181 +2023-12-31 07:15:46,896 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 2 days, 7:46:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5561, loss_cls: 4.3633, loss: 4.3633 +2023-12-31 07:16:47,649 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 2 days, 7:45:46, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5656, loss_cls: 4.3189, loss: 4.3189 +2023-12-31 07:17:48,065 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 2 days, 7:44:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3053, top5_acc: 0.5519, loss_cls: 4.3547, loss: 4.3547 +2023-12-31 07:18:48,768 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 2 days, 7:43:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5592, loss_cls: 4.3292, loss: 4.3292 +2023-12-31 07:19:48,375 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 2 days, 7:42:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5594, loss_cls: 4.3468, loss: 4.3468 +2023-12-31 07:20:48,169 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 2 days, 7:41:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5508, loss_cls: 4.3565, loss: 4.3565 +2023-12-31 07:21:47,880 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 2 days, 7:40:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5573, loss_cls: 4.3559, loss: 4.3559 +2023-12-31 07:22:47,714 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 2 days, 7:39:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3027, top5_acc: 0.5586, loss_cls: 4.3228, loss: 4.3228 +2023-12-31 07:23:47,647 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 2 days, 7:37:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2967, top5_acc: 0.5627, loss_cls: 4.3370, loss: 4.3370 +2023-12-31 07:24:47,759 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 2 days, 7:36:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2938, top5_acc: 0.5541, loss_cls: 4.3524, loss: 4.3524 +2023-12-31 07:25:47,306 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 2 days, 7:35:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5580, loss_cls: 4.3537, loss: 4.3537 +2023-12-31 07:26:46,946 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 2 days, 7:34:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5591, loss_cls: 4.3369, loss: 4.3369 +2023-12-31 07:27:46,876 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 2 days, 7:33:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3075, top5_acc: 0.5619, loss_cls: 4.3363, loss: 4.3363 +2023-12-31 07:28:46,651 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 2 days, 7:32:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5530, loss_cls: 4.3655, loss: 4.3655 +2023-12-31 07:29:46,620 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 2 days, 7:31:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.2933, top5_acc: 0.5478, loss_cls: 4.3847, loss: 4.3847 +2023-12-31 07:30:46,360 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 2 days, 7:29:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2963, top5_acc: 0.5525, loss_cls: 4.3433, loss: 4.3433 +2023-12-31 07:31:46,793 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 2 days, 7:28:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5516, loss_cls: 4.3762, loss: 4.3762 +2023-12-31 07:32:47,216 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 2 days, 7:27:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3019, top5_acc: 0.5591, loss_cls: 4.3396, loss: 4.3396 +2023-12-31 07:33:47,162 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 2 days, 7:26:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.2984, top5_acc: 0.5583, loss_cls: 4.3371, loss: 4.3371 +2023-12-31 07:34:47,300 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 2 days, 7:25:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3064, top5_acc: 0.5713, loss_cls: 4.3076, loss: 4.3076 +2023-12-31 07:35:47,518 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 2 days, 7:24:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5609, loss_cls: 4.3384, loss: 4.3384 +2023-12-31 07:36:47,641 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 2 days, 7:23:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5556, loss_cls: 4.3615, loss: 4.3615 +2023-12-31 07:37:47,442 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 2 days, 7:22:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5697, loss_cls: 4.3117, loss: 4.3117 +2023-12-31 07:38:47,202 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 2 days, 7:21:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2947, top5_acc: 0.5470, loss_cls: 4.3736, loss: 4.3736 +2023-12-31 07:39:47,051 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 2 days, 7:19:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3077, top5_acc: 0.5609, loss_cls: 4.3118, loss: 4.3118 +2023-12-31 07:40:47,412 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 2 days, 7:18:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5559, loss_cls: 4.3300, loss: 4.3300 +2023-12-31 07:41:47,872 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 2 days, 7:17:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5572, loss_cls: 4.3425, loss: 4.3425 +2023-12-31 07:42:17,751 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-31 07:44:17,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 07:44:18,450 - pyskl - INFO - +top1_acc 0.2322 +top5_acc 0.4754 +2023-12-31 07:44:18,450 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 07:44:18,484 - pyskl - INFO - +mean_acc 0.2321 +2023-12-31 07:44:18,493 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.2322, top5_acc: 0.4754, mean_class_accuracy: 0.2321 +2023-12-31 07:47:43,270 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 2 days, 7:18:30, time: 2.048, data_time: 1.452, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5722, loss_cls: 4.2630, loss: 4.2630 +2023-12-31 07:48:43,382 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 2 days, 7:17:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5719, loss_cls: 4.2718, loss: 4.2718 +2023-12-31 07:49:43,180 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 2 days, 7:16:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5711, loss_cls: 4.2999, loss: 4.2999 +2023-12-31 07:50:43,080 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 2 days, 7:15:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5645, loss_cls: 4.3032, loss: 4.3032 +2023-12-31 07:51:43,221 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 2 days, 7:14:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5592, loss_cls: 4.3158, loss: 4.3158 +2023-12-31 07:52:43,205 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 2 days, 7:12:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5545, loss_cls: 4.3433, loss: 4.3433 +2023-12-31 07:53:42,884 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 2 days, 7:11:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5700, loss_cls: 4.2922, loss: 4.2922 +2023-12-31 07:54:42,594 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 2 days, 7:10:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5564, loss_cls: 4.3336, loss: 4.3336 +2023-12-31 07:55:42,334 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 2 days, 7:09:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5655, loss_cls: 4.3197, loss: 4.3197 +2023-12-31 07:56:42,329 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 2 days, 7:08:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5663, loss_cls: 4.3203, loss: 4.3203 +2023-12-31 07:57:42,492 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 2 days, 7:07:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5636, loss_cls: 4.3076, loss: 4.3076 +2023-12-31 07:58:43,170 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 2 days, 7:06:08, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5570, loss_cls: 4.3281, loss: 4.3281 +2023-12-31 07:59:44,046 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 7:05:02, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5563, loss_cls: 4.3299, loss: 4.3299 +2023-12-31 08:00:45,162 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 7:03:56, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5528, loss_cls: 4.3600, loss: 4.3600 +2023-12-31 08:01:44,884 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 7:02:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5628, loss_cls: 4.3002, loss: 4.3002 +2023-12-31 08:02:44,392 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 7:01:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2920, top5_acc: 0.5591, loss_cls: 4.3407, loss: 4.3407 +2023-12-31 08:03:43,794 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 7:00:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5528, loss_cls: 4.3555, loss: 4.3555 +2023-12-31 08:04:43,947 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 6:59:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5572, loss_cls: 4.3600, loss: 4.3600 +2023-12-31 08:05:43,989 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 6:58:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5570, loss_cls: 4.3287, loss: 4.3287 +2023-12-31 08:06:43,836 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 6:57:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5609, loss_cls: 4.3175, loss: 4.3175 +2023-12-31 08:07:43,599 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 6:56:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5531, loss_cls: 4.3562, loss: 4.3562 +2023-12-31 08:08:43,140 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 6:54:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.2956, top5_acc: 0.5564, loss_cls: 4.3611, loss: 4.3611 +2023-12-31 08:09:42,658 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 6:53:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5664, loss_cls: 4.3072, loss: 4.3072 +2023-12-31 08:10:42,216 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 6:52:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2878, top5_acc: 0.5408, loss_cls: 4.4099, loss: 4.4099 +2023-12-31 08:11:41,935 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 6:51:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5581, loss_cls: 4.3332, loss: 4.3332 +2023-12-31 08:12:42,239 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 6:50:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5620, loss_cls: 4.3224, loss: 4.3224 +2023-12-31 08:13:42,851 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 6:49:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2994, top5_acc: 0.5547, loss_cls: 4.3648, loss: 4.3648 +2023-12-31 08:14:43,585 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 6:48:10, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.3022, top5_acc: 0.5591, loss_cls: 4.3556, loss: 4.3556 +2023-12-31 08:15:43,570 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 6:47:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5641, loss_cls: 4.3212, loss: 4.3212 +2023-12-31 08:16:43,569 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 6:45:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5591, loss_cls: 4.2975, loss: 4.2975 +2023-12-31 08:17:43,776 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 6:44:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2983, top5_acc: 0.5563, loss_cls: 4.3662, loss: 4.3662 +2023-12-31 08:18:43,212 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 6:43:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5544, loss_cls: 4.3400, loss: 4.3400 +2023-12-31 08:19:42,638 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 6:42:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5631, loss_cls: 4.3120, loss: 4.3120 +2023-12-31 08:20:42,223 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 6:41:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5548, loss_cls: 4.3489, loss: 4.3489 +2023-12-31 08:21:42,138 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 6:40:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5644, loss_cls: 4.2828, loss: 4.2828 +2023-12-31 08:22:42,375 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 6:39:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5587, loss_cls: 4.3220, loss: 4.3220 +2023-12-31 08:23:42,617 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 6:38:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2991, top5_acc: 0.5509, loss_cls: 4.3572, loss: 4.3572 +2023-12-31 08:24:13,047 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-31 08:26:10,632 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 08:26:11,724 - pyskl - INFO - +top1_acc 0.2248 +top5_acc 0.4649 +2023-12-31 08:26:11,724 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 08:26:11,764 - pyskl - INFO - +mean_acc 0.2246 +2023-12-31 08:26:11,774 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.2248, top5_acc: 0.4649, mean_class_accuracy: 0.2246 +2023-12-31 08:29:34,653 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 6:38:48, time: 2.029, data_time: 1.432, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5677, loss_cls: 4.2779, loss: 4.2779 +2023-12-31 08:30:34,577 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 6:37:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5664, loss_cls: 4.3013, loss: 4.3013 +2023-12-31 08:31:34,338 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 6:36:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3086, top5_acc: 0.5639, loss_cls: 4.3079, loss: 4.3079 +2023-12-31 08:32:34,110 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 6:35:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5755, loss_cls: 4.2702, loss: 4.2702 +2023-12-31 08:33:34,225 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 6:34:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5675, loss_cls: 4.2778, loss: 4.2778 +2023-12-31 08:34:34,029 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 6:33:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5648, loss_cls: 4.3025, loss: 4.3025 +2023-12-31 08:35:33,776 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 6:32:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5680, loss_cls: 4.3238, loss: 4.3238 +2023-12-31 08:36:33,428 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 6:30:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5647, loss_cls: 4.2906, loss: 4.2906 +2023-12-31 08:37:33,550 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 6:29:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5680, loss_cls: 4.2855, loss: 4.2855 +2023-12-31 08:38:34,041 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 6:28:41, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2952, top5_acc: 0.5459, loss_cls: 4.3771, loss: 4.3771 +2023-12-31 08:39:34,975 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 6:27:35, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3009, top5_acc: 0.5636, loss_cls: 4.3068, loss: 4.3068 +2023-12-31 08:40:35,607 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 6:26:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3042, top5_acc: 0.5648, loss_cls: 4.3225, loss: 4.3225 +2023-12-31 08:41:36,482 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 6:25:22, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3041, top5_acc: 0.5650, loss_cls: 4.3118, loss: 4.3118 +2023-12-31 08:42:37,652 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 6:24:16, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5694, loss_cls: 4.3193, loss: 4.3193 +2023-12-31 08:43:37,888 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 6:23:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5516, loss_cls: 4.3673, loss: 4.3673 +2023-12-31 08:44:38,031 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 6:22:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5573, loss_cls: 4.3263, loss: 4.3263 +2023-12-31 08:45:38,092 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 6:20:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3058, top5_acc: 0.5672, loss_cls: 4.3003, loss: 4.3003 +2023-12-31 08:46:38,397 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 6:19:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5492, loss_cls: 4.3692, loss: 4.3692 +2023-12-31 08:47:38,222 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 6:18:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5587, loss_cls: 4.3245, loss: 4.3245 +2023-12-31 08:48:38,349 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 6:17:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3137, top5_acc: 0.5616, loss_cls: 4.3128, loss: 4.3128 +2023-12-31 08:49:38,158 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 6:16:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2939, top5_acc: 0.5506, loss_cls: 4.3716, loss: 4.3716 +2023-12-31 08:50:38,180 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 6:15:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5614, loss_cls: 4.3192, loss: 4.3192 +2023-12-31 08:51:38,254 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 6:14:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2895, top5_acc: 0.5455, loss_cls: 4.4037, loss: 4.4037 +2023-12-31 08:52:38,770 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 6:13:05, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5755, loss_cls: 4.2802, loss: 4.2802 +2023-12-31 08:53:39,207 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 6:11:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3002, top5_acc: 0.5570, loss_cls: 4.3562, loss: 4.3562 +2023-12-31 08:54:39,768 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 6:10:52, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5597, loss_cls: 4.3335, loss: 4.3335 +2023-12-31 08:55:40,309 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 6:09:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.2945, top5_acc: 0.5595, loss_cls: 4.3648, loss: 4.3648 +2023-12-31 08:56:40,807 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 6:08:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3102, top5_acc: 0.5594, loss_cls: 4.3182, loss: 4.3182 +2023-12-31 08:57:40,449 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 6:07:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5545, loss_cls: 4.3619, loss: 4.3619 +2023-12-31 08:58:40,280 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 6:06:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5653, loss_cls: 4.3058, loss: 4.3058 +2023-12-31 08:59:39,969 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 6:05:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5636, loss_cls: 4.2947, loss: 4.2947 +2023-12-31 09:00:39,511 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 6:04:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5619, loss_cls: 4.3164, loss: 4.3164 +2023-12-31 09:01:39,079 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 6:03:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5669, loss_cls: 4.2843, loss: 4.2843 +2023-12-31 09:02:38,619 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 6:01:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5606, loss_cls: 4.3021, loss: 4.3021 +2023-12-31 09:03:38,154 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 6:00:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5742, loss_cls: 4.2511, loss: 4.2511 +2023-12-31 09:04:38,300 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 5:59:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5636, loss_cls: 4.3006, loss: 4.3006 +2023-12-31 09:05:38,474 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 5:58:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5634, loss_cls: 4.3058, loss: 4.3058 +2023-12-31 09:06:08,687 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-31 09:08:06,968 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 09:08:08,049 - pyskl - INFO - +top1_acc 0.2405 +top5_acc 0.4801 +2023-12-31 09:08:08,049 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 09:08:08,088 - pyskl - INFO - +mean_acc 0.2403 +2023-12-31 09:08:08,100 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.2405, top5_acc: 0.4801, mean_class_accuracy: 0.2403 +2023-12-31 09:11:31,014 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 5:59:12, time: 2.029, data_time: 1.430, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5755, loss_cls: 4.2594, loss: 4.2594 +2023-12-31 09:12:31,054 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 5:58:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5772, loss_cls: 4.2234, loss: 4.2234 +2023-12-31 09:13:30,751 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 5:56:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5725, loss_cls: 4.2511, loss: 4.2511 +2023-12-31 09:14:31,074 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 5:55:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5745, loss_cls: 4.2633, loss: 4.2633 +2023-12-31 09:15:31,800 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 5:54:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5606, loss_cls: 4.2956, loss: 4.2956 +2023-12-31 09:16:31,894 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 5:53:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5702, loss_cls: 4.2880, loss: 4.2880 +2023-12-31 09:17:31,657 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 5:52:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3048, top5_acc: 0.5548, loss_cls: 4.3399, loss: 4.3399 +2023-12-31 09:18:31,702 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 5:51:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5567, loss_cls: 4.3315, loss: 4.3315 +2023-12-31 09:19:31,560 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 5:50:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5683, loss_cls: 4.2630, loss: 4.2630 +2023-12-31 09:20:31,066 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 5:49:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3008, top5_acc: 0.5534, loss_cls: 4.3344, loss: 4.3344 +2023-12-31 09:21:31,497 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 5:48:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5630, loss_cls: 4.3305, loss: 4.3305 +2023-12-31 09:22:32,541 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 5:46:54, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5639, loss_cls: 4.3054, loss: 4.3054 +2023-12-31 09:23:33,274 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 5:45:48, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5630, loss_cls: 4.3095, loss: 4.3095 +2023-12-31 09:24:34,570 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 5:44:42, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5648, loss_cls: 4.2829, loss: 4.2829 +2023-12-31 09:25:34,423 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 5:43:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3075, top5_acc: 0.5655, loss_cls: 4.3189, loss: 4.3189 +2023-12-31 09:26:34,105 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 5:42:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5692, loss_cls: 4.2545, loss: 4.2545 +2023-12-31 09:27:33,692 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 5:41:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5681, loss_cls: 4.3086, loss: 4.3086 +2023-12-31 09:28:33,565 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 5:40:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5603, loss_cls: 4.3107, loss: 4.3107 +2023-12-31 09:29:33,276 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 5:39:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.2977, top5_acc: 0.5633, loss_cls: 4.3521, loss: 4.3521 +2023-12-31 09:30:33,553 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 5:37:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5756, loss_cls: 4.2778, loss: 4.2778 +2023-12-31 09:31:33,740 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 5:36:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5661, loss_cls: 4.3100, loss: 4.3100 +2023-12-31 09:32:34,281 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 5:35:44, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5678, loss_cls: 4.2942, loss: 4.2942 +2023-12-31 09:33:34,925 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 5:34:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5684, loss_cls: 4.2939, loss: 4.2939 +2023-12-31 09:34:34,975 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 5:33:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5641, loss_cls: 4.2780, loss: 4.2780 +2023-12-31 09:35:34,806 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 5:32:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5633, loss_cls: 4.3302, loss: 4.3302 +2023-12-31 09:36:34,961 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 5:31:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5637, loss_cls: 4.3043, loss: 4.3043 +2023-12-31 09:37:36,232 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 5:30:11, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5627, loss_cls: 4.3141, loss: 4.3141 +2023-12-31 09:38:36,903 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 5:29:05, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5731, loss_cls: 4.2582, loss: 4.2582 +2023-12-31 09:39:37,164 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 5:27:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5513, loss_cls: 4.3405, loss: 4.3405 +2023-12-31 09:40:37,279 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 5:26:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.2964, top5_acc: 0.5509, loss_cls: 4.3770, loss: 4.3770 +2023-12-31 09:41:37,170 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 5:25:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3036, top5_acc: 0.5573, loss_cls: 4.3413, loss: 4.3413 +2023-12-31 09:42:37,001 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 5:24:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3031, top5_acc: 0.5602, loss_cls: 4.2900, loss: 4.2900 +2023-12-31 09:43:37,206 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 5:23:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5680, loss_cls: 4.2930, loss: 4.2930 +2023-12-31 09:44:38,267 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 5:22:24, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5608, loss_cls: 4.3492, loss: 4.3492 +2023-12-31 09:45:39,011 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 5:21:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.2903, top5_acc: 0.5498, loss_cls: 4.3842, loss: 4.3842 +2023-12-31 09:46:39,232 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 5:20:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.2972, top5_acc: 0.5517, loss_cls: 4.3991, loss: 4.3991 +2023-12-31 09:47:39,551 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 5:19:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.2958, top5_acc: 0.5511, loss_cls: 4.3761, loss: 4.3761 +2023-12-31 09:48:09,125 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-31 09:50:07,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 09:50:08,620 - pyskl - INFO - +top1_acc 0.2417 +top5_acc 0.4858 +2023-12-31 09:50:08,620 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 09:50:08,673 - pyskl - INFO - +mean_acc 0.2414 +2023-12-31 09:50:08,690 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.2417, top5_acc: 0.4858, mean_class_accuracy: 0.2414 +2023-12-31 09:53:34,945 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 5:19:45, time: 2.062, data_time: 1.463, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5775, loss_cls: 4.2447, loss: 4.2447 +2023-12-31 09:54:34,893 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 5:18:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5717, loss_cls: 4.2522, loss: 4.2522 +2023-12-31 09:55:34,424 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 5:17:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5677, loss_cls: 4.2888, loss: 4.2888 +2023-12-31 09:56:34,491 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 5:16:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5805, loss_cls: 4.2316, loss: 4.2316 +2023-12-31 09:57:34,837 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 5:15:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5642, loss_cls: 4.2817, loss: 4.2817 +2023-12-31 09:58:34,672 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 5:14:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5695, loss_cls: 4.2931, loss: 4.2931 +2023-12-31 09:59:34,217 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 5:13:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5575, loss_cls: 4.3241, loss: 4.3241 +2023-12-31 10:00:34,254 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 5:11:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5808, loss_cls: 4.2296, loss: 4.2296 +2023-12-31 10:01:34,559 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 5:10:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5677, loss_cls: 4.2801, loss: 4.2801 +2023-12-31 10:02:34,071 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 5:09:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3106, top5_acc: 0.5609, loss_cls: 4.3129, loss: 4.3129 +2023-12-31 10:03:33,453 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 5:08:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2988, top5_acc: 0.5623, loss_cls: 4.3269, loss: 4.3269 +2023-12-31 10:04:33,082 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 5:07:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3033, top5_acc: 0.5642, loss_cls: 4.3185, loss: 4.3185 +2023-12-31 10:05:33,251 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 5:06:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5714, loss_cls: 4.2708, loss: 4.2708 +2023-12-31 10:06:34,233 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 5:05:12, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5570, loss_cls: 4.3106, loss: 4.3106 +2023-12-31 10:07:34,125 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 5:04:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3052, top5_acc: 0.5561, loss_cls: 4.3375, loss: 4.3375 +2023-12-31 10:08:33,577 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 5:02:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3011, top5_acc: 0.5583, loss_cls: 4.3456, loss: 4.3456 +2023-12-31 10:09:32,895 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 5:01:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.2980, top5_acc: 0.5472, loss_cls: 4.3478, loss: 4.3478 +2023-12-31 10:10:32,549 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 5:00:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5597, loss_cls: 4.3139, loss: 4.3139 +2023-12-31 10:11:32,009 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 4:59:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5597, loss_cls: 4.2784, loss: 4.2784 +2023-12-31 10:12:32,620 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 4:58:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5630, loss_cls: 4.2841, loss: 4.2841 +2023-12-31 10:13:33,440 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 4:57:22, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5634, loss_cls: 4.3102, loss: 4.3102 +2023-12-31 10:14:34,320 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 4:56:16, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5709, loss_cls: 4.2901, loss: 4.2901 +2023-12-31 10:15:34,025 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 4:55:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3016, top5_acc: 0.5553, loss_cls: 4.3328, loss: 4.3328 +2023-12-31 10:16:34,456 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 4:54:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3161, top5_acc: 0.5602, loss_cls: 4.3122, loss: 4.3122 +2023-12-31 10:17:35,524 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 4:52:56, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5773, loss_cls: 4.2844, loss: 4.2844 +2023-12-31 10:18:35,820 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 4:51:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3006, top5_acc: 0.5561, loss_cls: 4.3437, loss: 4.3437 +2023-12-31 10:19:37,268 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 4:50:44, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5742, loss_cls: 4.2696, loss: 4.2696 +2023-12-31 10:20:37,647 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 4:49:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.2948, top5_acc: 0.5627, loss_cls: 4.3354, loss: 4.3354 +2023-12-31 10:21:37,416 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 4:48:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5689, loss_cls: 4.3004, loss: 4.3004 +2023-12-31 10:22:37,396 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 4:47:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5655, loss_cls: 4.2939, loss: 4.2939 +2023-12-31 10:23:37,934 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 4:46:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5670, loss_cls: 4.3024, loss: 4.3024 +2023-12-31 10:24:37,454 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 4:45:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5636, loss_cls: 4.3221, loss: 4.3221 +2023-12-31 10:25:36,833 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 4:44:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5752, loss_cls: 4.2597, loss: 4.2597 +2023-12-31 10:26:36,468 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 4:42:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5645, loss_cls: 4.3295, loss: 4.3295 +2023-12-31 10:27:36,174 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 4:41:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5669, loss_cls: 4.2898, loss: 4.2898 +2023-12-31 10:28:36,442 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 4:40:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5714, loss_cls: 4.2861, loss: 4.2861 +2023-12-31 10:29:37,100 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 4:39:34, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3116, top5_acc: 0.5686, loss_cls: 4.2777, loss: 4.2777 +2023-12-31 10:30:07,246 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-31 10:32:02,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 10:32:03,267 - pyskl - INFO - +top1_acc 0.2415 +top5_acc 0.4838 +2023-12-31 10:32:03,268 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 10:32:03,314 - pyskl - INFO - +mean_acc 0.2414 +2023-12-31 10:32:03,326 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.2415, top5_acc: 0.4838, mean_class_accuracy: 0.2414 +2023-12-31 10:35:24,715 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 4:40:06, time: 2.014, data_time: 1.413, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5841, loss_cls: 4.2141, loss: 4.2141 +2023-12-31 10:36:24,933 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 4:38:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3050, top5_acc: 0.5617, loss_cls: 4.2966, loss: 4.2966 +2023-12-31 10:37:24,758 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 4:37:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5733, loss_cls: 4.2664, loss: 4.2664 +2023-12-31 10:38:24,480 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 4:36:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5847, loss_cls: 4.2206, loss: 4.2206 +2023-12-31 10:39:24,333 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 4:35:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3225, top5_acc: 0.5731, loss_cls: 4.2423, loss: 4.2423 +2023-12-31 10:40:24,283 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 4:34:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5727, loss_cls: 4.2683, loss: 4.2683 +2023-12-31 10:41:24,098 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 4:33:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5705, loss_cls: 4.2840, loss: 4.2840 +2023-12-31 10:42:25,048 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 4:32:17, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5625, loss_cls: 4.2780, loss: 4.2780 +2023-12-31 10:43:25,299 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 4:31:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5639, loss_cls: 4.2978, loss: 4.2978 +2023-12-31 10:44:25,592 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 4:30:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3023, top5_acc: 0.5605, loss_cls: 4.3323, loss: 4.3323 +2023-12-31 10:45:25,326 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 4:28:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5684, loss_cls: 4.3058, loss: 4.3058 +2023-12-31 10:46:25,392 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 4:27:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5742, loss_cls: 4.2415, loss: 4.2415 +2023-12-31 10:47:25,409 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 4:26:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5658, loss_cls: 4.3065, loss: 4.3065 +2023-12-31 10:48:26,129 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 4:25:36, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5667, loss_cls: 4.2760, loss: 4.2760 +2023-12-31 10:49:26,627 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 4:24:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5531, loss_cls: 4.3550, loss: 4.3550 +2023-12-31 10:50:26,055 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 4:23:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5670, loss_cls: 4.2972, loss: 4.2972 +2023-12-31 10:51:26,113 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 4:22:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5681, loss_cls: 4.2999, loss: 4.2999 +2023-12-31 10:52:25,724 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 4:21:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5684, loss_cls: 4.2639, loss: 4.2639 +2023-12-31 10:53:25,439 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 4:20:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3081, top5_acc: 0.5630, loss_cls: 4.3069, loss: 4.3069 +2023-12-31 10:54:25,034 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 4:18:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5703, loss_cls: 4.3219, loss: 4.3219 +2023-12-31 10:55:24,509 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 4:17:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3045, top5_acc: 0.5580, loss_cls: 4.3508, loss: 4.3508 +2023-12-31 10:56:24,111 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 4:16:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5581, loss_cls: 4.3243, loss: 4.3243 +2023-12-31 10:57:23,906 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 4:15:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3056, top5_acc: 0.5722, loss_cls: 4.3156, loss: 4.3156 +2023-12-31 10:58:23,445 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 4:14:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5711, loss_cls: 4.2687, loss: 4.2687 +2023-12-31 10:59:23,105 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 4:13:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5719, loss_cls: 4.2875, loss: 4.2875 +2023-12-31 11:00:23,909 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 4:12:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5553, loss_cls: 4.3159, loss: 4.3159 +2023-12-31 11:01:24,622 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 4:11:04, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3219, top5_acc: 0.5772, loss_cls: 4.2523, loss: 4.2523 +2023-12-31 11:02:24,826 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 4:09:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3081, top5_acc: 0.5634, loss_cls: 4.3028, loss: 4.3028 +2023-12-31 11:03:24,713 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 4:08:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5608, loss_cls: 4.3268, loss: 4.3268 +2023-12-31 11:04:24,539 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 4:07:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5720, loss_cls: 4.2819, loss: 4.2819 +2023-12-31 11:05:24,599 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 4:06:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3113, top5_acc: 0.5750, loss_cls: 4.2756, loss: 4.2756 +2023-12-31 11:06:24,260 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 4:05:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5716, loss_cls: 4.2852, loss: 4.2852 +2023-12-31 11:07:23,970 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 4:04:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5700, loss_cls: 4.2837, loss: 4.2837 +2023-12-31 11:08:23,574 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 4:03:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5663, loss_cls: 4.2669, loss: 4.2669 +2023-12-31 11:09:23,118 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 4:02:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3025, top5_acc: 0.5695, loss_cls: 4.2957, loss: 4.2957 +2023-12-31 11:10:23,681 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 4:01:01, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5625, loss_cls: 4.2884, loss: 4.2884 +2023-12-31 11:11:23,832 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 3:59:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5644, loss_cls: 4.3215, loss: 4.3215 +2023-12-31 11:11:53,249 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-31 11:13:50,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 11:13:51,364 - pyskl - INFO - +top1_acc 0.2513 +top5_acc 0.4978 +2023-12-31 11:13:51,364 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 11:13:51,407 - pyskl - INFO - +mean_acc 0.2510 +2023-12-31 11:13:51,416 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_58.pth was removed +2023-12-31 11:13:51,718 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_71.pth. +2023-12-31 11:13:51,718 - pyskl - INFO - Best top1_acc is 0.2513 at 71 epoch. +2023-12-31 11:13:51,734 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2513, top5_acc: 0.4978, mean_class_accuracy: 0.2510 +2023-12-31 11:17:24,431 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 4:00:36, time: 2.127, data_time: 1.524, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5770, loss_cls: 4.2388, loss: 4.2388 +2023-12-31 11:18:24,439 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 3:59:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5795, loss_cls: 4.2116, loss: 4.2116 +2023-12-31 11:19:24,198 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 3:58:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5834, loss_cls: 4.2049, loss: 4.2049 +2023-12-31 11:20:23,944 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 3:57:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5697, loss_cls: 4.2831, loss: 4.2831 +2023-12-31 11:21:23,914 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 3:56:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5841, loss_cls: 4.2235, loss: 4.2235 +2023-12-31 11:22:23,575 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 3:55:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5764, loss_cls: 4.2305, loss: 4.2305 +2023-12-31 11:23:23,306 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 3:53:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5703, loss_cls: 4.2926, loss: 4.2926 +2023-12-31 11:24:23,848 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 3:52:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5758, loss_cls: 4.2634, loss: 4.2634 +2023-12-31 11:25:23,906 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 3:51:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3047, top5_acc: 0.5564, loss_cls: 4.3316, loss: 4.3316 +2023-12-31 11:26:23,544 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 3:50:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5642, loss_cls: 4.2930, loss: 4.2930 +2023-12-31 11:27:23,736 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 3:49:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5747, loss_cls: 4.2463, loss: 4.2463 +2023-12-31 11:28:24,313 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 3:48:20, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5658, loss_cls: 4.2991, loss: 4.2991 +2023-12-31 11:29:24,565 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 3:47:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5681, loss_cls: 4.2648, loss: 4.2648 +2023-12-31 11:30:24,841 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 3:46:07, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5703, loss_cls: 4.2466, loss: 4.2466 +2023-12-31 11:31:25,262 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 3:45:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5769, loss_cls: 4.2731, loss: 4.2731 +2023-12-31 11:32:25,136 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 3:43:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5666, loss_cls: 4.2844, loss: 4.2844 +2023-12-31 11:33:24,723 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 3:42:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3073, top5_acc: 0.5664, loss_cls: 4.3040, loss: 4.3040 +2023-12-31 11:34:24,247 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 3:41:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3055, top5_acc: 0.5666, loss_cls: 4.3046, loss: 4.3046 +2023-12-31 11:35:24,517 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 3:40:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5625, loss_cls: 4.2907, loss: 4.2907 +2023-12-31 11:36:25,090 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 3:39:26, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.2998, top5_acc: 0.5581, loss_cls: 4.3255, loss: 4.3255 +2023-12-31 11:37:24,949 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 3:38:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5702, loss_cls: 4.2930, loss: 4.2930 +2023-12-31 11:38:25,242 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 3:37:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5742, loss_cls: 4.2712, loss: 4.2712 +2023-12-31 11:39:24,892 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 3:36:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3066, top5_acc: 0.5633, loss_cls: 4.3344, loss: 4.3344 +2023-12-31 11:40:24,135 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 3:34:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5742, loss_cls: 4.2373, loss: 4.2373 +2023-12-31 11:41:24,120 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 3:33:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5756, loss_cls: 4.2567, loss: 4.2567 +2023-12-31 11:42:24,835 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 3:32:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3100, top5_acc: 0.5652, loss_cls: 4.3107, loss: 4.3107 +2023-12-31 11:43:25,877 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 3:31:39, time: 0.610, data_time: 0.001, memory: 16177, top1_acc: 0.3030, top5_acc: 0.5673, loss_cls: 4.3111, loss: 4.3111 +2023-12-31 11:44:26,323 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 3:30:32, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5805, loss_cls: 4.2764, loss: 4.2764 +2023-12-31 11:45:26,049 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 3:29:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3013, top5_acc: 0.5652, loss_cls: 4.3047, loss: 4.3047 +2023-12-31 11:46:25,876 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 3:28:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5605, loss_cls: 4.3131, loss: 4.3131 +2023-12-31 11:47:25,991 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 3:27:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5737, loss_cls: 4.2570, loss: 4.2570 +2023-12-31 11:48:25,636 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 3:26:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5731, loss_cls: 4.2758, loss: 4.2758 +2023-12-31 11:49:24,982 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 3:24:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5742, loss_cls: 4.2593, loss: 4.2593 +2023-12-31 11:50:25,061 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 3:23:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5620, loss_cls: 4.3040, loss: 4.3040 +2023-12-31 11:51:25,243 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 3:22:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3028, top5_acc: 0.5675, loss_cls: 4.3015, loss: 4.3015 +2023-12-31 11:52:26,204 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 3:21:38, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5644, loss_cls: 4.2995, loss: 4.2995 +2023-12-31 11:53:26,779 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 3:20:32, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5677, loss_cls: 4.2984, loss: 4.2984 +2023-12-31 11:53:55,943 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-31 11:55:53,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 11:55:54,504 - pyskl - INFO - +top1_acc 0.2444 +top5_acc 0.4831 +2023-12-31 11:55:54,504 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 11:55:54,542 - pyskl - INFO - +mean_acc 0.2442 +2023-12-31 11:55:54,551 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2444, top5_acc: 0.4831, mean_class_accuracy: 0.2442 +2023-12-31 11:59:24,925 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 3:21:07, time: 2.104, data_time: 1.505, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5752, loss_cls: 4.2415, loss: 4.2415 +2023-12-31 12:00:24,720 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 3:20:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5755, loss_cls: 4.2460, loss: 4.2460 +2023-12-31 12:01:24,154 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 3:18:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5791, loss_cls: 4.2545, loss: 4.2545 +2023-12-31 12:02:24,142 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 3:17:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5695, loss_cls: 4.2729, loss: 4.2729 +2023-12-31 12:03:24,803 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 3:16:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5769, loss_cls: 4.2104, loss: 4.2104 +2023-12-31 12:04:25,046 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 3:15:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3034, top5_acc: 0.5655, loss_cls: 4.2980, loss: 4.2980 +2023-12-31 12:05:24,694 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 3:14:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5703, loss_cls: 4.2395, loss: 4.2395 +2023-12-31 12:06:25,121 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 3:13:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3161, top5_acc: 0.5778, loss_cls: 4.2228, loss: 4.2228 +2023-12-31 12:07:25,226 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 3:12:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5780, loss_cls: 4.2450, loss: 4.2450 +2023-12-31 12:08:25,773 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 3:11:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3106, top5_acc: 0.5734, loss_cls: 4.2727, loss: 4.2727 +2023-12-31 12:09:25,686 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 3:10:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5761, loss_cls: 4.2819, loss: 4.2819 +2023-12-31 12:10:25,292 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 3:08:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5717, loss_cls: 4.2798, loss: 4.2798 +2023-12-31 12:11:25,017 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 3:07:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5728, loss_cls: 4.2659, loss: 4.2659 +2023-12-31 12:12:25,357 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 3:06:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3069, top5_acc: 0.5689, loss_cls: 4.2528, loss: 4.2528 +2023-12-31 12:13:27,140 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 3:05:34, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5731, loss_cls: 4.2747, loss: 4.2747 +2023-12-31 12:14:27,195 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 3:04:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5606, loss_cls: 4.2867, loss: 4.2867 +2023-12-31 12:15:27,339 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 3:03:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5728, loss_cls: 4.2399, loss: 4.2399 +2023-12-31 12:16:27,608 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 3:02:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5698, loss_cls: 4.2853, loss: 4.2853 +2023-12-31 12:17:27,384 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 3:01:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5730, loss_cls: 4.2668, loss: 4.2668 +2023-12-31 12:18:26,966 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 3:00:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3150, top5_acc: 0.5653, loss_cls: 4.3020, loss: 4.3020 +2023-12-31 12:19:26,906 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 2:58:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5603, loss_cls: 4.2809, loss: 4.2809 +2023-12-31 12:20:27,633 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 2:57:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5700, loss_cls: 4.2849, loss: 4.2849 +2023-12-31 12:21:27,603 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 2:56:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5683, loss_cls: 4.2714, loss: 4.2714 +2023-12-31 12:22:27,179 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 2:55:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5572, loss_cls: 4.3207, loss: 4.3207 +2023-12-31 12:23:27,438 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 2:54:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5723, loss_cls: 4.2857, loss: 4.2857 +2023-12-31 12:24:28,222 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 2:53:21, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5802, loss_cls: 4.2280, loss: 4.2280 +2023-12-31 12:25:28,860 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 2:52:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5653, loss_cls: 4.2589, loss: 4.2589 +2023-12-31 12:26:29,136 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 2:51:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5725, loss_cls: 4.2677, loss: 4.2677 +2023-12-31 12:27:28,735 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 2:50:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5728, loss_cls: 4.2696, loss: 4.2696 +2023-12-31 12:28:28,407 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 2:48:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5772, loss_cls: 4.2412, loss: 4.2412 +2023-12-31 12:29:28,121 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 2:47:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5670, loss_cls: 4.2889, loss: 4.2889 +2023-12-31 12:30:27,849 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 2:46:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3241, top5_acc: 0.5770, loss_cls: 4.2485, loss: 4.2485 +2023-12-31 12:31:27,605 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 2:45:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3017, top5_acc: 0.5631, loss_cls: 4.3123, loss: 4.3123 +2023-12-31 12:32:27,553 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 2:44:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3070, top5_acc: 0.5758, loss_cls: 4.2852, loss: 4.2852 +2023-12-31 12:33:27,350 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 2:43:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5595, loss_cls: 4.3347, loss: 4.3347 +2023-12-31 12:34:28,164 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 2:42:14, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3205, top5_acc: 0.5867, loss_cls: 4.2405, loss: 4.2405 +2023-12-31 12:35:28,388 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 2:41:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3084, top5_acc: 0.5659, loss_cls: 4.3124, loss: 4.3124 +2023-12-31 12:35:58,403 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-31 12:37:55,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 12:37:56,655 - pyskl - INFO - +top1_acc 0.2636 +top5_acc 0.5078 +2023-12-31 12:37:56,656 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 12:37:56,696 - pyskl - INFO - +mean_acc 0.2636 +2023-12-31 12:37:56,702 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_71.pth was removed +2023-12-31 12:37:57,014 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_73.pth. +2023-12-31 12:37:57,015 - pyskl - INFO - Best top1_acc is 0.2636 at 73 epoch. +2023-12-31 12:37:57,025 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2636, top5_acc: 0.5078, mean_class_accuracy: 0.2636 +2023-12-31 12:41:26,236 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 2:41:38, time: 2.092, data_time: 1.493, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5741, loss_cls: 4.2494, loss: 4.2494 +2023-12-31 12:42:26,730 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 2:40:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5863, loss_cls: 4.2104, loss: 4.2104 +2023-12-31 12:43:26,990 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 2:39:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5827, loss_cls: 4.2288, loss: 4.2288 +2023-12-31 12:44:26,918 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 2:38:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5756, loss_cls: 4.2226, loss: 4.2226 +2023-12-31 12:45:26,895 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 2:37:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5711, loss_cls: 4.2543, loss: 4.2543 +2023-12-31 12:46:27,172 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 2:36:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5841, loss_cls: 4.2173, loss: 4.2173 +2023-12-31 12:47:27,101 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 2:34:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5728, loss_cls: 4.2334, loss: 4.2334 +2023-12-31 12:48:27,453 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 2:33:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5752, loss_cls: 4.2289, loss: 4.2289 +2023-12-31 12:49:27,973 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 2:32:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5722, loss_cls: 4.2544, loss: 4.2544 +2023-12-31 12:50:28,442 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 2:31:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3083, top5_acc: 0.5677, loss_cls: 4.2827, loss: 4.2827 +2023-12-31 12:51:28,411 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 2:30:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5723, loss_cls: 4.2618, loss: 4.2618 +2023-12-31 12:52:28,227 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 2:29:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5697, loss_cls: 4.2569, loss: 4.2569 +2023-12-31 12:53:27,875 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 2:28:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5791, loss_cls: 4.2703, loss: 4.2703 +2023-12-31 12:54:27,950 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 2:27:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3153, top5_acc: 0.5698, loss_cls: 4.2652, loss: 4.2652 +2023-12-31 12:55:28,240 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 2:26:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5834, loss_cls: 4.2188, loss: 4.2188 +2023-12-31 12:56:28,031 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 2:24:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3152, top5_acc: 0.5702, loss_cls: 4.2579, loss: 4.2579 +2023-12-31 12:57:28,115 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 2:23:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3078, top5_acc: 0.5697, loss_cls: 4.2846, loss: 4.2846 +2023-12-31 12:58:28,049 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 2:22:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5725, loss_cls: 4.2460, loss: 4.2460 +2023-12-31 12:59:27,657 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 2:21:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5653, loss_cls: 4.2578, loss: 4.2578 +2023-12-31 13:00:27,261 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 2:20:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5681, loss_cls: 4.2870, loss: 4.2870 +2023-12-31 13:01:26,764 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 2:19:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5752, loss_cls: 4.2286, loss: 4.2286 +2023-12-31 13:02:26,460 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 2:18:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5727, loss_cls: 4.2704, loss: 4.2704 +2023-12-31 13:03:26,403 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 2:17:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5706, loss_cls: 4.2801, loss: 4.2801 +2023-12-31 13:04:26,352 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 2:16:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5673, loss_cls: 4.2787, loss: 4.2787 +2023-12-31 13:05:26,713 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 2:14:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5750, loss_cls: 4.2459, loss: 4.2459 +2023-12-31 13:06:27,406 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 2:13:52, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5703, loss_cls: 4.2618, loss: 4.2618 +2023-12-31 13:07:28,058 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 2:12:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5764, loss_cls: 4.2431, loss: 4.2431 +2023-12-31 13:08:27,488 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 2:11:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.2992, top5_acc: 0.5573, loss_cls: 4.3506, loss: 4.3506 +2023-12-31 13:09:27,437 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 2:10:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3212, top5_acc: 0.5795, loss_cls: 4.2220, loss: 4.2220 +2023-12-31 13:10:27,112 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 2:09:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5786, loss_cls: 4.2774, loss: 4.2774 +2023-12-31 13:11:26,797 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 2:08:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5761, loss_cls: 4.2612, loss: 4.2612 +2023-12-31 13:12:26,617 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 2:07:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5789, loss_cls: 4.2576, loss: 4.2576 +2023-12-31 13:13:26,759 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 2:06:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5642, loss_cls: 4.3033, loss: 4.3033 +2023-12-31 13:14:26,491 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 2:04:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5717, loss_cls: 4.2611, loss: 4.2611 +2023-12-31 13:15:26,249 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 2:03:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3114, top5_acc: 0.5691, loss_cls: 4.2710, loss: 4.2710 +2023-12-31 13:16:26,391 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 2:02:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5780, loss_cls: 4.2584, loss: 4.2584 +2023-12-31 13:17:26,742 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 2:01:38, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5720, loss_cls: 4.2776, loss: 4.2776 +2023-12-31 13:17:56,418 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-31 13:19:55,041 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 13:19:55,830 - pyskl - INFO - +top1_acc 0.2544 +top5_acc 0.5089 +2023-12-31 13:19:55,830 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 13:19:55,865 - pyskl - INFO - +mean_acc 0.2541 +2023-12-31 13:19:55,877 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.2544, top5_acc: 0.5089, mean_class_accuracy: 0.2541 +2023-12-31 13:23:24,488 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 2:02:05, time: 2.086, data_time: 1.486, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5855, loss_cls: 4.1745, loss: 4.1745 +2023-12-31 13:24:24,573 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 2:00:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5766, loss_cls: 4.2155, loss: 4.2155 +2023-12-31 13:25:24,347 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 1:59:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5855, loss_cls: 4.2279, loss: 4.2279 +2023-12-31 13:26:24,201 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 1:58:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5833, loss_cls: 4.1943, loss: 4.1943 +2023-12-31 13:27:23,770 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 1:57:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5773, loss_cls: 4.2398, loss: 4.2398 +2023-12-31 13:28:23,405 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 1:56:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5767, loss_cls: 4.2358, loss: 4.2358 +2023-12-31 13:29:23,224 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 1:55:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5722, loss_cls: 4.2829, loss: 4.2829 +2023-12-31 13:30:23,504 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 1:54:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5803, loss_cls: 4.2617, loss: 4.2617 +2023-12-31 13:31:23,376 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 1:53:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5727, loss_cls: 4.2419, loss: 4.2419 +2023-12-31 13:32:23,570 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 1:52:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5684, loss_cls: 4.2632, loss: 4.2632 +2023-12-31 13:33:23,732 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 1:50:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5856, loss_cls: 4.1951, loss: 4.1951 +2023-12-31 13:34:23,720 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 1:49:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5761, loss_cls: 4.2430, loss: 4.2430 +2023-12-31 13:35:24,453 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 1:48:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5770, loss_cls: 4.2674, loss: 4.2674 +2023-12-31 13:36:24,795 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 1:47:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5786, loss_cls: 4.2326, loss: 4.2326 +2023-12-31 13:37:25,633 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 1:46:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5706, loss_cls: 4.2790, loss: 4.2790 +2023-12-31 13:38:25,593 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 1:45:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5787, loss_cls: 4.2333, loss: 4.2333 +2023-12-31 13:39:25,957 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 1:44:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5686, loss_cls: 4.2507, loss: 4.2507 +2023-12-31 13:40:26,185 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 1:43:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5686, loss_cls: 4.2788, loss: 4.2788 +2023-12-31 13:41:26,306 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 1:42:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5663, loss_cls: 4.2865, loss: 4.2865 +2023-12-31 13:42:26,399 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 1:41:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3128, top5_acc: 0.5691, loss_cls: 4.2667, loss: 4.2667 +2023-12-31 13:43:25,962 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 1:39:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5636, loss_cls: 4.2801, loss: 4.2801 +2023-12-31 13:44:26,040 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 1:38:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3106, top5_acc: 0.5723, loss_cls: 4.2796, loss: 4.2796 +2023-12-31 13:45:25,771 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 1:37:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5680, loss_cls: 4.2657, loss: 4.2657 +2023-12-31 13:46:25,505 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 1:36:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3105, top5_acc: 0.5727, loss_cls: 4.2480, loss: 4.2480 +2023-12-31 13:47:26,099 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 1:35:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3094, top5_acc: 0.5681, loss_cls: 4.2894, loss: 4.2894 +2023-12-31 13:48:27,194 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 1:34:23, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5737, loss_cls: 4.2887, loss: 4.2887 +2023-12-31 13:49:27,597 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 1:33:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5894, loss_cls: 4.1907, loss: 4.1907 +2023-12-31 13:50:27,792 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 1:32:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5791, loss_cls: 4.2681, loss: 4.2681 +2023-12-31 13:51:27,911 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 1:31:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5722, loss_cls: 4.2723, loss: 4.2723 +2023-12-31 13:52:28,381 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 1:29:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5820, loss_cls: 4.2004, loss: 4.2004 +2023-12-31 13:53:27,910 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 1:28:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5756, loss_cls: 4.2470, loss: 4.2470 +2023-12-31 13:54:27,643 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 1:27:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3194, top5_acc: 0.5702, loss_cls: 4.2667, loss: 4.2667 +2023-12-31 13:55:27,408 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 1:26:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3117, top5_acc: 0.5630, loss_cls: 4.2623, loss: 4.2623 +2023-12-31 13:56:27,364 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 1:25:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5798, loss_cls: 4.2191, loss: 4.2191 +2023-12-31 13:57:27,424 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 1:24:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5739, loss_cls: 4.2700, loss: 4.2700 +2023-12-31 13:58:29,062 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 1:23:19, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5594, loss_cls: 4.2887, loss: 4.2887 +2023-12-31 13:59:29,225 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 1:22:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5791, loss_cls: 4.2414, loss: 4.2414 +2023-12-31 13:59:58,800 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-31 14:01:57,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 14:01:58,697 - pyskl - INFO - +top1_acc 0.2666 +top5_acc 0.5203 +2023-12-31 14:01:58,697 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 14:01:58,776 - pyskl - INFO - +mean_acc 0.2665 +2023-12-31 14:01:58,786 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_1/best_top1_acc_epoch_73.pth was removed +2023-12-31 14:01:59,094 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_75.pth. +2023-12-31 14:01:59,095 - pyskl - INFO - Best top1_acc is 0.2666 at 75 epoch. +2023-12-31 14:01:59,108 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.2666, top5_acc: 0.5203, mean_class_accuracy: 0.2665 +2023-12-31 14:05:24,301 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 1:22:33, time: 2.052, data_time: 1.453, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5894, loss_cls: 4.2061, loss: 4.2061 +2023-12-31 14:06:24,321 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 1:21:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5891, loss_cls: 4.1924, loss: 4.1924 +2023-12-31 14:07:24,134 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 1:20:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3231, top5_acc: 0.5834, loss_cls: 4.1843, loss: 4.1843 +2023-12-31 14:08:24,018 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 1:19:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3212, top5_acc: 0.5830, loss_cls: 4.2040, loss: 4.2040 +2023-12-31 14:09:23,926 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 1:18:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5816, loss_cls: 4.2232, loss: 4.2232 +2023-12-31 14:10:23,620 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 1:17:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5805, loss_cls: 4.2341, loss: 4.2341 +2023-12-31 14:11:23,714 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 1:15:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3109, top5_acc: 0.5767, loss_cls: 4.2436, loss: 4.2436 +2023-12-31 14:12:23,355 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 1:14:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5830, loss_cls: 4.2227, loss: 4.2227 +2023-12-31 14:13:22,939 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 1:13:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3080, top5_acc: 0.5769, loss_cls: 4.2370, loss: 4.2370 +2023-12-31 14:14:22,520 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 1:12:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5781, loss_cls: 4.2374, loss: 4.2374 +2023-12-31 14:15:23,200 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 1:11:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5716, loss_cls: 4.2536, loss: 4.2536 +2023-12-31 14:16:22,982 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 1:10:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5859, loss_cls: 4.2121, loss: 4.2121 +2023-12-31 14:17:22,747 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 1:09:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5778, loss_cls: 4.2464, loss: 4.2464 +2023-12-31 14:18:23,826 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 1:08:08, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5719, loss_cls: 4.2517, loss: 4.2517 +2023-12-31 14:19:24,965 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 1:07:02, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5836, loss_cls: 4.2032, loss: 4.2032 +2023-12-31 14:20:24,693 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 1:05:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3205, top5_acc: 0.5795, loss_cls: 4.2394, loss: 4.2394 +2023-12-31 14:21:24,158 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 1:04:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5792, loss_cls: 4.2406, loss: 4.2406 +2023-12-31 14:22:24,276 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 1:03:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3086, top5_acc: 0.5753, loss_cls: 4.2731, loss: 4.2731 +2023-12-31 14:23:24,275 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 1:02:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3130, top5_acc: 0.5705, loss_cls: 4.2702, loss: 4.2702 +2023-12-31 14:24:23,745 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 1:01:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5820, loss_cls: 4.2281, loss: 4.2281 +2023-12-31 14:25:23,265 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 1:00:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3123, top5_acc: 0.5613, loss_cls: 4.2836, loss: 4.2836 +2023-12-31 14:26:23,112 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 0:59:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3139, top5_acc: 0.5702, loss_cls: 4.2671, loss: 4.2671 +2023-12-31 14:27:23,056 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 0:58:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5844, loss_cls: 4.1930, loss: 4.1930 +2023-12-31 14:28:22,943 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 0:57:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5775, loss_cls: 4.2687, loss: 4.2687 +2023-12-31 14:29:23,597 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 0:55:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3150, top5_acc: 0.5745, loss_cls: 4.2864, loss: 4.2864 +2023-12-31 14:30:24,613 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 0:54:50, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5741, loss_cls: 4.2335, loss: 4.2335 +2023-12-31 14:31:24,641 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 0:53:44, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.3059, top5_acc: 0.5763, loss_cls: 4.2872, loss: 4.2872 +2023-12-31 14:32:24,809 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 0:52:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5800, loss_cls: 4.2009, loss: 4.2009 +2023-12-31 14:33:24,545 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 0:51:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3255, top5_acc: 0.5856, loss_cls: 4.2382, loss: 4.2382 +2023-12-31 14:34:24,529 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 0:50:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3200, top5_acc: 0.5797, loss_cls: 4.2321, loss: 4.2321 +2023-12-31 14:35:24,393 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 0:49:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5713, loss_cls: 4.2833, loss: 4.2833 +2023-12-31 14:36:24,297 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 0:48:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5742, loss_cls: 4.2594, loss: 4.2594 +2023-12-31 14:37:24,118 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 0:47:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3133, top5_acc: 0.5667, loss_cls: 4.2771, loss: 4.2771 +2023-12-31 14:38:24,206 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 0:45:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5731, loss_cls: 4.2558, loss: 4.2558 +2023-12-31 14:39:24,420 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 0:44:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5728, loss_cls: 4.2335, loss: 4.2335 +2023-12-31 14:40:25,043 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 0:43:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5711, loss_cls: 4.2595, loss: 4.2595 +2023-12-31 14:41:25,644 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 0:42:41, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5778, loss_cls: 4.2297, loss: 4.2297 +2023-12-31 14:41:55,177 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-31 14:43:54,101 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 14:43:54,926 - pyskl - INFO - +top1_acc 0.2501 +top5_acc 0.4948 +2023-12-31 14:43:54,926 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 14:43:54,961 - pyskl - INFO - +mean_acc 0.2497 +2023-12-31 14:43:54,970 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2501, top5_acc: 0.4948, mean_class_accuracy: 0.2497 +2023-12-31 14:47:20,569 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 0:42:58, time: 2.056, data_time: 1.461, memory: 16177, top1_acc: 0.3231, top5_acc: 0.5833, loss_cls: 4.1929, loss: 4.1929 +2023-12-31 14:48:20,433 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 0:41:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5961, loss_cls: 4.1804, loss: 4.1804 +2023-12-31 14:49:19,885 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 0:40:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5959, loss_cls: 4.1580, loss: 4.1580 +2023-12-31 14:50:19,708 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 0:39:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5719, loss_cls: 4.2458, loss: 4.2458 +2023-12-31 14:51:19,396 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 0:38:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5741, loss_cls: 4.2153, loss: 4.2153 +2023-12-31 14:52:19,198 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 0:37:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3212, top5_acc: 0.5791, loss_cls: 4.2298, loss: 4.2298 +2023-12-31 14:53:19,670 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 0:36:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5767, loss_cls: 4.2249, loss: 4.2249 +2023-12-31 14:54:20,647 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 0:35:13, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3125, top5_acc: 0.5686, loss_cls: 4.2693, loss: 4.2693 +2023-12-31 14:55:21,181 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 0:34:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.5916, loss_cls: 4.1762, loss: 4.1762 +2023-12-31 14:56:22,060 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 0:33:02, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5763, loss_cls: 4.2486, loss: 4.2486 +2023-12-31 14:57:22,416 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 0:31:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5808, loss_cls: 4.1930, loss: 4.1930 +2023-12-31 14:58:22,152 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 0:30:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5898, loss_cls: 4.1870, loss: 4.1870 +2023-12-31 14:59:21,758 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 0:29:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5773, loss_cls: 4.2539, loss: 4.2539 +2023-12-31 15:00:21,908 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 0:28:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5847, loss_cls: 4.2094, loss: 4.2094 +2023-12-31 15:01:22,396 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 0:27:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5687, loss_cls: 4.2406, loss: 4.2406 +2023-12-31 15:02:22,629 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 0:26:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3214, top5_acc: 0.5759, loss_cls: 4.2105, loss: 4.2105 +2023-12-31 15:03:22,335 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 0:25:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3214, top5_acc: 0.5856, loss_cls: 4.2149, loss: 4.2149 +2023-12-31 15:04:22,355 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 0:24:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5820, loss_cls: 4.2213, loss: 4.2213 +2023-12-31 15:05:22,415 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 0:23:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5691, loss_cls: 4.2437, loss: 4.2437 +2023-12-31 15:06:22,413 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 0:21:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5791, loss_cls: 4.2215, loss: 4.2215 +2023-12-31 15:07:22,154 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 0:20:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5770, loss_cls: 4.2570, loss: 4.2570 +2023-12-31 15:08:21,922 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 0:19:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3089, top5_acc: 0.5766, loss_cls: 4.2752, loss: 4.2752 +2023-12-31 15:09:22,005 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 0:18:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5783, loss_cls: 4.2446, loss: 4.2446 +2023-12-31 15:10:22,018 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 0:17:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3200, top5_acc: 0.5752, loss_cls: 4.2440, loss: 4.2440 +2023-12-31 15:11:22,968 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 0:16:26, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5791, loss_cls: 4.2634, loss: 4.2634 +2023-12-31 15:12:24,293 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 0:15:21, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5869, loss_cls: 4.2167, loss: 4.2167 +2023-12-31 15:13:24,362 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 2 days, 0:14:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5781, loss_cls: 4.2377, loss: 4.2377 +2023-12-31 15:14:24,447 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 2 days, 0:13:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5719, loss_cls: 4.2551, loss: 4.2551 +2023-12-31 15:15:24,971 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 2 days, 0:12:03, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3314, top5_acc: 0.5847, loss_cls: 4.2072, loss: 4.2072 +2023-12-31 15:16:24,629 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 2 days, 0:10:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5875, loss_cls: 4.2018, loss: 4.2018 +2023-12-31 15:17:23,911 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 2 days, 0:09:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3205, top5_acc: 0.5769, loss_cls: 4.2594, loss: 4.2594 +2023-12-31 15:18:23,501 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 2 days, 0:08:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3092, top5_acc: 0.5772, loss_cls: 4.2550, loss: 4.2550 +2023-12-31 15:19:23,358 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 2 days, 0:07:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5813, loss_cls: 4.2215, loss: 4.2215 +2023-12-31 15:20:23,009 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 2 days, 0:06:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5713, loss_cls: 4.2683, loss: 4.2683 +2023-12-31 15:21:22,478 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 2 days, 0:05:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5870, loss_cls: 4.2068, loss: 4.2068 +2023-12-31 15:22:22,815 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 2 days, 0:04:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5727, loss_cls: 4.2333, loss: 4.2333 +2023-12-31 15:23:23,281 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 2 days, 0:03:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5798, loss_cls: 4.2262, loss: 4.2262 +2023-12-31 15:23:53,214 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-31 15:25:52,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-31 15:25:53,071 - pyskl - INFO - +top1_acc 0.2611 +top5_acc 0.4991 +2023-12-31 15:25:53,071 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-31 15:25:53,105 - pyskl - INFO - +mean_acc 0.2609 +2023-12-31 15:25:53,113 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.2611, top5_acc: 0.4991, mean_class_accuracy: 0.2609 +2023-12-31 15:29:18,189 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 2 days, 0:03:25, time: 2.051, data_time: 1.455, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5917, loss_cls: 4.1688, loss: 4.1688 +2023-12-31 15:30:18,061 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 2 days, 0:02:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5903, loss_cls: 4.1755, loss: 4.1755 +2023-12-31 15:31:17,825 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 2 days, 0:01:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5887, loss_cls: 4.1819, loss: 4.1819 +2023-12-31 15:32:17,764 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 2 days, 0:00:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5834, loss_cls: 4.2255, loss: 4.2255 +2023-12-31 15:33:17,553 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 1 day, 23:58:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5770, loss_cls: 4.2200, loss: 4.2200 +2023-12-31 15:34:17,359 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 1 day, 23:57:52, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5761, loss_cls: 4.2334, loss: 4.2334 +2023-12-31 15:35:17,201 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 1 day, 23:56:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5800, loss_cls: 4.1966, loss: 4.1966 +2023-12-31 15:36:17,027 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 1 day, 23:55:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3197, top5_acc: 0.5873, loss_cls: 4.2165, loss: 4.2165 +2023-12-31 15:37:16,574 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 1 day, 23:54:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3314, top5_acc: 0.5827, loss_cls: 4.1786, loss: 4.1786 +2023-12-31 15:38:16,564 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 1 day, 23:53:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5734, loss_cls: 4.2268, loss: 4.2268 +2023-12-31 15:39:16,574 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 1 day, 23:52:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5852, loss_cls: 4.2126, loss: 4.2126 +2023-12-31 15:40:17,632 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 1 day, 23:51:14, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5706, loss_cls: 4.2484, loss: 4.2484 +2023-12-31 15:41:18,436 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 1 day, 23:50:08, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3225, top5_acc: 0.5769, loss_cls: 4.2225, loss: 4.2225 +2023-12-31 15:42:18,199 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 1 day, 23:49:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3255, top5_acc: 0.5850, loss_cls: 4.1992, loss: 4.1992 +2023-12-31 15:43:18,928 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 1 day, 23:47:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5794, loss_cls: 4.2042, loss: 4.2042 +2023-12-31 15:44:19,586 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 1 day, 23:46:50, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.5886, loss_cls: 4.1758, loss: 4.1758 +2023-12-31 15:45:19,422 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 1 day, 23:45:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5689, loss_cls: 4.2220, loss: 4.2220 +2023-12-31 15:46:19,806 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 1 day, 23:44:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5844, loss_cls: 4.2342, loss: 4.2342 +2023-12-31 15:47:19,646 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 1 day, 23:43:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5867, loss_cls: 4.2143, loss: 4.2143 +2023-12-31 15:48:19,474 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 1 day, 23:42:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3239, top5_acc: 0.5827, loss_cls: 4.2042, loss: 4.2042 +2023-12-31 15:49:19,535 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 1 day, 23:41:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3197, top5_acc: 0.5714, loss_cls: 4.2478, loss: 4.2478 +2023-12-31 15:50:19,312 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 1 day, 23:40:12, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5745, loss_cls: 4.2472, loss: 4.2472 +2023-12-31 15:51:19,186 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 1 day, 23:39:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3241, top5_acc: 0.5806, loss_cls: 4.2184, loss: 4.2184 +2023-12-31 15:52:19,265 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 1 day, 23:37:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3091, top5_acc: 0.5720, loss_cls: 4.2564, loss: 4.2564 +2023-12-31 15:53:20,351 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 1 day, 23:36:54, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3137, top5_acc: 0.5781, loss_cls: 4.2141, loss: 4.2141 +2023-12-31 15:54:20,574 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 1 day, 23:35:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5797, loss_cls: 4.2080, loss: 4.2080 +2023-12-31 15:55:19,846 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 1 day, 23:34:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5808, loss_cls: 4.2148, loss: 4.2148 +2023-12-31 15:56:18,887 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 1 day, 23:33:34, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5686, loss_cls: 4.2527, loss: 4.2527 +2023-12-31 15:57:17,819 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 1 day, 23:32:27, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5798, loss_cls: 4.2341, loss: 4.2341 +2023-12-31 15:58:16,920 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 1 day, 23:31:20, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5820, loss_cls: 4.1996, loss: 4.1996