diff --git "a/k400/j_2/20231224_142835.log" "b/k400/j_2/20231224_142835.log" new file mode 100644--- /dev/null +++ "b/k400/j_2/20231224_142835.log" @@ -0,0 +1,7313 @@ +2023-12-24 14:28:35,516 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.7.11 (default, Jul 27 2021, 14:32:16) [GCC 7.5.0] +CUDA available: True +GPU 0: NVIDIA GeForce RTX 3090 +CUDA_HOME: /usr/local +NVCC: Cuda compilation tools, release 11.5, V11.5.50 +GCC: gcc (Ubuntu 7.5.0-6ubuntu2) 7.5.0 +PyTorch: 1.11.0 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.4-Product Build 20210904 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.5.2 (Git Hash a9302535553c73243c632ad3c4c80beec3d19a1e) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.2 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.2.0, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.11.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.12.0 +OpenCV: 4.8.1 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.3 +MMCV CUDA Compiler: 11.3 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2023-12-24 14:28:36,512 - pyskl - INFO - Config: modality = 'j' +graph = 'coco_new' +work_dir = './work_dirs/test_prototype/k400/j_2' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_2', + 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_12', 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=['j']), + 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=['j']), + 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=['j']), + 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=['j']), + 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=['j']), + 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=['j']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077))) +optimizer = dict( + type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict( + interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2023-12-24 14:28:36,513 - pyskl - INFO - Set random seed to 1546859309, deterministic: False +2023-12-24 14:28:45,569 - pyskl - INFO - 239737 videos remain after valid thresholding +2023-12-24 14:28:59,042 - pyskl - INFO - 19743 videos remain after valid thresholding +2023-12-24 14:28:59,043 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2 +2023-12-24 14:28:59,053 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-24 14:28:59,064 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-24 14:28:59,066 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2 by HardDiskBackend. +2023-12-24 14:32:18,496 - pyskl - INFO - Epoch [1][100/3746] lr: 1.000e-01, eta: 12 days, 23:12:41, time: 1.994, data_time: 1.376, memory: 16180, top1_acc: 0.0053, top5_acc: 0.0253, loss_cls: 8.3738, loss: 8.3738 +2023-12-24 14:33:18,175 - pyskl - INFO - Epoch [1][200/3746] lr: 1.000e-01, eta: 8 days, 10:08:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.0148, top5_acc: 0.0505, loss_cls: 8.1099, loss: 8.1099 +2023-12-24 14:34:18,446 - pyskl - INFO - Epoch [1][300/3746] lr: 1.000e-01, eta: 6 days, 22:04:22, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.0152, top5_acc: 0.0634, loss_cls: 7.9337, loss: 7.9337 +2023-12-24 14:35:19,310 - pyskl - INFO - Epoch [1][400/3746] lr: 1.000e-01, eta: 6 days, 4:15:52, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.0156, top5_acc: 0.0711, loss_cls: 7.8169, loss: 7.8169 +2023-12-24 14:36:19,735 - pyskl - INFO - Epoch [1][500/3746] lr: 1.000e-01, eta: 5 days, 17:26:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.0223, top5_acc: 0.0895, loss_cls: 7.7472, loss: 7.7472 +2023-12-24 14:37:20,476 - pyskl - INFO - Epoch [1][600/3746] lr: 1.000e-01, eta: 5 days, 10:17:36, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.0273, top5_acc: 0.1075, loss_cls: 7.7727, loss: 7.7727 +2023-12-24 14:38:20,535 - pyskl - INFO - Epoch [1][700/3746] lr: 1.000e-01, eta: 5 days, 5:02:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.0323, top5_acc: 0.1164, loss_cls: 7.9442, loss: 7.9442 +2023-12-24 14:39:20,883 - pyskl - INFO - Epoch [1][800/3746] lr: 1.000e-01, eta: 5 days, 1:08:36, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.0302, top5_acc: 0.1123, loss_cls: 8.0956, loss: 8.0956 +2023-12-24 14:40:21,083 - pyskl - INFO - Epoch [1][900/3746] lr: 1.000e-01, eta: 4 days, 22:05:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.0347, top5_acc: 0.1255, loss_cls: 8.2857, loss: 8.2857 +2023-12-24 14:41:21,205 - pyskl - INFO - Epoch [1][1000/3746] lr: 1.000e-01, eta: 4 days, 19:37:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.0384, top5_acc: 0.1431, loss_cls: 8.3980, loss: 8.3980 +2023-12-24 14:42:21,038 - pyskl - INFO - Epoch [1][1100/3746] lr: 1.000e-01, eta: 4 days, 17:34:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.0422, top5_acc: 0.1478, loss_cls: 8.4313, loss: 8.4313 +2023-12-24 14:43:21,042 - pyskl - INFO - Epoch [1][1200/3746] lr: 1.000e-01, eta: 4 days, 15:52:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.0398, top5_acc: 0.1478, loss_cls: 8.2580, loss: 8.2580 +2023-12-24 14:44:20,847 - pyskl - INFO - Epoch [1][1300/3746] lr: 1.000e-01, eta: 4 days, 14:24:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.0477, top5_acc: 0.1588, loss_cls: 8.3997, loss: 8.3997 +2023-12-24 14:45:20,587 - pyskl - INFO - Epoch [1][1400/3746] lr: 1.000e-01, eta: 4 days, 13:09:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.0472, top5_acc: 0.1539, loss_cls: 8.5004, loss: 8.5004 +2023-12-24 14:46:20,253 - pyskl - INFO - Epoch [1][1500/3746] lr: 1.000e-01, eta: 4 days, 12:02:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.0498, top5_acc: 0.1727, loss_cls: 8.3093, loss: 8.3093 +2023-12-24 14:47:19,773 - pyskl - INFO - Epoch [1][1600/3746] lr: 1.000e-01, eta: 4 days, 11:04:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.0552, top5_acc: 0.1816, loss_cls: 8.2592, loss: 8.2592 +2023-12-24 14:48:19,680 - pyskl - INFO - Epoch [1][1700/3746] lr: 1.000e-01, eta: 4 days, 10:14:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.0541, top5_acc: 0.1869, loss_cls: 8.3121, loss: 8.3121 +2023-12-24 14:49:19,201 - pyskl - INFO - Epoch [1][1800/3746] lr: 1.000e-01, eta: 4 days, 9:27:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.0564, top5_acc: 0.1837, loss_cls: 8.2800, loss: 8.2800 +2023-12-24 14:50:18,843 - pyskl - INFO - Epoch [1][1900/3746] lr: 1.000e-01, eta: 4 days, 8:46:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.0672, top5_acc: 0.1975, loss_cls: 8.2899, loss: 8.2899 +2023-12-24 14:51:18,590 - pyskl - INFO - Epoch [1][2000/3746] lr: 1.000e-01, eta: 4 days, 8:09:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.0697, top5_acc: 0.2067, loss_cls: 8.0940, loss: 8.0940 +2023-12-24 14:52:18,555 - pyskl - INFO - Epoch [1][2100/3746] lr: 1.000e-01, eta: 4 days, 7:37:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.0697, top5_acc: 0.2145, loss_cls: 8.0136, loss: 8.0136 +2023-12-24 14:53:18,146 - pyskl - INFO - Epoch [1][2200/3746] lr: 1.000e-01, eta: 4 days, 7:06:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.0722, top5_acc: 0.2170, loss_cls: 7.9758, loss: 7.9758 +2023-12-24 14:54:17,975 - pyskl - INFO - Epoch [1][2300/3746] lr: 1.000e-01, eta: 4 days, 6:39:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.0714, top5_acc: 0.2269, loss_cls: 7.9389, loss: 7.9389 +2023-12-24 14:55:18,324 - pyskl - INFO - Epoch [1][2400/3746] lr: 1.000e-01, eta: 4 days, 6:15:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.0848, top5_acc: 0.2386, loss_cls: 7.9149, loss: 7.9149 +2023-12-24 14:56:18,002 - pyskl - INFO - Epoch [1][2500/3746] lr: 1.000e-01, eta: 4 days, 5:52:00, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.0820, top5_acc: 0.2389, loss_cls: 7.8273, loss: 7.8273 +2023-12-24 14:57:17,787 - pyskl - INFO - Epoch [1][2600/3746] lr: 9.999e-02, eta: 4 days, 5:30:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.0878, top5_acc: 0.2528, loss_cls: 7.7196, loss: 7.7196 +2023-12-24 14:58:17,603 - pyskl - INFO - Epoch [1][2700/3746] lr: 9.999e-02, eta: 4 days, 5:10:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.0847, top5_acc: 0.2500, loss_cls: 7.6872, loss: 7.6872 +2023-12-24 14:59:17,551 - pyskl - INFO - Epoch [1][2800/3746] lr: 9.999e-02, eta: 4 days, 4:51:45, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.0939, top5_acc: 0.2587, loss_cls: 7.6535, loss: 7.6535 +2023-12-24 15:00:17,733 - pyskl - INFO - Epoch [1][2900/3746] lr: 9.999e-02, eta: 4 days, 4:35:22, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.0945, top5_acc: 0.2633, loss_cls: 7.5958, loss: 7.5958 +2023-12-24 15:01:18,735 - pyskl - INFO - Epoch [1][3000/3746] lr: 9.999e-02, eta: 4 days, 4:22:33, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.0902, top5_acc: 0.2589, loss_cls: 7.5961, loss: 7.5961 +2023-12-24 15:02:19,608 - pyskl - INFO - Epoch [1][3100/3746] lr: 9.999e-02, eta: 4 days, 4:10:06, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.0989, top5_acc: 0.2758, loss_cls: 7.5207, loss: 7.5207 +2023-12-24 15:03:20,430 - pyskl - INFO - Epoch [1][3200/3746] lr: 9.999e-02, eta: 4 days, 3:58:13, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.0973, top5_acc: 0.2766, loss_cls: 7.4964, loss: 7.4964 +2023-12-24 15:04:20,708 - pyskl - INFO - Epoch [1][3300/3746] lr: 9.999e-02, eta: 4 days, 3:45:28, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1070, top5_acc: 0.2789, loss_cls: 7.4823, loss: 7.4823 +2023-12-24 15:05:21,371 - pyskl - INFO - Epoch [1][3400/3746] lr: 9.999e-02, eta: 4 days, 3:34:28, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.1048, top5_acc: 0.2839, loss_cls: 7.3987, loss: 7.3987 +2023-12-24 15:06:22,211 - pyskl - INFO - Epoch [1][3500/3746] lr: 9.999e-02, eta: 4 days, 3:24:30, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1033, top5_acc: 0.2889, loss_cls: 7.4242, loss: 7.4242 +2023-12-24 15:07:23,025 - pyskl - INFO - Epoch [1][3600/3746] lr: 9.999e-02, eta: 4 days, 3:14:58, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1098, top5_acc: 0.2769, loss_cls: 7.4266, loss: 7.4266 +2023-12-24 15:08:23,360 - pyskl - INFO - Epoch [1][3700/3746] lr: 9.999e-02, eta: 4 days, 3:04:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1000, top5_acc: 0.2845, loss_cls: 7.3661, loss: 7.3661 +2023-12-24 15:08:53,505 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-24 15:10:58,218 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:10:59,198 - pyskl - INFO - +top1_acc 0.0769 +top5_acc 0.2302 +2023-12-24 15:10:59,198 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 15:10:59,232 - pyskl - INFO - +mean_acc 0.0770 +2023-12-24 15:10:59,559 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-24 15:10:59,559 - pyskl - INFO - Best top1_acc is 0.0769 at 1 epoch. +2023-12-24 15:10:59,571 - pyskl - INFO - Epoch(val) [1][309] top1_acc: 0.0769, top5_acc: 0.2302, mean_class_accuracy: 0.0770 +2023-12-24 15:14:18,401 - pyskl - INFO - Epoch [2][100/3746] lr: 9.999e-02, eta: 4 days, 7:18:20, time: 1.988, data_time: 1.390, memory: 16180, top1_acc: 0.1122, top5_acc: 0.2917, loss_cls: 7.3070, loss: 7.3070 +2023-12-24 15:15:18,413 - pyskl - INFO - Epoch [2][200/3746] lr: 9.999e-02, eta: 4 days, 7:01:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1116, top5_acc: 0.3073, loss_cls: 7.2891, loss: 7.2891 +2023-12-24 15:16:19,054 - pyskl - INFO - Epoch [2][300/3746] lr: 9.999e-02, eta: 4 days, 6:47:05, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1153, top5_acc: 0.3070, loss_cls: 7.2090, loss: 7.2090 +2023-12-24 15:17:19,488 - pyskl - INFO - Epoch [2][400/3746] lr: 9.999e-02, eta: 4 days, 6:32:45, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.1134, top5_acc: 0.3125, loss_cls: 7.2304, loss: 7.2304 +2023-12-24 15:18:19,600 - pyskl - INFO - Epoch [2][500/3746] lr: 9.999e-02, eta: 4 days, 6:18:21, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1189, top5_acc: 0.3059, loss_cls: 7.2215, loss: 7.2215 +2023-12-24 15:19:19,547 - pyskl - INFO - Epoch [2][600/3746] lr: 9.999e-02, eta: 4 days, 6:04:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1208, top5_acc: 0.3114, loss_cls: 7.1747, loss: 7.1747 +2023-12-24 15:20:19,497 - pyskl - INFO - Epoch [2][700/3746] lr: 9.998e-02, eta: 4 days, 5:50:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1181, top5_acc: 0.3081, loss_cls: 7.1425, loss: 7.1425 +2023-12-24 15:21:19,289 - pyskl - INFO - Epoch [2][800/3746] lr: 9.998e-02, eta: 4 days, 5:37:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1234, top5_acc: 0.3150, loss_cls: 7.1257, loss: 7.1257 +2023-12-24 15:22:18,932 - pyskl - INFO - Epoch [2][900/3746] lr: 9.998e-02, eta: 4 days, 5:24:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1180, top5_acc: 0.3108, loss_cls: 7.1528, loss: 7.1528 +2023-12-24 15:23:18,701 - pyskl - INFO - Epoch [2][1000/3746] lr: 9.998e-02, eta: 4 days, 5:11:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1256, top5_acc: 0.3212, loss_cls: 7.1021, loss: 7.1021 +2023-12-24 15:24:18,458 - pyskl - INFO - Epoch [2][1100/3746] lr: 9.998e-02, eta: 4 days, 5:00:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1261, top5_acc: 0.3289, loss_cls: 7.0684, loss: 7.0684 +2023-12-24 15:25:18,122 - pyskl - INFO - Epoch [2][1200/3746] lr: 9.998e-02, eta: 4 days, 4:48:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1298, top5_acc: 0.3298, loss_cls: 7.0217, loss: 7.0217 +2023-12-24 15:26:17,993 - pyskl - INFO - Epoch [2][1300/3746] lr: 9.998e-02, eta: 4 days, 4:37:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1459, top5_acc: 0.3322, loss_cls: 7.0361, loss: 7.0361 +2023-12-24 15:27:17,878 - pyskl - INFO - Epoch [2][1400/3746] lr: 9.998e-02, eta: 4 days, 4:27:13, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1356, top5_acc: 0.3350, loss_cls: 6.9904, loss: 6.9904 +2023-12-24 15:28:17,679 - pyskl - INFO - Epoch [2][1500/3746] lr: 9.998e-02, eta: 4 days, 4:17:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1388, top5_acc: 0.3381, loss_cls: 6.9918, loss: 6.9918 +2023-12-24 15:29:17,627 - pyskl - INFO - Epoch [2][1600/3746] lr: 9.998e-02, eta: 4 days, 4:07:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1347, top5_acc: 0.3355, loss_cls: 6.9616, loss: 6.9616 +2023-12-24 15:30:17,268 - pyskl - INFO - Epoch [2][1700/3746] lr: 9.998e-02, eta: 4 days, 3:57:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1331, top5_acc: 0.3381, loss_cls: 6.9471, loss: 6.9471 +2023-12-24 15:31:17,170 - pyskl - INFO - Epoch [2][1800/3746] lr: 9.998e-02, eta: 4 days, 3:48:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1336, top5_acc: 0.3381, loss_cls: 6.9270, loss: 6.9270 +2023-12-24 15:32:16,857 - pyskl - INFO - Epoch [2][1900/3746] lr: 9.998e-02, eta: 4 days, 3:39:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1405, top5_acc: 0.3555, loss_cls: 6.8561, loss: 6.8561 +2023-12-24 15:33:16,685 - pyskl - INFO - Epoch [2][2000/3746] lr: 9.997e-02, eta: 4 days, 3:30:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1441, top5_acc: 0.3492, loss_cls: 6.9170, loss: 6.9170 +2023-12-24 15:34:16,328 - pyskl - INFO - Epoch [2][2100/3746] lr: 9.997e-02, eta: 4 days, 3:22:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1353, top5_acc: 0.3513, loss_cls: 6.8976, loss: 6.8976 +2023-12-24 15:35:16,145 - pyskl - INFO - Epoch [2][2200/3746] lr: 9.997e-02, eta: 4 days, 3:14:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1534, top5_acc: 0.3525, loss_cls: 6.8202, loss: 6.8202 +2023-12-24 15:36:16,053 - pyskl - INFO - Epoch [2][2300/3746] lr: 9.997e-02, eta: 4 days, 3:06:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1498, top5_acc: 0.3542, loss_cls: 6.8627, loss: 6.8627 +2023-12-24 15:37:15,929 - pyskl - INFO - Epoch [2][2400/3746] lr: 9.997e-02, eta: 4 days, 2:58:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1452, top5_acc: 0.3506, loss_cls: 6.8270, loss: 6.8270 +2023-12-24 15:38:15,967 - pyskl - INFO - Epoch [2][2500/3746] lr: 9.997e-02, eta: 4 days, 2:51:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1547, top5_acc: 0.3595, loss_cls: 6.8020, loss: 6.8020 +2023-12-24 15:39:16,098 - pyskl - INFO - Epoch [2][2600/3746] lr: 9.997e-02, eta: 4 days, 2:44:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1564, top5_acc: 0.3614, loss_cls: 6.8334, loss: 6.8334 +2023-12-24 15:40:15,982 - pyskl - INFO - Epoch [2][2700/3746] lr: 9.997e-02, eta: 4 days, 2:37:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1469, top5_acc: 0.3572, loss_cls: 6.8142, loss: 6.8142 +2023-12-24 15:41:15,731 - pyskl - INFO - Epoch [2][2800/3746] lr: 9.997e-02, eta: 4 days, 2:30:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1470, top5_acc: 0.3650, loss_cls: 6.8086, loss: 6.8086 +2023-12-24 15:42:15,938 - pyskl - INFO - Epoch [2][2900/3746] lr: 9.997e-02, eta: 4 days, 2:24:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1527, top5_acc: 0.3630, loss_cls: 6.8022, loss: 6.8022 +2023-12-24 15:43:15,456 - pyskl - INFO - Epoch [2][3000/3746] lr: 9.996e-02, eta: 4 days, 2:17:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.1389, top5_acc: 0.3556, loss_cls: 6.7967, loss: 6.7967 +2023-12-24 15:44:14,998 - pyskl - INFO - Epoch [2][3100/3746] lr: 9.996e-02, eta: 4 days, 2:11:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.1614, top5_acc: 0.3748, loss_cls: 6.6893, loss: 6.6893 +2023-12-24 15:45:14,736 - pyskl - INFO - Epoch [2][3200/3746] lr: 9.996e-02, eta: 4 days, 2:04:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1516, top5_acc: 0.3727, loss_cls: 6.7096, loss: 6.7096 +2023-12-24 15:46:14,451 - pyskl - INFO - Epoch [2][3300/3746] lr: 9.996e-02, eta: 4 days, 1:58:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1552, top5_acc: 0.3647, loss_cls: 6.7776, loss: 6.7776 +2023-12-24 15:47:14,053 - pyskl - INFO - Epoch [2][3400/3746] lr: 9.996e-02, eta: 4 days, 1:52:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1578, top5_acc: 0.3738, loss_cls: 6.7145, loss: 6.7145 +2023-12-24 15:48:14,001 - pyskl - INFO - Epoch [2][3500/3746] lr: 9.996e-02, eta: 4 days, 1:46:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1520, top5_acc: 0.3656, loss_cls: 6.7039, loss: 6.7039 +2023-12-24 15:49:13,721 - pyskl - INFO - Epoch [2][3600/3746] lr: 9.996e-02, eta: 4 days, 1:41:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1556, top5_acc: 0.3677, loss_cls: 6.7125, loss: 6.7125 +2023-12-24 15:50:13,541 - pyskl - INFO - Epoch [2][3700/3746] lr: 9.996e-02, eta: 4 days, 1:35:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1644, top5_acc: 0.3841, loss_cls: 6.6462, loss: 6.6462 +2023-12-24 15:50:43,803 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-24 15:52:47,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 15:52:48,659 - pyskl - INFO - +top1_acc 0.0903 +top5_acc 0.2572 +2023-12-24 15:52:48,659 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 15:52:48,710 - pyskl - INFO - +mean_acc 0.0902 +2023-12-24 15:52:48,717 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_1.pth was removed +2023-12-24 15:52:49,254 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-24 15:52:49,255 - pyskl - INFO - Best top1_acc is 0.0903 at 2 epoch. +2023-12-24 15:52:49,272 - pyskl - INFO - Epoch(val) [2][309] top1_acc: 0.0903, top5_acc: 0.2572, mean_class_accuracy: 0.0902 +2023-12-24 15:56:11,228 - pyskl - INFO - Epoch [3][100/3746] lr: 9.995e-02, eta: 4 days, 3:47:07, time: 2.019, data_time: 1.421, memory: 16180, top1_acc: 0.1605, top5_acc: 0.3738, loss_cls: 6.6798, loss: 6.6798 +2023-12-24 15:57:11,364 - pyskl - INFO - Epoch [3][200/3746] lr: 9.995e-02, eta: 4 days, 3:40:26, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1617, top5_acc: 0.3792, loss_cls: 6.6345, loss: 6.6345 +2023-12-24 15:58:11,397 - pyskl - INFO - Epoch [3][300/3746] lr: 9.995e-02, eta: 4 days, 3:33:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1638, top5_acc: 0.3814, loss_cls: 6.6299, loss: 6.6299 +2023-12-24 15:59:11,160 - pyskl - INFO - Epoch [3][400/3746] lr: 9.995e-02, eta: 4 days, 3:26:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1680, top5_acc: 0.3808, loss_cls: 6.6055, loss: 6.6055 +2023-12-24 16:00:10,976 - pyskl - INFO - Epoch [3][500/3746] lr: 9.995e-02, eta: 4 days, 3:20:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1598, top5_acc: 0.3878, loss_cls: 6.6191, loss: 6.6191 +2023-12-24 16:01:10,874 - pyskl - INFO - Epoch [3][600/3746] lr: 9.995e-02, eta: 4 days, 3:13:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1581, top5_acc: 0.3869, loss_cls: 6.6061, loss: 6.6061 +2023-12-24 16:02:10,708 - pyskl - INFO - Epoch [3][700/3746] lr: 9.995e-02, eta: 4 days, 3:07:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1598, top5_acc: 0.3755, loss_cls: 6.6186, loss: 6.6186 +2023-12-24 16:03:10,452 - pyskl - INFO - Epoch [3][800/3746] lr: 9.995e-02, eta: 4 days, 3:01:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1589, top5_acc: 0.3881, loss_cls: 6.6189, loss: 6.6189 +2023-12-24 16:04:10,120 - pyskl - INFO - Epoch [3][900/3746] lr: 9.994e-02, eta: 4 days, 2:54:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1686, top5_acc: 0.3847, loss_cls: 6.5952, loss: 6.5952 +2023-12-24 16:05:09,872 - pyskl - INFO - Epoch [3][1000/3746] lr: 9.994e-02, eta: 4 days, 2:48:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1728, top5_acc: 0.3867, loss_cls: 6.6066, loss: 6.6066 +2023-12-24 16:06:09,624 - pyskl - INFO - Epoch [3][1100/3746] lr: 9.994e-02, eta: 4 days, 2:43:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1625, top5_acc: 0.3889, loss_cls: 6.5997, loss: 6.5997 +2023-12-24 16:07:09,364 - pyskl - INFO - Epoch [3][1200/3746] lr: 9.994e-02, eta: 4 days, 2:37:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1678, top5_acc: 0.3894, loss_cls: 6.5696, loss: 6.5696 +2023-12-24 16:08:09,410 - pyskl - INFO - Epoch [3][1300/3746] lr: 9.994e-02, eta: 4 days, 2:31:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1669, top5_acc: 0.3889, loss_cls: 6.5909, loss: 6.5909 +2023-12-24 16:09:09,217 - pyskl - INFO - Epoch [3][1400/3746] lr: 9.994e-02, eta: 4 days, 2:26:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1784, top5_acc: 0.3989, loss_cls: 6.5302, loss: 6.5302 +2023-12-24 16:10:09,009 - pyskl - INFO - Epoch [3][1500/3746] lr: 9.994e-02, eta: 4 days, 2:20:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1647, top5_acc: 0.3802, loss_cls: 6.5661, loss: 6.5661 +2023-12-24 16:11:08,687 - pyskl - INFO - Epoch [3][1600/3746] lr: 9.994e-02, eta: 4 days, 2:15:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1734, top5_acc: 0.3916, loss_cls: 6.5643, loss: 6.5643 +2023-12-24 16:12:08,555 - pyskl - INFO - Epoch [3][1700/3746] lr: 9.993e-02, eta: 4 days, 2:10:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1714, top5_acc: 0.4080, loss_cls: 6.4979, loss: 6.4979 +2023-12-24 16:13:08,069 - pyskl - INFO - Epoch [3][1800/3746] lr: 9.993e-02, eta: 4 days, 2:04:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.1758, top5_acc: 0.3912, loss_cls: 6.5065, loss: 6.5065 +2023-12-24 16:14:07,781 - pyskl - INFO - Epoch [3][1900/3746] lr: 9.993e-02, eta: 4 days, 1:59:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1716, top5_acc: 0.3980, loss_cls: 6.5189, loss: 6.5189 +2023-12-24 16:15:07,766 - pyskl - INFO - Epoch [3][2000/3746] lr: 9.993e-02, eta: 4 days, 1:54:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1731, top5_acc: 0.3934, loss_cls: 6.5287, loss: 6.5287 +2023-12-24 16:16:07,469 - pyskl - INFO - Epoch [3][2100/3746] lr: 9.993e-02, eta: 4 days, 1:49:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1697, top5_acc: 0.3970, loss_cls: 6.4821, loss: 6.4821 +2023-12-24 16:17:06,997 - pyskl - INFO - Epoch [3][2200/3746] lr: 9.993e-02, eta: 4 days, 1:44:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.1811, top5_acc: 0.4134, loss_cls: 6.4367, loss: 6.4367 +2023-12-24 16:18:06,891 - pyskl - INFO - Epoch [3][2300/3746] lr: 9.993e-02, eta: 4 days, 1:39:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1698, top5_acc: 0.3928, loss_cls: 6.5092, loss: 6.5092 +2023-12-24 16:19:06,787 - pyskl - INFO - Epoch [3][2400/3746] lr: 9.992e-02, eta: 4 days, 1:35:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1759, top5_acc: 0.4017, loss_cls: 6.5048, loss: 6.5048 +2023-12-24 16:20:06,413 - pyskl - INFO - Epoch [3][2500/3746] lr: 9.992e-02, eta: 4 days, 1:30:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1761, top5_acc: 0.4084, loss_cls: 6.4462, loss: 6.4462 +2023-12-24 16:21:05,964 - pyskl - INFO - Epoch [3][2600/3746] lr: 9.992e-02, eta: 4 days, 1:25:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1723, top5_acc: 0.4023, loss_cls: 6.5020, loss: 6.5020 +2023-12-24 16:22:05,695 - pyskl - INFO - Epoch [3][2700/3746] lr: 9.992e-02, eta: 4 days, 1:21:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1734, top5_acc: 0.4084, loss_cls: 6.4774, loss: 6.4774 +2023-12-24 16:23:05,335 - pyskl - INFO - Epoch [3][2800/3746] lr: 9.992e-02, eta: 4 days, 1:16:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1842, top5_acc: 0.4138, loss_cls: 6.4035, loss: 6.4035 +2023-12-24 16:24:05,113 - pyskl - INFO - Epoch [3][2900/3746] lr: 9.992e-02, eta: 4 days, 1:12:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1806, top5_acc: 0.3975, loss_cls: 6.4670, loss: 6.4670 +2023-12-24 16:25:04,665 - pyskl - INFO - Epoch [3][3000/3746] lr: 9.991e-02, eta: 4 days, 1:07:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1739, top5_acc: 0.4044, loss_cls: 6.4602, loss: 6.4602 +2023-12-24 16:26:04,379 - pyskl - INFO - Epoch [3][3100/3746] lr: 9.991e-02, eta: 4 days, 1:03:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1762, top5_acc: 0.4034, loss_cls: 6.4637, loss: 6.4637 +2023-12-24 16:27:04,016 - pyskl - INFO - Epoch [3][3200/3746] lr: 9.991e-02, eta: 4 days, 0:59:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1786, top5_acc: 0.4088, loss_cls: 6.4310, loss: 6.4310 +2023-12-24 16:28:03,671 - pyskl - INFO - Epoch [3][3300/3746] lr: 9.991e-02, eta: 4 days, 0:55:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.1905, top5_acc: 0.4163, loss_cls: 6.3881, loss: 6.3881 +2023-12-24 16:29:03,724 - pyskl - INFO - Epoch [3][3400/3746] lr: 9.991e-02, eta: 4 days, 0:51:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1833, top5_acc: 0.4094, loss_cls: 6.4449, loss: 6.4449 +2023-12-24 16:30:03,871 - pyskl - INFO - Epoch [3][3500/3746] lr: 9.991e-02, eta: 4 days, 0:47:43, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1792, top5_acc: 0.4047, loss_cls: 6.4577, loss: 6.4577 +2023-12-24 16:31:03,941 - pyskl - INFO - Epoch [3][3600/3746] lr: 9.990e-02, eta: 4 days, 0:44:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1980, top5_acc: 0.4173, loss_cls: 6.3663, loss: 6.3663 +2023-12-24 16:32:04,456 - pyskl - INFO - Epoch [3][3700/3746] lr: 9.990e-02, eta: 4 days, 0:40:45, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1883, top5_acc: 0.4144, loss_cls: 6.3961, loss: 6.3961 +2023-12-24 16:32:35,192 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-24 16:34:35,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 16:34:36,412 - pyskl - INFO - +top1_acc 0.1135 +top5_acc 0.3018 +2023-12-24 16:34:36,412 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 16:34:36,445 - pyskl - INFO - +mean_acc 0.1135 +2023-12-24 16:34:36,453 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_2.pth was removed +2023-12-24 16:34:36,692 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-24 16:34:36,693 - pyskl - INFO - Best top1_acc is 0.1135 at 3 epoch. +2023-12-24 16:34:36,703 - pyskl - INFO - Epoch(val) [3][309] top1_acc: 0.1135, top5_acc: 0.3018, mean_class_accuracy: 0.1135 +2023-12-24 16:37:56,070 - pyskl - INFO - Epoch [4][100/3746] lr: 9.990e-02, eta: 4 days, 2:05:52, time: 1.994, data_time: 1.393, memory: 16180, top1_acc: 0.1900, top5_acc: 0.4203, loss_cls: 6.3885, loss: 6.3885 +2023-12-24 16:38:56,031 - pyskl - INFO - Epoch [4][200/3746] lr: 9.990e-02, eta: 4 days, 2:01:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1867, top5_acc: 0.4148, loss_cls: 6.3878, loss: 6.3878 +2023-12-24 16:39:55,825 - pyskl - INFO - Epoch [4][300/3746] lr: 9.990e-02, eta: 4 days, 1:56:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1819, top5_acc: 0.4191, loss_cls: 6.3856, loss: 6.3856 +2023-12-24 16:40:55,779 - pyskl - INFO - Epoch [4][400/3746] lr: 9.989e-02, eta: 4 days, 1:52:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1837, top5_acc: 0.4061, loss_cls: 6.3942, loss: 6.3942 +2023-12-24 16:41:55,719 - pyskl - INFO - Epoch [4][500/3746] lr: 9.989e-02, eta: 4 days, 1:48:22, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1902, top5_acc: 0.4228, loss_cls: 6.3296, loss: 6.3296 +2023-12-24 16:42:55,650 - pyskl - INFO - Epoch [4][600/3746] lr: 9.989e-02, eta: 4 days, 1:44:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1898, top5_acc: 0.4173, loss_cls: 6.3845, loss: 6.3845 +2023-12-24 16:43:55,499 - pyskl - INFO - Epoch [4][700/3746] lr: 9.989e-02, eta: 4 days, 1:39:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1822, top5_acc: 0.4141, loss_cls: 6.3896, loss: 6.3896 +2023-12-24 16:44:55,617 - pyskl - INFO - Epoch [4][800/3746] lr: 9.989e-02, eta: 4 days, 1:35:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1805, top5_acc: 0.4086, loss_cls: 6.4050, loss: 6.4050 +2023-12-24 16:45:55,687 - pyskl - INFO - Epoch [4][900/3746] lr: 9.988e-02, eta: 4 days, 1:32:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1961, top5_acc: 0.4306, loss_cls: 6.2671, loss: 6.2671 +2023-12-24 16:46:55,757 - pyskl - INFO - Epoch [4][1000/3746] lr: 9.988e-02, eta: 4 days, 1:28:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1930, top5_acc: 0.4159, loss_cls: 6.3670, loss: 6.3670 +2023-12-24 16:47:55,835 - pyskl - INFO - Epoch [4][1100/3746] lr: 9.988e-02, eta: 4 days, 1:24:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.1770, top5_acc: 0.4070, loss_cls: 6.4072, loss: 6.4072 +2023-12-24 16:48:56,763 - pyskl - INFO - Epoch [4][1200/3746] lr: 9.988e-02, eta: 4 days, 1:21:03, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.1919, top5_acc: 0.4175, loss_cls: 6.3588, loss: 6.3588 +2023-12-24 16:49:57,612 - pyskl - INFO - Epoch [4][1300/3746] lr: 9.988e-02, eta: 4 days, 1:17:51, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1920, top5_acc: 0.4205, loss_cls: 6.3411, loss: 6.3411 +2023-12-24 16:50:58,799 - pyskl - INFO - Epoch [4][1400/3746] lr: 9.988e-02, eta: 4 days, 1:14:55, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.1883, top5_acc: 0.4238, loss_cls: 6.3547, loss: 6.3547 +2023-12-24 16:51:59,829 - pyskl - INFO - Epoch [4][1500/3746] lr: 9.987e-02, eta: 4 days, 1:11:54, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1927, top5_acc: 0.4348, loss_cls: 6.3140, loss: 6.3140 +2023-12-24 16:52:59,876 - pyskl - INFO - Epoch [4][1600/3746] lr: 9.987e-02, eta: 4 days, 1:08:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1920, top5_acc: 0.4258, loss_cls: 6.3259, loss: 6.3259 +2023-12-24 16:54:01,029 - pyskl - INFO - Epoch [4][1700/3746] lr: 9.987e-02, eta: 4 days, 1:05:22, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.1916, top5_acc: 0.4205, loss_cls: 6.3494, loss: 6.3494 +2023-12-24 16:55:02,085 - pyskl - INFO - Epoch [4][1800/3746] lr: 9.987e-02, eta: 4 days, 1:02:29, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.1922, top5_acc: 0.4289, loss_cls: 6.3129, loss: 6.3129 +2023-12-24 16:56:02,847 - pyskl - INFO - Epoch [4][1900/3746] lr: 9.987e-02, eta: 4 days, 0:59:24, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1895, top5_acc: 0.4291, loss_cls: 6.3329, loss: 6.3329 +2023-12-24 16:57:03,173 - pyskl - INFO - Epoch [4][2000/3746] lr: 9.986e-02, eta: 4 days, 0:56:04, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1862, top5_acc: 0.4236, loss_cls: 6.3275, loss: 6.3275 +2023-12-24 16:58:03,962 - pyskl - INFO - Epoch [4][2100/3746] lr: 9.986e-02, eta: 4 days, 0:53:04, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1920, top5_acc: 0.4111, loss_cls: 6.3583, loss: 6.3583 +2023-12-24 16:59:04,744 - pyskl - INFO - Epoch [4][2200/3746] lr: 9.986e-02, eta: 4 days, 0:50:06, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.1989, top5_acc: 0.4325, loss_cls: 6.2797, loss: 6.2797 +2023-12-24 17:00:05,243 - pyskl - INFO - Epoch [4][2300/3746] lr: 9.986e-02, eta: 4 days, 0:46:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2019, top5_acc: 0.4328, loss_cls: 6.2786, loss: 6.2786 +2023-12-24 17:01:05,733 - pyskl - INFO - Epoch [4][2400/3746] lr: 9.985e-02, eta: 4 days, 0:43:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1848, top5_acc: 0.4186, loss_cls: 6.3234, loss: 6.3234 +2023-12-24 17:02:06,211 - pyskl - INFO - Epoch [4][2500/3746] lr: 9.985e-02, eta: 4 days, 0:40:48, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1909, top5_acc: 0.4134, loss_cls: 6.3529, loss: 6.3529 +2023-12-24 17:03:06,735 - pyskl - INFO - Epoch [4][2600/3746] lr: 9.985e-02, eta: 4 days, 0:37:47, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1972, top5_acc: 0.4183, loss_cls: 6.2967, loss: 6.2967 +2023-12-24 17:04:07,780 - pyskl - INFO - Epoch [4][2700/3746] lr: 9.985e-02, eta: 4 days, 0:35:08, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1914, top5_acc: 0.4336, loss_cls: 6.2792, loss: 6.2792 +2023-12-24 17:05:08,696 - pyskl - INFO - Epoch [4][2800/3746] lr: 9.985e-02, eta: 4 days, 0:32:25, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.1911, top5_acc: 0.4331, loss_cls: 6.2747, loss: 6.2747 +2023-12-24 17:06:10,312 - pyskl - INFO - Epoch [4][2900/3746] lr: 9.984e-02, eta: 4 days, 0:30:11, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.1913, top5_acc: 0.4248, loss_cls: 6.3181, loss: 6.3181 +2023-12-24 17:07:11,302 - pyskl - INFO - Epoch [4][3000/3746] lr: 9.984e-02, eta: 4 days, 0:27:34, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1925, top5_acc: 0.4355, loss_cls: 6.2915, loss: 6.2915 +2023-12-24 17:08:12,301 - pyskl - INFO - Epoch [4][3100/3746] lr: 9.984e-02, eta: 4 days, 0:24:59, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.1934, top5_acc: 0.4213, loss_cls: 6.3180, loss: 6.3180 +2023-12-24 17:09:12,820 - pyskl - INFO - Epoch [4][3200/3746] lr: 9.984e-02, eta: 4 days, 0:22:06, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.1975, top5_acc: 0.4306, loss_cls: 6.2689, loss: 6.2689 +2023-12-24 17:10:12,852 - pyskl - INFO - Epoch [4][3300/3746] lr: 9.983e-02, eta: 4 days, 0:18:57, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1977, top5_acc: 0.4295, loss_cls: 6.2853, loss: 6.2853 +2023-12-24 17:11:12,684 - pyskl - INFO - Epoch [4][3400/3746] lr: 9.983e-02, eta: 4 days, 0:15:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.1945, top5_acc: 0.4320, loss_cls: 6.2897, loss: 6.2897 +2023-12-24 17:12:12,722 - pyskl - INFO - Epoch [4][3500/3746] lr: 9.983e-02, eta: 4 days, 0:12:37, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1967, top5_acc: 0.4298, loss_cls: 6.2807, loss: 6.2807 +2023-12-24 17:13:12,956 - pyskl - INFO - Epoch [4][3600/3746] lr: 9.983e-02, eta: 4 days, 0:09:41, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1992, top5_acc: 0.4417, loss_cls: 6.2588, loss: 6.2588 +2023-12-24 17:14:13,266 - pyskl - INFO - Epoch [4][3700/3746] lr: 9.983e-02, eta: 4 days, 0:06:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1944, top5_acc: 0.4289, loss_cls: 6.2834, loss: 6.2834 +2023-12-24 17:14:44,246 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-24 17:16:47,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:16:48,525 - pyskl - INFO - +top1_acc 0.1368 +top5_acc 0.3376 +2023-12-24 17:16:48,525 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 17:16:48,558 - pyskl - INFO - +mean_acc 0.1368 +2023-12-24 17:16:48,564 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_3.pth was removed +2023-12-24 17:16:48,795 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-24 17:16:48,796 - pyskl - INFO - Best top1_acc is 0.1368 at 4 epoch. +2023-12-24 17:16:48,805 - pyskl - INFO - Epoch(val) [4][309] top1_acc: 0.1368, top5_acc: 0.3376, mean_class_accuracy: 0.1368 +2023-12-24 17:20:03,773 - pyskl - INFO - Epoch [5][100/3746] lr: 9.982e-02, eta: 4 days, 1:07:16, time: 1.950, data_time: 1.348, memory: 16180, top1_acc: 0.2014, top5_acc: 0.4350, loss_cls: 6.2446, loss: 6.2446 +2023-12-24 17:21:03,678 - pyskl - INFO - Epoch [5][200/3746] lr: 9.982e-02, eta: 4 days, 1:03:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2053, top5_acc: 0.4375, loss_cls: 6.2455, loss: 6.2455 +2023-12-24 17:22:03,245 - pyskl - INFO - Epoch [5][300/3746] lr: 9.982e-02, eta: 4 days, 1:00:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1948, top5_acc: 0.4331, loss_cls: 6.2544, loss: 6.2544 +2023-12-24 17:23:03,054 - pyskl - INFO - Epoch [5][400/3746] lr: 9.982e-02, eta: 4 days, 0:56:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2050, top5_acc: 0.4466, loss_cls: 6.2183, loss: 6.2183 +2023-12-24 17:24:03,096 - pyskl - INFO - Epoch [5][500/3746] lr: 9.981e-02, eta: 4 days, 0:53:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1905, top5_acc: 0.4211, loss_cls: 6.2630, loss: 6.2630 +2023-12-24 17:25:03,111 - pyskl - INFO - Epoch [5][600/3746] lr: 9.981e-02, eta: 4 days, 0:50:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.1959, top5_acc: 0.4347, loss_cls: 6.2602, loss: 6.2602 +2023-12-24 17:26:03,263 - pyskl - INFO - Epoch [5][700/3746] lr: 9.981e-02, eta: 4 days, 0:46:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2102, top5_acc: 0.4497, loss_cls: 6.1884, loss: 6.1884 +2023-12-24 17:27:03,144 - pyskl - INFO - Epoch [5][800/3746] lr: 9.981e-02, eta: 4 days, 0:43:32, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1995, top5_acc: 0.4358, loss_cls: 6.2372, loss: 6.2372 +2023-12-24 17:28:03,067 - pyskl - INFO - Epoch [5][900/3746] lr: 9.980e-02, eta: 4 days, 0:40:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.1995, top5_acc: 0.4355, loss_cls: 6.2219, loss: 6.2219 +2023-12-24 17:29:03,349 - pyskl - INFO - Epoch [5][1000/3746] lr: 9.980e-02, eta: 4 days, 0:37:14, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1966, top5_acc: 0.4377, loss_cls: 6.2206, loss: 6.2206 +2023-12-24 17:30:03,985 - pyskl - INFO - Epoch [5][1100/3746] lr: 9.980e-02, eta: 4 days, 0:34:26, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.1994, top5_acc: 0.4381, loss_cls: 6.2007, loss: 6.2007 +2023-12-24 17:31:04,276 - pyskl - INFO - Epoch [5][1200/3746] lr: 9.980e-02, eta: 4 days, 0:31:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2031, top5_acc: 0.4462, loss_cls: 6.2152, loss: 6.2152 +2023-12-24 17:32:04,286 - pyskl - INFO - Epoch [5][1300/3746] lr: 9.979e-02, eta: 4 days, 0:28:21, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2084, top5_acc: 0.4477, loss_cls: 6.1985, loss: 6.1985 +2023-12-24 17:33:04,459 - pyskl - INFO - Epoch [5][1400/3746] lr: 9.979e-02, eta: 4 days, 0:25:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2102, top5_acc: 0.4491, loss_cls: 6.1843, loss: 6.1843 +2023-12-24 17:34:05,576 - pyskl - INFO - Epoch [5][1500/3746] lr: 9.979e-02, eta: 4 days, 0:22:54, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2052, top5_acc: 0.4452, loss_cls: 6.1838, loss: 6.1838 +2023-12-24 17:35:06,690 - pyskl - INFO - Epoch [5][1600/3746] lr: 9.979e-02, eta: 4 days, 0:20:28, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2037, top5_acc: 0.4433, loss_cls: 6.2175, loss: 6.2175 +2023-12-24 17:36:07,630 - pyskl - INFO - Epoch [5][1700/3746] lr: 9.978e-02, eta: 4 days, 0:17:58, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2020, top5_acc: 0.4306, loss_cls: 6.2415, loss: 6.2415 +2023-12-24 17:37:08,656 - pyskl - INFO - Epoch [5][1800/3746] lr: 9.978e-02, eta: 4 days, 0:15:31, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2031, top5_acc: 0.4444, loss_cls: 6.2062, loss: 6.2062 +2023-12-24 17:38:09,692 - pyskl - INFO - Epoch [5][1900/3746] lr: 9.978e-02, eta: 4 days, 0:13:06, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2042, top5_acc: 0.4316, loss_cls: 6.2496, loss: 6.2496 +2023-12-24 17:39:10,640 - pyskl - INFO - Epoch [5][2000/3746] lr: 9.977e-02, eta: 4 days, 0:10:38, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2081, top5_acc: 0.4434, loss_cls: 6.2061, loss: 6.2061 +2023-12-24 17:40:11,984 - pyskl - INFO - Epoch [5][2100/3746] lr: 9.977e-02, eta: 4 days, 0:08:25, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.1947, top5_acc: 0.4400, loss_cls: 6.2084, loss: 6.2084 +2023-12-24 17:41:13,275 - pyskl - INFO - Epoch [5][2200/3746] lr: 9.977e-02, eta: 4 days, 0:06:10, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2089, top5_acc: 0.4477, loss_cls: 6.2089, loss: 6.2089 +2023-12-24 17:42:14,177 - pyskl - INFO - Epoch [5][2300/3746] lr: 9.977e-02, eta: 4 days, 0:03:44, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2003, top5_acc: 0.4378, loss_cls: 6.2173, loss: 6.2173 +2023-12-24 17:43:14,514 - pyskl - INFO - Epoch [5][2400/3746] lr: 9.976e-02, eta: 4 days, 0:01:02, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.1983, top5_acc: 0.4263, loss_cls: 6.2591, loss: 6.2591 +2023-12-24 17:44:15,653 - pyskl - INFO - Epoch [5][2500/3746] lr: 9.976e-02, eta: 3 days, 23:58:45, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.1948, top5_acc: 0.4419, loss_cls: 6.2183, loss: 6.2183 +2023-12-24 17:45:16,698 - pyskl - INFO - Epoch [5][2600/3746] lr: 9.976e-02, eta: 3 days, 23:56:27, time: 0.610, data_time: 0.001, memory: 16180, top1_acc: 0.1945, top5_acc: 0.4309, loss_cls: 6.2561, loss: 6.2561 +2023-12-24 17:46:17,067 - pyskl - INFO - Epoch [5][2700/3746] lr: 9.976e-02, eta: 3 days, 23:53:48, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.1944, top5_acc: 0.4319, loss_cls: 6.2291, loss: 6.2291 +2023-12-24 17:47:17,070 - pyskl - INFO - Epoch [5][2800/3746] lr: 9.975e-02, eta: 3 days, 23:51:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2080, top5_acc: 0.4441, loss_cls: 6.1817, loss: 6.1817 +2023-12-24 17:48:17,323 - pyskl - INFO - Epoch [5][2900/3746] lr: 9.975e-02, eta: 3 days, 23:48:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2130, top5_acc: 0.4561, loss_cls: 6.1390, loss: 6.1390 +2023-12-24 17:49:17,269 - pyskl - INFO - Epoch [5][3000/3746] lr: 9.975e-02, eta: 3 days, 23:45:32, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2030, top5_acc: 0.4361, loss_cls: 6.2198, loss: 6.2198 +2023-12-24 17:50:16,907 - pyskl - INFO - Epoch [5][3100/3746] lr: 9.974e-02, eta: 3 days, 23:42:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.1998, top5_acc: 0.4456, loss_cls: 6.2145, loss: 6.2145 +2023-12-24 17:51:17,098 - pyskl - INFO - Epoch [5][3200/3746] lr: 9.974e-02, eta: 3 days, 23:39:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.1970, top5_acc: 0.4283, loss_cls: 6.2541, loss: 6.2541 +2023-12-24 17:52:17,321 - pyskl - INFO - Epoch [5][3300/3746] lr: 9.974e-02, eta: 3 days, 23:37:22, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2084, top5_acc: 0.4431, loss_cls: 6.1891, loss: 6.1891 +2023-12-24 17:53:17,246 - pyskl - INFO - Epoch [5][3400/3746] lr: 9.974e-02, eta: 3 days, 23:34:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2078, top5_acc: 0.4608, loss_cls: 6.1215, loss: 6.1215 +2023-12-24 17:54:17,127 - pyskl - INFO - Epoch [5][3500/3746] lr: 9.973e-02, eta: 3 days, 23:31:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2044, top5_acc: 0.4473, loss_cls: 6.1988, loss: 6.1988 +2023-12-24 17:55:17,645 - pyskl - INFO - Epoch [5][3600/3746] lr: 9.973e-02, eta: 3 days, 23:29:30, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2053, top5_acc: 0.4414, loss_cls: 6.1916, loss: 6.1916 +2023-12-24 17:56:18,496 - pyskl - INFO - Epoch [5][3700/3746] lr: 9.973e-02, eta: 3 days, 23:27:16, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2044, top5_acc: 0.4381, loss_cls: 6.1998, loss: 6.1998 +2023-12-24 17:56:48,159 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-24 17:58:51,183 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 17:58:52,018 - pyskl - INFO - +top1_acc 0.1443 +top5_acc 0.3556 +2023-12-24 17:58:52,018 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 17:58:52,052 - pyskl - INFO - +mean_acc 0.1441 +2023-12-24 17:58:52,060 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_4.pth was removed +2023-12-24 17:58:52,406 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-24 17:58:52,407 - pyskl - INFO - Best top1_acc is 0.1443 at 5 epoch. +2023-12-24 17:58:52,417 - pyskl - INFO - Epoch(val) [5][309] top1_acc: 0.1443, top5_acc: 0.3556, mean_class_accuracy: 0.1441 +2023-12-24 18:02:05,073 - pyskl - INFO - Epoch [6][100/3746] lr: 9.972e-02, eta: 4 days, 0:13:56, time: 1.926, data_time: 1.324, memory: 16180, top1_acc: 0.2191, top5_acc: 0.4547, loss_cls: 6.1326, loss: 6.1326 +2023-12-24 18:03:04,943 - pyskl - INFO - Epoch [6][200/3746] lr: 9.972e-02, eta: 4 days, 0:11:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2058, top5_acc: 0.4428, loss_cls: 6.1677, loss: 6.1677 +2023-12-24 18:04:04,698 - pyskl - INFO - Epoch [6][300/3746] lr: 9.972e-02, eta: 4 days, 0:08:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2173, top5_acc: 0.4625, loss_cls: 6.1248, loss: 6.1248 +2023-12-24 18:05:04,698 - pyskl - INFO - Epoch [6][400/3746] lr: 9.971e-02, eta: 4 days, 0:05:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2116, top5_acc: 0.4509, loss_cls: 6.1566, loss: 6.1566 +2023-12-24 18:06:04,439 - pyskl - INFO - Epoch [6][500/3746] lr: 9.971e-02, eta: 4 days, 0:02:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2041, top5_acc: 0.4455, loss_cls: 6.1536, loss: 6.1536 +2023-12-24 18:07:04,681 - pyskl - INFO - Epoch [6][600/3746] lr: 9.971e-02, eta: 3 days, 23:59:34, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2064, top5_acc: 0.4416, loss_cls: 6.1721, loss: 6.1721 +2023-12-24 18:08:05,269 - pyskl - INFO - Epoch [6][700/3746] lr: 9.971e-02, eta: 3 days, 23:57:04, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2150, top5_acc: 0.4575, loss_cls: 6.1408, loss: 6.1408 +2023-12-24 18:09:05,968 - pyskl - INFO - Epoch [6][800/3746] lr: 9.970e-02, eta: 3 days, 23:54:37, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2030, top5_acc: 0.4386, loss_cls: 6.1933, loss: 6.1933 +2023-12-24 18:10:07,131 - pyskl - INFO - Epoch [6][900/3746] lr: 9.970e-02, eta: 3 days, 23:52:24, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2064, top5_acc: 0.4506, loss_cls: 6.1333, loss: 6.1333 +2023-12-24 18:11:08,479 - pyskl - INFO - Epoch [6][1000/3746] lr: 9.970e-02, eta: 3 days, 23:50:18, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2055, top5_acc: 0.4419, loss_cls: 6.1678, loss: 6.1678 +2023-12-24 18:12:09,418 - pyskl - INFO - Epoch [6][1100/3746] lr: 9.969e-02, eta: 3 days, 23:48:00, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2128, top5_acc: 0.4608, loss_cls: 6.1159, loss: 6.1159 +2023-12-24 18:13:09,999 - pyskl - INFO - Epoch [6][1200/3746] lr: 9.969e-02, eta: 3 days, 23:45:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2073, top5_acc: 0.4562, loss_cls: 6.1413, loss: 6.1413 +2023-12-24 18:14:11,108 - pyskl - INFO - Epoch [6][1300/3746] lr: 9.969e-02, eta: 3 days, 23:43:22, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2139, top5_acc: 0.4491, loss_cls: 6.1305, loss: 6.1305 +2023-12-24 18:15:12,179 - pyskl - INFO - Epoch [6][1400/3746] lr: 9.968e-02, eta: 3 days, 23:41:11, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2150, top5_acc: 0.4475, loss_cls: 6.1414, loss: 6.1414 +2023-12-24 18:16:13,200 - pyskl - INFO - Epoch [6][1500/3746] lr: 9.968e-02, eta: 3 days, 23:38:59, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2153, top5_acc: 0.4416, loss_cls: 6.1736, loss: 6.1736 +2023-12-24 18:17:14,303 - pyskl - INFO - Epoch [6][1600/3746] lr: 9.968e-02, eta: 3 days, 23:36:49, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2017, top5_acc: 0.4480, loss_cls: 6.1710, loss: 6.1710 +2023-12-24 18:18:15,561 - pyskl - INFO - Epoch [6][1700/3746] lr: 9.967e-02, eta: 3 days, 23:34:45, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2206, top5_acc: 0.4539, loss_cls: 6.1082, loss: 6.1082 +2023-12-24 18:19:16,741 - pyskl - INFO - Epoch [6][1800/3746] lr: 9.967e-02, eta: 3 days, 23:32:39, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2048, top5_acc: 0.4583, loss_cls: 6.1619, loss: 6.1619 +2023-12-24 18:20:18,103 - pyskl - INFO - Epoch [6][1900/3746] lr: 9.967e-02, eta: 3 days, 23:30:38, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.2134, top5_acc: 0.4484, loss_cls: 6.1298, loss: 6.1298 +2023-12-24 18:21:18,933 - pyskl - INFO - Epoch [6][2000/3746] lr: 9.966e-02, eta: 3 days, 23:28:24, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2017, top5_acc: 0.4481, loss_cls: 6.1622, loss: 6.1622 +2023-12-24 18:22:19,286 - pyskl - INFO - Epoch [6][2100/3746] lr: 9.966e-02, eta: 3 days, 23:25:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2133, top5_acc: 0.4656, loss_cls: 6.1055, loss: 6.1055 +2023-12-24 18:23:20,337 - pyskl - INFO - Epoch [6][2200/3746] lr: 9.966e-02, eta: 3 days, 23:23:52, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2095, top5_acc: 0.4447, loss_cls: 6.1543, loss: 6.1543 +2023-12-24 18:24:21,322 - pyskl - INFO - Epoch [6][2300/3746] lr: 9.965e-02, eta: 3 days, 23:21:44, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2170, top5_acc: 0.4558, loss_cls: 6.1171, loss: 6.1171 +2023-12-24 18:25:22,241 - pyskl - INFO - Epoch [6][2400/3746] lr: 9.965e-02, eta: 3 days, 23:19:35, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.1994, top5_acc: 0.4423, loss_cls: 6.2111, loss: 6.2111 +2023-12-24 18:26:23,051 - pyskl - INFO - Epoch [6][2500/3746] lr: 9.965e-02, eta: 3 days, 23:17:24, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2170, top5_acc: 0.4519, loss_cls: 6.1214, loss: 6.1214 +2023-12-24 18:27:24,073 - pyskl - INFO - Epoch [6][2600/3746] lr: 9.964e-02, eta: 3 days, 23:15:19, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2119, top5_acc: 0.4509, loss_cls: 6.1466, loss: 6.1466 +2023-12-24 18:28:25,275 - pyskl - INFO - Epoch [6][2700/3746] lr: 9.964e-02, eta: 3 days, 23:13:20, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.2175, top5_acc: 0.4583, loss_cls: 6.1182, loss: 6.1182 +2023-12-24 18:29:25,904 - pyskl - INFO - Epoch [6][2800/3746] lr: 9.964e-02, eta: 3 days, 23:11:06, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2100, top5_acc: 0.4464, loss_cls: 6.1440, loss: 6.1440 +2023-12-24 18:30:26,977 - pyskl - INFO - Epoch [6][2900/3746] lr: 9.963e-02, eta: 3 days, 23:09:04, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2128, top5_acc: 0.4498, loss_cls: 6.1436, loss: 6.1436 +2023-12-24 18:31:27,772 - pyskl - INFO - Epoch [6][3000/3746] lr: 9.963e-02, eta: 3 days, 23:06:56, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2162, top5_acc: 0.4587, loss_cls: 6.1233, loss: 6.1233 +2023-12-24 18:32:28,917 - pyskl - INFO - Epoch [6][3100/3746] lr: 9.963e-02, eta: 3 days, 23:04:57, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2055, top5_acc: 0.4414, loss_cls: 6.1544, loss: 6.1544 +2023-12-24 18:33:29,801 - pyskl - INFO - Epoch [6][3200/3746] lr: 9.962e-02, eta: 3 days, 23:02:52, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2137, top5_acc: 0.4536, loss_cls: 6.1316, loss: 6.1316 +2023-12-24 18:34:30,865 - pyskl - INFO - Epoch [6][3300/3746] lr: 9.962e-02, eta: 3 days, 23:00:52, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2077, top5_acc: 0.4411, loss_cls: 6.1625, loss: 6.1625 +2023-12-24 18:35:31,149 - pyskl - INFO - Epoch [6][3400/3746] lr: 9.962e-02, eta: 3 days, 22:58:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2097, top5_acc: 0.4480, loss_cls: 6.1282, loss: 6.1282 +2023-12-24 18:36:31,786 - pyskl - INFO - Epoch [6][3500/3746] lr: 9.961e-02, eta: 3 days, 22:56:24, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2200, top5_acc: 0.4605, loss_cls: 6.1148, loss: 6.1148 +2023-12-24 18:37:32,810 - pyskl - INFO - Epoch [6][3600/3746] lr: 9.961e-02, eta: 3 days, 22:54:25, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2119, top5_acc: 0.4384, loss_cls: 6.1634, loss: 6.1634 +2023-12-24 18:38:33,895 - pyskl - INFO - Epoch [6][3700/3746] lr: 9.961e-02, eta: 3 days, 22:52:28, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2217, top5_acc: 0.4664, loss_cls: 6.0806, loss: 6.0806 +2023-12-24 18:39:04,200 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-24 18:41:05,974 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 18:41:06,900 - pyskl - INFO - +top1_acc 0.1482 +top5_acc 0.3590 +2023-12-24 18:41:06,900 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 18:41:06,950 - pyskl - INFO - +mean_acc 0.1480 +2023-12-24 18:41:06,955 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_5.pth was removed +2023-12-24 18:41:07,202 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-24 18:41:07,202 - pyskl - INFO - Best top1_acc is 0.1482 at 6 epoch. +2023-12-24 18:41:07,211 - pyskl - INFO - Epoch(val) [6][309] top1_acc: 0.1482, top5_acc: 0.3590, mean_class_accuracy: 0.1480 +2023-12-24 18:44:22,434 - pyskl - INFO - Epoch [7][100/3746] lr: 9.960e-02, eta: 3 days, 23:31:51, time: 1.952, data_time: 1.351, memory: 16180, top1_acc: 0.2266, top5_acc: 0.4717, loss_cls: 6.0675, loss: 6.0675 +2023-12-24 18:45:22,370 - pyskl - INFO - Epoch [7][200/3746] lr: 9.960e-02, eta: 3 days, 23:29:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2152, top5_acc: 0.4581, loss_cls: 6.1091, loss: 6.1091 +2023-12-24 18:46:21,984 - pyskl - INFO - Epoch [7][300/3746] lr: 9.960e-02, eta: 3 days, 23:26:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2259, top5_acc: 0.4616, loss_cls: 6.0783, loss: 6.0783 +2023-12-24 18:47:22,773 - pyskl - INFO - Epoch [7][400/3746] lr: 9.959e-02, eta: 3 days, 23:24:21, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2059, top5_acc: 0.4559, loss_cls: 6.1003, loss: 6.1003 +2023-12-24 18:48:23,737 - pyskl - INFO - Epoch [7][500/3746] lr: 9.959e-02, eta: 3 days, 23:22:13, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2145, top5_acc: 0.4556, loss_cls: 6.0914, loss: 6.0914 +2023-12-24 18:49:24,832 - pyskl - INFO - Epoch [7][600/3746] lr: 9.958e-02, eta: 3 days, 23:20:08, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2191, top5_acc: 0.4605, loss_cls: 6.0869, loss: 6.0869 +2023-12-24 18:50:25,812 - pyskl - INFO - Epoch [7][700/3746] lr: 9.958e-02, eta: 3 days, 23:18:01, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2253, top5_acc: 0.4620, loss_cls: 6.0753, loss: 6.0753 +2023-12-24 18:51:26,738 - pyskl - INFO - Epoch [7][800/3746] lr: 9.958e-02, eta: 3 days, 23:15:54, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2125, top5_acc: 0.4573, loss_cls: 6.0738, loss: 6.0738 +2023-12-24 18:52:27,523 - pyskl - INFO - Epoch [7][900/3746] lr: 9.957e-02, eta: 3 days, 23:13:44, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2180, top5_acc: 0.4595, loss_cls: 6.0961, loss: 6.0961 +2023-12-24 18:53:28,600 - pyskl - INFO - Epoch [7][1000/3746] lr: 9.957e-02, eta: 3 days, 23:11:41, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2120, top5_acc: 0.4550, loss_cls: 6.1371, loss: 6.1371 +2023-12-24 18:54:29,470 - pyskl - INFO - Epoch [7][1100/3746] lr: 9.957e-02, eta: 3 days, 23:09:34, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2227, top5_acc: 0.4612, loss_cls: 6.0659, loss: 6.0659 +2023-12-24 18:55:30,025 - pyskl - INFO - Epoch [7][1200/3746] lr: 9.956e-02, eta: 3 days, 23:07:20, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2197, top5_acc: 0.4602, loss_cls: 6.0689, loss: 6.0689 +2023-12-24 18:56:30,267 - pyskl - INFO - Epoch [7][1300/3746] lr: 9.956e-02, eta: 3 days, 23:05:00, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2183, top5_acc: 0.4655, loss_cls: 6.0668, loss: 6.0668 +2023-12-24 18:57:31,335 - pyskl - INFO - Epoch [7][1400/3746] lr: 9.956e-02, eta: 3 days, 23:02:59, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2263, top5_acc: 0.4605, loss_cls: 6.0988, loss: 6.0988 +2023-12-24 18:58:32,315 - pyskl - INFO - Epoch [7][1500/3746] lr: 9.955e-02, eta: 3 days, 23:00:56, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2177, top5_acc: 0.4622, loss_cls: 6.0689, loss: 6.0689 +2023-12-24 18:59:33,389 - pyskl - INFO - Epoch [7][1600/3746] lr: 9.955e-02, eta: 3 days, 22:58:57, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2120, top5_acc: 0.4542, loss_cls: 6.1344, loss: 6.1344 +2023-12-24 19:00:33,774 - pyskl - INFO - Epoch [7][1700/3746] lr: 9.954e-02, eta: 3 days, 22:56:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2217, top5_acc: 0.4559, loss_cls: 6.0665, loss: 6.0665 +2023-12-24 19:01:33,820 - pyskl - INFO - Epoch [7][1800/3746] lr: 9.954e-02, eta: 3 days, 22:54:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2080, top5_acc: 0.4420, loss_cls: 6.1558, loss: 6.1558 +2023-12-24 19:02:34,316 - pyskl - INFO - Epoch [7][1900/3746] lr: 9.954e-02, eta: 3 days, 22:52:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2159, top5_acc: 0.4619, loss_cls: 6.1176, loss: 6.1176 +2023-12-24 19:03:35,816 - pyskl - INFO - Epoch [7][2000/3746] lr: 9.953e-02, eta: 3 days, 22:50:21, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.2103, top5_acc: 0.4587, loss_cls: 6.0871, loss: 6.0871 +2023-12-24 19:04:36,913 - pyskl - INFO - Epoch [7][2100/3746] lr: 9.953e-02, eta: 3 days, 22:48:24, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2139, top5_acc: 0.4559, loss_cls: 6.1086, loss: 6.1086 +2023-12-24 19:05:37,978 - pyskl - INFO - Epoch [7][2200/3746] lr: 9.952e-02, eta: 3 days, 22:46:27, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2128, top5_acc: 0.4525, loss_cls: 6.1399, loss: 6.1399 +2023-12-24 19:06:39,108 - pyskl - INFO - Epoch [7][2300/3746] lr: 9.952e-02, eta: 3 days, 22:44:32, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2217, top5_acc: 0.4591, loss_cls: 6.0820, loss: 6.0820 +2023-12-24 19:07:39,169 - pyskl - INFO - Epoch [7][2400/3746] lr: 9.952e-02, eta: 3 days, 22:42:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2197, top5_acc: 0.4572, loss_cls: 6.0813, loss: 6.0813 +2023-12-24 19:08:38,943 - pyskl - INFO - Epoch [7][2500/3746] lr: 9.951e-02, eta: 3 days, 22:39:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2130, top5_acc: 0.4534, loss_cls: 6.1109, loss: 6.1109 +2023-12-24 19:09:39,091 - pyskl - INFO - Epoch [7][2600/3746] lr: 9.951e-02, eta: 3 days, 22:37:37, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2192, top5_acc: 0.4584, loss_cls: 6.0796, loss: 6.0796 +2023-12-24 19:10:39,128 - pyskl - INFO - Epoch [7][2700/3746] lr: 9.951e-02, eta: 3 days, 22:35:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2105, top5_acc: 0.4544, loss_cls: 6.1278, loss: 6.1278 +2023-12-24 19:11:39,031 - pyskl - INFO - Epoch [7][2800/3746] lr: 9.950e-02, eta: 3 days, 22:33:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2223, top5_acc: 0.4619, loss_cls: 6.0955, loss: 6.0955 +2023-12-24 19:12:40,022 - pyskl - INFO - Epoch [7][2900/3746] lr: 9.950e-02, eta: 3 days, 22:31:06, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2200, top5_acc: 0.4498, loss_cls: 6.1397, loss: 6.1397 +2023-12-24 19:13:40,385 - pyskl - INFO - Epoch [7][3000/3746] lr: 9.949e-02, eta: 3 days, 22:28:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2089, top5_acc: 0.4562, loss_cls: 6.1071, loss: 6.1071 +2023-12-24 19:14:40,310 - pyskl - INFO - Epoch [7][3100/3746] lr: 9.949e-02, eta: 3 days, 22:26:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2191, top5_acc: 0.4597, loss_cls: 6.0676, loss: 6.0676 +2023-12-24 19:15:40,271 - pyskl - INFO - Epoch [7][3200/3746] lr: 9.949e-02, eta: 3 days, 22:24:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2177, top5_acc: 0.4586, loss_cls: 6.1004, loss: 6.1004 +2023-12-24 19:16:40,254 - pyskl - INFO - Epoch [7][3300/3746] lr: 9.948e-02, eta: 3 days, 22:22:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2286, top5_acc: 0.4600, loss_cls: 6.0508, loss: 6.0508 +2023-12-24 19:17:40,389 - pyskl - INFO - Epoch [7][3400/3746] lr: 9.948e-02, eta: 3 days, 22:20:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2216, top5_acc: 0.4677, loss_cls: 6.0947, loss: 6.0947 +2023-12-24 19:18:40,836 - pyskl - INFO - Epoch [7][3500/3746] lr: 9.947e-02, eta: 3 days, 22:17:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2220, top5_acc: 0.4605, loss_cls: 6.0854, loss: 6.0854 +2023-12-24 19:19:40,672 - pyskl - INFO - Epoch [7][3600/3746] lr: 9.947e-02, eta: 3 days, 22:15:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2244, top5_acc: 0.4577, loss_cls: 6.0918, loss: 6.0918 +2023-12-24 19:20:40,582 - pyskl - INFO - Epoch [7][3700/3746] lr: 9.947e-02, eta: 3 days, 22:13:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2167, top5_acc: 0.4589, loss_cls: 6.0900, loss: 6.0900 +2023-12-24 19:21:11,220 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-24 19:23:13,879 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 19:23:14,692 - pyskl - INFO - +top1_acc 0.1605 +top5_acc 0.3774 +2023-12-24 19:23:14,692 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 19:23:14,725 - pyskl - INFO - +mean_acc 0.1605 +2023-12-24 19:23:14,731 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_6.pth was removed +2023-12-24 19:23:14,965 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-24 19:23:14,966 - pyskl - INFO - Best top1_acc is 0.1605 at 7 epoch. +2023-12-24 19:23:14,975 - pyskl - INFO - Epoch(val) [7][309] top1_acc: 0.1605, top5_acc: 0.3774, mean_class_accuracy: 0.1605 +2023-12-24 19:26:28,323 - pyskl - INFO - Epoch [8][100/3746] lr: 9.946e-02, eta: 3 days, 22:46:11, time: 1.933, data_time: 1.337, memory: 16180, top1_acc: 0.2253, top5_acc: 0.4697, loss_cls: 6.0078, loss: 6.0078 +2023-12-24 19:27:28,762 - pyskl - INFO - Epoch [8][200/3746] lr: 9.946e-02, eta: 3 days, 22:44:01, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2209, top5_acc: 0.4669, loss_cls: 6.0270, loss: 6.0270 +2023-12-24 19:28:28,848 - pyskl - INFO - Epoch [8][300/3746] lr: 9.945e-02, eta: 3 days, 22:41:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2197, top5_acc: 0.4580, loss_cls: 6.0664, loss: 6.0664 +2023-12-24 19:29:28,938 - pyskl - INFO - Epoch [8][400/3746] lr: 9.945e-02, eta: 3 days, 22:39:29, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2250, top5_acc: 0.4689, loss_cls: 6.0417, loss: 6.0417 +2023-12-24 19:30:29,079 - pyskl - INFO - Epoch [8][500/3746] lr: 9.944e-02, eta: 3 days, 22:37:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2230, top5_acc: 0.4672, loss_cls: 6.0486, loss: 6.0486 +2023-12-24 19:31:28,855 - pyskl - INFO - Epoch [8][600/3746] lr: 9.944e-02, eta: 3 days, 22:34:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2223, top5_acc: 0.4650, loss_cls: 6.0553, loss: 6.0553 +2023-12-24 19:32:28,686 - pyskl - INFO - Epoch [8][700/3746] lr: 9.943e-02, eta: 3 days, 22:32:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2127, top5_acc: 0.4617, loss_cls: 6.1117, loss: 6.1117 +2023-12-24 19:33:28,868 - pyskl - INFO - Epoch [8][800/3746] lr: 9.943e-02, eta: 3 days, 22:30:23, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2170, top5_acc: 0.4695, loss_cls: 6.0570, loss: 6.0570 +2023-12-24 19:34:29,602 - pyskl - INFO - Epoch [8][900/3746] lr: 9.943e-02, eta: 3 days, 22:28:22, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2180, top5_acc: 0.4717, loss_cls: 6.0422, loss: 6.0422 +2023-12-24 19:35:30,539 - pyskl - INFO - Epoch [8][1000/3746] lr: 9.942e-02, eta: 3 days, 22:26:26, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2228, top5_acc: 0.4566, loss_cls: 6.1048, loss: 6.1048 +2023-12-24 19:36:31,216 - pyskl - INFO - Epoch [8][1100/3746] lr: 9.942e-02, eta: 3 days, 22:24:26, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2161, top5_acc: 0.4552, loss_cls: 6.1300, loss: 6.1300 +2023-12-24 19:37:31,031 - pyskl - INFO - Epoch [8][1200/3746] lr: 9.941e-02, eta: 3 days, 22:22:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2234, top5_acc: 0.4675, loss_cls: 6.0430, loss: 6.0430 +2023-12-24 19:38:30,704 - pyskl - INFO - Epoch [8][1300/3746] lr: 9.941e-02, eta: 3 days, 22:19:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2214, top5_acc: 0.4581, loss_cls: 6.0483, loss: 6.0483 +2023-12-24 19:39:30,590 - pyskl - INFO - Epoch [8][1400/3746] lr: 9.940e-02, eta: 3 days, 22:17:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2183, top5_acc: 0.4605, loss_cls: 6.0787, loss: 6.0787 +2023-12-24 19:40:30,231 - pyskl - INFO - Epoch [8][1500/3746] lr: 9.940e-02, eta: 3 days, 22:15:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2164, top5_acc: 0.4592, loss_cls: 6.0838, loss: 6.0838 +2023-12-24 19:41:30,071 - pyskl - INFO - Epoch [8][1600/3746] lr: 9.940e-02, eta: 3 days, 22:13:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2305, top5_acc: 0.4631, loss_cls: 6.0658, loss: 6.0658 +2023-12-24 19:42:29,988 - pyskl - INFO - Epoch [8][1700/3746] lr: 9.939e-02, eta: 3 days, 22:10:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2228, top5_acc: 0.4603, loss_cls: 6.0681, loss: 6.0681 +2023-12-24 19:43:29,790 - pyskl - INFO - Epoch [8][1800/3746] lr: 9.939e-02, eta: 3 days, 22:08:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2141, top5_acc: 0.4691, loss_cls: 6.0721, loss: 6.0721 +2023-12-24 19:44:29,664 - pyskl - INFO - Epoch [8][1900/3746] lr: 9.938e-02, eta: 3 days, 22:06:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2258, top5_acc: 0.4722, loss_cls: 6.0475, loss: 6.0475 +2023-12-24 19:45:29,616 - pyskl - INFO - Epoch [8][2000/3746] lr: 9.938e-02, eta: 3 days, 22:04:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2202, top5_acc: 0.4591, loss_cls: 6.0539, loss: 6.0539 +2023-12-24 19:46:29,354 - pyskl - INFO - Epoch [8][2100/3746] lr: 9.937e-02, eta: 3 days, 22:02:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2194, top5_acc: 0.4670, loss_cls: 6.0579, loss: 6.0579 +2023-12-24 19:47:28,908 - pyskl - INFO - Epoch [8][2200/3746] lr: 9.937e-02, eta: 3 days, 21:59:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2209, top5_acc: 0.4647, loss_cls: 6.0497, loss: 6.0497 +2023-12-24 19:48:28,575 - pyskl - INFO - Epoch [8][2300/3746] lr: 9.937e-02, eta: 3 days, 21:57:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2192, top5_acc: 0.4583, loss_cls: 6.0783, loss: 6.0783 +2023-12-24 19:49:28,505 - pyskl - INFO - Epoch [8][2400/3746] lr: 9.936e-02, eta: 3 days, 21:55:22, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2220, top5_acc: 0.4683, loss_cls: 6.0515, loss: 6.0515 +2023-12-24 19:50:28,341 - pyskl - INFO - Epoch [8][2500/3746] lr: 9.936e-02, eta: 3 days, 21:53:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2206, top5_acc: 0.4589, loss_cls: 6.0649, loss: 6.0649 +2023-12-24 19:51:28,598 - pyskl - INFO - Epoch [8][2600/3746] lr: 9.935e-02, eta: 3 days, 21:51:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2250, top5_acc: 0.4639, loss_cls: 6.0672, loss: 6.0672 +2023-12-24 19:52:28,388 - pyskl - INFO - Epoch [8][2700/3746] lr: 9.935e-02, eta: 3 days, 21:49:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4700, loss_cls: 6.0333, loss: 6.0333 +2023-12-24 19:53:29,095 - pyskl - INFO - Epoch [8][2800/3746] lr: 9.934e-02, eta: 3 days, 21:47:09, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2280, top5_acc: 0.4736, loss_cls: 6.0006, loss: 6.0006 +2023-12-24 19:54:29,438 - pyskl - INFO - Epoch [8][2900/3746] lr: 9.934e-02, eta: 3 days, 21:45:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2191, top5_acc: 0.4569, loss_cls: 6.0847, loss: 6.0847 +2023-12-24 19:55:29,245 - pyskl - INFO - Epoch [8][3000/3746] lr: 9.933e-02, eta: 3 days, 21:43:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2086, top5_acc: 0.4612, loss_cls: 6.0853, loss: 6.0853 +2023-12-24 19:56:29,416 - pyskl - INFO - Epoch [8][3100/3746] lr: 9.933e-02, eta: 3 days, 21:41:02, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2180, top5_acc: 0.4608, loss_cls: 6.0636, loss: 6.0636 +2023-12-24 19:57:29,573 - pyskl - INFO - Epoch [8][3200/3746] lr: 9.933e-02, eta: 3 days, 21:39:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2192, top5_acc: 0.4555, loss_cls: 6.0819, loss: 6.0819 +2023-12-24 19:58:29,496 - pyskl - INFO - Epoch [8][3300/3746] lr: 9.932e-02, eta: 3 days, 21:36:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2194, top5_acc: 0.4736, loss_cls: 6.0516, loss: 6.0516 +2023-12-24 19:59:29,032 - pyskl - INFO - Epoch [8][3400/3746] lr: 9.932e-02, eta: 3 days, 21:34:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2219, top5_acc: 0.4619, loss_cls: 6.0675, loss: 6.0675 +2023-12-24 20:00:28,476 - pyskl - INFO - Epoch [8][3500/3746] lr: 9.931e-02, eta: 3 days, 21:32:34, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2144, top5_acc: 0.4620, loss_cls: 6.0824, loss: 6.0824 +2023-12-24 20:01:28,093 - pyskl - INFO - Epoch [8][3600/3746] lr: 9.931e-02, eta: 3 days, 21:30:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2202, top5_acc: 0.4581, loss_cls: 6.0631, loss: 6.0631 +2023-12-24 20:02:28,046 - pyskl - INFO - Epoch [8][3700/3746] lr: 9.930e-02, eta: 3 days, 21:28:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2195, top5_acc: 0.4570, loss_cls: 6.0652, loss: 6.0652 +2023-12-24 20:02:58,253 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-24 20:05:00,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:05:01,524 - pyskl - INFO - +top1_acc 0.1677 +top5_acc 0.3935 +2023-12-24 20:05:01,524 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 20:05:01,566 - pyskl - INFO - +mean_acc 0.1673 +2023-12-24 20:05:01,573 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_7.pth was removed +2023-12-24 20:05:01,899 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-24 20:05:01,900 - pyskl - INFO - Best top1_acc is 0.1677 at 8 epoch. +2023-12-24 20:05:01,910 - pyskl - INFO - Epoch(val) [8][309] top1_acc: 0.1677, top5_acc: 0.3935, mean_class_accuracy: 0.1673 +2023-12-24 20:08:19,102 - pyskl - INFO - Epoch [9][100/3746] lr: 9.930e-02, eta: 3 days, 21:57:45, time: 1.972, data_time: 1.374, memory: 16180, top1_acc: 0.2238, top5_acc: 0.4755, loss_cls: 6.0144, loss: 6.0144 +2023-12-24 20:09:18,863 - pyskl - INFO - Epoch [9][200/3746] lr: 9.929e-02, eta: 3 days, 21:55:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4694, loss_cls: 6.0294, loss: 6.0294 +2023-12-24 20:10:19,043 - pyskl - INFO - Epoch [9][300/3746] lr: 9.929e-02, eta: 3 days, 21:53:30, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2247, top5_acc: 0.4666, loss_cls: 6.0457, loss: 6.0457 +2023-12-24 20:11:19,674 - pyskl - INFO - Epoch [9][400/3746] lr: 9.928e-02, eta: 3 days, 21:51:35, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2173, top5_acc: 0.4545, loss_cls: 6.0799, loss: 6.0799 +2023-12-24 20:12:20,703 - pyskl - INFO - Epoch [9][500/3746] lr: 9.928e-02, eta: 3 days, 21:49:47, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2228, top5_acc: 0.4656, loss_cls: 6.0639, loss: 6.0639 +2023-12-24 20:13:21,258 - pyskl - INFO - Epoch [9][600/3746] lr: 9.927e-02, eta: 3 days, 21:47:51, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2345, top5_acc: 0.4803, loss_cls: 5.9821, loss: 5.9821 +2023-12-24 20:14:21,264 - pyskl - INFO - Epoch [9][700/3746] lr: 9.927e-02, eta: 3 days, 21:45:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2252, top5_acc: 0.4656, loss_cls: 6.0269, loss: 6.0269 +2023-12-24 20:15:21,916 - pyskl - INFO - Epoch [9][800/3746] lr: 9.926e-02, eta: 3 days, 21:43:52, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2198, top5_acc: 0.4688, loss_cls: 6.0230, loss: 6.0230 +2023-12-24 20:16:22,339 - pyskl - INFO - Epoch [9][900/3746] lr: 9.926e-02, eta: 3 days, 21:41:55, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2258, top5_acc: 0.4634, loss_cls: 6.0362, loss: 6.0362 +2023-12-24 20:17:23,458 - pyskl - INFO - Epoch [9][1000/3746] lr: 9.925e-02, eta: 3 days, 21:40:11, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2247, top5_acc: 0.4778, loss_cls: 5.9895, loss: 5.9895 +2023-12-24 20:18:23,259 - pyskl - INFO - Epoch [9][1100/3746] lr: 9.925e-02, eta: 3 days, 21:38:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2202, top5_acc: 0.4675, loss_cls: 6.0343, loss: 6.0343 +2023-12-24 20:19:22,774 - pyskl - INFO - Epoch [9][1200/3746] lr: 9.924e-02, eta: 3 days, 21:35:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2309, top5_acc: 0.4766, loss_cls: 5.9875, loss: 5.9875 +2023-12-24 20:20:22,700 - pyskl - INFO - Epoch [9][1300/3746] lr: 9.924e-02, eta: 3 days, 21:33:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2228, top5_acc: 0.4639, loss_cls: 6.0489, loss: 6.0489 +2023-12-24 20:21:22,904 - pyskl - INFO - Epoch [9][1400/3746] lr: 9.923e-02, eta: 3 days, 21:31:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2231, top5_acc: 0.4661, loss_cls: 6.0447, loss: 6.0447 +2023-12-24 20:22:23,032 - pyskl - INFO - Epoch [9][1500/3746] lr: 9.923e-02, eta: 3 days, 21:29:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2239, top5_acc: 0.4744, loss_cls: 5.9955, loss: 5.9955 +2023-12-24 20:23:22,807 - pyskl - INFO - Epoch [9][1600/3746] lr: 9.922e-02, eta: 3 days, 21:27:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2284, top5_acc: 0.4658, loss_cls: 6.0256, loss: 6.0256 +2023-12-24 20:24:22,725 - pyskl - INFO - Epoch [9][1700/3746] lr: 9.922e-02, eta: 3 days, 21:25:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2111, top5_acc: 0.4633, loss_cls: 6.0561, loss: 6.0561 +2023-12-24 20:25:22,589 - pyskl - INFO - Epoch [9][1800/3746] lr: 9.921e-02, eta: 3 days, 21:23:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2208, top5_acc: 0.4648, loss_cls: 6.0497, loss: 6.0497 +2023-12-24 20:26:22,514 - pyskl - INFO - Epoch [9][1900/3746] lr: 9.921e-02, eta: 3 days, 21:21:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2219, top5_acc: 0.4653, loss_cls: 6.0360, loss: 6.0360 +2023-12-24 20:27:22,065 - pyskl - INFO - Epoch [9][2000/3746] lr: 9.920e-02, eta: 3 days, 21:19:30, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2214, top5_acc: 0.4644, loss_cls: 6.0515, loss: 6.0515 +2023-12-24 20:28:21,550 - pyskl - INFO - Epoch [9][2100/3746] lr: 9.920e-02, eta: 3 days, 21:17:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2173, top5_acc: 0.4600, loss_cls: 6.0648, loss: 6.0648 +2023-12-24 20:29:21,200 - pyskl - INFO - Epoch [9][2200/3746] lr: 9.919e-02, eta: 3 days, 21:15:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2205, top5_acc: 0.4661, loss_cls: 6.0618, loss: 6.0618 +2023-12-24 20:30:20,770 - pyskl - INFO - Epoch [9][2300/3746] lr: 9.919e-02, eta: 3 days, 21:13:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2244, top5_acc: 0.4755, loss_cls: 6.0132, loss: 6.0132 +2023-12-24 20:31:20,644 - pyskl - INFO - Epoch [9][2400/3746] lr: 9.918e-02, eta: 3 days, 21:11:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2216, top5_acc: 0.4672, loss_cls: 6.0267, loss: 6.0267 +2023-12-24 20:32:20,479 - pyskl - INFO - Epoch [9][2500/3746] lr: 9.918e-02, eta: 3 days, 21:09:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2214, top5_acc: 0.4709, loss_cls: 6.0164, loss: 6.0164 +2023-12-24 20:33:20,063 - pyskl - INFO - Epoch [9][2600/3746] lr: 9.917e-02, eta: 3 days, 21:07:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2408, top5_acc: 0.4877, loss_cls: 5.9382, loss: 5.9382 +2023-12-24 20:34:20,053 - pyskl - INFO - Epoch [9][2700/3746] lr: 9.917e-02, eta: 3 days, 21:05:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2169, top5_acc: 0.4569, loss_cls: 6.0725, loss: 6.0725 +2023-12-24 20:35:19,911 - pyskl - INFO - Epoch [9][2800/3746] lr: 9.916e-02, eta: 3 days, 21:03:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2306, top5_acc: 0.4722, loss_cls: 6.0080, loss: 6.0080 +2023-12-24 20:36:20,335 - pyskl - INFO - Epoch [9][2900/3746] lr: 9.916e-02, eta: 3 days, 21:01:19, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2297, top5_acc: 0.4738, loss_cls: 5.9980, loss: 5.9980 +2023-12-24 20:37:21,445 - pyskl - INFO - Epoch [9][3000/3746] lr: 9.915e-02, eta: 3 days, 20:59:40, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2258, top5_acc: 0.4644, loss_cls: 6.0289, loss: 6.0289 +2023-12-24 20:38:21,225 - pyskl - INFO - Epoch [9][3100/3746] lr: 9.915e-02, eta: 3 days, 20:57:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2233, top5_acc: 0.4752, loss_cls: 6.0220, loss: 6.0220 +2023-12-24 20:39:21,075 - pyskl - INFO - Epoch [9][3200/3746] lr: 9.914e-02, eta: 3 days, 20:55:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4688, loss_cls: 6.0027, loss: 6.0027 +2023-12-24 20:40:21,679 - pyskl - INFO - Epoch [9][3300/3746] lr: 9.914e-02, eta: 3 days, 20:53:57, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2303, top5_acc: 0.4752, loss_cls: 6.0027, loss: 6.0027 +2023-12-24 20:41:21,739 - pyskl - INFO - Epoch [9][3400/3746] lr: 9.913e-02, eta: 3 days, 20:52:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2306, top5_acc: 0.4680, loss_cls: 6.0522, loss: 6.0522 +2023-12-24 20:42:21,365 - pyskl - INFO - Epoch [9][3500/3746] lr: 9.913e-02, eta: 3 days, 20:50:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2177, top5_acc: 0.4637, loss_cls: 6.0538, loss: 6.0538 +2023-12-24 20:43:21,119 - pyskl - INFO - Epoch [9][3600/3746] lr: 9.912e-02, eta: 3 days, 20:48:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2202, top5_acc: 0.4684, loss_cls: 6.0468, loss: 6.0468 +2023-12-24 20:44:20,977 - pyskl - INFO - Epoch [9][3700/3746] lr: 9.912e-02, eta: 3 days, 20:46:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2322, top5_acc: 0.4688, loss_cls: 6.0309, loss: 6.0309 +2023-12-24 20:44:50,490 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-24 20:46:45,037 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 20:46:45,895 - pyskl - INFO - +top1_acc 0.1519 +top5_acc 0.3601 +2023-12-24 20:46:45,895 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 20:46:45,928 - pyskl - INFO - +mean_acc 0.1517 +2023-12-24 20:46:45,936 - pyskl - INFO - Epoch(val) [9][309] top1_acc: 0.1519, top5_acc: 0.3601, mean_class_accuracy: 0.1517 +2023-12-24 20:50:04,168 - pyskl - INFO - Epoch [10][100/3746] lr: 9.911e-02, eta: 3 days, 21:12:10, time: 1.982, data_time: 1.384, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4798, loss_cls: 5.9612, loss: 5.9612 +2023-12-24 20:51:04,310 - pyskl - INFO - Epoch [10][200/3746] lr: 9.910e-02, eta: 3 days, 21:10:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2180, top5_acc: 0.4612, loss_cls: 6.0309, loss: 6.0309 +2023-12-24 20:52:03,609 - pyskl - INFO - Epoch [10][300/3746] lr: 9.910e-02, eta: 3 days, 21:08:04, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2323, top5_acc: 0.4841, loss_cls: 5.9606, loss: 5.9606 +2023-12-24 20:53:03,098 - pyskl - INFO - Epoch [10][400/3746] lr: 9.909e-02, eta: 3 days, 21:05:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2316, top5_acc: 0.4770, loss_cls: 5.9718, loss: 5.9718 +2023-12-24 20:54:02,687 - pyskl - INFO - Epoch [10][500/3746] lr: 9.909e-02, eta: 3 days, 21:03:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2278, top5_acc: 0.4750, loss_cls: 6.0030, loss: 6.0030 +2023-12-24 20:55:02,071 - pyskl - INFO - Epoch [10][600/3746] lr: 9.908e-02, eta: 3 days, 21:01:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2247, top5_acc: 0.4767, loss_cls: 6.0099, loss: 6.0099 +2023-12-24 20:56:01,757 - pyskl - INFO - Epoch [10][700/3746] lr: 9.908e-02, eta: 3 days, 20:59:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2291, top5_acc: 0.4664, loss_cls: 6.0436, loss: 6.0436 +2023-12-24 20:57:01,176 - pyskl - INFO - Epoch [10][800/3746] lr: 9.907e-02, eta: 3 days, 20:57:41, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2330, top5_acc: 0.4773, loss_cls: 5.9826, loss: 5.9826 +2023-12-24 20:58:00,986 - pyskl - INFO - Epoch [10][900/3746] lr: 9.907e-02, eta: 3 days, 20:55:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2319, top5_acc: 0.4733, loss_cls: 5.9938, loss: 5.9938 +2023-12-24 20:59:00,869 - pyskl - INFO - Epoch [10][1000/3746] lr: 9.906e-02, eta: 3 days, 20:53:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4831, loss_cls: 5.9584, loss: 5.9584 +2023-12-24 21:00:01,288 - pyskl - INFO - Epoch [10][1100/3746] lr: 9.906e-02, eta: 3 days, 20:51:55, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2281, top5_acc: 0.4756, loss_cls: 6.0081, loss: 6.0081 +2023-12-24 21:01:00,897 - pyskl - INFO - Epoch [10][1200/3746] lr: 9.905e-02, eta: 3 days, 20:49:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2380, top5_acc: 0.4819, loss_cls: 5.9660, loss: 5.9660 +2023-12-24 21:02:00,656 - pyskl - INFO - Epoch [10][1300/3746] lr: 9.905e-02, eta: 3 days, 20:47:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4673, loss_cls: 5.9982, loss: 5.9982 +2023-12-24 21:03:01,629 - pyskl - INFO - Epoch [10][1400/3746] lr: 9.904e-02, eta: 3 days, 20:46:16, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2213, top5_acc: 0.4564, loss_cls: 6.0813, loss: 6.0813 +2023-12-24 21:04:02,451 - pyskl - INFO - Epoch [10][1500/3746] lr: 9.903e-02, eta: 3 days, 20:44:34, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2255, top5_acc: 0.4708, loss_cls: 6.0230, loss: 6.0230 +2023-12-24 21:05:03,125 - pyskl - INFO - Epoch [10][1600/3746] lr: 9.903e-02, eta: 3 days, 20:42:50, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2223, top5_acc: 0.4744, loss_cls: 5.9925, loss: 5.9925 +2023-12-24 21:06:02,760 - pyskl - INFO - Epoch [10][1700/3746] lr: 9.902e-02, eta: 3 days, 20:40:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2302, top5_acc: 0.4741, loss_cls: 5.9754, loss: 5.9754 +2023-12-24 21:07:02,431 - pyskl - INFO - Epoch [10][1800/3746] lr: 9.902e-02, eta: 3 days, 20:38:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2330, top5_acc: 0.4781, loss_cls: 5.9880, loss: 5.9880 +2023-12-24 21:08:01,929 - pyskl - INFO - Epoch [10][1900/3746] lr: 9.901e-02, eta: 3 days, 20:36:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2402, top5_acc: 0.4805, loss_cls: 5.9386, loss: 5.9386 +2023-12-24 21:09:01,695 - pyskl - INFO - Epoch [10][2000/3746] lr: 9.901e-02, eta: 3 days, 20:34:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4866, loss_cls: 5.9604, loss: 5.9604 +2023-12-24 21:10:01,302 - pyskl - INFO - Epoch [10][2100/3746] lr: 9.900e-02, eta: 3 days, 20:32:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2198, top5_acc: 0.4656, loss_cls: 6.0342, loss: 6.0342 +2023-12-24 21:11:01,392 - pyskl - INFO - Epoch [10][2200/3746] lr: 9.900e-02, eta: 3 days, 20:31:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2316, top5_acc: 0.4823, loss_cls: 5.9796, loss: 5.9796 +2023-12-24 21:12:02,249 - pyskl - INFO - Epoch [10][2300/3746] lr: 9.899e-02, eta: 3 days, 20:29:28, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2378, top5_acc: 0.4772, loss_cls: 5.9748, loss: 5.9748 +2023-12-24 21:13:02,802 - pyskl - INFO - Epoch [10][2400/3746] lr: 9.898e-02, eta: 3 days, 20:27:44, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2258, top5_acc: 0.4637, loss_cls: 6.0414, loss: 6.0414 +2023-12-24 21:14:03,529 - pyskl - INFO - Epoch [10][2500/3746] lr: 9.898e-02, eta: 3 days, 20:26:03, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2317, top5_acc: 0.4703, loss_cls: 5.9718, loss: 5.9718 +2023-12-24 21:15:03,364 - pyskl - INFO - Epoch [10][2600/3746] lr: 9.897e-02, eta: 3 days, 20:24:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2202, top5_acc: 0.4650, loss_cls: 6.0414, loss: 6.0414 +2023-12-24 21:16:03,015 - pyskl - INFO - Epoch [10][2700/3746] lr: 9.897e-02, eta: 3 days, 20:22:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2278, top5_acc: 0.4656, loss_cls: 6.0226, loss: 6.0226 +2023-12-24 21:17:02,823 - pyskl - INFO - Epoch [10][2800/3746] lr: 9.896e-02, eta: 3 days, 20:20:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2230, top5_acc: 0.4652, loss_cls: 6.0374, loss: 6.0374 +2023-12-24 21:18:02,826 - pyskl - INFO - Epoch [10][2900/3746] lr: 9.896e-02, eta: 3 days, 20:18:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2378, top5_acc: 0.4764, loss_cls: 5.9399, loss: 5.9399 +2023-12-24 21:19:02,480 - pyskl - INFO - Epoch [10][3000/3746] lr: 9.895e-02, eta: 3 days, 20:16:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2233, top5_acc: 0.4752, loss_cls: 5.9918, loss: 5.9918 +2023-12-24 21:20:02,175 - pyskl - INFO - Epoch [10][3100/3746] lr: 9.894e-02, eta: 3 days, 20:14:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2295, top5_acc: 0.4719, loss_cls: 6.0234, loss: 6.0234 +2023-12-24 21:21:01,738 - pyskl - INFO - Epoch [10][3200/3746] lr: 9.894e-02, eta: 3 days, 20:12:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4764, loss_cls: 5.9857, loss: 5.9857 +2023-12-24 21:22:01,581 - pyskl - INFO - Epoch [10][3300/3746] lr: 9.893e-02, eta: 3 days, 20:10:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2298, top5_acc: 0.4672, loss_cls: 5.9902, loss: 5.9902 +2023-12-24 21:23:01,253 - pyskl - INFO - Epoch [10][3400/3746] lr: 9.893e-02, eta: 3 days, 20:09:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2314, top5_acc: 0.4763, loss_cls: 6.0020, loss: 6.0020 +2023-12-24 21:24:01,204 - pyskl - INFO - Epoch [10][3500/3746] lr: 9.892e-02, eta: 3 days, 20:07:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2344, top5_acc: 0.4748, loss_cls: 5.9650, loss: 5.9650 +2023-12-24 21:25:01,321 - pyskl - INFO - Epoch [10][3600/3746] lr: 9.892e-02, eta: 3 days, 20:05:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2178, top5_acc: 0.4670, loss_cls: 6.0548, loss: 6.0548 +2023-12-24 21:26:00,964 - pyskl - INFO - Epoch [10][3700/3746] lr: 9.891e-02, eta: 3 days, 20:03:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2223, top5_acc: 0.4602, loss_cls: 6.0213, loss: 6.0213 +2023-12-24 21:26:31,844 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-24 21:28:36,872 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 21:28:37,956 - pyskl - INFO - +top1_acc 0.1366 +top5_acc 0.3473 +2023-12-24 21:28:37,956 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 21:28:38,000 - pyskl - INFO - +mean_acc 0.1364 +2023-12-24 21:28:38,015 - pyskl - INFO - Epoch(val) [10][309] top1_acc: 0.1366, top5_acc: 0.3473, mean_class_accuracy: 0.1364 +2023-12-24 21:31:56,668 - pyskl - INFO - Epoch [11][100/3746] lr: 9.890e-02, eta: 3 days, 20:26:45, time: 1.986, data_time: 1.387, memory: 16180, top1_acc: 0.2320, top5_acc: 0.4791, loss_cls: 5.9926, loss: 5.9926 +2023-12-24 21:32:56,938 - pyskl - INFO - Epoch [11][200/3746] lr: 9.890e-02, eta: 3 days, 20:24:57, time: 0.603, data_time: 0.001, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4794, loss_cls: 5.9534, loss: 5.9534 +2023-12-24 21:33:56,522 - pyskl - INFO - Epoch [11][300/3746] lr: 9.889e-02, eta: 3 days, 20:23:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2356, top5_acc: 0.4786, loss_cls: 5.9682, loss: 5.9682 +2023-12-24 21:34:55,926 - pyskl - INFO - Epoch [11][400/3746] lr: 9.888e-02, eta: 3 days, 20:21:00, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4950, loss_cls: 5.9083, loss: 5.9083 +2023-12-24 21:35:55,434 - pyskl - INFO - Epoch [11][500/3746] lr: 9.888e-02, eta: 3 days, 20:19:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4817, loss_cls: 5.9672, loss: 5.9672 +2023-12-24 21:36:55,089 - pyskl - INFO - Epoch [11][600/3746] lr: 9.887e-02, eta: 3 days, 20:17:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2356, top5_acc: 0.4811, loss_cls: 5.9818, loss: 5.9818 +2023-12-24 21:37:54,837 - pyskl - INFO - Epoch [11][700/3746] lr: 9.887e-02, eta: 3 days, 20:15:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4808, loss_cls: 5.9587, loss: 5.9587 +2023-12-24 21:38:54,625 - pyskl - INFO - Epoch [11][800/3746] lr: 9.886e-02, eta: 3 days, 20:13:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2327, top5_acc: 0.4706, loss_cls: 5.9985, loss: 5.9985 +2023-12-24 21:39:54,483 - pyskl - INFO - Epoch [11][900/3746] lr: 9.885e-02, eta: 3 days, 20:11:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2289, top5_acc: 0.4725, loss_cls: 5.9758, loss: 5.9758 +2023-12-24 21:40:54,532 - pyskl - INFO - Epoch [11][1000/3746] lr: 9.885e-02, eta: 3 days, 20:09:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2323, top5_acc: 0.4781, loss_cls: 5.9462, loss: 5.9462 +2023-12-24 21:41:54,725 - pyskl - INFO - Epoch [11][1100/3746] lr: 9.884e-02, eta: 3 days, 20:07:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2364, top5_acc: 0.4798, loss_cls: 5.9862, loss: 5.9862 +2023-12-24 21:42:54,936 - pyskl - INFO - Epoch [11][1200/3746] lr: 9.884e-02, eta: 3 days, 20:06:06, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2369, top5_acc: 0.4770, loss_cls: 5.9615, loss: 5.9615 +2023-12-24 21:43:54,855 - pyskl - INFO - Epoch [11][1300/3746] lr: 9.883e-02, eta: 3 days, 20:04:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2261, top5_acc: 0.4709, loss_cls: 5.9640, loss: 5.9640 +2023-12-24 21:44:54,612 - pyskl - INFO - Epoch [11][1400/3746] lr: 9.882e-02, eta: 3 days, 20:02:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2409, top5_acc: 0.4883, loss_cls: 5.9324, loss: 5.9324 +2023-12-24 21:45:54,474 - pyskl - INFO - Epoch [11][1500/3746] lr: 9.882e-02, eta: 3 days, 20:00:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2300, top5_acc: 0.4661, loss_cls: 6.0315, loss: 6.0315 +2023-12-24 21:46:55,003 - pyskl - INFO - Epoch [11][1600/3746] lr: 9.881e-02, eta: 3 days, 19:58:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4680, loss_cls: 5.9936, loss: 5.9936 +2023-12-24 21:47:54,859 - pyskl - INFO - Epoch [11][1700/3746] lr: 9.881e-02, eta: 3 days, 19:57:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2206, top5_acc: 0.4625, loss_cls: 6.0151, loss: 6.0151 +2023-12-24 21:48:55,126 - pyskl - INFO - Epoch [11][1800/3746] lr: 9.880e-02, eta: 3 days, 19:55:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2334, top5_acc: 0.4750, loss_cls: 5.9820, loss: 5.9820 +2023-12-24 21:49:55,551 - pyskl - INFO - Epoch [11][1900/3746] lr: 9.879e-02, eta: 3 days, 19:53:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2267, top5_acc: 0.4742, loss_cls: 5.9904, loss: 5.9904 +2023-12-24 21:50:55,955 - pyskl - INFO - Epoch [11][2000/3746] lr: 9.879e-02, eta: 3 days, 19:51:56, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2309, top5_acc: 0.4777, loss_cls: 5.9757, loss: 5.9757 +2023-12-24 21:51:56,217 - pyskl - INFO - Epoch [11][2100/3746] lr: 9.878e-02, eta: 3 days, 19:50:13, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4731, loss_cls: 5.9652, loss: 5.9652 +2023-12-24 21:52:56,739 - pyskl - INFO - Epoch [11][2200/3746] lr: 9.878e-02, eta: 3 days, 19:48:33, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2305, top5_acc: 0.4798, loss_cls: 5.9309, loss: 5.9309 +2023-12-24 21:53:56,648 - pyskl - INFO - Epoch [11][2300/3746] lr: 9.877e-02, eta: 3 days, 19:46:45, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4795, loss_cls: 5.9574, loss: 5.9574 +2023-12-24 21:54:56,805 - pyskl - INFO - Epoch [11][2400/3746] lr: 9.876e-02, eta: 3 days, 19:45:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2333, top5_acc: 0.4730, loss_cls: 6.0210, loss: 6.0210 +2023-12-24 21:55:57,375 - pyskl - INFO - Epoch [11][2500/3746] lr: 9.876e-02, eta: 3 days, 19:43:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2306, top5_acc: 0.4733, loss_cls: 5.9804, loss: 5.9804 +2023-12-24 21:56:58,150 - pyskl - INFO - Epoch [11][2600/3746] lr: 9.875e-02, eta: 3 days, 19:41:47, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2192, top5_acc: 0.4691, loss_cls: 6.0235, loss: 6.0235 +2023-12-24 21:57:58,371 - pyskl - INFO - Epoch [11][2700/3746] lr: 9.874e-02, eta: 3 days, 19:40:04, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2317, top5_acc: 0.4722, loss_cls: 5.9839, loss: 5.9839 +2023-12-24 21:58:58,208 - pyskl - INFO - Epoch [11][2800/3746] lr: 9.874e-02, eta: 3 days, 19:38:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2330, top5_acc: 0.4705, loss_cls: 5.9938, loss: 5.9938 +2023-12-24 21:59:57,850 - pyskl - INFO - Epoch [11][2900/3746] lr: 9.873e-02, eta: 3 days, 19:36:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4967, loss_cls: 5.9005, loss: 5.9005 +2023-12-24 22:00:57,684 - pyskl - INFO - Epoch [11][3000/3746] lr: 9.873e-02, eta: 3 days, 19:34:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2302, top5_acc: 0.4717, loss_cls: 5.9656, loss: 5.9656 +2023-12-24 22:01:57,147 - pyskl - INFO - Epoch [11][3100/3746] lr: 9.872e-02, eta: 3 days, 19:32:48, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2389, top5_acc: 0.4895, loss_cls: 5.9424, loss: 5.9424 +2023-12-24 22:02:56,758 - pyskl - INFO - Epoch [11][3200/3746] lr: 9.871e-02, eta: 3 days, 19:30:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2319, top5_acc: 0.4794, loss_cls: 5.9684, loss: 5.9684 +2023-12-24 22:03:56,796 - pyskl - INFO - Epoch [11][3300/3746] lr: 9.871e-02, eta: 3 days, 19:29:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2366, top5_acc: 0.4805, loss_cls: 5.9499, loss: 5.9499 +2023-12-24 22:04:56,993 - pyskl - INFO - Epoch [11][3400/3746] lr: 9.870e-02, eta: 3 days, 19:27:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2222, top5_acc: 0.4728, loss_cls: 6.0037, loss: 6.0037 +2023-12-24 22:05:57,295 - pyskl - INFO - Epoch [11][3500/3746] lr: 9.869e-02, eta: 3 days, 19:25:53, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2277, top5_acc: 0.4678, loss_cls: 6.0069, loss: 6.0069 +2023-12-24 22:06:56,982 - pyskl - INFO - Epoch [11][3600/3746] lr: 9.869e-02, eta: 3 days, 19:24:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2208, top5_acc: 0.4717, loss_cls: 6.0020, loss: 6.0020 +2023-12-24 22:07:56,664 - pyskl - INFO - Epoch [11][3700/3746] lr: 9.868e-02, eta: 3 days, 19:22:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2361, top5_acc: 0.4748, loss_cls: 5.9780, loss: 5.9780 +2023-12-24 22:08:26,665 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-24 22:10:27,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:10:28,418 - pyskl - INFO - +top1_acc 0.1656 +top5_acc 0.3990 +2023-12-24 22:10:28,418 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 22:10:28,452 - pyskl - INFO - +mean_acc 0.1654 +2023-12-24 22:10:28,461 - pyskl - INFO - Epoch(val) [11][309] top1_acc: 0.1656, top5_acc: 0.3990, mean_class_accuracy: 0.1654 +2023-12-24 22:13:42,165 - pyskl - INFO - Epoch [12][100/3746] lr: 9.867e-02, eta: 3 days, 19:42:05, time: 1.937, data_time: 1.339, memory: 16180, top1_acc: 0.2469, top5_acc: 0.4934, loss_cls: 5.8976, loss: 5.8976 +2023-12-24 22:14:42,233 - pyskl - INFO - Epoch [12][200/3746] lr: 9.867e-02, eta: 3 days, 19:40:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4955, loss_cls: 5.9032, loss: 5.9032 +2023-12-24 22:15:42,223 - pyskl - INFO - Epoch [12][300/3746] lr: 9.866e-02, eta: 3 days, 19:38:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2322, top5_acc: 0.4898, loss_cls: 5.9124, loss: 5.9124 +2023-12-24 22:16:42,130 - pyskl - INFO - Epoch [12][400/3746] lr: 9.865e-02, eta: 3 days, 19:36:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2314, top5_acc: 0.4792, loss_cls: 5.9483, loss: 5.9483 +2023-12-24 22:17:41,954 - pyskl - INFO - Epoch [12][500/3746] lr: 9.865e-02, eta: 3 days, 19:34:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2345, top5_acc: 0.4792, loss_cls: 5.9290, loss: 5.9290 +2023-12-24 22:18:41,694 - pyskl - INFO - Epoch [12][600/3746] lr: 9.864e-02, eta: 3 days, 19:33:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.4922, loss_cls: 5.9248, loss: 5.9248 +2023-12-24 22:19:41,304 - pyskl - INFO - Epoch [12][700/3746] lr: 9.863e-02, eta: 3 days, 19:31:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2263, top5_acc: 0.4702, loss_cls: 5.9866, loss: 5.9866 +2023-12-24 22:20:40,907 - pyskl - INFO - Epoch [12][800/3746] lr: 9.863e-02, eta: 3 days, 19:29:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4750, loss_cls: 5.9624, loss: 5.9624 +2023-12-24 22:21:40,694 - pyskl - INFO - Epoch [12][900/3746] lr: 9.862e-02, eta: 3 days, 19:27:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2370, top5_acc: 0.4897, loss_cls: 5.9179, loss: 5.9179 +2023-12-24 22:22:40,376 - pyskl - INFO - Epoch [12][1000/3746] lr: 9.861e-02, eta: 3 days, 19:25:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2289, top5_acc: 0.4658, loss_cls: 6.0157, loss: 6.0157 +2023-12-24 22:23:40,215 - pyskl - INFO - Epoch [12][1100/3746] lr: 9.861e-02, eta: 3 days, 19:24:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2311, top5_acc: 0.4814, loss_cls: 5.9505, loss: 5.9505 +2023-12-24 22:24:40,023 - pyskl - INFO - Epoch [12][1200/3746] lr: 9.860e-02, eta: 3 days, 19:22:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4861, loss_cls: 5.9174, loss: 5.9174 +2023-12-24 22:25:39,733 - pyskl - INFO - Epoch [12][1300/3746] lr: 9.859e-02, eta: 3 days, 19:20:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4736, loss_cls: 6.0002, loss: 6.0002 +2023-12-24 22:26:39,820 - pyskl - INFO - Epoch [12][1400/3746] lr: 9.859e-02, eta: 3 days, 19:18:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2314, top5_acc: 0.4738, loss_cls: 5.9751, loss: 5.9751 +2023-12-24 22:27:40,338 - pyskl - INFO - Epoch [12][1500/3746] lr: 9.858e-02, eta: 3 days, 19:17:14, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2356, top5_acc: 0.4809, loss_cls: 5.9347, loss: 5.9347 +2023-12-24 22:28:40,789 - pyskl - INFO - Epoch [12][1600/3746] lr: 9.857e-02, eta: 3 days, 19:15:36, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2352, top5_acc: 0.4784, loss_cls: 5.9699, loss: 5.9699 +2023-12-24 22:29:40,542 - pyskl - INFO - Epoch [12][1700/3746] lr: 9.857e-02, eta: 3 days, 19:13:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4863, loss_cls: 5.9323, loss: 5.9323 +2023-12-24 22:30:40,477 - pyskl - INFO - Epoch [12][1800/3746] lr: 9.856e-02, eta: 3 days, 19:12:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2275, top5_acc: 0.4844, loss_cls: 5.9484, loss: 5.9484 +2023-12-24 22:31:40,232 - pyskl - INFO - Epoch [12][1900/3746] lr: 9.855e-02, eta: 3 days, 19:10:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2316, top5_acc: 0.4692, loss_cls: 5.9815, loss: 5.9815 +2023-12-24 22:32:39,902 - pyskl - INFO - Epoch [12][2000/3746] lr: 9.855e-02, eta: 3 days, 19:08:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2236, top5_acc: 0.4656, loss_cls: 6.0275, loss: 6.0275 +2023-12-24 22:33:39,773 - pyskl - INFO - Epoch [12][2100/3746] lr: 9.854e-02, eta: 3 days, 19:06:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2288, top5_acc: 0.4773, loss_cls: 5.9867, loss: 5.9867 +2023-12-24 22:34:39,457 - pyskl - INFO - Epoch [12][2200/3746] lr: 9.853e-02, eta: 3 days, 19:05:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2263, top5_acc: 0.4673, loss_cls: 5.9926, loss: 5.9926 +2023-12-24 22:35:39,877 - pyskl - INFO - Epoch [12][2300/3746] lr: 9.853e-02, eta: 3 days, 19:03:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2255, top5_acc: 0.4730, loss_cls: 5.9888, loss: 5.9888 +2023-12-24 22:36:40,724 - pyskl - INFO - Epoch [12][2400/3746] lr: 9.852e-02, eta: 3 days, 19:01:56, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2288, top5_acc: 0.4723, loss_cls: 5.9889, loss: 5.9889 +2023-12-24 22:37:40,525 - pyskl - INFO - Epoch [12][2500/3746] lr: 9.851e-02, eta: 3 days, 19:00:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4750, loss_cls: 5.9609, loss: 5.9609 +2023-12-24 22:38:40,317 - pyskl - INFO - Epoch [12][2600/3746] lr: 9.851e-02, eta: 3 days, 18:58:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4856, loss_cls: 5.9213, loss: 5.9213 +2023-12-24 22:39:40,269 - pyskl - INFO - Epoch [12][2700/3746] lr: 9.850e-02, eta: 3 days, 18:56:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4817, loss_cls: 5.9432, loss: 5.9432 +2023-12-24 22:40:41,240 - pyskl - INFO - Epoch [12][2800/3746] lr: 9.849e-02, eta: 3 days, 18:55:17, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2369, top5_acc: 0.4813, loss_cls: 5.9211, loss: 5.9211 +2023-12-24 22:41:41,361 - pyskl - INFO - Epoch [12][2900/3746] lr: 9.849e-02, eta: 3 days, 18:53:38, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2345, top5_acc: 0.4747, loss_cls: 5.9730, loss: 5.9730 +2023-12-24 22:42:41,045 - pyskl - INFO - Epoch [12][3000/3746] lr: 9.848e-02, eta: 3 days, 18:51:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2238, top5_acc: 0.4692, loss_cls: 6.0045, loss: 6.0045 +2023-12-24 22:43:40,702 - pyskl - INFO - Epoch [12][3100/3746] lr: 9.847e-02, eta: 3 days, 18:50:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4797, loss_cls: 5.9486, loss: 5.9486 +2023-12-24 22:44:40,188 - pyskl - INFO - Epoch [12][3200/3746] lr: 9.847e-02, eta: 3 days, 18:48:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2330, top5_acc: 0.4773, loss_cls: 5.9538, loss: 5.9538 +2023-12-24 22:45:40,190 - pyskl - INFO - Epoch [12][3300/3746] lr: 9.846e-02, eta: 3 days, 18:46:43, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4791, loss_cls: 5.9761, loss: 5.9761 +2023-12-24 22:46:40,056 - pyskl - INFO - Epoch [12][3400/3746] lr: 9.845e-02, eta: 3 days, 18:45:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2419, top5_acc: 0.4822, loss_cls: 5.9462, loss: 5.9462 +2023-12-24 22:47:39,774 - pyskl - INFO - Epoch [12][3500/3746] lr: 9.845e-02, eta: 3 days, 18:43:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2336, top5_acc: 0.4917, loss_cls: 5.9053, loss: 5.9053 +2023-12-24 22:48:39,580 - pyskl - INFO - Epoch [12][3600/3746] lr: 9.844e-02, eta: 3 days, 18:41:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2311, top5_acc: 0.4864, loss_cls: 5.9380, loss: 5.9380 +2023-12-24 22:49:39,203 - pyskl - INFO - Epoch [12][3700/3746] lr: 9.843e-02, eta: 3 days, 18:39:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2372, top5_acc: 0.4870, loss_cls: 5.9223, loss: 5.9223 +2023-12-24 22:50:09,024 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-24 22:52:08,269 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 22:52:09,085 - pyskl - INFO - +top1_acc 0.1497 +top5_acc 0.3639 +2023-12-24 22:52:09,085 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 22:52:09,120 - pyskl - INFO - +mean_acc 0.1498 +2023-12-24 22:52:09,130 - pyskl - INFO - Epoch(val) [12][309] top1_acc: 0.1497, top5_acc: 0.3639, mean_class_accuracy: 0.1498 +2023-12-24 22:55:22,574 - pyskl - INFO - Epoch [13][100/3746] lr: 9.842e-02, eta: 3 days, 18:57:42, time: 1.934, data_time: 1.334, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4938, loss_cls: 5.8737, loss: 5.8737 +2023-12-24 22:56:22,494 - pyskl - INFO - Epoch [13][200/3746] lr: 9.842e-02, eta: 3 days, 18:56:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4908, loss_cls: 5.8857, loss: 5.8857 +2023-12-24 22:57:22,239 - pyskl - INFO - Epoch [13][300/3746] lr: 9.841e-02, eta: 3 days, 18:54:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2248, top5_acc: 0.4766, loss_cls: 5.9669, loss: 5.9669 +2023-12-24 22:58:22,534 - pyskl - INFO - Epoch [13][400/3746] lr: 9.840e-02, eta: 3 days, 18:52:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4842, loss_cls: 5.9237, loss: 5.9237 +2023-12-24 22:59:22,323 - pyskl - INFO - Epoch [13][500/3746] lr: 9.839e-02, eta: 3 days, 18:50:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2355, top5_acc: 0.4836, loss_cls: 5.9124, loss: 5.9124 +2023-12-24 23:00:22,181 - pyskl - INFO - Epoch [13][600/3746] lr: 9.839e-02, eta: 3 days, 18:49:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2334, top5_acc: 0.4814, loss_cls: 5.9703, loss: 5.9703 +2023-12-24 23:01:22,018 - pyskl - INFO - Epoch [13][700/3746] lr: 9.838e-02, eta: 3 days, 18:47:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4877, loss_cls: 5.9283, loss: 5.9283 +2023-12-24 23:02:22,120 - pyskl - INFO - Epoch [13][800/3746] lr: 9.837e-02, eta: 3 days, 18:45:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2381, top5_acc: 0.4858, loss_cls: 5.8943, loss: 5.8943 +2023-12-24 23:03:22,357 - pyskl - INFO - Epoch [13][900/3746] lr: 9.837e-02, eta: 3 days, 18:44:11, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2278, top5_acc: 0.4847, loss_cls: 5.9384, loss: 5.9384 +2023-12-24 23:04:22,283 - pyskl - INFO - Epoch [13][1000/3746] lr: 9.836e-02, eta: 3 days, 18:42:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2278, top5_acc: 0.4811, loss_cls: 5.9590, loss: 5.9590 +2023-12-24 23:05:22,378 - pyskl - INFO - Epoch [13][1100/3746] lr: 9.835e-02, eta: 3 days, 18:40:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2377, top5_acc: 0.4811, loss_cls: 5.9555, loss: 5.9555 +2023-12-24 23:06:22,303 - pyskl - INFO - Epoch [13][1200/3746] lr: 9.834e-02, eta: 3 days, 18:39:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4845, loss_cls: 5.9324, loss: 5.9324 +2023-12-24 23:07:22,203 - pyskl - INFO - Epoch [13][1300/3746] lr: 9.834e-02, eta: 3 days, 18:37:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2298, top5_acc: 0.4764, loss_cls: 5.9725, loss: 5.9725 +2023-12-24 23:08:22,380 - pyskl - INFO - Epoch [13][1400/3746] lr: 9.833e-02, eta: 3 days, 18:35:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2437, top5_acc: 0.4856, loss_cls: 5.9292, loss: 5.9292 +2023-12-24 23:09:22,206 - pyskl - INFO - Epoch [13][1500/3746] lr: 9.832e-02, eta: 3 days, 18:34:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2308, top5_acc: 0.4867, loss_cls: 5.9425, loss: 5.9425 +2023-12-24 23:10:21,779 - pyskl - INFO - Epoch [13][1600/3746] lr: 9.832e-02, eta: 3 days, 18:32:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2283, top5_acc: 0.4833, loss_cls: 5.9504, loss: 5.9504 +2023-12-24 23:11:22,174 - pyskl - INFO - Epoch [13][1700/3746] lr: 9.831e-02, eta: 3 days, 18:30:51, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4908, loss_cls: 5.9167, loss: 5.9167 +2023-12-24 23:12:22,000 - pyskl - INFO - Epoch [13][1800/3746] lr: 9.830e-02, eta: 3 days, 18:29:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2308, top5_acc: 0.4808, loss_cls: 5.9341, loss: 5.9341 +2023-12-24 23:13:22,030 - pyskl - INFO - Epoch [13][1900/3746] lr: 9.829e-02, eta: 3 days, 18:27:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4809, loss_cls: 5.9195, loss: 5.9195 +2023-12-24 23:14:21,820 - pyskl - INFO - Epoch [13][2000/3746] lr: 9.829e-02, eta: 3 days, 18:25:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2361, top5_acc: 0.4803, loss_cls: 5.9314, loss: 5.9314 +2023-12-24 23:15:21,753 - pyskl - INFO - Epoch [13][2100/3746] lr: 9.828e-02, eta: 3 days, 18:24:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2263, top5_acc: 0.4808, loss_cls: 5.9571, loss: 5.9571 +2023-12-24 23:16:22,174 - pyskl - INFO - Epoch [13][2200/3746] lr: 9.827e-02, eta: 3 days, 18:22:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2361, top5_acc: 0.4838, loss_cls: 5.9421, loss: 5.9421 +2023-12-24 23:17:23,126 - pyskl - INFO - Epoch [13][2300/3746] lr: 9.827e-02, eta: 3 days, 18:21:10, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4806, loss_cls: 5.9350, loss: 5.9350 +2023-12-24 23:18:24,018 - pyskl - INFO - Epoch [13][2400/3746] lr: 9.826e-02, eta: 3 days, 18:19:41, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2433, top5_acc: 0.5014, loss_cls: 5.8776, loss: 5.8776 +2023-12-24 23:19:24,812 - pyskl - INFO - Epoch [13][2500/3746] lr: 9.825e-02, eta: 3 days, 18:18:12, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2322, top5_acc: 0.4806, loss_cls: 5.9476, loss: 5.9476 +2023-12-24 23:20:25,614 - pyskl - INFO - Epoch [13][2600/3746] lr: 9.824e-02, eta: 3 days, 18:16:43, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2328, top5_acc: 0.4858, loss_cls: 5.9484, loss: 5.9484 +2023-12-24 23:21:26,875 - pyskl - INFO - Epoch [13][2700/3746] lr: 9.824e-02, eta: 3 days, 18:15:19, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4839, loss_cls: 5.9467, loss: 5.9467 +2023-12-24 23:22:27,523 - pyskl - INFO - Epoch [13][2800/3746] lr: 9.823e-02, eta: 3 days, 18:13:49, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2327, top5_acc: 0.4783, loss_cls: 5.9616, loss: 5.9616 +2023-12-24 23:23:27,488 - pyskl - INFO - Epoch [13][2900/3746] lr: 9.822e-02, eta: 3 days, 18:12:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4950, loss_cls: 5.9296, loss: 5.9296 +2023-12-24 23:24:27,238 - pyskl - INFO - Epoch [13][3000/3746] lr: 9.821e-02, eta: 3 days, 18:10:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2317, top5_acc: 0.4830, loss_cls: 5.9058, loss: 5.9058 +2023-12-24 23:25:26,457 - pyskl - INFO - Epoch [13][3100/3746] lr: 9.821e-02, eta: 3 days, 18:08:46, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4803, loss_cls: 5.9149, loss: 5.9149 +2023-12-24 23:26:26,024 - pyskl - INFO - Epoch [13][3200/3746] lr: 9.820e-02, eta: 3 days, 18:07:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2305, top5_acc: 0.4805, loss_cls: 5.9402, loss: 5.9402 +2023-12-24 23:27:25,774 - pyskl - INFO - Epoch [13][3300/3746] lr: 9.819e-02, eta: 3 days, 18:05:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2317, top5_acc: 0.4747, loss_cls: 5.9361, loss: 5.9361 +2023-12-24 23:28:25,777 - pyskl - INFO - Epoch [13][3400/3746] lr: 9.818e-02, eta: 3 days, 18:03:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4834, loss_cls: 5.9320, loss: 5.9320 +2023-12-24 23:29:25,523 - pyskl - INFO - Epoch [13][3500/3746] lr: 9.818e-02, eta: 3 days, 18:02:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2408, top5_acc: 0.4828, loss_cls: 5.9131, loss: 5.9131 +2023-12-24 23:30:25,282 - pyskl - INFO - Epoch [13][3600/3746] lr: 9.817e-02, eta: 3 days, 18:00:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2342, top5_acc: 0.4841, loss_cls: 5.9535, loss: 5.9535 +2023-12-24 23:31:25,379 - pyskl - INFO - Epoch [13][3700/3746] lr: 9.816e-02, eta: 3 days, 17:58:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4820, loss_cls: 5.9619, loss: 5.9619 +2023-12-24 23:31:55,354 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-24 23:33:56,204 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-24 23:33:57,266 - pyskl - INFO - +top1_acc 0.1620 +top5_acc 0.3779 +2023-12-24 23:33:57,266 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-24 23:33:57,304 - pyskl - INFO - +mean_acc 0.1620 +2023-12-24 23:33:57,313 - pyskl - INFO - Epoch(val) [13][309] top1_acc: 0.1620, top5_acc: 0.3779, mean_class_accuracy: 0.1620 +2023-12-24 23:37:17,705 - pyskl - INFO - Epoch [14][100/3746] lr: 9.815e-02, eta: 3 days, 18:16:22, time: 2.004, data_time: 1.406, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4878, loss_cls: 5.8911, loss: 5.8911 +2023-12-24 23:38:17,490 - pyskl - INFO - Epoch [14][200/3746] lr: 9.814e-02, eta: 3 days, 18:14:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4889, loss_cls: 5.8923, loss: 5.8923 +2023-12-24 23:39:17,528 - pyskl - INFO - Epoch [14][300/3746] lr: 9.814e-02, eta: 3 days, 18:13:03, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.4828, loss_cls: 5.9106, loss: 5.9106 +2023-12-24 23:40:17,278 - pyskl - INFO - Epoch [14][400/3746] lr: 9.813e-02, eta: 3 days, 18:11:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4942, loss_cls: 5.8967, loss: 5.8967 +2023-12-24 23:41:17,055 - pyskl - INFO - Epoch [14][500/3746] lr: 9.812e-02, eta: 3 days, 18:09:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2389, top5_acc: 0.4836, loss_cls: 5.9101, loss: 5.9101 +2023-12-24 23:42:16,746 - pyskl - INFO - Epoch [14][600/3746] lr: 9.811e-02, eta: 3 days, 18:08:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4842, loss_cls: 5.9266, loss: 5.9266 +2023-12-24 23:43:16,528 - pyskl - INFO - Epoch [14][700/3746] lr: 9.811e-02, eta: 3 days, 18:06:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2356, top5_acc: 0.4905, loss_cls: 5.9087, loss: 5.9087 +2023-12-24 23:44:16,266 - pyskl - INFO - Epoch [14][800/3746] lr: 9.810e-02, eta: 3 days, 18:04:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5027, loss_cls: 5.8570, loss: 5.8570 +2023-12-24 23:45:16,169 - pyskl - INFO - Epoch [14][900/3746] lr: 9.809e-02, eta: 3 days, 18:03:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4783, loss_cls: 5.9380, loss: 5.9380 +2023-12-24 23:46:16,211 - pyskl - INFO - Epoch [14][1000/3746] lr: 9.808e-02, eta: 3 days, 18:01:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4823, loss_cls: 5.9131, loss: 5.9131 +2023-12-24 23:47:16,882 - pyskl - INFO - Epoch [14][1100/3746] lr: 9.807e-02, eta: 3 days, 17:59:56, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2309, top5_acc: 0.4836, loss_cls: 5.9230, loss: 5.9230 +2023-12-24 23:48:17,762 - pyskl - INFO - Epoch [14][1200/3746] lr: 9.807e-02, eta: 3 days, 17:58:29, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4780, loss_cls: 5.9706, loss: 5.9706 +2023-12-24 23:49:17,576 - pyskl - INFO - Epoch [14][1300/3746] lr: 9.806e-02, eta: 3 days, 17:56:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4909, loss_cls: 5.8918, loss: 5.8918 +2023-12-24 23:50:17,547 - pyskl - INFO - Epoch [14][1400/3746] lr: 9.805e-02, eta: 3 days, 17:55:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4856, loss_cls: 5.9116, loss: 5.9116 +2023-12-24 23:51:18,313 - pyskl - INFO - Epoch [14][1500/3746] lr: 9.804e-02, eta: 3 days, 17:53:45, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4828, loss_cls: 5.9120, loss: 5.9120 +2023-12-24 23:52:18,233 - pyskl - INFO - Epoch [14][1600/3746] lr: 9.804e-02, eta: 3 days, 17:52:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2359, top5_acc: 0.4833, loss_cls: 5.9284, loss: 5.9284 +2023-12-24 23:53:18,530 - pyskl - INFO - Epoch [14][1700/3746] lr: 9.803e-02, eta: 3 days, 17:50:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.4923, loss_cls: 5.8985, loss: 5.8985 +2023-12-24 23:54:18,165 - pyskl - INFO - Epoch [14][1800/3746] lr: 9.802e-02, eta: 3 days, 17:48:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4780, loss_cls: 5.9395, loss: 5.9395 +2023-12-24 23:55:18,054 - pyskl - INFO - Epoch [14][1900/3746] lr: 9.801e-02, eta: 3 days, 17:47:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2403, top5_acc: 0.4950, loss_cls: 5.8640, loss: 5.8640 +2023-12-24 23:56:18,387 - pyskl - INFO - Epoch [14][2000/3746] lr: 9.800e-02, eta: 3 days, 17:45:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2406, top5_acc: 0.4869, loss_cls: 5.8968, loss: 5.8968 +2023-12-24 23:57:18,044 - pyskl - INFO - Epoch [14][2100/3746] lr: 9.800e-02, eta: 3 days, 17:44:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4891, loss_cls: 5.9189, loss: 5.9189 +2023-12-24 23:58:17,828 - pyskl - INFO - Epoch [14][2200/3746] lr: 9.799e-02, eta: 3 days, 17:42:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2336, top5_acc: 0.4898, loss_cls: 5.9278, loss: 5.9278 +2023-12-24 23:59:17,619 - pyskl - INFO - Epoch [14][2300/3746] lr: 9.798e-02, eta: 3 days, 17:40:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2419, top5_acc: 0.4792, loss_cls: 5.9280, loss: 5.9280 +2023-12-25 00:00:17,531 - pyskl - INFO - Epoch [14][2400/3746] lr: 9.797e-02, eta: 3 days, 17:39:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4745, loss_cls: 5.9301, loss: 5.9301 +2023-12-25 00:01:17,368 - pyskl - INFO - Epoch [14][2500/3746] lr: 9.797e-02, eta: 3 days, 17:37:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2336, top5_acc: 0.4883, loss_cls: 5.9267, loss: 5.9267 +2023-12-25 00:02:17,115 - pyskl - INFO - Epoch [14][2600/3746] lr: 9.796e-02, eta: 3 days, 17:36:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2289, top5_acc: 0.4764, loss_cls: 5.9607, loss: 5.9607 +2023-12-25 00:03:16,748 - pyskl - INFO - Epoch [14][2700/3746] lr: 9.795e-02, eta: 3 days, 17:34:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2434, top5_acc: 0.4803, loss_cls: 5.9290, loss: 5.9290 +2023-12-25 00:04:16,233 - pyskl - INFO - Epoch [14][2800/3746] lr: 9.794e-02, eta: 3 days, 17:32:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2275, top5_acc: 0.4806, loss_cls: 5.9387, loss: 5.9387 +2023-12-25 00:05:15,941 - pyskl - INFO - Epoch [14][2900/3746] lr: 9.793e-02, eta: 3 days, 17:31:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4922, loss_cls: 5.9166, loss: 5.9166 +2023-12-25 00:06:15,529 - pyskl - INFO - Epoch [14][3000/3746] lr: 9.793e-02, eta: 3 days, 17:29:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2355, top5_acc: 0.4809, loss_cls: 5.9302, loss: 5.9302 +2023-12-25 00:07:15,502 - pyskl - INFO - Epoch [14][3100/3746] lr: 9.792e-02, eta: 3 days, 17:27:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4811, loss_cls: 5.9078, loss: 5.9078 +2023-12-25 00:08:15,593 - pyskl - INFO - Epoch [14][3200/3746] lr: 9.791e-02, eta: 3 days, 17:26:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2364, top5_acc: 0.4763, loss_cls: 5.9222, loss: 5.9222 +2023-12-25 00:09:15,563 - pyskl - INFO - Epoch [14][3300/3746] lr: 9.790e-02, eta: 3 days, 17:24:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4884, loss_cls: 5.9149, loss: 5.9149 +2023-12-25 00:10:15,574 - pyskl - INFO - Epoch [14][3400/3746] lr: 9.789e-02, eta: 3 days, 17:23:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2313, top5_acc: 0.4759, loss_cls: 5.9625, loss: 5.9625 +2023-12-25 00:11:15,322 - pyskl - INFO - Epoch [14][3500/3746] lr: 9.789e-02, eta: 3 days, 17:21:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4847, loss_cls: 5.9211, loss: 5.9211 +2023-12-25 00:12:14,883 - pyskl - INFO - Epoch [14][3600/3746] lr: 9.788e-02, eta: 3 days, 17:19:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2333, top5_acc: 0.4819, loss_cls: 5.9153, loss: 5.9153 +2023-12-25 00:13:14,639 - pyskl - INFO - Epoch [14][3700/3746] lr: 9.787e-02, eta: 3 days, 17:18:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4883, loss_cls: 5.9189, loss: 5.9189 +2023-12-25 00:13:45,254 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-25 00:15:47,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:15:48,746 - pyskl - INFO - +top1_acc 0.1648 +top5_acc 0.3699 +2023-12-25 00:15:48,746 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 00:15:48,788 - pyskl - INFO - +mean_acc 0.1647 +2023-12-25 00:15:48,798 - pyskl - INFO - Epoch(val) [14][309] top1_acc: 0.1648, top5_acc: 0.3699, mean_class_accuracy: 0.1647 +2023-12-25 00:19:11,551 - pyskl - INFO - Epoch [15][100/3746] lr: 9.786e-02, eta: 3 days, 17:34:43, time: 2.027, data_time: 1.424, memory: 16180, top1_acc: 0.2350, top5_acc: 0.4956, loss_cls: 5.8862, loss: 5.8862 +2023-12-25 00:20:11,521 - pyskl - INFO - Epoch [15][200/3746] lr: 9.785e-02, eta: 3 days, 17:33:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4870, loss_cls: 5.9042, loss: 5.9042 +2023-12-25 00:21:11,347 - pyskl - INFO - Epoch [15][300/3746] lr: 9.784e-02, eta: 3 days, 17:31:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4863, loss_cls: 5.9054, loss: 5.9054 +2023-12-25 00:22:11,138 - pyskl - INFO - Epoch [15][400/3746] lr: 9.783e-02, eta: 3 days, 17:29:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2381, top5_acc: 0.4872, loss_cls: 5.9168, loss: 5.9168 +2023-12-25 00:23:10,645 - pyskl - INFO - Epoch [15][500/3746] lr: 9.783e-02, eta: 3 days, 17:28:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.4888, loss_cls: 5.8861, loss: 5.8861 +2023-12-25 00:24:10,053 - pyskl - INFO - Epoch [15][600/3746] lr: 9.782e-02, eta: 3 days, 17:26:33, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2433, top5_acc: 0.4867, loss_cls: 5.8644, loss: 5.8644 +2023-12-25 00:25:09,485 - pyskl - INFO - Epoch [15][700/3746] lr: 9.781e-02, eta: 3 days, 17:24:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4827, loss_cls: 5.9108, loss: 5.9108 +2023-12-25 00:26:09,151 - pyskl - INFO - Epoch [15][800/3746] lr: 9.780e-02, eta: 3 days, 17:23:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4927, loss_cls: 5.8776, loss: 5.8776 +2023-12-25 00:27:09,024 - pyskl - INFO - Epoch [15][900/3746] lr: 9.779e-02, eta: 3 days, 17:21:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4834, loss_cls: 5.9115, loss: 5.9115 +2023-12-25 00:28:08,725 - pyskl - INFO - Epoch [15][1000/3746] lr: 9.778e-02, eta: 3 days, 17:20:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2342, top5_acc: 0.4814, loss_cls: 5.9439, loss: 5.9439 +2023-12-25 00:29:08,481 - pyskl - INFO - Epoch [15][1100/3746] lr: 9.778e-02, eta: 3 days, 17:18:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2387, top5_acc: 0.4875, loss_cls: 5.9267, loss: 5.9267 +2023-12-25 00:30:08,454 - pyskl - INFO - Epoch [15][1200/3746] lr: 9.777e-02, eta: 3 days, 17:16:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4780, loss_cls: 5.9599, loss: 5.9599 +2023-12-25 00:31:08,345 - pyskl - INFO - Epoch [15][1300/3746] lr: 9.776e-02, eta: 3 days, 17:15:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4920, loss_cls: 5.9044, loss: 5.9044 +2023-12-25 00:32:08,160 - pyskl - INFO - Epoch [15][1400/3746] lr: 9.775e-02, eta: 3 days, 17:13:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4928, loss_cls: 5.9015, loss: 5.9015 +2023-12-25 00:33:07,926 - pyskl - INFO - Epoch [15][1500/3746] lr: 9.774e-02, eta: 3 days, 17:12:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2361, top5_acc: 0.4784, loss_cls: 5.9558, loss: 5.9558 +2023-12-25 00:34:07,964 - pyskl - INFO - Epoch [15][1600/3746] lr: 9.773e-02, eta: 3 days, 17:10:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4834, loss_cls: 5.9291, loss: 5.9291 +2023-12-25 00:35:08,033 - pyskl - INFO - Epoch [15][1700/3746] lr: 9.773e-02, eta: 3 days, 17:09:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2353, top5_acc: 0.4813, loss_cls: 5.9509, loss: 5.9509 +2023-12-25 00:36:08,642 - pyskl - INFO - Epoch [15][1800/3746] lr: 9.772e-02, eta: 3 days, 17:07:33, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.4847, loss_cls: 5.9192, loss: 5.9192 +2023-12-25 00:37:09,151 - pyskl - INFO - Epoch [15][1900/3746] lr: 9.771e-02, eta: 3 days, 17:06:04, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4939, loss_cls: 5.8845, loss: 5.8845 +2023-12-25 00:38:09,459 - pyskl - INFO - Epoch [15][2000/3746] lr: 9.770e-02, eta: 3 days, 17:04:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2345, top5_acc: 0.4813, loss_cls: 5.9197, loss: 5.9197 +2023-12-25 00:39:09,326 - pyskl - INFO - Epoch [15][2100/3746] lr: 9.769e-02, eta: 3 days, 17:03:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4816, loss_cls: 5.9399, loss: 5.9399 +2023-12-25 00:40:09,179 - pyskl - INFO - Epoch [15][2200/3746] lr: 9.768e-02, eta: 3 days, 17:01:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2392, top5_acc: 0.4934, loss_cls: 5.8878, loss: 5.8878 +2023-12-25 00:41:08,815 - pyskl - INFO - Epoch [15][2300/3746] lr: 9.768e-02, eta: 3 days, 16:59:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.4923, loss_cls: 5.8843, loss: 5.8843 +2023-12-25 00:42:08,791 - pyskl - INFO - Epoch [15][2400/3746] lr: 9.767e-02, eta: 3 days, 16:58:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4792, loss_cls: 5.9186, loss: 5.9186 +2023-12-25 00:43:08,723 - pyskl - INFO - Epoch [15][2500/3746] lr: 9.766e-02, eta: 3 days, 16:56:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.4872, loss_cls: 5.9151, loss: 5.9151 +2023-12-25 00:44:08,587 - pyskl - INFO - Epoch [15][2600/3746] lr: 9.765e-02, eta: 3 days, 16:55:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4884, loss_cls: 5.9105, loss: 5.9105 +2023-12-25 00:45:08,317 - pyskl - INFO - Epoch [15][2700/3746] lr: 9.764e-02, eta: 3 days, 16:53:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4920, loss_cls: 5.8814, loss: 5.8814 +2023-12-25 00:46:08,083 - pyskl - INFO - Epoch [15][2800/3746] lr: 9.763e-02, eta: 3 days, 16:52:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4917, loss_cls: 5.8806, loss: 5.8806 +2023-12-25 00:47:07,921 - pyskl - INFO - Epoch [15][2900/3746] lr: 9.763e-02, eta: 3 days, 16:50:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2330, top5_acc: 0.4802, loss_cls: 5.9280, loss: 5.9280 +2023-12-25 00:48:07,760 - pyskl - INFO - Epoch [15][3000/3746] lr: 9.762e-02, eta: 3 days, 16:48:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2400, top5_acc: 0.4848, loss_cls: 5.9087, loss: 5.9087 +2023-12-25 00:49:07,235 - pyskl - INFO - Epoch [15][3100/3746] lr: 9.761e-02, eta: 3 days, 16:47:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4828, loss_cls: 5.9078, loss: 5.9078 +2023-12-25 00:50:07,148 - pyskl - INFO - Epoch [15][3200/3746] lr: 9.760e-02, eta: 3 days, 16:45:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4953, loss_cls: 5.8935, loss: 5.8935 +2023-12-25 00:51:06,820 - pyskl - INFO - Epoch [15][3300/3746] lr: 9.759e-02, eta: 3 days, 16:44:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.5014, loss_cls: 5.8873, loss: 5.8873 +2023-12-25 00:52:06,424 - pyskl - INFO - Epoch [15][3400/3746] lr: 9.758e-02, eta: 3 days, 16:42:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4952, loss_cls: 5.8711, loss: 5.8711 +2023-12-25 00:53:06,066 - pyskl - INFO - Epoch [15][3500/3746] lr: 9.757e-02, eta: 3 days, 16:41:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4895, loss_cls: 5.8958, loss: 5.8958 +2023-12-25 00:54:06,310 - pyskl - INFO - Epoch [15][3600/3746] lr: 9.757e-02, eta: 3 days, 16:39:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4931, loss_cls: 5.8913, loss: 5.8913 +2023-12-25 00:55:06,790 - pyskl - INFO - Epoch [15][3700/3746] lr: 9.756e-02, eta: 3 days, 16:38:07, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4747, loss_cls: 5.9665, loss: 5.9665 +2023-12-25 00:55:37,780 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-25 00:57:39,769 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 00:57:40,582 - pyskl - INFO - +top1_acc 0.1642 +top5_acc 0.3863 +2023-12-25 00:57:40,582 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 00:57:40,618 - pyskl - INFO - +mean_acc 0.1642 +2023-12-25 00:57:40,626 - pyskl - INFO - Epoch(val) [15][309] top1_acc: 0.1642, top5_acc: 0.3863, mean_class_accuracy: 0.1642 +2023-12-25 01:01:02,940 - pyskl - INFO - Epoch [16][100/3746] lr: 9.754e-02, eta: 3 days, 16:53:04, time: 2.023, data_time: 1.424, memory: 16180, top1_acc: 0.2430, top5_acc: 0.5009, loss_cls: 5.8517, loss: 5.8517 +2023-12-25 01:02:02,702 - pyskl - INFO - Epoch [16][200/3746] lr: 9.754e-02, eta: 3 days, 16:51:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5011, loss_cls: 5.8315, loss: 5.8315 +2023-12-25 01:03:02,706 - pyskl - INFO - Epoch [16][300/3746] lr: 9.753e-02, eta: 3 days, 16:49:57, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4939, loss_cls: 5.8547, loss: 5.8547 +2023-12-25 01:04:02,685 - pyskl - INFO - Epoch [16][400/3746] lr: 9.752e-02, eta: 3 days, 16:48:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4917, loss_cls: 5.8873, loss: 5.8873 +2023-12-25 01:05:02,497 - pyskl - INFO - Epoch [16][500/3746] lr: 9.751e-02, eta: 3 days, 16:46:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2437, top5_acc: 0.4891, loss_cls: 5.8745, loss: 5.8745 +2023-12-25 01:06:02,047 - pyskl - INFO - Epoch [16][600/3746] lr: 9.750e-02, eta: 3 days, 16:45:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2320, top5_acc: 0.4869, loss_cls: 5.9294, loss: 5.9294 +2023-12-25 01:07:01,915 - pyskl - INFO - Epoch [16][700/3746] lr: 9.749e-02, eta: 3 days, 16:43:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4825, loss_cls: 5.9191, loss: 5.9191 +2023-12-25 01:08:01,585 - pyskl - INFO - Epoch [16][800/3746] lr: 9.748e-02, eta: 3 days, 16:42:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.4906, loss_cls: 5.8749, loss: 5.8749 +2023-12-25 01:09:01,560 - pyskl - INFO - Epoch [16][900/3746] lr: 9.747e-02, eta: 3 days, 16:40:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.4961, loss_cls: 5.8432, loss: 5.8432 +2023-12-25 01:10:01,324 - pyskl - INFO - Epoch [16][1000/3746] lr: 9.747e-02, eta: 3 days, 16:38:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.4931, loss_cls: 5.8853, loss: 5.8853 +2023-12-25 01:11:01,379 - pyskl - INFO - Epoch [16][1100/3746] lr: 9.746e-02, eta: 3 days, 16:37:28, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.4956, loss_cls: 5.8473, loss: 5.8473 +2023-12-25 01:12:01,203 - pyskl - INFO - Epoch [16][1200/3746] lr: 9.745e-02, eta: 3 days, 16:35:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4880, loss_cls: 5.8940, loss: 5.8940 +2023-12-25 01:13:00,805 - pyskl - INFO - Epoch [16][1300/3746] lr: 9.744e-02, eta: 3 days, 16:34:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4923, loss_cls: 5.8847, loss: 5.8847 +2023-12-25 01:14:00,859 - pyskl - INFO - Epoch [16][1400/3746] lr: 9.743e-02, eta: 3 days, 16:32:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2391, top5_acc: 0.4873, loss_cls: 5.9242, loss: 5.9242 +2023-12-25 01:15:01,607 - pyskl - INFO - Epoch [16][1500/3746] lr: 9.742e-02, eta: 3 days, 16:31:24, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2395, top5_acc: 0.4872, loss_cls: 5.9091, loss: 5.9091 +2023-12-25 01:16:01,318 - pyskl - INFO - Epoch [16][1600/3746] lr: 9.741e-02, eta: 3 days, 16:29:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2362, top5_acc: 0.4753, loss_cls: 5.9436, loss: 5.9436 +2023-12-25 01:17:01,331 - pyskl - INFO - Epoch [16][1700/3746] lr: 9.740e-02, eta: 3 days, 16:28:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4916, loss_cls: 5.8760, loss: 5.8760 +2023-12-25 01:18:00,853 - pyskl - INFO - Epoch [16][1800/3746] lr: 9.740e-02, eta: 3 days, 16:26:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2328, top5_acc: 0.4838, loss_cls: 5.9187, loss: 5.9187 +2023-12-25 01:19:00,404 - pyskl - INFO - Epoch [16][1900/3746] lr: 9.739e-02, eta: 3 days, 16:25:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.4886, loss_cls: 5.8964, loss: 5.8964 +2023-12-25 01:20:00,026 - pyskl - INFO - Epoch [16][2000/3746] lr: 9.738e-02, eta: 3 days, 16:23:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.4859, loss_cls: 5.8851, loss: 5.8851 +2023-12-25 01:20:59,680 - pyskl - INFO - Epoch [16][2100/3746] lr: 9.737e-02, eta: 3 days, 16:22:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4889, loss_cls: 5.8821, loss: 5.8821 +2023-12-25 01:21:59,752 - pyskl - INFO - Epoch [16][2200/3746] lr: 9.736e-02, eta: 3 days, 16:20:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4969, loss_cls: 5.8627, loss: 5.8627 +2023-12-25 01:22:59,591 - pyskl - INFO - Epoch [16][2300/3746] lr: 9.735e-02, eta: 3 days, 16:19:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4989, loss_cls: 5.8394, loss: 5.8394 +2023-12-25 01:23:59,879 - pyskl - INFO - Epoch [16][2400/3746] lr: 9.734e-02, eta: 3 days, 16:17:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4983, loss_cls: 5.8789, loss: 5.8789 +2023-12-25 01:24:59,731 - pyskl - INFO - Epoch [16][2500/3746] lr: 9.733e-02, eta: 3 days, 16:16:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4878, loss_cls: 5.8896, loss: 5.8896 +2023-12-25 01:25:59,653 - pyskl - INFO - Epoch [16][2600/3746] lr: 9.732e-02, eta: 3 days, 16:14:31, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4919, loss_cls: 5.8913, loss: 5.8913 +2023-12-25 01:26:59,796 - pyskl - INFO - Epoch [16][2700/3746] lr: 9.731e-02, eta: 3 days, 16:13:02, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5042, loss_cls: 5.8594, loss: 5.8594 +2023-12-25 01:28:00,624 - pyskl - INFO - Epoch [16][2800/3746] lr: 9.731e-02, eta: 3 days, 16:11:39, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4927, loss_cls: 5.9180, loss: 5.9180 +2023-12-25 01:29:01,101 - pyskl - INFO - Epoch [16][2900/3746] lr: 9.730e-02, eta: 3 days, 16:10:13, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.4936, loss_cls: 5.8863, loss: 5.8863 +2023-12-25 01:30:01,784 - pyskl - INFO - Epoch [16][3000/3746] lr: 9.729e-02, eta: 3 days, 16:08:49, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2375, top5_acc: 0.4861, loss_cls: 5.9298, loss: 5.9298 +2023-12-25 01:31:01,542 - pyskl - INFO - Epoch [16][3100/3746] lr: 9.728e-02, eta: 3 days, 16:07:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2409, top5_acc: 0.4875, loss_cls: 5.8957, loss: 5.8957 +2023-12-25 01:32:01,321 - pyskl - INFO - Epoch [16][3200/3746] lr: 9.727e-02, eta: 3 days, 16:05:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2377, top5_acc: 0.4881, loss_cls: 5.9011, loss: 5.9011 +2023-12-25 01:33:01,693 - pyskl - INFO - Epoch [16][3300/3746] lr: 9.726e-02, eta: 3 days, 16:04:20, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2347, top5_acc: 0.4869, loss_cls: 5.9251, loss: 5.9251 +2023-12-25 01:34:02,075 - pyskl - INFO - Epoch [16][3400/3746] lr: 9.725e-02, eta: 3 days, 16:02:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.5033, loss_cls: 5.8704, loss: 5.8704 +2023-12-25 01:35:01,892 - pyskl - INFO - Epoch [16][3500/3746] lr: 9.724e-02, eta: 3 days, 16:01:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2341, top5_acc: 0.4936, loss_cls: 5.8961, loss: 5.8961 +2023-12-25 01:36:01,409 - pyskl - INFO - Epoch [16][3600/3746] lr: 9.723e-02, eta: 3 days, 15:59:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4928, loss_cls: 5.8778, loss: 5.8778 +2023-12-25 01:37:00,871 - pyskl - INFO - Epoch [16][3700/3746] lr: 9.722e-02, eta: 3 days, 15:58:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.4886, loss_cls: 5.8962, loss: 5.8962 +2023-12-25 01:37:30,952 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-25 01:39:29,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 01:39:30,670 - pyskl - INFO - +top1_acc 0.1654 +top5_acc 0.3840 +2023-12-25 01:39:30,670 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 01:39:30,707 - pyskl - INFO - +mean_acc 0.1653 +2023-12-25 01:39:30,716 - pyskl - INFO - Epoch(val) [16][309] top1_acc: 0.1654, top5_acc: 0.3840, mean_class_accuracy: 0.1653 +2023-12-25 01:42:57,680 - pyskl - INFO - Epoch [17][100/3746] lr: 9.721e-02, eta: 3 days, 16:12:44, time: 2.070, data_time: 1.469, memory: 16180, top1_acc: 0.2462, top5_acc: 0.5009, loss_cls: 5.8363, loss: 5.8363 +2023-12-25 01:43:57,700 - pyskl - INFO - Epoch [17][200/3746] lr: 9.720e-02, eta: 3 days, 16:11:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.4967, loss_cls: 5.8405, loss: 5.8405 +2023-12-25 01:44:57,402 - pyskl - INFO - Epoch [17][300/3746] lr: 9.719e-02, eta: 3 days, 16:09:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4972, loss_cls: 5.8819, loss: 5.8819 +2023-12-25 01:45:57,201 - pyskl - INFO - Epoch [17][400/3746] lr: 9.718e-02, eta: 3 days, 16:08:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2380, top5_acc: 0.4934, loss_cls: 5.9012, loss: 5.9012 +2023-12-25 01:46:57,028 - pyskl - INFO - Epoch [17][500/3746] lr: 9.717e-02, eta: 3 days, 16:06:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.4997, loss_cls: 5.8359, loss: 5.8359 +2023-12-25 01:47:57,036 - pyskl - INFO - Epoch [17][600/3746] lr: 9.716e-02, eta: 3 days, 16:05:07, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.5102, loss_cls: 5.8195, loss: 5.8195 +2023-12-25 01:48:56,426 - pyskl - INFO - Epoch [17][700/3746] lr: 9.715e-02, eta: 3 days, 16:03:32, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.5027, loss_cls: 5.8433, loss: 5.8433 +2023-12-25 01:49:56,207 - pyskl - INFO - Epoch [17][800/3746] lr: 9.714e-02, eta: 3 days, 16:02:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2394, top5_acc: 0.4822, loss_cls: 5.9094, loss: 5.9094 +2023-12-25 01:50:55,885 - pyskl - INFO - Epoch [17][900/3746] lr: 9.714e-02, eta: 3 days, 16:00:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4842, loss_cls: 5.8798, loss: 5.8798 +2023-12-25 01:51:55,638 - pyskl - INFO - Epoch [17][1000/3746] lr: 9.713e-02, eta: 3 days, 15:58:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2373, top5_acc: 0.4880, loss_cls: 5.8922, loss: 5.8922 +2023-12-25 01:52:55,414 - pyskl - INFO - Epoch [17][1100/3746] lr: 9.712e-02, eta: 3 days, 15:57:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4917, loss_cls: 5.8901, loss: 5.8901 +2023-12-25 01:53:55,314 - pyskl - INFO - Epoch [17][1200/3746] lr: 9.711e-02, eta: 3 days, 15:55:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.4970, loss_cls: 5.8805, loss: 5.8805 +2023-12-25 01:54:55,275 - pyskl - INFO - Epoch [17][1300/3746] lr: 9.710e-02, eta: 3 days, 15:54:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2367, top5_acc: 0.4858, loss_cls: 5.9159, loss: 5.9159 +2023-12-25 01:55:55,201 - pyskl - INFO - Epoch [17][1400/3746] lr: 9.709e-02, eta: 3 days, 15:52:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4922, loss_cls: 5.8757, loss: 5.8757 +2023-12-25 01:56:54,890 - pyskl - INFO - Epoch [17][1500/3746] lr: 9.708e-02, eta: 3 days, 15:51:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2412, top5_acc: 0.4986, loss_cls: 5.8859, loss: 5.8859 +2023-12-25 01:57:54,437 - pyskl - INFO - Epoch [17][1600/3746] lr: 9.707e-02, eta: 3 days, 15:49:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2391, top5_acc: 0.4819, loss_cls: 5.9234, loss: 5.9234 +2023-12-25 01:58:54,275 - pyskl - INFO - Epoch [17][1700/3746] lr: 9.706e-02, eta: 3 days, 15:48:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.4986, loss_cls: 5.8486, loss: 5.8486 +2023-12-25 01:59:53,856 - pyskl - INFO - Epoch [17][1800/3746] lr: 9.705e-02, eta: 3 days, 15:46:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.4986, loss_cls: 5.8449, loss: 5.8449 +2023-12-25 02:00:53,492 - pyskl - INFO - Epoch [17][1900/3746] lr: 9.704e-02, eta: 3 days, 15:45:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.4964, loss_cls: 5.8338, loss: 5.8338 +2023-12-25 02:01:53,516 - pyskl - INFO - Epoch [17][2000/3746] lr: 9.703e-02, eta: 3 days, 15:43:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.5002, loss_cls: 5.8659, loss: 5.8659 +2023-12-25 02:02:53,500 - pyskl - INFO - Epoch [17][2100/3746] lr: 9.702e-02, eta: 3 days, 15:42:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4992, loss_cls: 5.8732, loss: 5.8732 +2023-12-25 02:03:54,122 - pyskl - INFO - Epoch [17][2200/3746] lr: 9.701e-02, eta: 3 days, 15:40:53, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.4936, loss_cls: 5.8741, loss: 5.8741 +2023-12-25 02:04:54,382 - pyskl - INFO - Epoch [17][2300/3746] lr: 9.700e-02, eta: 3 days, 15:39:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.4806, loss_cls: 5.9258, loss: 5.9258 +2023-12-25 02:05:55,027 - pyskl - INFO - Epoch [17][2400/3746] lr: 9.699e-02, eta: 3 days, 15:38:04, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4778, loss_cls: 5.9658, loss: 5.9658 +2023-12-25 02:06:55,143 - pyskl - INFO - Epoch [17][2500/3746] lr: 9.698e-02, eta: 3 days, 15:36:36, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2348, top5_acc: 0.4931, loss_cls: 5.8600, loss: 5.8600 +2023-12-25 02:07:54,830 - pyskl - INFO - Epoch [17][2600/3746] lr: 9.697e-02, eta: 3 days, 15:35:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4936, loss_cls: 5.8689, loss: 5.8689 +2023-12-25 02:08:54,951 - pyskl - INFO - Epoch [17][2700/3746] lr: 9.697e-02, eta: 3 days, 15:33:38, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.4983, loss_cls: 5.8661, loss: 5.8661 +2023-12-25 02:09:55,473 - pyskl - INFO - Epoch [17][2800/3746] lr: 9.696e-02, eta: 3 days, 15:32:14, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2338, top5_acc: 0.4845, loss_cls: 5.9337, loss: 5.9337 +2023-12-25 02:10:56,406 - pyskl - INFO - Epoch [17][2900/3746] lr: 9.695e-02, eta: 3 days, 15:30:54, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2384, top5_acc: 0.4958, loss_cls: 5.8625, loss: 5.8625 +2023-12-25 02:11:57,142 - pyskl - INFO - Epoch [17][3000/3746] lr: 9.694e-02, eta: 3 days, 15:29:31, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2395, top5_acc: 0.4863, loss_cls: 5.9016, loss: 5.9016 +2023-12-25 02:12:57,630 - pyskl - INFO - Epoch [17][3100/3746] lr: 9.693e-02, eta: 3 days, 15:28:07, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4931, loss_cls: 5.8552, loss: 5.8552 +2023-12-25 02:13:58,289 - pyskl - INFO - Epoch [17][3200/3746] lr: 9.692e-02, eta: 3 days, 15:26:45, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.4973, loss_cls: 5.8746, loss: 5.8746 +2023-12-25 02:14:58,677 - pyskl - INFO - Epoch [17][3300/3746] lr: 9.691e-02, eta: 3 days, 15:25:20, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4873, loss_cls: 5.9208, loss: 5.9208 +2023-12-25 02:15:58,774 - pyskl - INFO - Epoch [17][3400/3746] lr: 9.690e-02, eta: 3 days, 15:23:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2355, top5_acc: 0.4834, loss_cls: 5.9065, loss: 5.9065 +2023-12-25 02:16:58,800 - pyskl - INFO - Epoch [17][3500/3746] lr: 9.689e-02, eta: 3 days, 15:22:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4888, loss_cls: 5.8974, loss: 5.8974 +2023-12-25 02:17:58,573 - pyskl - INFO - Epoch [17][3600/3746] lr: 9.688e-02, eta: 3 days, 15:20:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4961, loss_cls: 5.8601, loss: 5.8601 +2023-12-25 02:18:58,427 - pyskl - INFO - Epoch [17][3700/3746] lr: 9.687e-02, eta: 3 days, 15:19:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2386, top5_acc: 0.4934, loss_cls: 5.8937, loss: 5.8937 +2023-12-25 02:19:28,581 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-25 02:21:28,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 02:21:29,549 - pyskl - INFO - +top1_acc 0.1692 +top5_acc 0.3939 +2023-12-25 02:21:29,550 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 02:21:29,594 - pyskl - INFO - +mean_acc 0.1690 +2023-12-25 02:21:29,601 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_8.pth was removed +2023-12-25 02:21:29,949 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_17.pth. +2023-12-25 02:21:29,950 - pyskl - INFO - Best top1_acc is 0.1692 at 17 epoch. +2023-12-25 02:21:29,969 - pyskl - INFO - Epoch(val) [17][309] top1_acc: 0.1692, top5_acc: 0.3939, mean_class_accuracy: 0.1690 +2023-12-25 02:24:49,901 - pyskl - INFO - Epoch [18][100/3746] lr: 9.685e-02, eta: 3 days, 15:31:58, time: 1.999, data_time: 1.398, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5111, loss_cls: 5.8190, loss: 5.8190 +2023-12-25 02:25:49,827 - pyskl - INFO - Epoch [18][200/3746] lr: 9.684e-02, eta: 3 days, 15:30:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.5050, loss_cls: 5.8358, loss: 5.8358 +2023-12-25 02:26:49,620 - pyskl - INFO - Epoch [18][300/3746] lr: 9.683e-02, eta: 3 days, 15:28:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2452, top5_acc: 0.4923, loss_cls: 5.8573, loss: 5.8573 +2023-12-25 02:27:49,530 - pyskl - INFO - Epoch [18][400/3746] lr: 9.683e-02, eta: 3 days, 15:27:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2431, top5_acc: 0.4892, loss_cls: 5.8981, loss: 5.8981 +2023-12-25 02:28:49,131 - pyskl - INFO - Epoch [18][500/3746] lr: 9.682e-02, eta: 3 days, 15:25:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.4942, loss_cls: 5.8856, loss: 5.8856 +2023-12-25 02:29:48,844 - pyskl - INFO - Epoch [18][600/3746] lr: 9.681e-02, eta: 3 days, 15:24:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2422, top5_acc: 0.4939, loss_cls: 5.8693, loss: 5.8693 +2023-12-25 02:30:48,537 - pyskl - INFO - Epoch [18][700/3746] lr: 9.680e-02, eta: 3 days, 15:22:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4963, loss_cls: 5.8486, loss: 5.8486 +2023-12-25 02:31:48,179 - pyskl - INFO - Epoch [18][800/3746] lr: 9.679e-02, eta: 3 days, 15:21:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4950, loss_cls: 5.8868, loss: 5.8868 +2023-12-25 02:32:47,833 - pyskl - INFO - Epoch [18][900/3746] lr: 9.678e-02, eta: 3 days, 15:19:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2377, top5_acc: 0.4903, loss_cls: 5.9005, loss: 5.9005 +2023-12-25 02:33:47,545 - pyskl - INFO - Epoch [18][1000/3746] lr: 9.677e-02, eta: 3 days, 15:18:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2462, top5_acc: 0.4942, loss_cls: 5.8774, loss: 5.8774 +2023-12-25 02:34:47,175 - pyskl - INFO - Epoch [18][1100/3746] lr: 9.676e-02, eta: 3 days, 15:16:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2433, top5_acc: 0.4998, loss_cls: 5.8779, loss: 5.8779 +2023-12-25 02:35:46,772 - pyskl - INFO - Epoch [18][1200/3746] lr: 9.675e-02, eta: 3 days, 15:15:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5039, loss_cls: 5.8520, loss: 5.8520 +2023-12-25 02:36:46,475 - pyskl - INFO - Epoch [18][1300/3746] lr: 9.674e-02, eta: 3 days, 15:13:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2370, top5_acc: 0.4747, loss_cls: 5.9379, loss: 5.9379 +2023-12-25 02:37:46,200 - pyskl - INFO - Epoch [18][1400/3746] lr: 9.673e-02, eta: 3 days, 15:12:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2342, top5_acc: 0.4797, loss_cls: 5.9200, loss: 5.9200 +2023-12-25 02:38:46,298 - pyskl - INFO - Epoch [18][1500/3746] lr: 9.672e-02, eta: 3 days, 15:10:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5094, loss_cls: 5.8163, loss: 5.8163 +2023-12-25 02:39:46,273 - pyskl - INFO - Epoch [18][1600/3746] lr: 9.671e-02, eta: 3 days, 15:09:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.4931, loss_cls: 5.8883, loss: 5.8883 +2023-12-25 02:40:46,356 - pyskl - INFO - Epoch [18][1700/3746] lr: 9.670e-02, eta: 3 days, 15:08:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4873, loss_cls: 5.8890, loss: 5.8890 +2023-12-25 02:41:46,610 - pyskl - INFO - Epoch [18][1800/3746] lr: 9.669e-02, eta: 3 days, 15:06:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4959, loss_cls: 5.8602, loss: 5.8602 +2023-12-25 02:42:46,505 - pyskl - INFO - Epoch [18][1900/3746] lr: 9.668e-02, eta: 3 days, 15:05:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5042, loss_cls: 5.8390, loss: 5.8390 +2023-12-25 02:43:46,620 - pyskl - INFO - Epoch [18][2000/3746] lr: 9.667e-02, eta: 3 days, 15:03:43, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4888, loss_cls: 5.8597, loss: 5.8597 +2023-12-25 02:44:46,346 - pyskl - INFO - Epoch [18][2100/3746] lr: 9.666e-02, eta: 3 days, 15:02:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2428, top5_acc: 0.4958, loss_cls: 5.8679, loss: 5.8679 +2023-12-25 02:45:46,772 - pyskl - INFO - Epoch [18][2200/3746] lr: 9.665e-02, eta: 3 days, 15:00:50, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2450, top5_acc: 0.4881, loss_cls: 5.8594, loss: 5.8594 +2023-12-25 02:46:46,478 - pyskl - INFO - Epoch [18][2300/3746] lr: 9.664e-02, eta: 3 days, 14:59:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4884, loss_cls: 5.8625, loss: 5.8625 +2023-12-25 02:47:46,215 - pyskl - INFO - Epoch [18][2400/3746] lr: 9.663e-02, eta: 3 days, 14:57:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2416, top5_acc: 0.4889, loss_cls: 5.9015, loss: 5.9015 +2023-12-25 02:48:45,926 - pyskl - INFO - Epoch [18][2500/3746] lr: 9.662e-02, eta: 3 days, 14:56:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2514, top5_acc: 0.4984, loss_cls: 5.8497, loss: 5.8497 +2023-12-25 02:49:45,575 - pyskl - INFO - Epoch [18][2600/3746] lr: 9.661e-02, eta: 3 days, 14:54:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4967, loss_cls: 5.8691, loss: 5.8691 +2023-12-25 02:50:45,257 - pyskl - INFO - Epoch [18][2700/3746] lr: 9.660e-02, eta: 3 days, 14:53:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.4983, loss_cls: 5.8387, loss: 5.8387 +2023-12-25 02:51:45,179 - pyskl - INFO - Epoch [18][2800/3746] lr: 9.659e-02, eta: 3 days, 14:51:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4892, loss_cls: 5.8697, loss: 5.8697 +2023-12-25 02:52:45,284 - pyskl - INFO - Epoch [18][2900/3746] lr: 9.658e-02, eta: 3 days, 14:50:33, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2422, top5_acc: 0.4955, loss_cls: 5.8762, loss: 5.8762 +2023-12-25 02:53:45,418 - pyskl - INFO - Epoch [18][3000/3746] lr: 9.657e-02, eta: 3 days, 14:49:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.4858, loss_cls: 5.8954, loss: 5.8954 +2023-12-25 02:54:45,104 - pyskl - INFO - Epoch [18][3100/3746] lr: 9.656e-02, eta: 3 days, 14:47:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2437, top5_acc: 0.4930, loss_cls: 5.8699, loss: 5.8699 +2023-12-25 02:55:44,992 - pyskl - INFO - Epoch [18][3200/3746] lr: 9.654e-02, eta: 3 days, 14:46:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2420, top5_acc: 0.4870, loss_cls: 5.8755, loss: 5.8755 +2023-12-25 02:56:45,706 - pyskl - INFO - Epoch [18][3300/3746] lr: 9.653e-02, eta: 3 days, 14:44:51, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5011, loss_cls: 5.7979, loss: 5.7979 +2023-12-25 02:57:45,915 - pyskl - INFO - Epoch [18][3400/3746] lr: 9.652e-02, eta: 3 days, 14:43:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2425, top5_acc: 0.4911, loss_cls: 5.8753, loss: 5.8753 +2023-12-25 02:58:45,514 - pyskl - INFO - Epoch [18][3500/3746] lr: 9.651e-02, eta: 3 days, 14:41:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5003, loss_cls: 5.8332, loss: 5.8332 +2023-12-25 02:59:45,466 - pyskl - INFO - Epoch [18][3600/3746] lr: 9.650e-02, eta: 3 days, 14:40:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4989, loss_cls: 5.8601, loss: 5.8601 +2023-12-25 03:00:44,894 - pyskl - INFO - Epoch [18][3700/3746] lr: 9.649e-02, eta: 3 days, 14:39:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2377, top5_acc: 0.4852, loss_cls: 5.9058, loss: 5.9058 +2023-12-25 03:01:14,670 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-25 03:03:13,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:03:14,441 - pyskl - INFO - +top1_acc 0.1778 +top5_acc 0.4017 +2023-12-25 03:03:14,441 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 03:03:14,480 - pyskl - INFO - +mean_acc 0.1778 +2023-12-25 03:03:14,487 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_17.pth was removed +2023-12-25 03:03:14,782 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. +2023-12-25 03:03:14,783 - pyskl - INFO - Best top1_acc is 0.1778 at 18 epoch. +2023-12-25 03:03:14,791 - pyskl - INFO - Epoch(val) [18][309] top1_acc: 0.1778, top5_acc: 0.4017, mean_class_accuracy: 0.1778 +2023-12-25 03:06:33,389 - pyskl - INFO - Epoch [19][100/3746] lr: 9.648e-02, eta: 3 days, 14:50:29, time: 1.986, data_time: 1.385, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5128, loss_cls: 5.7933, loss: 5.7933 +2023-12-25 03:07:33,802 - pyskl - INFO - Epoch [19][200/3746] lr: 9.647e-02, eta: 3 days, 14:49:05, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.4969, loss_cls: 5.8598, loss: 5.8598 +2023-12-25 03:08:33,902 - pyskl - INFO - Epoch [19][300/3746] lr: 9.646e-02, eta: 3 days, 14:47:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5128, loss_cls: 5.7981, loss: 5.7981 +2023-12-25 03:09:34,326 - pyskl - INFO - Epoch [19][400/3746] lr: 9.645e-02, eta: 3 days, 14:46:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.4997, loss_cls: 5.8488, loss: 5.8488 +2023-12-25 03:10:34,610 - pyskl - INFO - Epoch [19][500/3746] lr: 9.644e-02, eta: 3 days, 14:44:51, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4945, loss_cls: 5.8595, loss: 5.8595 +2023-12-25 03:11:35,641 - pyskl - INFO - Epoch [19][600/3746] lr: 9.643e-02, eta: 3 days, 14:43:32, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4956, loss_cls: 5.8827, loss: 5.8827 +2023-12-25 03:12:36,539 - pyskl - INFO - Epoch [19][700/3746] lr: 9.642e-02, eta: 3 days, 14:42:12, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4916, loss_cls: 5.8434, loss: 5.8434 +2023-12-25 03:13:37,223 - pyskl - INFO - Epoch [19][800/3746] lr: 9.641e-02, eta: 3 days, 14:40:50, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.4925, loss_cls: 5.8723, loss: 5.8723 +2023-12-25 03:14:38,010 - pyskl - INFO - Epoch [19][900/3746] lr: 9.640e-02, eta: 3 days, 14:39:30, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.4997, loss_cls: 5.8266, loss: 5.8266 +2023-12-25 03:15:38,692 - pyskl - INFO - Epoch [19][1000/3746] lr: 9.639e-02, eta: 3 days, 14:38:08, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4984, loss_cls: 5.8687, loss: 5.8687 +2023-12-25 03:16:39,263 - pyskl - INFO - Epoch [19][1100/3746] lr: 9.637e-02, eta: 3 days, 14:36:46, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4853, loss_cls: 5.8896, loss: 5.8896 +2023-12-25 03:17:40,201 - pyskl - INFO - Epoch [19][1200/3746] lr: 9.636e-02, eta: 3 days, 14:35:27, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4939, loss_cls: 5.8687, loss: 5.8687 +2023-12-25 03:18:41,068 - pyskl - INFO - Epoch [19][1300/3746] lr: 9.635e-02, eta: 3 days, 14:34:07, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4978, loss_cls: 5.8237, loss: 5.8237 +2023-12-25 03:19:41,413 - pyskl - INFO - Epoch [19][1400/3746] lr: 9.634e-02, eta: 3 days, 14:32:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4866, loss_cls: 5.9116, loss: 5.9116 +2023-12-25 03:20:41,687 - pyskl - INFO - Epoch [19][1500/3746] lr: 9.633e-02, eta: 3 days, 14:31:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4928, loss_cls: 5.8718, loss: 5.8718 +2023-12-25 03:21:41,434 - pyskl - INFO - Epoch [19][1600/3746] lr: 9.632e-02, eta: 3 days, 14:29:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.5009, loss_cls: 5.8193, loss: 5.8193 +2023-12-25 03:22:41,565 - pyskl - INFO - Epoch [19][1700/3746] lr: 9.631e-02, eta: 3 days, 14:28:26, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2420, top5_acc: 0.4986, loss_cls: 5.8589, loss: 5.8589 +2023-12-25 03:23:41,555 - pyskl - INFO - Epoch [19][1800/3746] lr: 9.630e-02, eta: 3 days, 14:27:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.4978, loss_cls: 5.8748, loss: 5.8748 +2023-12-25 03:24:41,285 - pyskl - INFO - Epoch [19][1900/3746] lr: 9.629e-02, eta: 3 days, 14:25:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.4966, loss_cls: 5.8626, loss: 5.8626 +2023-12-25 03:25:41,178 - pyskl - INFO - Epoch [19][2000/3746] lr: 9.628e-02, eta: 3 days, 14:24:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4959, loss_cls: 5.8439, loss: 5.8439 +2023-12-25 03:26:40,655 - pyskl - INFO - Epoch [19][2100/3746] lr: 9.627e-02, eta: 3 days, 14:22:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4998, loss_cls: 5.8567, loss: 5.8567 +2023-12-25 03:27:40,437 - pyskl - INFO - Epoch [19][2200/3746] lr: 9.626e-02, eta: 3 days, 14:21:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2402, top5_acc: 0.4808, loss_cls: 5.9001, loss: 5.9001 +2023-12-25 03:28:41,218 - pyskl - INFO - Epoch [19][2300/3746] lr: 9.625e-02, eta: 3 days, 14:19:50, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2442, top5_acc: 0.5025, loss_cls: 5.8255, loss: 5.8255 +2023-12-25 03:29:41,514 - pyskl - INFO - Epoch [19][2400/3746] lr: 9.624e-02, eta: 3 days, 14:18:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.5002, loss_cls: 5.8622, loss: 5.8622 +2023-12-25 03:30:42,162 - pyskl - INFO - Epoch [19][2500/3746] lr: 9.623e-02, eta: 3 days, 14:17:06, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.4973, loss_cls: 5.8462, loss: 5.8462 +2023-12-25 03:31:42,923 - pyskl - INFO - Epoch [19][2600/3746] lr: 9.622e-02, eta: 3 days, 14:15:47, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.5008, loss_cls: 5.8407, loss: 5.8407 +2023-12-25 03:32:42,824 - pyskl - INFO - Epoch [19][2700/3746] lr: 9.621e-02, eta: 3 days, 14:14:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5012, loss_cls: 5.8099, loss: 5.8099 +2023-12-25 03:33:42,365 - pyskl - INFO - Epoch [19][2800/3746] lr: 9.620e-02, eta: 3 days, 14:12:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2436, top5_acc: 0.4938, loss_cls: 5.8782, loss: 5.8782 +2023-12-25 03:34:41,827 - pyskl - INFO - Epoch [19][2900/3746] lr: 9.618e-02, eta: 3 days, 14:11:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.4959, loss_cls: 5.8817, loss: 5.8817 +2023-12-25 03:35:41,383 - pyskl - INFO - Epoch [19][3000/3746] lr: 9.617e-02, eta: 3 days, 14:09:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.4922, loss_cls: 5.8542, loss: 5.8542 +2023-12-25 03:36:41,167 - pyskl - INFO - Epoch [19][3100/3746] lr: 9.616e-02, eta: 3 days, 14:08:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5009, loss_cls: 5.8540, loss: 5.8540 +2023-12-25 03:37:41,044 - pyskl - INFO - Epoch [19][3200/3746] lr: 9.615e-02, eta: 3 days, 14:07:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.4991, loss_cls: 5.8355, loss: 5.8355 +2023-12-25 03:38:40,909 - pyskl - INFO - Epoch [19][3300/3746] lr: 9.614e-02, eta: 3 days, 14:05:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2495, top5_acc: 0.4969, loss_cls: 5.8526, loss: 5.8526 +2023-12-25 03:39:40,723 - pyskl - INFO - Epoch [19][3400/3746] lr: 9.613e-02, eta: 3 days, 14:04:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5025, loss_cls: 5.8450, loss: 5.8450 +2023-12-25 03:40:41,017 - pyskl - INFO - Epoch [19][3500/3746] lr: 9.612e-02, eta: 3 days, 14:02:50, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4981, loss_cls: 5.8627, loss: 5.8627 +2023-12-25 03:41:40,933 - pyskl - INFO - Epoch [19][3600/3746] lr: 9.611e-02, eta: 3 days, 14:01:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4870, loss_cls: 5.9215, loss: 5.9215 +2023-12-25 03:42:41,521 - pyskl - INFO - Epoch [19][3700/3746] lr: 9.610e-02, eta: 3 days, 14:00:04, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.4941, loss_cls: 5.8554, loss: 5.8554 +2023-12-25 03:43:11,664 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-25 03:45:15,529 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 03:45:16,570 - pyskl - INFO - +top1_acc 0.1668 +top5_acc 0.3956 +2023-12-25 03:45:16,571 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 03:45:16,610 - pyskl - INFO - +mean_acc 0.1667 +2023-12-25 03:45:16,619 - pyskl - INFO - Epoch(val) [19][309] top1_acc: 0.1668, top5_acc: 0.3956, mean_class_accuracy: 0.1667 +2023-12-25 03:48:40,652 - pyskl - INFO - Epoch [20][100/3746] lr: 9.608e-02, eta: 3 days, 14:11:23, time: 2.040, data_time: 1.437, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5017, loss_cls: 5.8324, loss: 5.8324 +2023-12-25 03:49:40,716 - pyskl - INFO - Epoch [20][200/3746] lr: 9.607e-02, eta: 3 days, 14:09:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.5003, loss_cls: 5.8298, loss: 5.8298 +2023-12-25 03:50:40,763 - pyskl - INFO - Epoch [20][300/3746] lr: 9.606e-02, eta: 3 days, 14:08:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.5056, loss_cls: 5.8094, loss: 5.8094 +2023-12-25 03:51:40,664 - pyskl - INFO - Epoch [20][400/3746] lr: 9.605e-02, eta: 3 days, 14:07:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.4972, loss_cls: 5.8306, loss: 5.8306 +2023-12-25 03:52:40,730 - pyskl - INFO - Epoch [20][500/3746] lr: 9.604e-02, eta: 3 days, 14:05:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4983, loss_cls: 5.8279, loss: 5.8279 +2023-12-25 03:53:40,589 - pyskl - INFO - Epoch [20][600/3746] lr: 9.603e-02, eta: 3 days, 14:04:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2370, top5_acc: 0.4952, loss_cls: 5.8771, loss: 5.8771 +2023-12-25 03:54:40,207 - pyskl - INFO - Epoch [20][700/3746] lr: 9.602e-02, eta: 3 days, 14:02:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.5008, loss_cls: 5.8598, loss: 5.8598 +2023-12-25 03:55:40,094 - pyskl - INFO - Epoch [20][800/3746] lr: 9.601e-02, eta: 3 days, 14:01:22, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.4997, loss_cls: 5.8413, loss: 5.8413 +2023-12-25 03:56:39,576 - pyskl - INFO - Epoch [20][900/3746] lr: 9.600e-02, eta: 3 days, 13:59:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.4963, loss_cls: 5.8679, loss: 5.8679 +2023-12-25 03:57:39,162 - pyskl - INFO - Epoch [20][1000/3746] lr: 9.598e-02, eta: 3 days, 13:58:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.5080, loss_cls: 5.8245, loss: 5.8245 +2023-12-25 03:58:39,709 - pyskl - INFO - Epoch [20][1100/3746] lr: 9.597e-02, eta: 3 days, 13:57:04, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5006, loss_cls: 5.8409, loss: 5.8409 +2023-12-25 03:59:39,419 - pyskl - INFO - Epoch [20][1200/3746] lr: 9.596e-02, eta: 3 days, 13:55:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4878, loss_cls: 5.8484, loss: 5.8484 +2023-12-25 04:00:39,927 - pyskl - INFO - Epoch [20][1300/3746] lr: 9.595e-02, eta: 3 days, 13:54:16, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.4906, loss_cls: 5.8630, loss: 5.8630 +2023-12-25 04:01:40,685 - pyskl - INFO - Epoch [20][1400/3746] lr: 9.594e-02, eta: 3 days, 13:52:56, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.4986, loss_cls: 5.8241, loss: 5.8241 +2023-12-25 04:02:40,771 - pyskl - INFO - Epoch [20][1500/3746] lr: 9.593e-02, eta: 3 days, 13:51:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4905, loss_cls: 5.9026, loss: 5.9026 +2023-12-25 04:03:40,613 - pyskl - INFO - Epoch [20][1600/3746] lr: 9.592e-02, eta: 3 days, 13:50:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2405, top5_acc: 0.4983, loss_cls: 5.8543, loss: 5.8543 +2023-12-25 04:04:40,698 - pyskl - INFO - Epoch [20][1700/3746] lr: 9.591e-02, eta: 3 days, 13:48:43, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5038, loss_cls: 5.8391, loss: 5.8391 +2023-12-25 04:05:40,738 - pyskl - INFO - Epoch [20][1800/3746] lr: 9.590e-02, eta: 3 days, 13:47:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4947, loss_cls: 5.8764, loss: 5.8764 +2023-12-25 04:06:40,441 - pyskl - INFO - Epoch [20][1900/3746] lr: 9.588e-02, eta: 3 days, 13:45:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5002, loss_cls: 5.8281, loss: 5.8281 +2023-12-25 04:07:40,640 - pyskl - INFO - Epoch [20][2000/3746] lr: 9.587e-02, eta: 3 days, 13:44:29, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.4959, loss_cls: 5.8389, loss: 5.8389 +2023-12-25 04:08:40,547 - pyskl - INFO - Epoch [20][2100/3746] lr: 9.586e-02, eta: 3 days, 13:43:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4886, loss_cls: 5.8786, loss: 5.8786 +2023-12-25 04:09:40,646 - pyskl - INFO - Epoch [20][2200/3746] lr: 9.585e-02, eta: 3 days, 13:41:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4920, loss_cls: 5.8937, loss: 5.8937 +2023-12-25 04:10:41,249 - pyskl - INFO - Epoch [20][2300/3746] lr: 9.584e-02, eta: 3 days, 13:40:21, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.4956, loss_cls: 5.8515, loss: 5.8515 +2023-12-25 04:11:41,293 - pyskl - INFO - Epoch [20][2400/3746] lr: 9.583e-02, eta: 3 days, 13:38:57, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5062, loss_cls: 5.8499, loss: 5.8499 +2023-12-25 04:12:41,871 - pyskl - INFO - Epoch [20][2500/3746] lr: 9.582e-02, eta: 3 days, 13:37:37, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.4991, loss_cls: 5.8283, loss: 5.8283 +2023-12-25 04:13:41,899 - pyskl - INFO - Epoch [20][2600/3746] lr: 9.581e-02, eta: 3 days, 13:36:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2514, top5_acc: 0.5022, loss_cls: 5.8241, loss: 5.8241 +2023-12-25 04:14:41,939 - pyskl - INFO - Epoch [20][2700/3746] lr: 9.580e-02, eta: 3 days, 13:34:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.4923, loss_cls: 5.8429, loss: 5.8429 +2023-12-25 04:15:41,857 - pyskl - INFO - Epoch [20][2800/3746] lr: 9.578e-02, eta: 3 days, 13:33:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5028, loss_cls: 5.7980, loss: 5.7980 +2023-12-25 04:16:41,623 - pyskl - INFO - Epoch [20][2900/3746] lr: 9.577e-02, eta: 3 days, 13:32:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5031, loss_cls: 5.8271, loss: 5.8271 +2023-12-25 04:17:41,914 - pyskl - INFO - Epoch [20][3000/3746] lr: 9.576e-02, eta: 3 days, 13:30:38, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.4973, loss_cls: 5.8693, loss: 5.8693 +2023-12-25 04:18:42,591 - pyskl - INFO - Epoch [20][3100/3746] lr: 9.575e-02, eta: 3 days, 13:29:19, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.4938, loss_cls: 5.8829, loss: 5.8829 +2023-12-25 04:19:43,117 - pyskl - INFO - Epoch [20][3200/3746] lr: 9.574e-02, eta: 3 days, 13:27:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.4934, loss_cls: 5.8847, loss: 5.8847 +2023-12-25 04:20:44,027 - pyskl - INFO - Epoch [20][3300/3746] lr: 9.573e-02, eta: 3 days, 13:26:42, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5066, loss_cls: 5.8105, loss: 5.8105 +2023-12-25 04:21:44,283 - pyskl - INFO - Epoch [20][3400/3746] lr: 9.572e-02, eta: 3 days, 13:25:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2444, top5_acc: 0.5011, loss_cls: 5.8510, loss: 5.8510 +2023-12-25 04:22:44,894 - pyskl - INFO - Epoch [20][3500/3746] lr: 9.571e-02, eta: 3 days, 13:24:01, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.4975, loss_cls: 5.8466, loss: 5.8466 +2023-12-25 04:23:44,736 - pyskl - INFO - Epoch [20][3600/3746] lr: 9.569e-02, eta: 3 days, 13:22:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4941, loss_cls: 5.8580, loss: 5.8580 +2023-12-25 04:24:44,308 - pyskl - INFO - Epoch [20][3700/3746] lr: 9.568e-02, eta: 3 days, 13:21:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2434, top5_acc: 0.4917, loss_cls: 5.8746, loss: 5.8746 +2023-12-25 04:25:14,263 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-25 04:27:14,599 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 04:27:15,675 - pyskl - INFO - +top1_acc 0.1635 +top5_acc 0.3868 +2023-12-25 04:27:15,675 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 04:27:15,723 - pyskl - INFO - +mean_acc 0.1632 +2023-12-25 04:27:15,733 - pyskl - INFO - Epoch(val) [20][309] top1_acc: 0.1635, top5_acc: 0.3868, mean_class_accuracy: 0.1632 +2023-12-25 04:30:41,818 - pyskl - INFO - Epoch [21][100/3746] lr: 9.567e-02, eta: 3 days, 13:31:58, time: 2.061, data_time: 1.458, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5020, loss_cls: 5.8073, loss: 5.8073 +2023-12-25 04:31:41,621 - pyskl - INFO - Epoch [21][200/3746] lr: 9.565e-02, eta: 3 days, 13:30:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2445, top5_acc: 0.4933, loss_cls: 5.8541, loss: 5.8541 +2023-12-25 04:32:41,692 - pyskl - INFO - Epoch [21][300/3746] lr: 9.564e-02, eta: 3 days, 13:29:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.4984, loss_cls: 5.8645, loss: 5.8645 +2023-12-25 04:33:41,266 - pyskl - INFO - Epoch [21][400/3746] lr: 9.563e-02, eta: 3 days, 13:27:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.5025, loss_cls: 5.8527, loss: 5.8527 +2023-12-25 04:34:40,712 - pyskl - INFO - Epoch [21][500/3746] lr: 9.562e-02, eta: 3 days, 13:26:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2464, top5_acc: 0.4961, loss_cls: 5.8586, loss: 5.8586 +2023-12-25 04:35:40,112 - pyskl - INFO - Epoch [21][600/3746] lr: 9.561e-02, eta: 3 days, 13:24:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.4992, loss_cls: 5.8440, loss: 5.8440 +2023-12-25 04:36:39,752 - pyskl - INFO - Epoch [21][700/3746] lr: 9.560e-02, eta: 3 days, 13:23:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5033, loss_cls: 5.8121, loss: 5.8121 +2023-12-25 04:37:39,748 - pyskl - INFO - Epoch [21][800/3746] lr: 9.559e-02, eta: 3 days, 13:21:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4914, loss_cls: 5.8636, loss: 5.8636 +2023-12-25 04:38:39,953 - pyskl - INFO - Epoch [21][900/3746] lr: 9.557e-02, eta: 3 days, 13:20:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5122, loss_cls: 5.7723, loss: 5.7723 +2023-12-25 04:39:39,665 - pyskl - INFO - Epoch [21][1000/3746] lr: 9.556e-02, eta: 3 days, 13:19:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5050, loss_cls: 5.8198, loss: 5.8198 +2023-12-25 04:40:39,232 - pyskl - INFO - Epoch [21][1100/3746] lr: 9.555e-02, eta: 3 days, 13:17:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5019, loss_cls: 5.8233, loss: 5.8233 +2023-12-25 04:41:39,066 - pyskl - INFO - Epoch [21][1200/3746] lr: 9.554e-02, eta: 3 days, 13:16:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2414, top5_acc: 0.4875, loss_cls: 5.8720, loss: 5.8720 +2023-12-25 04:42:39,879 - pyskl - INFO - Epoch [21][1300/3746] lr: 9.553e-02, eta: 3 days, 13:14:58, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.5070, loss_cls: 5.8063, loss: 5.8063 +2023-12-25 04:43:40,489 - pyskl - INFO - Epoch [21][1400/3746] lr: 9.552e-02, eta: 3 days, 13:13:39, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.4902, loss_cls: 5.8754, loss: 5.8754 +2023-12-25 04:44:40,916 - pyskl - INFO - Epoch [21][1500/3746] lr: 9.551e-02, eta: 3 days, 13:12:18, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.4928, loss_cls: 5.8344, loss: 5.8344 +2023-12-25 04:45:40,966 - pyskl - INFO - Epoch [21][1600/3746] lr: 9.549e-02, eta: 3 days, 13:10:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.5023, loss_cls: 5.8281, loss: 5.8281 +2023-12-25 04:46:41,600 - pyskl - INFO - Epoch [21][1700/3746] lr: 9.548e-02, eta: 3 days, 13:09:36, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4898, loss_cls: 5.8663, loss: 5.8663 +2023-12-25 04:47:41,390 - pyskl - INFO - Epoch [21][1800/3746] lr: 9.547e-02, eta: 3 days, 13:08:11, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4986, loss_cls: 5.8503, loss: 5.8503 +2023-12-25 04:48:41,265 - pyskl - INFO - Epoch [21][1900/3746] lr: 9.546e-02, eta: 3 days, 13:06:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2464, top5_acc: 0.4864, loss_cls: 5.8822, loss: 5.8822 +2023-12-25 04:49:40,933 - pyskl - INFO - Epoch [21][2000/3746] lr: 9.545e-02, eta: 3 days, 13:05:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5019, loss_cls: 5.8075, loss: 5.8075 +2023-12-25 04:50:40,412 - pyskl - INFO - Epoch [21][2100/3746] lr: 9.544e-02, eta: 3 days, 13:03:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.4900, loss_cls: 5.8702, loss: 5.8702 +2023-12-25 04:51:40,038 - pyskl - INFO - Epoch [21][2200/3746] lr: 9.542e-02, eta: 3 days, 13:02:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5061, loss_cls: 5.8262, loss: 5.8262 +2023-12-25 04:52:39,776 - pyskl - INFO - Epoch [21][2300/3746] lr: 9.541e-02, eta: 3 days, 13:01:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.4961, loss_cls: 5.8633, loss: 5.8633 +2023-12-25 04:53:39,255 - pyskl - INFO - Epoch [21][2400/3746] lr: 9.540e-02, eta: 3 days, 12:59:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5059, loss_cls: 5.8295, loss: 5.8295 +2023-12-25 04:54:38,954 - pyskl - INFO - Epoch [21][2500/3746] lr: 9.539e-02, eta: 3 days, 12:58:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5061, loss_cls: 5.8268, loss: 5.8268 +2023-12-25 04:55:38,628 - pyskl - INFO - Epoch [21][2600/3746] lr: 9.538e-02, eta: 3 days, 12:56:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4942, loss_cls: 5.8378, loss: 5.8378 +2023-12-25 04:56:38,362 - pyskl - INFO - Epoch [21][2700/3746] lr: 9.537e-02, eta: 3 days, 12:55:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2505, top5_acc: 0.4958, loss_cls: 5.8481, loss: 5.8481 +2023-12-25 04:57:38,286 - pyskl - INFO - Epoch [21][2800/3746] lr: 9.535e-02, eta: 3 days, 12:54:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2430, top5_acc: 0.4984, loss_cls: 5.8391, loss: 5.8391 +2023-12-25 04:58:38,214 - pyskl - INFO - Epoch [21][2900/3746] lr: 9.534e-02, eta: 3 days, 12:52:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5089, loss_cls: 5.7892, loss: 5.7892 +2023-12-25 04:59:38,125 - pyskl - INFO - Epoch [21][3000/3746] lr: 9.533e-02, eta: 3 days, 12:51:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.5055, loss_cls: 5.8397, loss: 5.8397 +2023-12-25 05:00:37,626 - pyskl - INFO - Epoch [21][3100/3746] lr: 9.532e-02, eta: 3 days, 12:49:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5058, loss_cls: 5.8059, loss: 5.8059 +2023-12-25 05:01:37,198 - pyskl - INFO - Epoch [21][3200/3746] lr: 9.531e-02, eta: 3 days, 12:48:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.4972, loss_cls: 5.8556, loss: 5.8556 +2023-12-25 05:02:36,812 - pyskl - INFO - Epoch [21][3300/3746] lr: 9.529e-02, eta: 3 days, 12:47:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.4958, loss_cls: 5.8606, loss: 5.8606 +2023-12-25 05:03:36,553 - pyskl - INFO - Epoch [21][3400/3746] lr: 9.528e-02, eta: 3 days, 12:45:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.5031, loss_cls: 5.8160, loss: 5.8160 +2023-12-25 05:04:36,041 - pyskl - INFO - Epoch [21][3500/3746] lr: 9.527e-02, eta: 3 days, 12:44:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2453, top5_acc: 0.4923, loss_cls: 5.8688, loss: 5.8688 +2023-12-25 05:05:35,643 - pyskl - INFO - Epoch [21][3600/3746] lr: 9.526e-02, eta: 3 days, 12:42:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4867, loss_cls: 5.9024, loss: 5.9024 +2023-12-25 05:06:35,267 - pyskl - INFO - Epoch [21][3700/3746] lr: 9.525e-02, eta: 3 days, 12:41:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2402, top5_acc: 0.4958, loss_cls: 5.8411, loss: 5.8411 +2023-12-25 05:07:05,625 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-25 05:09:06,681 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:09:07,525 - pyskl - INFO - +top1_acc 0.1835 +top5_acc 0.4143 +2023-12-25 05:09:07,526 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 05:09:07,557 - pyskl - INFO - +mean_acc 0.1834 +2023-12-25 05:09:07,563 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_18.pth was removed +2023-12-25 05:09:07,866 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2023-12-25 05:09:07,867 - pyskl - INFO - Best top1_acc is 0.1835 at 21 epoch. +2023-12-25 05:09:07,876 - pyskl - INFO - Epoch(val) [21][309] top1_acc: 0.1835, top5_acc: 0.4143, mean_class_accuracy: 0.1834 +2023-12-25 05:12:31,663 - pyskl - INFO - Epoch [22][100/3746] lr: 9.523e-02, eta: 3 days, 12:51:16, time: 2.038, data_time: 1.441, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5216, loss_cls: 5.7421, loss: 5.7421 +2023-12-25 05:13:31,384 - pyskl - INFO - Epoch [22][200/3746] lr: 9.522e-02, eta: 3 days, 12:49:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5086, loss_cls: 5.7995, loss: 5.7995 +2023-12-25 05:14:31,108 - pyskl - INFO - Epoch [22][300/3746] lr: 9.521e-02, eta: 3 days, 12:48:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5019, loss_cls: 5.7872, loss: 5.7872 +2023-12-25 05:15:31,209 - pyskl - INFO - Epoch [22][400/3746] lr: 9.519e-02, eta: 3 days, 12:47:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2464, top5_acc: 0.5027, loss_cls: 5.8472, loss: 5.8472 +2023-12-25 05:16:31,007 - pyskl - INFO - Epoch [22][500/3746] lr: 9.518e-02, eta: 3 days, 12:45:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5033, loss_cls: 5.8138, loss: 5.8138 +2023-12-25 05:17:30,450 - pyskl - INFO - Epoch [22][600/3746] lr: 9.517e-02, eta: 3 days, 12:44:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.4936, loss_cls: 5.8375, loss: 5.8375 +2023-12-25 05:18:29,788 - pyskl - INFO - Epoch [22][700/3746] lr: 9.516e-02, eta: 3 days, 12:42:47, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2495, top5_acc: 0.5011, loss_cls: 5.8088, loss: 5.8088 +2023-12-25 05:19:29,418 - pyskl - INFO - Epoch [22][800/3746] lr: 9.515e-02, eta: 3 days, 12:41:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5039, loss_cls: 5.8381, loss: 5.8381 +2023-12-25 05:20:29,081 - pyskl - INFO - Epoch [22][900/3746] lr: 9.513e-02, eta: 3 days, 12:39:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5012, loss_cls: 5.8262, loss: 5.8262 +2023-12-25 05:21:28,857 - pyskl - INFO - Epoch [22][1000/3746] lr: 9.512e-02, eta: 3 days, 12:38:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.5012, loss_cls: 5.8458, loss: 5.8458 +2023-12-25 05:22:28,812 - pyskl - INFO - Epoch [22][1100/3746] lr: 9.511e-02, eta: 3 days, 12:37:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.4984, loss_cls: 5.8321, loss: 5.8321 +2023-12-25 05:23:28,818 - pyskl - INFO - Epoch [22][1200/3746] lr: 9.510e-02, eta: 3 days, 12:35:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2497, top5_acc: 0.5014, loss_cls: 5.8149, loss: 5.8149 +2023-12-25 05:24:28,650 - pyskl - INFO - Epoch [22][1300/3746] lr: 9.509e-02, eta: 3 days, 12:34:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5038, loss_cls: 5.8131, loss: 5.8131 +2023-12-25 05:25:28,277 - pyskl - INFO - Epoch [22][1400/3746] lr: 9.507e-02, eta: 3 days, 12:33:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2437, top5_acc: 0.4947, loss_cls: 5.8730, loss: 5.8730 +2023-12-25 05:26:28,346 - pyskl - INFO - Epoch [22][1500/3746] lr: 9.506e-02, eta: 3 days, 12:31:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2417, top5_acc: 0.4963, loss_cls: 5.8547, loss: 5.8547 +2023-12-25 05:27:27,944 - pyskl - INFO - Epoch [22][1600/3746] lr: 9.505e-02, eta: 3 days, 12:30:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5048, loss_cls: 5.7966, loss: 5.7966 +2023-12-25 05:28:28,278 - pyskl - INFO - Epoch [22][1700/3746] lr: 9.504e-02, eta: 3 days, 12:28:54, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5011, loss_cls: 5.8112, loss: 5.8112 +2023-12-25 05:29:28,121 - pyskl - INFO - Epoch [22][1800/3746] lr: 9.502e-02, eta: 3 days, 12:27:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2517, top5_acc: 0.5045, loss_cls: 5.8254, loss: 5.8254 +2023-12-25 05:30:28,005 - pyskl - INFO - Epoch [22][1900/3746] lr: 9.501e-02, eta: 3 days, 12:26:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2383, top5_acc: 0.4909, loss_cls: 5.8917, loss: 5.8917 +2023-12-25 05:31:27,910 - pyskl - INFO - Epoch [22][2000/3746] lr: 9.500e-02, eta: 3 days, 12:24:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.4967, loss_cls: 5.8483, loss: 5.8483 +2023-12-25 05:32:27,615 - pyskl - INFO - Epoch [22][2100/3746] lr: 9.499e-02, eta: 3 days, 12:23:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5153, loss_cls: 5.8012, loss: 5.8012 +2023-12-25 05:33:27,091 - pyskl - INFO - Epoch [22][2200/3746] lr: 9.498e-02, eta: 3 days, 12:21:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.4864, loss_cls: 5.9048, loss: 5.9048 +2023-12-25 05:34:26,688 - pyskl - INFO - Epoch [22][2300/3746] lr: 9.496e-02, eta: 3 days, 12:20:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5138, loss_cls: 5.7945, loss: 5.7945 +2023-12-25 05:35:26,423 - pyskl - INFO - Epoch [22][2400/3746] lr: 9.495e-02, eta: 3 days, 12:19:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2391, top5_acc: 0.4936, loss_cls: 5.8786, loss: 5.8786 +2023-12-25 05:36:26,100 - pyskl - INFO - Epoch [22][2500/3746] lr: 9.494e-02, eta: 3 days, 12:17:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4909, loss_cls: 5.8629, loss: 5.8629 +2023-12-25 05:37:25,816 - pyskl - INFO - Epoch [22][2600/3746] lr: 9.493e-02, eta: 3 days, 12:16:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2397, top5_acc: 0.5003, loss_cls: 5.8527, loss: 5.8527 +2023-12-25 05:38:25,754 - pyskl - INFO - Epoch [22][2700/3746] lr: 9.491e-02, eta: 3 days, 12:15:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5069, loss_cls: 5.8038, loss: 5.8038 +2023-12-25 05:39:25,355 - pyskl - INFO - Epoch [22][2800/3746] lr: 9.490e-02, eta: 3 days, 12:13:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.4852, loss_cls: 5.8851, loss: 5.8851 +2023-12-25 05:40:25,045 - pyskl - INFO - Epoch [22][2900/3746] lr: 9.489e-02, eta: 3 days, 12:12:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5059, loss_cls: 5.7939, loss: 5.7939 +2023-12-25 05:41:24,792 - pyskl - INFO - Epoch [22][3000/3746] lr: 9.488e-02, eta: 3 days, 12:10:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2462, top5_acc: 0.5030, loss_cls: 5.8525, loss: 5.8525 +2023-12-25 05:42:24,166 - pyskl - INFO - Epoch [22][3100/3746] lr: 9.487e-02, eta: 3 days, 12:09:26, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2519, top5_acc: 0.5008, loss_cls: 5.8171, loss: 5.8171 +2023-12-25 05:43:23,886 - pyskl - INFO - Epoch [22][3200/3746] lr: 9.485e-02, eta: 3 days, 12:08:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2441, top5_acc: 0.5012, loss_cls: 5.8577, loss: 5.8577 +2023-12-25 05:44:23,444 - pyskl - INFO - Epoch [22][3300/3746] lr: 9.484e-02, eta: 3 days, 12:06:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.4973, loss_cls: 5.8326, loss: 5.8326 +2023-12-25 05:45:22,904 - pyskl - INFO - Epoch [22][3400/3746] lr: 9.483e-02, eta: 3 days, 12:05:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.4997, loss_cls: 5.8151, loss: 5.8151 +2023-12-25 05:46:22,661 - pyskl - INFO - Epoch [22][3500/3746] lr: 9.482e-02, eta: 3 days, 12:03:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5086, loss_cls: 5.8283, loss: 5.8283 +2023-12-25 05:47:22,141 - pyskl - INFO - Epoch [22][3600/3746] lr: 9.480e-02, eta: 3 days, 12:02:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.4941, loss_cls: 5.8399, loss: 5.8399 +2023-12-25 05:48:21,691 - pyskl - INFO - Epoch [22][3700/3746] lr: 9.479e-02, eta: 3 days, 12:01:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5089, loss_cls: 5.8011, loss: 5.8011 +2023-12-25 05:48:51,795 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-25 05:50:50,337 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 05:50:51,124 - pyskl - INFO - +top1_acc 0.1649 +top5_acc 0.3882 +2023-12-25 05:50:51,124 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 05:50:51,161 - pyskl - INFO - +mean_acc 0.1648 +2023-12-25 05:50:51,171 - pyskl - INFO - Epoch(val) [22][309] top1_acc: 0.1649, top5_acc: 0.3882, mean_class_accuracy: 0.1648 +2023-12-25 05:54:05,180 - pyskl - INFO - Epoch [23][100/3746] lr: 9.477e-02, eta: 3 days, 12:09:25, time: 1.940, data_time: 1.340, memory: 16180, top1_acc: 0.2539, top5_acc: 0.4988, loss_cls: 5.8271, loss: 5.8271 +2023-12-25 05:55:04,921 - pyskl - INFO - Epoch [23][200/3746] lr: 9.476e-02, eta: 3 days, 12:08:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5114, loss_cls: 5.8034, loss: 5.8034 +2023-12-25 05:56:04,863 - pyskl - INFO - Epoch [23][300/3746] lr: 9.475e-02, eta: 3 days, 12:06:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.4958, loss_cls: 5.8453, loss: 5.8453 +2023-12-25 05:57:04,666 - pyskl - INFO - Epoch [23][400/3746] lr: 9.474e-02, eta: 3 days, 12:05:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5070, loss_cls: 5.8111, loss: 5.8111 +2023-12-25 05:58:04,565 - pyskl - INFO - Epoch [23][500/3746] lr: 9.472e-02, eta: 3 days, 12:03:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5045, loss_cls: 5.7805, loss: 5.7805 +2023-12-25 05:59:04,056 - pyskl - INFO - Epoch [23][600/3746] lr: 9.471e-02, eta: 3 days, 12:02:30, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.5066, loss_cls: 5.8226, loss: 5.8226 +2023-12-25 06:00:03,544 - pyskl - INFO - Epoch [23][700/3746] lr: 9.470e-02, eta: 3 days, 12:01:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.5020, loss_cls: 5.8264, loss: 5.8264 +2023-12-25 06:01:03,198 - pyskl - INFO - Epoch [23][800/3746] lr: 9.469e-02, eta: 3 days, 11:59:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5088, loss_cls: 5.7941, loss: 5.7941 +2023-12-25 06:02:02,607 - pyskl - INFO - Epoch [23][900/3746] lr: 9.467e-02, eta: 3 days, 11:58:17, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4991, loss_cls: 5.8388, loss: 5.8388 +2023-12-25 06:03:02,203 - pyskl - INFO - Epoch [23][1000/3746] lr: 9.466e-02, eta: 3 days, 11:56:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2427, top5_acc: 0.4884, loss_cls: 5.9004, loss: 5.9004 +2023-12-25 06:04:01,683 - pyskl - INFO - Epoch [23][1100/3746] lr: 9.465e-02, eta: 3 days, 11:55:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5041, loss_cls: 5.8323, loss: 5.8323 +2023-12-25 06:05:01,156 - pyskl - INFO - Epoch [23][1200/3746] lr: 9.464e-02, eta: 3 days, 11:54:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5038, loss_cls: 5.8379, loss: 5.8379 +2023-12-25 06:06:00,679 - pyskl - INFO - Epoch [23][1300/3746] lr: 9.462e-02, eta: 3 days, 11:52:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2398, top5_acc: 0.4913, loss_cls: 5.9096, loss: 5.9096 +2023-12-25 06:07:00,211 - pyskl - INFO - Epoch [23][1400/3746] lr: 9.461e-02, eta: 3 days, 11:51:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5123, loss_cls: 5.7868, loss: 5.7868 +2023-12-25 06:07:59,710 - pyskl - INFO - Epoch [23][1500/3746] lr: 9.460e-02, eta: 3 days, 11:49:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.5009, loss_cls: 5.8081, loss: 5.8081 +2023-12-25 06:08:59,398 - pyskl - INFO - Epoch [23][1600/3746] lr: 9.459e-02, eta: 3 days, 11:48:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.4991, loss_cls: 5.7949, loss: 5.7949 +2023-12-25 06:09:58,957 - pyskl - INFO - Epoch [23][1700/3746] lr: 9.457e-02, eta: 3 days, 11:47:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.4978, loss_cls: 5.8250, loss: 5.8250 +2023-12-25 06:10:58,264 - pyskl - INFO - Epoch [23][1800/3746] lr: 9.456e-02, eta: 3 days, 11:45:42, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5036, loss_cls: 5.8224, loss: 5.8224 +2023-12-25 06:11:57,912 - pyskl - INFO - Epoch [23][1900/3746] lr: 9.455e-02, eta: 3 days, 11:44:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2489, top5_acc: 0.5000, loss_cls: 5.8249, loss: 5.8249 +2023-12-25 06:12:57,438 - pyskl - INFO - Epoch [23][2000/3746] lr: 9.453e-02, eta: 3 days, 11:42:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4983, loss_cls: 5.8550, loss: 5.8550 +2023-12-25 06:13:57,101 - pyskl - INFO - Epoch [23][2100/3746] lr: 9.452e-02, eta: 3 days, 11:41:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2473, top5_acc: 0.5056, loss_cls: 5.8551, loss: 5.8551 +2023-12-25 06:14:57,029 - pyskl - INFO - Epoch [23][2200/3746] lr: 9.451e-02, eta: 3 days, 11:40:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5052, loss_cls: 5.7974, loss: 5.7974 +2023-12-25 06:15:56,573 - pyskl - INFO - Epoch [23][2300/3746] lr: 9.450e-02, eta: 3 days, 11:38:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.4988, loss_cls: 5.8323, loss: 5.8323 +2023-12-25 06:16:56,327 - pyskl - INFO - Epoch [23][2400/3746] lr: 9.448e-02, eta: 3 days, 11:37:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.4930, loss_cls: 5.8718, loss: 5.8718 +2023-12-25 06:17:56,588 - pyskl - INFO - Epoch [23][2500/3746] lr: 9.447e-02, eta: 3 days, 11:36:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5039, loss_cls: 5.8018, loss: 5.8018 +2023-12-25 06:18:57,314 - pyskl - INFO - Epoch [23][2600/3746] lr: 9.446e-02, eta: 3 days, 11:34:52, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2477, top5_acc: 0.5081, loss_cls: 5.8274, loss: 5.8274 +2023-12-25 06:19:57,368 - pyskl - INFO - Epoch [23][2700/3746] lr: 9.445e-02, eta: 3 days, 11:33:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5120, loss_cls: 5.7742, loss: 5.7742 +2023-12-25 06:20:57,254 - pyskl - INFO - Epoch [23][2800/3746] lr: 9.443e-02, eta: 3 days, 11:32:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.4952, loss_cls: 5.8629, loss: 5.8629 +2023-12-25 06:21:56,929 - pyskl - INFO - Epoch [23][2900/3746] lr: 9.442e-02, eta: 3 days, 11:30:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.4955, loss_cls: 5.8304, loss: 5.8304 +2023-12-25 06:22:56,516 - pyskl - INFO - Epoch [23][3000/3746] lr: 9.441e-02, eta: 3 days, 11:29:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.4973, loss_cls: 5.8328, loss: 5.8328 +2023-12-25 06:23:56,247 - pyskl - INFO - Epoch [23][3100/3746] lr: 9.439e-02, eta: 3 days, 11:28:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5092, loss_cls: 5.7975, loss: 5.7975 +2023-12-25 06:24:55,947 - pyskl - INFO - Epoch [23][3200/3746] lr: 9.438e-02, eta: 3 days, 11:26:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.4947, loss_cls: 5.8416, loss: 5.8416 +2023-12-25 06:25:55,445 - pyskl - INFO - Epoch [23][3300/3746] lr: 9.437e-02, eta: 3 days, 11:25:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5053, loss_cls: 5.7875, loss: 5.7875 +2023-12-25 06:26:55,015 - pyskl - INFO - Epoch [23][3400/3746] lr: 9.436e-02, eta: 3 days, 11:23:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5123, loss_cls: 5.7975, loss: 5.7975 +2023-12-25 06:27:54,711 - pyskl - INFO - Epoch [23][3500/3746] lr: 9.434e-02, eta: 3 days, 11:22:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.4975, loss_cls: 5.8305, loss: 5.8305 +2023-12-25 06:28:54,242 - pyskl - INFO - Epoch [23][3600/3746] lr: 9.433e-02, eta: 3 days, 11:21:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5000, loss_cls: 5.8505, loss: 5.8505 +2023-12-25 06:29:53,888 - pyskl - INFO - Epoch [23][3700/3746] lr: 9.432e-02, eta: 3 days, 11:19:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.5053, loss_cls: 5.8242, loss: 5.8242 +2023-12-25 06:30:23,768 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-25 06:32:24,133 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 06:32:25,023 - pyskl - INFO - +top1_acc 0.1675 +top5_acc 0.3848 +2023-12-25 06:32:25,023 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 06:32:25,055 - pyskl - INFO - +mean_acc 0.1673 +2023-12-25 06:32:25,064 - pyskl - INFO - Epoch(val) [23][309] top1_acc: 0.1675, top5_acc: 0.3848, mean_class_accuracy: 0.1673 +2023-12-25 06:35:45,981 - pyskl - INFO - Epoch [24][100/3746] lr: 9.430e-02, eta: 3 days, 11:28:19, time: 2.009, data_time: 1.404, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5059, loss_cls: 5.8156, loss: 5.8156 +2023-12-25 06:36:46,052 - pyskl - INFO - Epoch [24][200/3746] lr: 9.428e-02, eta: 3 days, 11:26:59, time: 0.601, data_time: 0.001, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5061, loss_cls: 5.7950, loss: 5.7950 +2023-12-25 06:37:46,276 - pyskl - INFO - Epoch [24][300/3746] lr: 9.427e-02, eta: 3 days, 11:25:39, time: 0.602, data_time: 0.001, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5138, loss_cls: 5.7764, loss: 5.7764 +2023-12-25 06:38:46,274 - pyskl - INFO - Epoch [24][400/3746] lr: 9.426e-02, eta: 3 days, 11:24:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5081, loss_cls: 5.7745, loss: 5.7745 +2023-12-25 06:39:46,281 - pyskl - INFO - Epoch [24][500/3746] lr: 9.425e-02, eta: 3 days, 11:22:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5070, loss_cls: 5.7832, loss: 5.7832 +2023-12-25 06:40:46,474 - pyskl - INFO - Epoch [24][600/3746] lr: 9.423e-02, eta: 3 days, 11:21:39, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2461, top5_acc: 0.4989, loss_cls: 5.8559, loss: 5.8559 +2023-12-25 06:41:46,621 - pyskl - INFO - Epoch [24][700/3746] lr: 9.422e-02, eta: 3 days, 11:20:19, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5055, loss_cls: 5.8093, loss: 5.8093 +2023-12-25 06:42:47,481 - pyskl - INFO - Epoch [24][800/3746] lr: 9.421e-02, eta: 3 days, 11:19:03, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5005, loss_cls: 5.8241, loss: 5.8241 +2023-12-25 06:43:48,259 - pyskl - INFO - Epoch [24][900/3746] lr: 9.419e-02, eta: 3 days, 11:17:47, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5103, loss_cls: 5.8101, loss: 5.8101 +2023-12-25 06:44:48,532 - pyskl - INFO - Epoch [24][1000/3746] lr: 9.418e-02, eta: 3 days, 11:16:28, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5064, loss_cls: 5.8203, loss: 5.8203 +2023-12-25 06:45:48,402 - pyskl - INFO - Epoch [24][1100/3746] lr: 9.417e-02, eta: 3 days, 11:15:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4958, loss_cls: 5.8309, loss: 5.8309 +2023-12-25 06:46:48,080 - pyskl - INFO - Epoch [24][1200/3746] lr: 9.415e-02, eta: 3 days, 11:13:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2556, top5_acc: 0.5109, loss_cls: 5.7853, loss: 5.7853 +2023-12-25 06:47:47,917 - pyskl - INFO - Epoch [24][1300/3746] lr: 9.414e-02, eta: 3 days, 11:12:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.5020, loss_cls: 5.8076, loss: 5.8076 +2023-12-25 06:48:47,571 - pyskl - INFO - Epoch [24][1400/3746] lr: 9.413e-02, eta: 3 days, 11:11:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5070, loss_cls: 5.7948, loss: 5.7948 +2023-12-25 06:49:47,141 - pyskl - INFO - Epoch [24][1500/3746] lr: 9.411e-02, eta: 3 days, 11:09:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5041, loss_cls: 5.8168, loss: 5.8168 +2023-12-25 06:50:46,943 - pyskl - INFO - Epoch [24][1600/3746] lr: 9.410e-02, eta: 3 days, 11:08:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5142, loss_cls: 5.7498, loss: 5.7498 +2023-12-25 06:51:46,570 - pyskl - INFO - Epoch [24][1700/3746] lr: 9.409e-02, eta: 3 days, 11:06:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5080, loss_cls: 5.7695, loss: 5.7695 +2023-12-25 06:52:46,331 - pyskl - INFO - Epoch [24][1800/3746] lr: 9.407e-02, eta: 3 days, 11:05:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.5030, loss_cls: 5.8338, loss: 5.8338 +2023-12-25 06:53:46,230 - pyskl - INFO - Epoch [24][1900/3746] lr: 9.406e-02, eta: 3 days, 11:04:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5109, loss_cls: 5.7958, loss: 5.7958 +2023-12-25 06:54:47,129 - pyskl - INFO - Epoch [24][2000/3746] lr: 9.405e-02, eta: 3 days, 11:03:00, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5002, loss_cls: 5.8251, loss: 5.8251 +2023-12-25 06:55:47,578 - pyskl - INFO - Epoch [24][2100/3746] lr: 9.404e-02, eta: 3 days, 11:01:43, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2434, top5_acc: 0.4888, loss_cls: 5.8650, loss: 5.8650 +2023-12-25 06:56:48,541 - pyskl - INFO - Epoch [24][2200/3746] lr: 9.402e-02, eta: 3 days, 11:00:28, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2456, top5_acc: 0.4977, loss_cls: 5.8354, loss: 5.8354 +2023-12-25 06:57:48,962 - pyskl - INFO - Epoch [24][2300/3746] lr: 9.401e-02, eta: 3 days, 10:59:11, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5055, loss_cls: 5.8105, loss: 5.8105 +2023-12-25 06:58:49,629 - pyskl - INFO - Epoch [24][2400/3746] lr: 9.400e-02, eta: 3 days, 10:57:54, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.4959, loss_cls: 5.8467, loss: 5.8467 +2023-12-25 06:59:50,339 - pyskl - INFO - Epoch [24][2500/3746] lr: 9.398e-02, eta: 3 days, 10:56:39, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5009, loss_cls: 5.8118, loss: 5.8118 +2023-12-25 07:00:50,697 - pyskl - INFO - Epoch [24][2600/3746] lr: 9.397e-02, eta: 3 days, 10:55:21, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.4958, loss_cls: 5.8531, loss: 5.8531 +2023-12-25 07:01:50,817 - pyskl - INFO - Epoch [24][2700/3746] lr: 9.396e-02, eta: 3 days, 10:54:02, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2502, top5_acc: 0.4919, loss_cls: 5.8562, loss: 5.8562 +2023-12-25 07:02:50,302 - pyskl - INFO - Epoch [24][2800/3746] lr: 9.394e-02, eta: 3 days, 10:52:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.4983, loss_cls: 5.8357, loss: 5.8357 +2023-12-25 07:03:49,729 - pyskl - INFO - Epoch [24][2900/3746] lr: 9.393e-02, eta: 3 days, 10:51:17, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5120, loss_cls: 5.7915, loss: 5.7915 +2023-12-25 07:04:49,360 - pyskl - INFO - Epoch [24][3000/3746] lr: 9.392e-02, eta: 3 days, 10:49:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2469, top5_acc: 0.4942, loss_cls: 5.8461, loss: 5.8461 +2023-12-25 07:05:48,545 - pyskl - INFO - Epoch [24][3100/3746] lr: 9.390e-02, eta: 3 days, 10:48:32, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5069, loss_cls: 5.8201, loss: 5.8201 +2023-12-25 07:06:47,999 - pyskl - INFO - Epoch [24][3200/3746] lr: 9.389e-02, eta: 3 days, 10:47:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.4963, loss_cls: 5.8184, loss: 5.8184 +2023-12-25 07:07:47,492 - pyskl - INFO - Epoch [24][3300/3746] lr: 9.388e-02, eta: 3 days, 10:45:48, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.5189, loss_cls: 5.7957, loss: 5.7957 +2023-12-25 07:08:46,921 - pyskl - INFO - Epoch [24][3400/3746] lr: 9.386e-02, eta: 3 days, 10:44:26, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.4992, loss_cls: 5.8481, loss: 5.8481 +2023-12-25 07:09:46,502 - pyskl - INFO - Epoch [24][3500/3746] lr: 9.385e-02, eta: 3 days, 10:43:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2447, top5_acc: 0.4897, loss_cls: 5.8571, loss: 5.8571 +2023-12-25 07:10:46,168 - pyskl - INFO - Epoch [24][3600/3746] lr: 9.384e-02, eta: 3 days, 10:41:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5067, loss_cls: 5.7977, loss: 5.7977 +2023-12-25 07:11:45,914 - pyskl - INFO - Epoch [24][3700/3746] lr: 9.382e-02, eta: 3 days, 10:40:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.4952, loss_cls: 5.8229, loss: 5.8229 +2023-12-25 07:12:15,942 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-25 07:14:17,038 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:14:18,070 - pyskl - INFO - +top1_acc 0.1860 +top5_acc 0.4211 +2023-12-25 07:14:18,071 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 07:14:18,140 - pyskl - INFO - +mean_acc 0.1858 +2023-12-25 07:14:18,146 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_21.pth was removed +2023-12-25 07:14:18,415 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2023-12-25 07:14:18,416 - pyskl - INFO - Best top1_acc is 0.1860 at 24 epoch. +2023-12-25 07:14:18,447 - pyskl - INFO - Epoch(val) [24][309] top1_acc: 0.1860, top5_acc: 0.4211, mean_class_accuracy: 0.1858 +2023-12-25 07:17:40,932 - pyskl - INFO - Epoch [25][100/3746] lr: 9.380e-02, eta: 3 days, 10:48:30, time: 2.025, data_time: 1.428, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5184, loss_cls: 5.7714, loss: 5.7714 +2023-12-25 07:18:40,873 - pyskl - INFO - Epoch [25][200/3746] lr: 9.379e-02, eta: 3 days, 10:47:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5139, loss_cls: 5.7755, loss: 5.7755 +2023-12-25 07:19:41,049 - pyskl - INFO - Epoch [25][300/3746] lr: 9.378e-02, eta: 3 days, 10:45:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5158, loss_cls: 5.7428, loss: 5.7428 +2023-12-25 07:20:40,783 - pyskl - INFO - Epoch [25][400/3746] lr: 9.376e-02, eta: 3 days, 10:44:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.5053, loss_cls: 5.7861, loss: 5.7861 +2023-12-25 07:21:40,170 - pyskl - INFO - Epoch [25][500/3746] lr: 9.375e-02, eta: 3 days, 10:43:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5038, loss_cls: 5.8207, loss: 5.8207 +2023-12-25 07:22:39,397 - pyskl - INFO - Epoch [25][600/3746] lr: 9.373e-02, eta: 3 days, 10:41:43, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.4959, loss_cls: 5.8352, loss: 5.8352 +2023-12-25 07:23:39,027 - pyskl - INFO - Epoch [25][700/3746] lr: 9.372e-02, eta: 3 days, 10:40:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2484, top5_acc: 0.5008, loss_cls: 5.8334, loss: 5.8334 +2023-12-25 07:24:38,444 - pyskl - INFO - Epoch [25][800/3746] lr: 9.371e-02, eta: 3 days, 10:38:59, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5247, loss_cls: 5.7479, loss: 5.7479 +2023-12-25 07:25:37,816 - pyskl - INFO - Epoch [25][900/3746] lr: 9.369e-02, eta: 3 days, 10:37:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.5002, loss_cls: 5.8203, loss: 5.8203 +2023-12-25 07:26:37,154 - pyskl - INFO - Epoch [25][1000/3746] lr: 9.368e-02, eta: 3 days, 10:36:14, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5077, loss_cls: 5.7940, loss: 5.7940 +2023-12-25 07:27:36,824 - pyskl - INFO - Epoch [25][1100/3746] lr: 9.367e-02, eta: 3 days, 10:34:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5009, loss_cls: 5.8087, loss: 5.8087 +2023-12-25 07:28:36,353 - pyskl - INFO - Epoch [25][1200/3746] lr: 9.365e-02, eta: 3 days, 10:33:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2495, top5_acc: 0.4995, loss_cls: 5.8411, loss: 5.8411 +2023-12-25 07:29:36,109 - pyskl - INFO - Epoch [25][1300/3746] lr: 9.364e-02, eta: 3 days, 10:32:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5108, loss_cls: 5.7775, loss: 5.7775 +2023-12-25 07:30:35,906 - pyskl - INFO - Epoch [25][1400/3746] lr: 9.363e-02, eta: 3 days, 10:30:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5114, loss_cls: 5.7720, loss: 5.7720 +2023-12-25 07:31:35,760 - pyskl - INFO - Epoch [25][1500/3746] lr: 9.361e-02, eta: 3 days, 10:29:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2491, top5_acc: 0.5050, loss_cls: 5.8336, loss: 5.8336 +2023-12-25 07:32:35,492 - pyskl - INFO - Epoch [25][1600/3746] lr: 9.360e-02, eta: 3 days, 10:28:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5106, loss_cls: 5.8048, loss: 5.8048 +2023-12-25 07:33:35,352 - pyskl - INFO - Epoch [25][1700/3746] lr: 9.358e-02, eta: 3 days, 10:26:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4970, loss_cls: 5.8596, loss: 5.8596 +2023-12-25 07:34:34,839 - pyskl - INFO - Epoch [25][1800/3746] lr: 9.357e-02, eta: 3 days, 10:25:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5052, loss_cls: 5.8021, loss: 5.8021 +2023-12-25 07:35:34,445 - pyskl - INFO - Epoch [25][1900/3746] lr: 9.356e-02, eta: 3 days, 10:24:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.4956, loss_cls: 5.8543, loss: 5.8543 +2023-12-25 07:36:34,221 - pyskl - INFO - Epoch [25][2000/3746] lr: 9.354e-02, eta: 3 days, 10:22:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5048, loss_cls: 5.8060, loss: 5.8060 +2023-12-25 07:37:34,935 - pyskl - INFO - Epoch [25][2100/3746] lr: 9.353e-02, eta: 3 days, 10:21:32, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5031, loss_cls: 5.7993, loss: 5.7993 +2023-12-25 07:38:35,143 - pyskl - INFO - Epoch [25][2200/3746] lr: 9.352e-02, eta: 3 days, 10:20:14, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5008, loss_cls: 5.7899, loss: 5.7899 +2023-12-25 07:39:35,014 - pyskl - INFO - Epoch [25][2300/3746] lr: 9.350e-02, eta: 3 days, 10:18:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5047, loss_cls: 5.8088, loss: 5.8088 +2023-12-25 07:40:35,256 - pyskl - INFO - Epoch [25][2400/3746] lr: 9.349e-02, eta: 3 days, 10:17:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4972, loss_cls: 5.8657, loss: 5.8657 +2023-12-25 07:41:35,515 - pyskl - INFO - Epoch [25][2500/3746] lr: 9.347e-02, eta: 3 days, 10:16:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5136, loss_cls: 5.7625, loss: 5.7625 +2023-12-25 07:42:36,029 - pyskl - INFO - Epoch [25][2600/3746] lr: 9.346e-02, eta: 3 days, 10:15:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5008, loss_cls: 5.8236, loss: 5.8236 +2023-12-25 07:43:36,411 - pyskl - INFO - Epoch [25][2700/3746] lr: 9.345e-02, eta: 3 days, 10:13:46, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5002, loss_cls: 5.8064, loss: 5.8064 +2023-12-25 07:44:35,920 - pyskl - INFO - Epoch [25][2800/3746] lr: 9.343e-02, eta: 3 days, 10:12:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4961, loss_cls: 5.8491, loss: 5.8491 +2023-12-25 07:45:35,327 - pyskl - INFO - Epoch [25][2900/3746] lr: 9.342e-02, eta: 3 days, 10:11:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5083, loss_cls: 5.7732, loss: 5.7732 +2023-12-25 07:46:34,773 - pyskl - INFO - Epoch [25][3000/3746] lr: 9.341e-02, eta: 3 days, 10:09:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4972, loss_cls: 5.8477, loss: 5.8477 +2023-12-25 07:47:34,256 - pyskl - INFO - Epoch [25][3100/3746] lr: 9.339e-02, eta: 3 days, 10:08:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.5005, loss_cls: 5.8190, loss: 5.8190 +2023-12-25 07:48:33,896 - pyskl - INFO - Epoch [25][3200/3746] lr: 9.338e-02, eta: 3 days, 10:07:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2455, top5_acc: 0.4939, loss_cls: 5.8695, loss: 5.8695 +2023-12-25 07:49:33,513 - pyskl - INFO - Epoch [25][3300/3746] lr: 9.336e-02, eta: 3 days, 10:05:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5027, loss_cls: 5.7846, loss: 5.7846 +2023-12-25 07:50:32,950 - pyskl - INFO - Epoch [25][3400/3746] lr: 9.335e-02, eta: 3 days, 10:04:19, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.5075, loss_cls: 5.8115, loss: 5.8115 +2023-12-25 07:51:32,271 - pyskl - INFO - Epoch [25][3500/3746] lr: 9.334e-02, eta: 3 days, 10:02:57, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2411, top5_acc: 0.4867, loss_cls: 5.8947, loss: 5.8947 +2023-12-25 07:52:32,174 - pyskl - INFO - Epoch [25][3600/3746] lr: 9.332e-02, eta: 3 days, 10:01:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.5023, loss_cls: 5.8404, loss: 5.8404 +2023-12-25 07:53:31,803 - pyskl - INFO - Epoch [25][3700/3746] lr: 9.331e-02, eta: 3 days, 10:00:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2514, top5_acc: 0.5162, loss_cls: 5.7897, loss: 5.7897 +2023-12-25 07:54:02,189 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-25 07:56:01,705 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 07:56:02,537 - pyskl - INFO - +top1_acc 0.1629 +top5_acc 0.3704 +2023-12-25 07:56:02,538 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 07:56:02,577 - pyskl - INFO - +mean_acc 0.1629 +2023-12-25 07:56:02,586 - pyskl - INFO - Epoch(val) [25][309] top1_acc: 0.1629, top5_acc: 0.3704, mean_class_accuracy: 0.1629 +2023-12-25 07:59:21,570 - pyskl - INFO - Epoch [26][100/3746] lr: 9.329e-02, eta: 3 days, 10:07:40, time: 1.990, data_time: 1.393, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5248, loss_cls: 5.7281, loss: 5.7281 +2023-12-25 08:00:21,941 - pyskl - INFO - Epoch [26][200/3746] lr: 9.327e-02, eta: 3 days, 10:06:23, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5045, loss_cls: 5.7924, loss: 5.7924 +2023-12-25 08:01:22,167 - pyskl - INFO - Epoch [26][300/3746] lr: 9.326e-02, eta: 3 days, 10:05:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.5100, loss_cls: 5.8257, loss: 5.8257 +2023-12-25 08:02:22,140 - pyskl - INFO - Epoch [26][400/3746] lr: 9.325e-02, eta: 3 days, 10:03:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5089, loss_cls: 5.7763, loss: 5.7763 +2023-12-25 08:03:21,769 - pyskl - INFO - Epoch [26][500/3746] lr: 9.323e-02, eta: 3 days, 10:02:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5047, loss_cls: 5.8006, loss: 5.8006 +2023-12-25 08:04:21,841 - pyskl - INFO - Epoch [26][600/3746] lr: 9.322e-02, eta: 3 days, 10:01:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5069, loss_cls: 5.7869, loss: 5.7869 +2023-12-25 08:05:22,569 - pyskl - INFO - Epoch [26][700/3746] lr: 9.320e-02, eta: 3 days, 9:59:52, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2458, top5_acc: 0.4992, loss_cls: 5.8222, loss: 5.8222 +2023-12-25 08:06:23,569 - pyskl - INFO - Epoch [26][800/3746] lr: 9.319e-02, eta: 3 days, 9:58:39, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5019, loss_cls: 5.8240, loss: 5.8240 +2023-12-25 08:07:23,482 - pyskl - INFO - Epoch [26][900/3746] lr: 9.318e-02, eta: 3 days, 9:57:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5039, loss_cls: 5.8225, loss: 5.8225 +2023-12-25 08:08:23,771 - pyskl - INFO - Epoch [26][1000/3746] lr: 9.316e-02, eta: 3 days, 9:56:02, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5048, loss_cls: 5.8043, loss: 5.8043 +2023-12-25 08:09:23,430 - pyskl - INFO - Epoch [26][1100/3746] lr: 9.315e-02, eta: 3 days, 9:54:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5067, loss_cls: 5.7966, loss: 5.7966 +2023-12-25 08:10:22,973 - pyskl - INFO - Epoch [26][1200/3746] lr: 9.313e-02, eta: 3 days, 9:53:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.4963, loss_cls: 5.8213, loss: 5.8213 +2023-12-25 08:11:23,087 - pyskl - INFO - Epoch [26][1300/3746] lr: 9.312e-02, eta: 3 days, 9:52:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5212, loss_cls: 5.7515, loss: 5.7515 +2023-12-25 08:12:22,740 - pyskl - INFO - Epoch [26][1400/3746] lr: 9.310e-02, eta: 3 days, 9:50:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2556, top5_acc: 0.5073, loss_cls: 5.7894, loss: 5.7894 +2023-12-25 08:13:22,679 - pyskl - INFO - Epoch [26][1500/3746] lr: 9.309e-02, eta: 3 days, 9:49:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.4978, loss_cls: 5.8202, loss: 5.8202 +2023-12-25 08:14:22,222 - pyskl - INFO - Epoch [26][1600/3746] lr: 9.308e-02, eta: 3 days, 9:48:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2472, top5_acc: 0.4920, loss_cls: 5.8708, loss: 5.8708 +2023-12-25 08:15:21,867 - pyskl - INFO - Epoch [26][1700/3746] lr: 9.306e-02, eta: 3 days, 9:46:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5072, loss_cls: 5.7665, loss: 5.7665 +2023-12-25 08:16:21,432 - pyskl - INFO - Epoch [26][1800/3746] lr: 9.305e-02, eta: 3 days, 9:45:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5153, loss_cls: 5.7924, loss: 5.7924 +2023-12-25 08:17:21,069 - pyskl - INFO - Epoch [26][1900/3746] lr: 9.303e-02, eta: 3 days, 9:44:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5138, loss_cls: 5.7855, loss: 5.7855 +2023-12-25 08:18:20,817 - pyskl - INFO - Epoch [26][2000/3746] lr: 9.302e-02, eta: 3 days, 9:42:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2481, top5_acc: 0.5000, loss_cls: 5.8293, loss: 5.8293 +2023-12-25 08:19:20,277 - pyskl - INFO - Epoch [26][2100/3746] lr: 9.300e-02, eta: 3 days, 9:41:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5041, loss_cls: 5.8180, loss: 5.8180 +2023-12-25 08:20:19,823 - pyskl - INFO - Epoch [26][2200/3746] lr: 9.299e-02, eta: 3 days, 9:40:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5056, loss_cls: 5.8139, loss: 5.8139 +2023-12-25 08:21:19,392 - pyskl - INFO - Epoch [26][2300/3746] lr: 9.298e-02, eta: 3 days, 9:38:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2483, top5_acc: 0.4994, loss_cls: 5.8239, loss: 5.8239 +2023-12-25 08:22:19,179 - pyskl - INFO - Epoch [26][2400/3746] lr: 9.296e-02, eta: 3 days, 9:37:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5130, loss_cls: 5.7888, loss: 5.7888 +2023-12-25 08:23:18,912 - pyskl - INFO - Epoch [26][2500/3746] lr: 9.295e-02, eta: 3 days, 9:36:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5052, loss_cls: 5.8110, loss: 5.8110 +2023-12-25 08:24:18,571 - pyskl - INFO - Epoch [26][2600/3746] lr: 9.293e-02, eta: 3 days, 9:34:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.5048, loss_cls: 5.8058, loss: 5.8058 +2023-12-25 08:25:18,080 - pyskl - INFO - Epoch [26][2700/3746] lr: 9.292e-02, eta: 3 days, 9:33:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2486, top5_acc: 0.4967, loss_cls: 5.8554, loss: 5.8554 +2023-12-25 08:26:18,010 - pyskl - INFO - Epoch [26][2800/3746] lr: 9.290e-02, eta: 3 days, 9:32:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5073, loss_cls: 5.8179, loss: 5.8179 +2023-12-25 08:27:18,080 - pyskl - INFO - Epoch [26][2900/3746] lr: 9.289e-02, eta: 3 days, 9:30:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5070, loss_cls: 5.7931, loss: 5.7931 +2023-12-25 08:28:17,680 - pyskl - INFO - Epoch [26][3000/3746] lr: 9.288e-02, eta: 3 days, 9:29:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2511, top5_acc: 0.4928, loss_cls: 5.8284, loss: 5.8284 +2023-12-25 08:29:17,220 - pyskl - INFO - Epoch [26][3100/3746] lr: 9.286e-02, eta: 3 days, 9:28:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.4992, loss_cls: 5.7981, loss: 5.7981 +2023-12-25 08:30:17,267 - pyskl - INFO - Epoch [26][3200/3746] lr: 9.285e-02, eta: 3 days, 9:26:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5103, loss_cls: 5.7772, loss: 5.7772 +2023-12-25 08:31:17,014 - pyskl - INFO - Epoch [26][3300/3746] lr: 9.283e-02, eta: 3 days, 9:25:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5202, loss_cls: 5.7803, loss: 5.7803 +2023-12-25 08:32:16,632 - pyskl - INFO - Epoch [26][3400/3746] lr: 9.282e-02, eta: 3 days, 9:24:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5077, loss_cls: 5.7784, loss: 5.7784 +2023-12-25 08:33:16,485 - pyskl - INFO - Epoch [26][3500/3746] lr: 9.280e-02, eta: 3 days, 9:22:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5116, loss_cls: 5.8099, loss: 5.8099 +2023-12-25 08:34:17,104 - pyskl - INFO - Epoch [26][3600/3746] lr: 9.279e-02, eta: 3 days, 9:21:41, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5023, loss_cls: 5.8196, loss: 5.8196 +2023-12-25 08:35:17,681 - pyskl - INFO - Epoch [26][3700/3746] lr: 9.278e-02, eta: 3 days, 9:20:26, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2506, top5_acc: 0.5091, loss_cls: 5.8136, loss: 5.8136 +2023-12-25 08:35:47,982 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-25 08:37:50,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 08:37:51,962 - pyskl - INFO - +top1_acc 0.1882 +top5_acc 0.4143 +2023-12-25 08:37:51,962 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 08:37:52,007 - pyskl - INFO - +mean_acc 0.1883 +2023-12-25 08:37:52,015 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_24.pth was removed +2023-12-25 08:37:52,428 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2023-12-25 08:37:52,429 - pyskl - INFO - Best top1_acc is 0.1882 at 26 epoch. +2023-12-25 08:37:52,437 - pyskl - INFO - Epoch(val) [26][309] top1_acc: 0.1882, top5_acc: 0.4143, mean_class_accuracy: 0.1883 +2023-12-25 08:41:14,700 - pyskl - INFO - Epoch [27][100/3746] lr: 9.275e-02, eta: 3 days, 9:27:39, time: 2.023, data_time: 1.424, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5211, loss_cls: 5.7438, loss: 5.7438 +2023-12-25 08:42:15,337 - pyskl - INFO - Epoch [27][200/3746] lr: 9.274e-02, eta: 3 days, 9:26:24, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5083, loss_cls: 5.7571, loss: 5.7571 +2023-12-25 08:43:15,543 - pyskl - INFO - Epoch [27][300/3746] lr: 9.272e-02, eta: 3 days, 9:25:07, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5169, loss_cls: 5.7671, loss: 5.7671 +2023-12-25 08:44:15,452 - pyskl - INFO - Epoch [27][400/3746] lr: 9.271e-02, eta: 3 days, 9:23:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5052, loss_cls: 5.8132, loss: 5.8132 +2023-12-25 08:45:14,842 - pyskl - INFO - Epoch [27][500/3746] lr: 9.270e-02, eta: 3 days, 9:22:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4906, loss_cls: 5.8694, loss: 5.8694 +2023-12-25 08:46:14,457 - pyskl - INFO - Epoch [27][600/3746] lr: 9.268e-02, eta: 3 days, 9:21:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.5092, loss_cls: 5.8095, loss: 5.8095 +2023-12-25 08:47:13,996 - pyskl - INFO - Epoch [27][700/3746] lr: 9.267e-02, eta: 3 days, 9:19:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5058, loss_cls: 5.8034, loss: 5.8034 +2023-12-25 08:48:13,569 - pyskl - INFO - Epoch [27][800/3746] lr: 9.265e-02, eta: 3 days, 9:18:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2459, top5_acc: 0.4970, loss_cls: 5.8633, loss: 5.8633 +2023-12-25 08:49:12,995 - pyskl - INFO - Epoch [27][900/3746] lr: 9.264e-02, eta: 3 days, 9:17:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5128, loss_cls: 5.7704, loss: 5.7704 +2023-12-25 08:50:12,672 - pyskl - INFO - Epoch [27][1000/3746] lr: 9.262e-02, eta: 3 days, 9:15:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.4997, loss_cls: 5.8336, loss: 5.8336 +2023-12-25 08:51:12,323 - pyskl - INFO - Epoch [27][1100/3746] lr: 9.261e-02, eta: 3 days, 9:14:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5108, loss_cls: 5.8015, loss: 5.8015 +2023-12-25 08:52:11,928 - pyskl - INFO - Epoch [27][1200/3746] lr: 9.259e-02, eta: 3 days, 9:13:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5091, loss_cls: 5.7892, loss: 5.7892 +2023-12-25 08:53:11,730 - pyskl - INFO - Epoch [27][1300/3746] lr: 9.258e-02, eta: 3 days, 9:11:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5158, loss_cls: 5.7738, loss: 5.7738 +2023-12-25 08:54:11,627 - pyskl - INFO - Epoch [27][1400/3746] lr: 9.256e-02, eta: 3 days, 9:10:32, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2423, top5_acc: 0.4961, loss_cls: 5.8589, loss: 5.8589 +2023-12-25 08:55:11,080 - pyskl - INFO - Epoch [27][1500/3746] lr: 9.255e-02, eta: 3 days, 9:09:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2542, top5_acc: 0.5031, loss_cls: 5.8014, loss: 5.8014 +2023-12-25 08:56:10,831 - pyskl - INFO - Epoch [27][1600/3746] lr: 9.253e-02, eta: 3 days, 9:07:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5095, loss_cls: 5.7882, loss: 5.7882 +2023-12-25 08:57:11,247 - pyskl - INFO - Epoch [27][1700/3746] lr: 9.252e-02, eta: 3 days, 9:06:37, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2533, top5_acc: 0.5044, loss_cls: 5.8064, loss: 5.8064 +2023-12-25 08:58:12,107 - pyskl - INFO - Epoch [27][1800/3746] lr: 9.251e-02, eta: 3 days, 9:05:24, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5072, loss_cls: 5.7817, loss: 5.7817 +2023-12-25 08:59:12,720 - pyskl - INFO - Epoch [27][1900/3746] lr: 9.249e-02, eta: 3 days, 9:04:09, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2439, top5_acc: 0.5067, loss_cls: 5.8162, loss: 5.8162 +2023-12-25 09:00:12,893 - pyskl - INFO - Epoch [27][2000/3746] lr: 9.248e-02, eta: 3 days, 9:02:52, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5192, loss_cls: 5.7796, loss: 5.7796 +2023-12-25 09:01:12,400 - pyskl - INFO - Epoch [27][2100/3746] lr: 9.246e-02, eta: 3 days, 9:01:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5045, loss_cls: 5.8125, loss: 5.8125 +2023-12-25 09:02:12,343 - pyskl - INFO - Epoch [27][2200/3746] lr: 9.245e-02, eta: 3 days, 9:00:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5127, loss_cls: 5.7916, loss: 5.7916 +2023-12-25 09:03:11,899 - pyskl - INFO - Epoch [27][2300/3746] lr: 9.243e-02, eta: 3 days, 8:58:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5134, loss_cls: 5.7945, loss: 5.7945 +2023-12-25 09:04:12,231 - pyskl - INFO - Epoch [27][2400/3746] lr: 9.242e-02, eta: 3 days, 8:57:40, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5028, loss_cls: 5.8241, loss: 5.8241 +2023-12-25 09:05:11,927 - pyskl - INFO - Epoch [27][2500/3746] lr: 9.240e-02, eta: 3 days, 8:56:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5120, loss_cls: 5.7864, loss: 5.7864 +2023-12-25 09:06:11,396 - pyskl - INFO - Epoch [27][2600/3746] lr: 9.239e-02, eta: 3 days, 8:55:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5159, loss_cls: 5.7783, loss: 5.7783 +2023-12-25 09:07:11,168 - pyskl - INFO - Epoch [27][2700/3746] lr: 9.237e-02, eta: 3 days, 8:53:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.5064, loss_cls: 5.7901, loss: 5.7901 +2023-12-25 09:08:10,759 - pyskl - INFO - Epoch [27][2800/3746] lr: 9.236e-02, eta: 3 days, 8:52:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5150, loss_cls: 5.7607, loss: 5.7607 +2023-12-25 09:09:10,363 - pyskl - INFO - Epoch [27][2900/3746] lr: 9.234e-02, eta: 3 days, 8:51:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5191, loss_cls: 5.7616, loss: 5.7616 +2023-12-25 09:10:09,943 - pyskl - INFO - Epoch [27][3000/3746] lr: 9.233e-02, eta: 3 days, 8:49:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2531, top5_acc: 0.5017, loss_cls: 5.8041, loss: 5.8041 +2023-12-25 09:11:09,278 - pyskl - INFO - Epoch [27][3100/3746] lr: 9.231e-02, eta: 3 days, 8:48:26, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5000, loss_cls: 5.7997, loss: 5.7997 +2023-12-25 09:12:09,353 - pyskl - INFO - Epoch [27][3200/3746] lr: 9.230e-02, eta: 3 days, 8:47:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5095, loss_cls: 5.7874, loss: 5.7874 +2023-12-25 09:13:10,032 - pyskl - INFO - Epoch [27][3300/3746] lr: 9.228e-02, eta: 3 days, 8:45:55, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5153, loss_cls: 5.8219, loss: 5.8219 +2023-12-25 09:14:10,103 - pyskl - INFO - Epoch [27][3400/3746] lr: 9.227e-02, eta: 3 days, 8:44:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.5033, loss_cls: 5.8299, loss: 5.8299 +2023-12-25 09:15:10,525 - pyskl - INFO - Epoch [27][3500/3746] lr: 9.225e-02, eta: 3 days, 8:43:24, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5109, loss_cls: 5.7866, loss: 5.7866 +2023-12-25 09:16:10,856 - pyskl - INFO - Epoch [27][3600/3746] lr: 9.224e-02, eta: 3 days, 8:42:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5100, loss_cls: 5.7861, loss: 5.7861 +2023-12-25 09:17:10,621 - pyskl - INFO - Epoch [27][3700/3746] lr: 9.222e-02, eta: 3 days, 8:40:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2448, top5_acc: 0.4966, loss_cls: 5.8310, loss: 5.8310 +2023-12-25 09:17:41,186 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-25 09:19:41,221 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 09:19:42,287 - pyskl - INFO - +top1_acc 0.1848 +top5_acc 0.4048 +2023-12-25 09:19:42,287 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 09:19:42,326 - pyskl - INFO - +mean_acc 0.1845 +2023-12-25 09:19:42,336 - pyskl - INFO - Epoch(val) [27][309] top1_acc: 0.1848, top5_acc: 0.4048, mean_class_accuracy: 0.1845 +2023-12-25 09:23:02,486 - pyskl - INFO - Epoch [28][100/3746] lr: 9.220e-02, eta: 3 days, 8:47:30, time: 2.001, data_time: 1.404, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5152, loss_cls: 5.7530, loss: 5.7530 +2023-12-25 09:24:02,473 - pyskl - INFO - Epoch [28][200/3746] lr: 9.219e-02, eta: 3 days, 8:46:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5198, loss_cls: 5.7470, loss: 5.7470 +2023-12-25 09:25:02,758 - pyskl - INFO - Epoch [28][300/3746] lr: 9.217e-02, eta: 3 days, 8:44:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5155, loss_cls: 5.7482, loss: 5.7482 +2023-12-25 09:26:02,644 - pyskl - INFO - Epoch [28][400/3746] lr: 9.216e-02, eta: 3 days, 8:43:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2545, top5_acc: 0.5114, loss_cls: 5.7941, loss: 5.7941 +2023-12-25 09:27:02,254 - pyskl - INFO - Epoch [28][500/3746] lr: 9.214e-02, eta: 3 days, 8:42:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5172, loss_cls: 5.7515, loss: 5.7515 +2023-12-25 09:28:01,980 - pyskl - INFO - Epoch [28][600/3746] lr: 9.213e-02, eta: 3 days, 8:41:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5103, loss_cls: 5.7689, loss: 5.7689 +2023-12-25 09:29:01,580 - pyskl - INFO - Epoch [28][700/3746] lr: 9.211e-02, eta: 3 days, 8:39:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5127, loss_cls: 5.7586, loss: 5.7586 +2023-12-25 09:30:01,312 - pyskl - INFO - Epoch [28][800/3746] lr: 9.210e-02, eta: 3 days, 8:38:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5156, loss_cls: 5.7589, loss: 5.7589 +2023-12-25 09:31:01,013 - pyskl - INFO - Epoch [28][900/3746] lr: 9.208e-02, eta: 3 days, 8:37:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5111, loss_cls: 5.7850, loss: 5.7850 +2023-12-25 09:32:00,623 - pyskl - INFO - Epoch [28][1000/3746] lr: 9.207e-02, eta: 3 days, 8:35:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5067, loss_cls: 5.8088, loss: 5.8088 +2023-12-25 09:33:00,229 - pyskl - INFO - Epoch [28][1100/3746] lr: 9.205e-02, eta: 3 days, 8:34:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.5011, loss_cls: 5.8357, loss: 5.8357 +2023-12-25 09:34:00,083 - pyskl - INFO - Epoch [28][1200/3746] lr: 9.204e-02, eta: 3 days, 8:33:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5052, loss_cls: 5.7736, loss: 5.7736 +2023-12-25 09:35:00,472 - pyskl - INFO - Epoch [28][1300/3746] lr: 9.202e-02, eta: 3 days, 8:31:55, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5014, loss_cls: 5.8144, loss: 5.8144 +2023-12-25 09:36:00,255 - pyskl - INFO - Epoch [28][1400/3746] lr: 9.201e-02, eta: 3 days, 8:30:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5111, loss_cls: 5.7862, loss: 5.7862 +2023-12-25 09:37:00,125 - pyskl - INFO - Epoch [28][1500/3746] lr: 9.199e-02, eta: 3 days, 8:29:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5066, loss_cls: 5.7897, loss: 5.7897 +2023-12-25 09:38:00,051 - pyskl - INFO - Epoch [28][1600/3746] lr: 9.198e-02, eta: 3 days, 8:28:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5169, loss_cls: 5.7698, loss: 5.7698 +2023-12-25 09:38:59,811 - pyskl - INFO - Epoch [28][1700/3746] lr: 9.196e-02, eta: 3 days, 8:26:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5119, loss_cls: 5.8019, loss: 5.8019 +2023-12-25 09:39:59,304 - pyskl - INFO - Epoch [28][1800/3746] lr: 9.194e-02, eta: 3 days, 8:25:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.4963, loss_cls: 5.8452, loss: 5.8452 +2023-12-25 09:40:59,115 - pyskl - INFO - Epoch [28][1900/3746] lr: 9.193e-02, eta: 3 days, 8:24:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5073, loss_cls: 5.7954, loss: 5.7954 +2023-12-25 09:41:59,365 - pyskl - INFO - Epoch [28][2000/3746] lr: 9.191e-02, eta: 3 days, 8:22:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5048, loss_cls: 5.8160, loss: 5.8160 +2023-12-25 09:42:59,457 - pyskl - INFO - Epoch [28][2100/3746] lr: 9.190e-02, eta: 3 days, 8:21:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5108, loss_cls: 5.7624, loss: 5.7624 +2023-12-25 09:43:59,450 - pyskl - INFO - Epoch [28][2200/3746] lr: 9.188e-02, eta: 3 days, 8:20:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5025, loss_cls: 5.8277, loss: 5.8277 +2023-12-25 09:44:59,029 - pyskl - INFO - Epoch [28][2300/3746] lr: 9.187e-02, eta: 3 days, 8:19:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5075, loss_cls: 5.8019, loss: 5.8019 +2023-12-25 09:45:58,898 - pyskl - INFO - Epoch [28][2400/3746] lr: 9.185e-02, eta: 3 days, 8:17:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2520, top5_acc: 0.4995, loss_cls: 5.8111, loss: 5.8111 +2023-12-25 09:46:58,868 - pyskl - INFO - Epoch [28][2500/3746] lr: 9.184e-02, eta: 3 days, 8:16:26, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5052, loss_cls: 5.7895, loss: 5.7895 +2023-12-25 09:47:59,159 - pyskl - INFO - Epoch [28][2600/3746] lr: 9.182e-02, eta: 3 days, 8:15:10, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2550, top5_acc: 0.5167, loss_cls: 5.7801, loss: 5.7801 +2023-12-25 09:48:58,959 - pyskl - INFO - Epoch [28][2700/3746] lr: 9.181e-02, eta: 3 days, 8:13:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5012, loss_cls: 5.8151, loss: 5.8151 +2023-12-25 09:49:58,890 - pyskl - INFO - Epoch [28][2800/3746] lr: 9.179e-02, eta: 3 days, 8:12:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5152, loss_cls: 5.7449, loss: 5.7449 +2023-12-25 09:50:58,800 - pyskl - INFO - Epoch [28][2900/3746] lr: 9.178e-02, eta: 3 days, 8:11:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2480, top5_acc: 0.4938, loss_cls: 5.8411, loss: 5.8411 +2023-12-25 09:51:58,770 - pyskl - INFO - Epoch [28][3000/3746] lr: 9.176e-02, eta: 3 days, 8:10:03, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2464, top5_acc: 0.4961, loss_cls: 5.8465, loss: 5.8465 +2023-12-25 09:52:58,475 - pyskl - INFO - Epoch [28][3100/3746] lr: 9.175e-02, eta: 3 days, 8:08:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5022, loss_cls: 5.8320, loss: 5.8320 +2023-12-25 09:53:58,458 - pyskl - INFO - Epoch [28][3200/3746] lr: 9.173e-02, eta: 3 days, 8:07:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2514, top5_acc: 0.5048, loss_cls: 5.8254, loss: 5.8254 +2023-12-25 09:54:58,195 - pyskl - INFO - Epoch [28][3300/3746] lr: 9.172e-02, eta: 3 days, 8:06:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5056, loss_cls: 5.7746, loss: 5.7746 +2023-12-25 09:55:57,630 - pyskl - INFO - Epoch [28][3400/3746] lr: 9.170e-02, eta: 3 days, 8:04:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5208, loss_cls: 5.7694, loss: 5.7694 +2023-12-25 09:56:57,135 - pyskl - INFO - Epoch [28][3500/3746] lr: 9.168e-02, eta: 3 days, 8:03:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5005, loss_cls: 5.8290, loss: 5.8290 +2023-12-25 09:57:56,677 - pyskl - INFO - Epoch [28][3600/3746] lr: 9.167e-02, eta: 3 days, 8:02:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2627, top5_acc: 0.5109, loss_cls: 5.7806, loss: 5.7806 +2023-12-25 09:58:56,246 - pyskl - INFO - Epoch [28][3700/3746] lr: 9.165e-02, eta: 3 days, 8:00:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2478, top5_acc: 0.5114, loss_cls: 5.8045, loss: 5.8045 +2023-12-25 09:59:26,167 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-25 10:01:24,847 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:01:25,640 - pyskl - INFO - +top1_acc 0.1778 +top5_acc 0.3989 +2023-12-25 10:01:25,640 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 10:01:25,672 - pyskl - INFO - +mean_acc 0.1777 +2023-12-25 10:01:25,680 - pyskl - INFO - Epoch(val) [28][309] top1_acc: 0.1778, top5_acc: 0.3989, mean_class_accuracy: 0.1777 +2023-12-25 10:04:44,447 - pyskl - INFO - Epoch [29][100/3746] lr: 9.163e-02, eta: 3 days, 8:07:10, time: 1.988, data_time: 1.386, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5145, loss_cls: 5.7450, loss: 5.7450 +2023-12-25 10:05:44,145 - pyskl - INFO - Epoch [29][200/3746] lr: 9.162e-02, eta: 3 days, 8:05:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5150, loss_cls: 5.7781, loss: 5.7781 +2023-12-25 10:06:44,863 - pyskl - INFO - Epoch [29][300/3746] lr: 9.160e-02, eta: 3 days, 8:04:38, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5200, loss_cls: 5.7504, loss: 5.7504 +2023-12-25 10:07:44,715 - pyskl - INFO - Epoch [29][400/3746] lr: 9.158e-02, eta: 3 days, 8:03:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5142, loss_cls: 5.7607, loss: 5.7607 +2023-12-25 10:08:44,324 - pyskl - INFO - Epoch [29][500/3746] lr: 9.157e-02, eta: 3 days, 8:02:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5202, loss_cls: 5.7549, loss: 5.7549 +2023-12-25 10:09:43,706 - pyskl - INFO - Epoch [29][600/3746] lr: 9.155e-02, eta: 3 days, 8:00:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5205, loss_cls: 5.7441, loss: 5.7441 +2023-12-25 10:10:43,478 - pyskl - INFO - Epoch [29][700/3746] lr: 9.154e-02, eta: 3 days, 7:59:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5094, loss_cls: 5.7761, loss: 5.7761 +2023-12-25 10:11:42,984 - pyskl - INFO - Epoch [29][800/3746] lr: 9.152e-02, eta: 3 days, 7:58:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5173, loss_cls: 5.7620, loss: 5.7620 +2023-12-25 10:12:42,704 - pyskl - INFO - Epoch [29][900/3746] lr: 9.151e-02, eta: 3 days, 7:56:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2467, top5_acc: 0.5072, loss_cls: 5.8074, loss: 5.8074 +2023-12-25 10:13:42,757 - pyskl - INFO - Epoch [29][1000/3746] lr: 9.149e-02, eta: 3 days, 7:55:33, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5106, loss_cls: 5.7561, loss: 5.7561 +2023-12-25 10:14:42,563 - pyskl - INFO - Epoch [29][1100/3746] lr: 9.148e-02, eta: 3 days, 7:54:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2539, top5_acc: 0.5153, loss_cls: 5.7773, loss: 5.7773 +2023-12-25 10:15:42,152 - pyskl - INFO - Epoch [29][1200/3746] lr: 9.146e-02, eta: 3 days, 7:52:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5155, loss_cls: 5.7516, loss: 5.7516 +2023-12-25 10:16:42,387 - pyskl - INFO - Epoch [29][1300/3746] lr: 9.144e-02, eta: 3 days, 7:51:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5059, loss_cls: 5.8061, loss: 5.8061 +2023-12-25 10:17:42,784 - pyskl - INFO - Epoch [29][1400/3746] lr: 9.143e-02, eta: 3 days, 7:50:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2544, top5_acc: 0.5262, loss_cls: 5.7750, loss: 5.7750 +2023-12-25 10:18:42,713 - pyskl - INFO - Epoch [29][1500/3746] lr: 9.141e-02, eta: 3 days, 7:49:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5028, loss_cls: 5.8128, loss: 5.8128 +2023-12-25 10:19:42,985 - pyskl - INFO - Epoch [29][1600/3746] lr: 9.140e-02, eta: 3 days, 7:47:56, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5003, loss_cls: 5.8258, loss: 5.8258 +2023-12-25 10:20:43,000 - pyskl - INFO - Epoch [29][1700/3746] lr: 9.138e-02, eta: 3 days, 7:46:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5178, loss_cls: 5.7375, loss: 5.7375 +2023-12-25 10:21:42,588 - pyskl - INFO - Epoch [29][1800/3746] lr: 9.137e-02, eta: 3 days, 7:45:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2509, top5_acc: 0.4986, loss_cls: 5.8300, loss: 5.8300 +2023-12-25 10:22:42,344 - pyskl - INFO - Epoch [29][1900/3746] lr: 9.135e-02, eta: 3 days, 7:44:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5053, loss_cls: 5.8052, loss: 5.8052 +2023-12-25 10:23:42,327 - pyskl - INFO - Epoch [29][2000/3746] lr: 9.133e-02, eta: 3 days, 7:42:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5156, loss_cls: 5.7692, loss: 5.7692 +2023-12-25 10:24:42,164 - pyskl - INFO - Epoch [29][2100/3746] lr: 9.132e-02, eta: 3 days, 7:41:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5002, loss_cls: 5.8064, loss: 5.8064 +2023-12-25 10:25:42,031 - pyskl - INFO - Epoch [29][2200/3746] lr: 9.130e-02, eta: 3 days, 7:40:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5017, loss_cls: 5.7818, loss: 5.7818 +2023-12-25 10:26:41,789 - pyskl - INFO - Epoch [29][2300/3746] lr: 9.129e-02, eta: 3 days, 7:38:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2522, top5_acc: 0.5103, loss_cls: 5.7906, loss: 5.7906 +2023-12-25 10:27:41,533 - pyskl - INFO - Epoch [29][2400/3746] lr: 9.127e-02, eta: 3 days, 7:37:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5039, loss_cls: 5.8021, loss: 5.8021 +2023-12-25 10:28:41,087 - pyskl - INFO - Epoch [29][2500/3746] lr: 9.126e-02, eta: 3 days, 7:36:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5108, loss_cls: 5.7828, loss: 5.7828 +2023-12-25 10:29:41,077 - pyskl - INFO - Epoch [29][2600/3746] lr: 9.124e-02, eta: 3 days, 7:35:07, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2514, top5_acc: 0.4969, loss_cls: 5.8528, loss: 5.8528 +2023-12-25 10:30:41,481 - pyskl - INFO - Epoch [29][2700/3746] lr: 9.122e-02, eta: 3 days, 7:33:53, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2652, top5_acc: 0.5194, loss_cls: 5.7481, loss: 5.7481 +2023-12-25 10:31:42,105 - pyskl - INFO - Epoch [29][2800/3746] lr: 9.121e-02, eta: 3 days, 7:32:39, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5109, loss_cls: 5.7921, loss: 5.7921 +2023-12-25 10:32:42,296 - pyskl - INFO - Epoch [29][2900/3746] lr: 9.119e-02, eta: 3 days, 7:31:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5067, loss_cls: 5.8203, loss: 5.8203 +2023-12-25 10:33:41,674 - pyskl - INFO - Epoch [29][3000/3746] lr: 9.118e-02, eta: 3 days, 7:30:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2597, top5_acc: 0.5148, loss_cls: 5.7654, loss: 5.7654 +2023-12-25 10:34:41,445 - pyskl - INFO - Epoch [29][3100/3746] lr: 9.116e-02, eta: 3 days, 7:28:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5045, loss_cls: 5.8185, loss: 5.8185 +2023-12-25 10:35:40,946 - pyskl - INFO - Epoch [29][3200/3746] lr: 9.114e-02, eta: 3 days, 7:27:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2567, top5_acc: 0.5111, loss_cls: 5.7910, loss: 5.7910 +2023-12-25 10:36:40,299 - pyskl - INFO - Epoch [29][3300/3746] lr: 9.113e-02, eta: 3 days, 7:26:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5203, loss_cls: 5.7629, loss: 5.7629 +2023-12-25 10:37:40,059 - pyskl - INFO - Epoch [29][3400/3746] lr: 9.111e-02, eta: 3 days, 7:24:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.4984, loss_cls: 5.8315, loss: 5.8315 +2023-12-25 10:38:39,699 - pyskl - INFO - Epoch [29][3500/3746] lr: 9.110e-02, eta: 3 days, 7:23:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2512, top5_acc: 0.5075, loss_cls: 5.8155, loss: 5.8155 +2023-12-25 10:39:39,353 - pyskl - INFO - Epoch [29][3600/3746] lr: 9.108e-02, eta: 3 days, 7:22:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5033, loss_cls: 5.8143, loss: 5.8143 +2023-12-25 10:40:39,149 - pyskl - INFO - Epoch [29][3700/3746] lr: 9.106e-02, eta: 3 days, 7:21:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5006, loss_cls: 5.8098, loss: 5.8098 +2023-12-25 10:41:08,784 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-25 10:43:08,902 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 10:43:09,949 - pyskl - INFO - +top1_acc 0.1791 +top5_acc 0.3970 +2023-12-25 10:43:09,949 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 10:43:09,987 - pyskl - INFO - +mean_acc 0.1790 +2023-12-25 10:43:09,995 - pyskl - INFO - Epoch(val) [29][309] top1_acc: 0.1791, top5_acc: 0.3970, mean_class_accuracy: 0.1790 +2023-12-25 10:46:29,957 - pyskl - INFO - Epoch [30][100/3746] lr: 9.104e-02, eta: 3 days, 7:27:03, time: 2.000, data_time: 1.398, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5203, loss_cls: 5.7319, loss: 5.7319 +2023-12-25 10:47:30,384 - pyskl - INFO - Epoch [30][200/3746] lr: 9.103e-02, eta: 3 days, 7:25:49, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5150, loss_cls: 5.7698, loss: 5.7698 +2023-12-25 10:48:30,877 - pyskl - INFO - Epoch [30][300/3746] lr: 9.101e-02, eta: 3 days, 7:24:35, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5172, loss_cls: 5.7412, loss: 5.7412 +2023-12-25 10:49:31,145 - pyskl - INFO - Epoch [30][400/3746] lr: 9.099e-02, eta: 3 days, 7:23:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5064, loss_cls: 5.8075, loss: 5.8075 +2023-12-25 10:50:30,789 - pyskl - INFO - Epoch [30][500/3746] lr: 9.098e-02, eta: 3 days, 7:22:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5175, loss_cls: 5.7787, loss: 5.7787 +2023-12-25 10:51:30,747 - pyskl - INFO - Epoch [30][600/3746] lr: 9.096e-02, eta: 3 days, 7:20:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5109, loss_cls: 5.7702, loss: 5.7702 +2023-12-25 10:52:30,423 - pyskl - INFO - Epoch [30][700/3746] lr: 9.095e-02, eta: 3 days, 7:19:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5075, loss_cls: 5.7614, loss: 5.7614 +2023-12-25 10:53:30,108 - pyskl - INFO - Epoch [30][800/3746] lr: 9.093e-02, eta: 3 days, 7:18:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5148, loss_cls: 5.7504, loss: 5.7504 +2023-12-25 10:54:29,574 - pyskl - INFO - Epoch [30][900/3746] lr: 9.091e-02, eta: 3 days, 7:16:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2466, top5_acc: 0.4961, loss_cls: 5.8558, loss: 5.8558 +2023-12-25 10:55:28,857 - pyskl - INFO - Epoch [30][1000/3746] lr: 9.090e-02, eta: 3 days, 7:15:35, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2503, top5_acc: 0.5042, loss_cls: 5.8070, loss: 5.8070 +2023-12-25 10:56:28,601 - pyskl - INFO - Epoch [30][1100/3746] lr: 9.088e-02, eta: 3 days, 7:14:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2597, top5_acc: 0.5131, loss_cls: 5.7963, loss: 5.7963 +2023-12-25 10:57:28,250 - pyskl - INFO - Epoch [30][1200/3746] lr: 9.087e-02, eta: 3 days, 7:13:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5141, loss_cls: 5.7525, loss: 5.7525 +2023-12-25 10:58:28,093 - pyskl - INFO - Epoch [30][1300/3746] lr: 9.085e-02, eta: 3 days, 7:11:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5088, loss_cls: 5.7805, loss: 5.7805 +2023-12-25 10:59:27,715 - pyskl - INFO - Epoch [30][1400/3746] lr: 9.083e-02, eta: 3 days, 7:10:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5084, loss_cls: 5.7794, loss: 5.7794 +2023-12-25 11:00:27,364 - pyskl - INFO - Epoch [30][1500/3746] lr: 9.082e-02, eta: 3 days, 7:09:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5164, loss_cls: 5.7912, loss: 5.7912 +2023-12-25 11:01:28,381 - pyskl - INFO - Epoch [30][1600/3746] lr: 9.080e-02, eta: 3 days, 7:07:58, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5088, loss_cls: 5.7833, loss: 5.7833 +2023-12-25 11:02:29,227 - pyskl - INFO - Epoch [30][1700/3746] lr: 9.078e-02, eta: 3 days, 7:06:46, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5158, loss_cls: 5.7380, loss: 5.7380 +2023-12-25 11:03:29,767 - pyskl - INFO - Epoch [30][1800/3746] lr: 9.077e-02, eta: 3 days, 7:05:33, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5170, loss_cls: 5.7375, loss: 5.7375 +2023-12-25 11:04:30,492 - pyskl - INFO - Epoch [30][1900/3746] lr: 9.075e-02, eta: 3 days, 7:04:20, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5109, loss_cls: 5.7579, loss: 5.7579 +2023-12-25 11:05:30,425 - pyskl - INFO - Epoch [30][2000/3746] lr: 9.074e-02, eta: 3 days, 7:03:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5130, loss_cls: 5.8047, loss: 5.8047 +2023-12-25 11:06:31,066 - pyskl - INFO - Epoch [30][2100/3746] lr: 9.072e-02, eta: 3 days, 7:01:51, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5122, loss_cls: 5.7699, loss: 5.7699 +2023-12-25 11:07:31,177 - pyskl - INFO - Epoch [30][2200/3746] lr: 9.070e-02, eta: 3 days, 7:00:36, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5120, loss_cls: 5.7677, loss: 5.7677 +2023-12-25 11:08:31,514 - pyskl - INFO - Epoch [30][2300/3746] lr: 9.069e-02, eta: 3 days, 6:59:22, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5141, loss_cls: 5.7823, loss: 5.7823 +2023-12-25 11:09:32,065 - pyskl - INFO - Epoch [30][2400/3746] lr: 9.067e-02, eta: 3 days, 6:58:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2498, top5_acc: 0.5106, loss_cls: 5.7995, loss: 5.7995 +2023-12-25 11:10:31,899 - pyskl - INFO - Epoch [30][2500/3746] lr: 9.065e-02, eta: 3 days, 6:56:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2589, top5_acc: 0.5031, loss_cls: 5.7934, loss: 5.7934 +2023-12-25 11:11:32,467 - pyskl - INFO - Epoch [30][2600/3746] lr: 9.064e-02, eta: 3 days, 6:55:40, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5156, loss_cls: 5.7321, loss: 5.7321 +2023-12-25 11:12:33,091 - pyskl - INFO - Epoch [30][2700/3746] lr: 9.062e-02, eta: 3 days, 6:54:27, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.4988, loss_cls: 5.8240, loss: 5.8240 +2023-12-25 11:13:33,463 - pyskl - INFO - Epoch [30][2800/3746] lr: 9.061e-02, eta: 3 days, 6:53:13, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5016, loss_cls: 5.8065, loss: 5.8065 +2023-12-25 11:14:34,145 - pyskl - INFO - Epoch [30][2900/3746] lr: 9.059e-02, eta: 3 days, 6:52:00, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5092, loss_cls: 5.8001, loss: 5.8001 +2023-12-25 11:15:34,556 - pyskl - INFO - Epoch [30][3000/3746] lr: 9.057e-02, eta: 3 days, 6:50:47, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5109, loss_cls: 5.7840, loss: 5.7840 +2023-12-25 11:16:34,083 - pyskl - INFO - Epoch [30][3100/3746] lr: 9.056e-02, eta: 3 days, 6:49:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5073, loss_cls: 5.8081, loss: 5.8081 +2023-12-25 11:17:33,726 - pyskl - INFO - Epoch [30][3200/3746] lr: 9.054e-02, eta: 3 days, 6:48:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5027, loss_cls: 5.8181, loss: 5.8181 +2023-12-25 11:18:33,275 - pyskl - INFO - Epoch [30][3300/3746] lr: 9.052e-02, eta: 3 days, 6:46:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5134, loss_cls: 5.7957, loss: 5.7957 +2023-12-25 11:19:32,760 - pyskl - INFO - Epoch [30][3400/3746] lr: 9.051e-02, eta: 3 days, 6:45:38, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2553, top5_acc: 0.5156, loss_cls: 5.7807, loss: 5.7807 +2023-12-25 11:20:32,228 - pyskl - INFO - Epoch [30][3500/3746] lr: 9.049e-02, eta: 3 days, 6:44:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5077, loss_cls: 5.7995, loss: 5.7995 +2023-12-25 11:21:32,211 - pyskl - INFO - Epoch [30][3600/3746] lr: 9.047e-02, eta: 3 days, 6:43:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5114, loss_cls: 5.7894, loss: 5.7894 +2023-12-25 11:22:32,333 - pyskl - INFO - Epoch [30][3700/3746] lr: 9.046e-02, eta: 3 days, 6:41:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5091, loss_cls: 5.7967, loss: 5.7967 +2023-12-25 11:23:02,057 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-25 11:25:02,354 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 11:25:03,423 - pyskl - INFO - +top1_acc 0.1763 +top5_acc 0.3899 +2023-12-25 11:25:03,423 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 11:25:03,471 - pyskl - INFO - +mean_acc 0.1761 +2023-12-25 11:25:03,485 - pyskl - INFO - Epoch(val) [30][309] top1_acc: 0.1763, top5_acc: 0.3899, mean_class_accuracy: 0.1761 +2023-12-25 11:28:22,625 - pyskl - INFO - Epoch [31][100/3746] lr: 9.043e-02, eta: 3 days, 6:47:27, time: 1.991, data_time: 1.390, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5266, loss_cls: 5.7143, loss: 5.7143 +2023-12-25 11:29:23,110 - pyskl - INFO - Epoch [31][200/3746] lr: 9.042e-02, eta: 3 days, 6:46:14, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5103, loss_cls: 5.7622, loss: 5.7622 +2023-12-25 11:30:23,265 - pyskl - INFO - Epoch [31][300/3746] lr: 9.040e-02, eta: 3 days, 6:44:59, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5147, loss_cls: 5.7574, loss: 5.7574 +2023-12-25 11:31:24,596 - pyskl - INFO - Epoch [31][400/3746] lr: 9.039e-02, eta: 3 days, 6:43:49, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2619, top5_acc: 0.5136, loss_cls: 5.7445, loss: 5.7445 +2023-12-25 11:32:24,525 - pyskl - INFO - Epoch [31][500/3746] lr: 9.037e-02, eta: 3 days, 6:42:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2548, top5_acc: 0.5122, loss_cls: 5.7924, loss: 5.7924 +2023-12-25 11:33:24,276 - pyskl - INFO - Epoch [31][600/3746] lr: 9.035e-02, eta: 3 days, 6:41:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5147, loss_cls: 5.7348, loss: 5.7348 +2023-12-25 11:34:23,979 - pyskl - INFO - Epoch [31][700/3746] lr: 9.034e-02, eta: 3 days, 6:40:00, time: 0.597, data_time: 0.001, memory: 16180, top1_acc: 0.2552, top5_acc: 0.5030, loss_cls: 5.8104, loss: 5.8104 +2023-12-25 11:35:23,741 - pyskl - INFO - Epoch [31][800/3746] lr: 9.032e-02, eta: 3 days, 6:38:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2627, top5_acc: 0.5116, loss_cls: 5.7592, loss: 5.7592 +2023-12-25 11:36:23,224 - pyskl - INFO - Epoch [31][900/3746] lr: 9.030e-02, eta: 3 days, 6:37:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5184, loss_cls: 5.7562, loss: 5.7562 +2023-12-25 11:37:23,492 - pyskl - INFO - Epoch [31][1000/3746] lr: 9.029e-02, eta: 3 days, 6:36:12, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5097, loss_cls: 5.7565, loss: 5.7565 +2023-12-25 11:38:23,184 - pyskl - INFO - Epoch [31][1100/3746] lr: 9.027e-02, eta: 3 days, 6:34:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5139, loss_cls: 5.7634, loss: 5.7634 +2023-12-25 11:39:22,795 - pyskl - INFO - Epoch [31][1200/3746] lr: 9.025e-02, eta: 3 days, 6:33:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5120, loss_cls: 5.8145, loss: 5.8145 +2023-12-25 11:40:22,451 - pyskl - INFO - Epoch [31][1300/3746] lr: 9.024e-02, eta: 3 days, 6:32:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2652, top5_acc: 0.5106, loss_cls: 5.8019, loss: 5.8019 +2023-12-25 11:41:22,166 - pyskl - INFO - Epoch [31][1400/3746] lr: 9.022e-02, eta: 3 days, 6:31:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5164, loss_cls: 5.7437, loss: 5.7437 +2023-12-25 11:42:22,310 - pyskl - INFO - Epoch [31][1500/3746] lr: 9.020e-02, eta: 3 days, 6:29:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5178, loss_cls: 5.7666, loss: 5.7666 +2023-12-25 11:43:22,654 - pyskl - INFO - Epoch [31][1600/3746] lr: 9.019e-02, eta: 3 days, 6:28:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5114, loss_cls: 5.7769, loss: 5.7769 +2023-12-25 11:44:23,231 - pyskl - INFO - Epoch [31][1700/3746] lr: 9.017e-02, eta: 3 days, 6:27:24, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5081, loss_cls: 5.7765, loss: 5.7765 +2023-12-25 11:45:22,639 - pyskl - INFO - Epoch [31][1800/3746] lr: 9.015e-02, eta: 3 days, 6:26:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2620, top5_acc: 0.5155, loss_cls: 5.7514, loss: 5.7514 +2023-12-25 11:46:22,087 - pyskl - INFO - Epoch [31][1900/3746] lr: 9.014e-02, eta: 3 days, 6:24:49, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5053, loss_cls: 5.7813, loss: 5.7813 +2023-12-25 11:47:21,488 - pyskl - INFO - Epoch [31][2000/3746] lr: 9.012e-02, eta: 3 days, 6:23:32, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5217, loss_cls: 5.7319, loss: 5.7319 +2023-12-25 11:48:20,959 - pyskl - INFO - Epoch [31][2100/3746] lr: 9.010e-02, eta: 3 days, 6:22:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5147, loss_cls: 5.7653, loss: 5.7653 +2023-12-25 11:49:20,635 - pyskl - INFO - Epoch [31][2200/3746] lr: 9.009e-02, eta: 3 days, 6:20:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5167, loss_cls: 5.7260, loss: 5.7260 +2023-12-25 11:50:20,498 - pyskl - INFO - Epoch [31][2300/3746] lr: 9.007e-02, eta: 3 days, 6:19:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5080, loss_cls: 5.7977, loss: 5.7977 +2023-12-25 11:51:20,359 - pyskl - INFO - Epoch [31][2400/3746] lr: 9.005e-02, eta: 3 days, 6:18:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2537, top5_acc: 0.5048, loss_cls: 5.7996, loss: 5.7996 +2023-12-25 11:52:20,178 - pyskl - INFO - Epoch [31][2500/3746] lr: 9.004e-02, eta: 3 days, 6:17:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5117, loss_cls: 5.7901, loss: 5.7901 +2023-12-25 11:53:19,963 - pyskl - INFO - Epoch [31][2600/3746] lr: 9.002e-02, eta: 3 days, 6:15:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5184, loss_cls: 5.7558, loss: 5.7558 +2023-12-25 11:54:19,900 - pyskl - INFO - Epoch [31][2700/3746] lr: 9.000e-02, eta: 3 days, 6:14:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5153, loss_cls: 5.8128, loss: 5.8128 +2023-12-25 11:55:19,635 - pyskl - INFO - Epoch [31][2800/3746] lr: 8.999e-02, eta: 3 days, 6:13:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5148, loss_cls: 5.7917, loss: 5.7917 +2023-12-25 11:56:19,586 - pyskl - INFO - Epoch [31][2900/3746] lr: 8.997e-02, eta: 3 days, 6:12:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2487, top5_acc: 0.4991, loss_cls: 5.8314, loss: 5.8314 +2023-12-25 11:57:19,445 - pyskl - INFO - Epoch [31][3000/3746] lr: 8.995e-02, eta: 3 days, 6:10:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5120, loss_cls: 5.7549, loss: 5.7549 +2023-12-25 11:58:19,014 - pyskl - INFO - Epoch [31][3100/3746] lr: 8.994e-02, eta: 3 days, 6:09:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2508, top5_acc: 0.5097, loss_cls: 5.7967, loss: 5.7967 +2023-12-25 11:59:18,583 - pyskl - INFO - Epoch [31][3200/3746] lr: 8.992e-02, eta: 3 days, 6:08:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2500, top5_acc: 0.5008, loss_cls: 5.8141, loss: 5.8141 +2023-12-25 12:00:18,140 - pyskl - INFO - Epoch [31][3300/3746] lr: 8.990e-02, eta: 3 days, 6:07:06, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.4959, loss_cls: 5.8046, loss: 5.8046 +2023-12-25 12:01:18,625 - pyskl - INFO - Epoch [31][3400/3746] lr: 8.989e-02, eta: 3 days, 6:05:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5053, loss_cls: 5.7782, loss: 5.7782 +2023-12-25 12:02:18,373 - pyskl - INFO - Epoch [31][3500/3746] lr: 8.987e-02, eta: 3 days, 6:04:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5111, loss_cls: 5.7618, loss: 5.7618 +2023-12-25 12:03:17,982 - pyskl - INFO - Epoch [31][3600/3746] lr: 8.985e-02, eta: 3 days, 6:03:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5061, loss_cls: 5.7668, loss: 5.7668 +2023-12-25 12:04:17,774 - pyskl - INFO - Epoch [31][3700/3746] lr: 8.983e-02, eta: 3 days, 6:02:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5025, loss_cls: 5.7972, loss: 5.7972 +2023-12-25 12:04:47,834 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-25 12:06:52,448 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:06:53,492 - pyskl - INFO - +top1_acc 0.1936 +top5_acc 0.4144 +2023-12-25 12:06:53,492 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 12:06:53,532 - pyskl - INFO - +mean_acc 0.1933 +2023-12-25 12:06:53,541 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_26.pth was removed +2023-12-25 12:06:53,808 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_31.pth. +2023-12-25 12:06:53,809 - pyskl - INFO - Best top1_acc is 0.1936 at 31 epoch. +2023-12-25 12:06:53,817 - pyskl - INFO - Epoch(val) [31][309] top1_acc: 0.1936, top5_acc: 0.4144, mean_class_accuracy: 0.1933 +2023-12-25 12:10:12,969 - pyskl - INFO - Epoch [32][100/3746] lr: 8.981e-02, eta: 3 days, 6:07:25, time: 1.991, data_time: 1.396, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5130, loss_cls: 5.7598, loss: 5.7598 +2023-12-25 12:11:13,708 - pyskl - INFO - Epoch [32][200/3746] lr: 8.979e-02, eta: 3 days, 6:06:12, time: 0.607, data_time: 0.001, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5219, loss_cls: 5.7308, loss: 5.7308 +2023-12-25 12:12:13,371 - pyskl - INFO - Epoch [32][300/3746] lr: 8.978e-02, eta: 3 days, 6:04:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5164, loss_cls: 5.7168, loss: 5.7168 +2023-12-25 12:13:13,777 - pyskl - INFO - Epoch [32][400/3746] lr: 8.976e-02, eta: 3 days, 6:03:43, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5180, loss_cls: 5.7682, loss: 5.7682 +2023-12-25 12:14:14,183 - pyskl - INFO - Epoch [32][500/3746] lr: 8.974e-02, eta: 3 days, 6:02:29, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5109, loss_cls: 5.7474, loss: 5.7474 +2023-12-25 12:15:14,023 - pyskl - INFO - Epoch [32][600/3746] lr: 8.973e-02, eta: 3 days, 6:01:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5236, loss_cls: 5.7576, loss: 5.7576 +2023-12-25 12:16:13,728 - pyskl - INFO - Epoch [32][700/3746] lr: 8.971e-02, eta: 3 days, 5:59:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2536, top5_acc: 0.5005, loss_cls: 5.8129, loss: 5.8129 +2023-12-25 12:17:13,847 - pyskl - INFO - Epoch [32][800/3746] lr: 8.969e-02, eta: 3 days, 5:58:43, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5064, loss_cls: 5.7932, loss: 5.7932 +2023-12-25 12:18:13,750 - pyskl - INFO - Epoch [32][900/3746] lr: 8.967e-02, eta: 3 days, 5:57:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5033, loss_cls: 5.8064, loss: 5.8064 +2023-12-25 12:19:13,678 - pyskl - INFO - Epoch [32][1000/3746] lr: 8.966e-02, eta: 3 days, 5:56:13, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5109, loss_cls: 5.7774, loss: 5.7774 +2023-12-25 12:20:13,430 - pyskl - INFO - Epoch [32][1100/3746] lr: 8.964e-02, eta: 3 days, 5:54:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5162, loss_cls: 5.7493, loss: 5.7493 +2023-12-25 12:21:13,349 - pyskl - INFO - Epoch [32][1200/3746] lr: 8.962e-02, eta: 3 days, 5:53:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5078, loss_cls: 5.7693, loss: 5.7693 +2023-12-25 12:22:13,082 - pyskl - INFO - Epoch [32][1300/3746] lr: 8.961e-02, eta: 3 days, 5:52:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5078, loss_cls: 5.7850, loss: 5.7850 +2023-12-25 12:23:12,954 - pyskl - INFO - Epoch [32][1400/3746] lr: 8.959e-02, eta: 3 days, 5:51:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5108, loss_cls: 5.7501, loss: 5.7501 +2023-12-25 12:24:12,402 - pyskl - INFO - Epoch [32][1500/3746] lr: 8.957e-02, eta: 3 days, 5:49:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5059, loss_cls: 5.7722, loss: 5.7722 +2023-12-25 12:25:12,094 - pyskl - INFO - Epoch [32][1600/3746] lr: 8.955e-02, eta: 3 days, 5:48:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5247, loss_cls: 5.7227, loss: 5.7227 +2023-12-25 12:26:11,797 - pyskl - INFO - Epoch [32][1700/3746] lr: 8.954e-02, eta: 3 days, 5:47:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5123, loss_cls: 5.7886, loss: 5.7886 +2023-12-25 12:27:11,413 - pyskl - INFO - Epoch [32][1800/3746] lr: 8.952e-02, eta: 3 days, 5:46:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5195, loss_cls: 5.7708, loss: 5.7708 +2023-12-25 12:28:10,964 - pyskl - INFO - Epoch [32][1900/3746] lr: 8.950e-02, eta: 3 days, 5:44:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5108, loss_cls: 5.7752, loss: 5.7752 +2023-12-25 12:29:10,539 - pyskl - INFO - Epoch [32][2000/3746] lr: 8.949e-02, eta: 3 days, 5:43:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2564, top5_acc: 0.5106, loss_cls: 5.7942, loss: 5.7942 +2023-12-25 12:30:10,285 - pyskl - INFO - Epoch [32][2100/3746] lr: 8.947e-02, eta: 3 days, 5:42:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5095, loss_cls: 5.7739, loss: 5.7739 +2023-12-25 12:31:09,753 - pyskl - INFO - Epoch [32][2200/3746] lr: 8.945e-02, eta: 3 days, 5:41:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5173, loss_cls: 5.7325, loss: 5.7325 +2023-12-25 12:32:09,209 - pyskl - INFO - Epoch [32][2300/3746] lr: 8.943e-02, eta: 3 days, 5:39:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5189, loss_cls: 5.7502, loss: 5.7502 +2023-12-25 12:33:08,957 - pyskl - INFO - Epoch [32][2400/3746] lr: 8.942e-02, eta: 3 days, 5:38:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2597, top5_acc: 0.5066, loss_cls: 5.7962, loss: 5.7962 +2023-12-25 12:34:08,466 - pyskl - INFO - Epoch [32][2500/3746] lr: 8.940e-02, eta: 3 days, 5:37:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2530, top5_acc: 0.5030, loss_cls: 5.7961, loss: 5.7961 +2023-12-25 12:35:08,073 - pyskl - INFO - Epoch [32][2600/3746] lr: 8.938e-02, eta: 3 days, 5:35:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5134, loss_cls: 5.7633, loss: 5.7633 +2023-12-25 12:36:07,711 - pyskl - INFO - Epoch [32][2700/3746] lr: 8.937e-02, eta: 3 days, 5:34:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5170, loss_cls: 5.7701, loss: 5.7701 +2023-12-25 12:37:07,246 - pyskl - INFO - Epoch [32][2800/3746] lr: 8.935e-02, eta: 3 days, 5:33:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5152, loss_cls: 5.7646, loss: 5.7646 +2023-12-25 12:38:06,918 - pyskl - INFO - Epoch [32][2900/3746] lr: 8.933e-02, eta: 3 days, 5:32:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2562, top5_acc: 0.5117, loss_cls: 5.7920, loss: 5.7920 +2023-12-25 12:39:06,296 - pyskl - INFO - Epoch [32][3000/3746] lr: 8.931e-02, eta: 3 days, 5:30:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5141, loss_cls: 5.7950, loss: 5.7950 +2023-12-25 12:40:06,048 - pyskl - INFO - Epoch [32][3100/3746] lr: 8.930e-02, eta: 3 days, 5:29:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2494, top5_acc: 0.5072, loss_cls: 5.8169, loss: 5.8169 +2023-12-25 12:41:05,607 - pyskl - INFO - Epoch [32][3200/3746] lr: 8.928e-02, eta: 3 days, 5:28:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5183, loss_cls: 5.7469, loss: 5.7469 +2023-12-25 12:42:05,817 - pyskl - INFO - Epoch [32][3300/3746] lr: 8.926e-02, eta: 3 days, 5:27:10, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5205, loss_cls: 5.7535, loss: 5.7535 +2023-12-25 12:43:06,138 - pyskl - INFO - Epoch [32][3400/3746] lr: 8.924e-02, eta: 3 days, 5:25:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5077, loss_cls: 5.7621, loss: 5.7621 +2023-12-25 12:44:05,919 - pyskl - INFO - Epoch [32][3500/3746] lr: 8.923e-02, eta: 3 days, 5:24:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5208, loss_cls: 5.7198, loss: 5.7198 +2023-12-25 12:45:05,519 - pyskl - INFO - Epoch [32][3600/3746] lr: 8.921e-02, eta: 3 days, 5:23:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5091, loss_cls: 5.7839, loss: 5.7839 +2023-12-25 12:46:04,928 - pyskl - INFO - Epoch [32][3700/3746] lr: 8.919e-02, eta: 3 days, 5:22:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5209, loss_cls: 5.7592, loss: 5.7592 +2023-12-25 12:46:34,823 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-25 12:48:33,903 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 12:48:34,838 - pyskl - INFO - +top1_acc 0.1731 +top5_acc 0.3914 +2023-12-25 12:48:34,838 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 12:48:34,871 - pyskl - INFO - +mean_acc 0.1730 +2023-12-25 12:48:34,882 - pyskl - INFO - Epoch(val) [32][309] top1_acc: 0.1731, top5_acc: 0.3914, mean_class_accuracy: 0.1730 +2023-12-25 12:51:57,686 - pyskl - INFO - Epoch [33][100/3746] lr: 8.917e-02, eta: 3 days, 5:27:27, time: 2.028, data_time: 1.429, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5252, loss_cls: 5.6954, loss: 5.6954 +2023-12-25 12:52:58,246 - pyskl - INFO - Epoch [33][200/3746] lr: 8.915e-02, eta: 3 days, 5:26:14, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2759, top5_acc: 0.5319, loss_cls: 5.6856, loss: 5.6856 +2023-12-25 12:53:58,020 - pyskl - INFO - Epoch [33][300/3746] lr: 8.913e-02, eta: 3 days, 5:24:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5133, loss_cls: 5.7489, loss: 5.7489 +2023-12-25 12:54:58,297 - pyskl - INFO - Epoch [33][400/3746] lr: 8.912e-02, eta: 3 days, 5:23:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2653, top5_acc: 0.5148, loss_cls: 5.7246, loss: 5.7246 +2023-12-25 12:55:58,402 - pyskl - INFO - Epoch [33][500/3746] lr: 8.910e-02, eta: 3 days, 5:22:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5236, loss_cls: 5.7268, loss: 5.7268 +2023-12-25 12:56:58,719 - pyskl - INFO - Epoch [33][600/3746] lr: 8.908e-02, eta: 3 days, 5:21:18, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5078, loss_cls: 5.7934, loss: 5.7934 +2023-12-25 12:57:58,549 - pyskl - INFO - Epoch [33][700/3746] lr: 8.906e-02, eta: 3 days, 5:20:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5094, loss_cls: 5.7657, loss: 5.7657 +2023-12-25 12:58:58,331 - pyskl - INFO - Epoch [33][800/3746] lr: 8.905e-02, eta: 3 days, 5:18:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5216, loss_cls: 5.7414, loss: 5.7414 +2023-12-25 12:59:57,853 - pyskl - INFO - Epoch [33][900/3746] lr: 8.903e-02, eta: 3 days, 5:17:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2534, top5_acc: 0.5138, loss_cls: 5.7634, loss: 5.7634 +2023-12-25 13:00:57,322 - pyskl - INFO - Epoch [33][1000/3746] lr: 8.901e-02, eta: 3 days, 5:16:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5131, loss_cls: 5.7437, loss: 5.7437 +2023-12-25 13:01:56,712 - pyskl - INFO - Epoch [33][1100/3746] lr: 8.899e-02, eta: 3 days, 5:14:59, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5125, loss_cls: 5.7784, loss: 5.7784 +2023-12-25 13:02:55,995 - pyskl - INFO - Epoch [33][1200/3746] lr: 8.898e-02, eta: 3 days, 5:13:42, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5091, loss_cls: 5.7617, loss: 5.7617 +2023-12-25 13:03:55,499 - pyskl - INFO - Epoch [33][1300/3746] lr: 8.896e-02, eta: 3 days, 5:12:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5266, loss_cls: 5.7056, loss: 5.7056 +2023-12-25 13:04:55,187 - pyskl - INFO - Epoch [33][1400/3746] lr: 8.894e-02, eta: 3 days, 5:11:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5270, loss_cls: 5.7388, loss: 5.7388 +2023-12-25 13:05:54,654 - pyskl - INFO - Epoch [33][1500/3746] lr: 8.892e-02, eta: 3 days, 5:09:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5128, loss_cls: 5.7740, loss: 5.7740 +2023-12-25 13:06:55,091 - pyskl - INFO - Epoch [33][1600/3746] lr: 8.891e-02, eta: 3 days, 5:08:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5102, loss_cls: 5.7657, loss: 5.7657 +2023-12-25 13:07:55,662 - pyskl - INFO - Epoch [33][1700/3746] lr: 8.889e-02, eta: 3 days, 5:07:30, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5048, loss_cls: 5.7777, loss: 5.7777 +2023-12-25 13:08:55,503 - pyskl - INFO - Epoch [33][1800/3746] lr: 8.887e-02, eta: 3 days, 5:06:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2523, top5_acc: 0.5042, loss_cls: 5.7958, loss: 5.7958 +2023-12-25 13:09:55,485 - pyskl - INFO - Epoch [33][1900/3746] lr: 8.885e-02, eta: 3 days, 5:05:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2547, top5_acc: 0.5108, loss_cls: 5.7925, loss: 5.7925 +2023-12-25 13:10:55,810 - pyskl - INFO - Epoch [33][2000/3746] lr: 8.884e-02, eta: 3 days, 5:03:48, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5177, loss_cls: 5.7505, loss: 5.7505 +2023-12-25 13:11:55,620 - pyskl - INFO - Epoch [33][2100/3746] lr: 8.882e-02, eta: 3 days, 5:02:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5059, loss_cls: 5.7943, loss: 5.7943 +2023-12-25 13:12:55,217 - pyskl - INFO - Epoch [33][2200/3746] lr: 8.880e-02, eta: 3 days, 5:01:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5261, loss_cls: 5.7445, loss: 5.7445 +2023-12-25 13:13:55,162 - pyskl - INFO - Epoch [33][2300/3746] lr: 8.878e-02, eta: 3 days, 5:00:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5211, loss_cls: 5.7431, loss: 5.7431 +2023-12-25 13:14:55,007 - pyskl - INFO - Epoch [33][2400/3746] lr: 8.876e-02, eta: 3 days, 4:58:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5222, loss_cls: 5.7508, loss: 5.7508 +2023-12-25 13:15:54,673 - pyskl - INFO - Epoch [33][2500/3746] lr: 8.875e-02, eta: 3 days, 4:57:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5098, loss_cls: 5.7618, loss: 5.7618 +2023-12-25 13:16:54,105 - pyskl - INFO - Epoch [33][2600/3746] lr: 8.873e-02, eta: 3 days, 4:56:18, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5106, loss_cls: 5.7691, loss: 5.7691 +2023-12-25 13:17:53,691 - pyskl - INFO - Epoch [33][2700/3746] lr: 8.871e-02, eta: 3 days, 4:55:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2581, top5_acc: 0.5048, loss_cls: 5.7905, loss: 5.7905 +2023-12-25 13:18:53,281 - pyskl - INFO - Epoch [33][2800/3746] lr: 8.869e-02, eta: 3 days, 4:53:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2608, top5_acc: 0.5214, loss_cls: 5.7417, loss: 5.7417 +2023-12-25 13:19:53,315 - pyskl - INFO - Epoch [33][2900/3746] lr: 8.868e-02, eta: 3 days, 4:52:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2683, top5_acc: 0.5136, loss_cls: 5.7597, loss: 5.7597 +2023-12-25 13:20:53,205 - pyskl - INFO - Epoch [33][3000/3746] lr: 8.866e-02, eta: 3 days, 4:51:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5081, loss_cls: 5.7770, loss: 5.7770 +2023-12-25 13:21:52,943 - pyskl - INFO - Epoch [33][3100/3746] lr: 8.864e-02, eta: 3 days, 4:50:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5091, loss_cls: 5.7807, loss: 5.7807 +2023-12-25 13:22:52,726 - pyskl - INFO - Epoch [33][3200/3746] lr: 8.862e-02, eta: 3 days, 4:48:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.4947, loss_cls: 5.8527, loss: 5.8527 +2023-12-25 13:23:52,272 - pyskl - INFO - Epoch [33][3300/3746] lr: 8.861e-02, eta: 3 days, 4:47:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5122, loss_cls: 5.7614, loss: 5.7614 +2023-12-25 13:24:52,045 - pyskl - INFO - Epoch [33][3400/3746] lr: 8.859e-02, eta: 3 days, 4:46:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5197, loss_cls: 5.7569, loss: 5.7569 +2023-12-25 13:25:51,845 - pyskl - INFO - Epoch [33][3500/3746] lr: 8.857e-02, eta: 3 days, 4:45:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2516, top5_acc: 0.5042, loss_cls: 5.8125, loss: 5.8125 +2023-12-25 13:26:51,653 - pyskl - INFO - Epoch [33][3600/3746] lr: 8.855e-02, eta: 3 days, 4:43:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5078, loss_cls: 5.7873, loss: 5.7873 +2023-12-25 13:27:51,441 - pyskl - INFO - Epoch [33][3700/3746] lr: 8.853e-02, eta: 3 days, 4:42:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5081, loss_cls: 5.7855, loss: 5.7855 +2023-12-25 13:28:21,399 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-25 13:30:23,227 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 13:30:24,282 - pyskl - INFO - +top1_acc 0.1683 +top5_acc 0.3900 +2023-12-25 13:30:24,282 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 13:30:24,319 - pyskl - INFO - +mean_acc 0.1682 +2023-12-25 13:30:24,328 - pyskl - INFO - Epoch(val) [33][309] top1_acc: 0.1683, top5_acc: 0.3900, mean_class_accuracy: 0.1682 +2023-12-25 13:33:41,211 - pyskl - INFO - Epoch [34][100/3746] lr: 8.851e-02, eta: 3 days, 4:47:17, time: 1.969, data_time: 1.373, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5275, loss_cls: 5.6873, loss: 5.6873 +2023-12-25 13:34:41,404 - pyskl - INFO - Epoch [34][200/3746] lr: 8.849e-02, eta: 3 days, 4:46:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5244, loss_cls: 5.7102, loss: 5.7102 +2023-12-25 13:35:41,634 - pyskl - INFO - Epoch [34][300/3746] lr: 8.847e-02, eta: 3 days, 4:44:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5106, loss_cls: 5.7596, loss: 5.7596 +2023-12-25 13:36:41,799 - pyskl - INFO - Epoch [34][400/3746] lr: 8.845e-02, eta: 3 days, 4:43:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2527, top5_acc: 0.5103, loss_cls: 5.8004, loss: 5.8004 +2023-12-25 13:37:41,947 - pyskl - INFO - Epoch [34][500/3746] lr: 8.844e-02, eta: 3 days, 4:42:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5159, loss_cls: 5.7540, loss: 5.7540 +2023-12-25 13:38:41,497 - pyskl - INFO - Epoch [34][600/3746] lr: 8.842e-02, eta: 3 days, 4:41:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5152, loss_cls: 5.7564, loss: 5.7564 +2023-12-25 13:39:41,167 - pyskl - INFO - Epoch [34][700/3746] lr: 8.840e-02, eta: 3 days, 4:39:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5073, loss_cls: 5.7771, loss: 5.7771 +2023-12-25 13:40:41,016 - pyskl - INFO - Epoch [34][800/3746] lr: 8.838e-02, eta: 3 days, 4:38:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2475, top5_acc: 0.5078, loss_cls: 5.7731, loss: 5.7731 +2023-12-25 13:41:40,253 - pyskl - INFO - Epoch [34][900/3746] lr: 8.836e-02, eta: 3 days, 4:37:22, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5217, loss_cls: 5.7583, loss: 5.7583 +2023-12-25 13:42:39,706 - pyskl - INFO - Epoch [34][1000/3746] lr: 8.835e-02, eta: 3 days, 4:36:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5117, loss_cls: 5.7759, loss: 5.7759 +2023-12-25 13:43:39,296 - pyskl - INFO - Epoch [34][1100/3746] lr: 8.833e-02, eta: 3 days, 4:34:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5134, loss_cls: 5.7505, loss: 5.7505 +2023-12-25 13:44:39,004 - pyskl - INFO - Epoch [34][1200/3746] lr: 8.831e-02, eta: 3 days, 4:33:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5200, loss_cls: 5.7386, loss: 5.7386 +2023-12-25 13:45:38,604 - pyskl - INFO - Epoch [34][1300/3746] lr: 8.829e-02, eta: 3 days, 4:32:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5209, loss_cls: 5.7417, loss: 5.7417 +2023-12-25 13:46:38,176 - pyskl - INFO - Epoch [34][1400/3746] lr: 8.828e-02, eta: 3 days, 4:31:06, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5130, loss_cls: 5.7760, loss: 5.7760 +2023-12-25 13:47:37,371 - pyskl - INFO - Epoch [34][1500/3746] lr: 8.826e-02, eta: 3 days, 4:29:49, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5200, loss_cls: 5.7231, loss: 5.7231 +2023-12-25 13:48:36,716 - pyskl - INFO - Epoch [34][1600/3746] lr: 8.824e-02, eta: 3 days, 4:28:33, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5123, loss_cls: 5.7577, loss: 5.7577 +2023-12-25 13:49:36,406 - pyskl - INFO - Epoch [34][1700/3746] lr: 8.822e-02, eta: 3 days, 4:27:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5119, loss_cls: 5.7752, loss: 5.7752 +2023-12-25 13:50:35,683 - pyskl - INFO - Epoch [34][1800/3746] lr: 8.820e-02, eta: 3 days, 4:26:02, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5112, loss_cls: 5.7457, loss: 5.7457 +2023-12-25 13:51:35,143 - pyskl - INFO - Epoch [34][1900/3746] lr: 8.819e-02, eta: 3 days, 4:24:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5098, loss_cls: 5.7867, loss: 5.7867 +2023-12-25 13:52:34,597 - pyskl - INFO - Epoch [34][2000/3746] lr: 8.817e-02, eta: 3 days, 4:23:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5184, loss_cls: 5.7636, loss: 5.7636 +2023-12-25 13:53:34,170 - pyskl - INFO - Epoch [34][2100/3746] lr: 8.815e-02, eta: 3 days, 4:22:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2648, top5_acc: 0.5153, loss_cls: 5.7383, loss: 5.7383 +2023-12-25 13:54:33,705 - pyskl - INFO - Epoch [34][2200/3746] lr: 8.813e-02, eta: 3 days, 4:21:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5094, loss_cls: 5.7660, loss: 5.7660 +2023-12-25 13:55:33,298 - pyskl - INFO - Epoch [34][2300/3746] lr: 8.811e-02, eta: 3 days, 4:19:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2580, top5_acc: 0.5084, loss_cls: 5.7659, loss: 5.7659 +2023-12-25 13:56:32,947 - pyskl - INFO - Epoch [34][2400/3746] lr: 8.809e-02, eta: 3 days, 4:18:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5206, loss_cls: 5.7207, loss: 5.7207 +2023-12-25 13:57:33,018 - pyskl - INFO - Epoch [34][2500/3746] lr: 8.808e-02, eta: 3 days, 4:17:18, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5147, loss_cls: 5.7373, loss: 5.7373 +2023-12-25 13:58:32,566 - pyskl - INFO - Epoch [34][2600/3746] lr: 8.806e-02, eta: 3 days, 4:16:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5177, loss_cls: 5.7429, loss: 5.7429 +2023-12-25 13:59:32,379 - pyskl - INFO - Epoch [34][2700/3746] lr: 8.804e-02, eta: 3 days, 4:14:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5148, loss_cls: 5.7684, loss: 5.7684 +2023-12-25 14:00:31,855 - pyskl - INFO - Epoch [34][2800/3746] lr: 8.802e-02, eta: 3 days, 4:13:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2619, top5_acc: 0.5136, loss_cls: 5.7343, loss: 5.7343 +2023-12-25 14:01:31,419 - pyskl - INFO - Epoch [34][2900/3746] lr: 8.800e-02, eta: 3 days, 4:12:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5111, loss_cls: 5.7722, loss: 5.7722 +2023-12-25 14:02:30,847 - pyskl - INFO - Epoch [34][3000/3746] lr: 8.799e-02, eta: 3 days, 4:11:04, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5103, loss_cls: 5.7695, loss: 5.7695 +2023-12-25 14:03:30,422 - pyskl - INFO - Epoch [34][3100/3746] lr: 8.797e-02, eta: 3 days, 4:09:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5053, loss_cls: 5.7975, loss: 5.7975 +2023-12-25 14:04:30,052 - pyskl - INFO - Epoch [34][3200/3746] lr: 8.795e-02, eta: 3 days, 4:08:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5102, loss_cls: 5.7787, loss: 5.7787 +2023-12-25 14:05:30,669 - pyskl - INFO - Epoch [34][3300/3746] lr: 8.793e-02, eta: 3 days, 4:07:23, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2575, top5_acc: 0.5081, loss_cls: 5.7865, loss: 5.7865 +2023-12-25 14:06:31,309 - pyskl - INFO - Epoch [34][3400/3746] lr: 8.791e-02, eta: 3 days, 4:06:12, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5128, loss_cls: 5.7399, loss: 5.7399 +2023-12-25 14:07:31,338 - pyskl - INFO - Epoch [34][3500/3746] lr: 8.789e-02, eta: 3 days, 4:04:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5212, loss_cls: 5.7409, loss: 5.7409 +2023-12-25 14:08:31,000 - pyskl - INFO - Epoch [34][3600/3746] lr: 8.788e-02, eta: 3 days, 4:03:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5116, loss_cls: 5.7728, loss: 5.7728 +2023-12-25 14:09:31,067 - pyskl - INFO - Epoch [34][3700/3746] lr: 8.786e-02, eta: 3 days, 4:02:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5095, loss_cls: 5.7818, loss: 5.7818 +2023-12-25 14:10:01,187 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-25 14:12:02,303 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:12:03,342 - pyskl - INFO - +top1_acc 0.1658 +top5_acc 0.3773 +2023-12-25 14:12:03,343 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 14:12:03,383 - pyskl - INFO - +mean_acc 0.1660 +2023-12-25 14:12:03,393 - pyskl - INFO - Epoch(val) [34][309] top1_acc: 0.1658, top5_acc: 0.3773, mean_class_accuracy: 0.1660 +2023-12-25 14:15:24,602 - pyskl - INFO - Epoch [35][100/3746] lr: 8.783e-02, eta: 3 days, 4:07:12, time: 2.012, data_time: 1.417, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5198, loss_cls: 5.7142, loss: 5.7142 +2023-12-25 14:16:24,820 - pyskl - INFO - Epoch [35][200/3746] lr: 8.781e-02, eta: 3 days, 4:05:59, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5158, loss_cls: 5.7525, loss: 5.7525 +2023-12-25 14:17:25,269 - pyskl - INFO - Epoch [35][300/3746] lr: 8.780e-02, eta: 3 days, 4:04:47, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5170, loss_cls: 5.7757, loss: 5.7757 +2023-12-25 14:18:25,293 - pyskl - INFO - Epoch [35][400/3746] lr: 8.778e-02, eta: 3 days, 4:03:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5222, loss_cls: 5.7360, loss: 5.7360 +2023-12-25 14:19:25,865 - pyskl - INFO - Epoch [35][500/3746] lr: 8.776e-02, eta: 3 days, 4:02:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5162, loss_cls: 5.7511, loss: 5.7511 +2023-12-25 14:20:25,985 - pyskl - INFO - Epoch [35][600/3746] lr: 8.774e-02, eta: 3 days, 4:01:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5192, loss_cls: 5.7274, loss: 5.7274 +2023-12-25 14:21:25,816 - pyskl - INFO - Epoch [35][700/3746] lr: 8.772e-02, eta: 3 days, 3:59:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5266, loss_cls: 5.7194, loss: 5.7194 +2023-12-25 14:22:25,865 - pyskl - INFO - Epoch [35][800/3746] lr: 8.770e-02, eta: 3 days, 3:58:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.5092, loss_cls: 5.7885, loss: 5.7885 +2023-12-25 14:23:25,158 - pyskl - INFO - Epoch [35][900/3746] lr: 8.769e-02, eta: 3 days, 3:57:26, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2653, top5_acc: 0.5103, loss_cls: 5.7834, loss: 5.7834 +2023-12-25 14:24:24,732 - pyskl - INFO - Epoch [35][1000/3746] lr: 8.767e-02, eta: 3 days, 3:56:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5155, loss_cls: 5.7670, loss: 5.7670 +2023-12-25 14:25:24,616 - pyskl - INFO - Epoch [35][1100/3746] lr: 8.765e-02, eta: 3 days, 3:54:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5231, loss_cls: 5.7403, loss: 5.7403 +2023-12-25 14:26:24,370 - pyskl - INFO - Epoch [35][1200/3746] lr: 8.763e-02, eta: 3 days, 3:53:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5147, loss_cls: 5.7468, loss: 5.7468 +2023-12-25 14:27:24,284 - pyskl - INFO - Epoch [35][1300/3746] lr: 8.761e-02, eta: 3 days, 3:52:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5150, loss_cls: 5.7641, loss: 5.7641 +2023-12-25 14:28:24,085 - pyskl - INFO - Epoch [35][1400/3746] lr: 8.759e-02, eta: 3 days, 3:51:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5152, loss_cls: 5.7715, loss: 5.7715 +2023-12-25 14:29:24,687 - pyskl - INFO - Epoch [35][1500/3746] lr: 8.757e-02, eta: 3 days, 3:50:04, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5162, loss_cls: 5.7691, loss: 5.7691 +2023-12-25 14:30:24,464 - pyskl - INFO - Epoch [35][1600/3746] lr: 8.756e-02, eta: 3 days, 3:48:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2584, top5_acc: 0.5091, loss_cls: 5.7800, loss: 5.7800 +2023-12-25 14:31:24,098 - pyskl - INFO - Epoch [35][1700/3746] lr: 8.754e-02, eta: 3 days, 3:47:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5164, loss_cls: 5.7287, loss: 5.7287 +2023-12-25 14:32:24,067 - pyskl - INFO - Epoch [35][1800/3746] lr: 8.752e-02, eta: 3 days, 3:46:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2600, top5_acc: 0.5080, loss_cls: 5.7493, loss: 5.7493 +2023-12-25 14:33:23,672 - pyskl - INFO - Epoch [35][1900/3746] lr: 8.750e-02, eta: 3 days, 3:45:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5089, loss_cls: 5.7819, loss: 5.7819 +2023-12-25 14:34:23,249 - pyskl - INFO - Epoch [35][2000/3746] lr: 8.748e-02, eta: 3 days, 3:43:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2572, top5_acc: 0.5039, loss_cls: 5.7939, loss: 5.7939 +2023-12-25 14:35:22,696 - pyskl - INFO - Epoch [35][2100/3746] lr: 8.746e-02, eta: 3 days, 3:42:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5238, loss_cls: 5.6927, loss: 5.6927 +2023-12-25 14:36:22,283 - pyskl - INFO - Epoch [35][2200/3746] lr: 8.745e-02, eta: 3 days, 3:41:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5167, loss_cls: 5.7640, loss: 5.7640 +2023-12-25 14:37:21,939 - pyskl - INFO - Epoch [35][2300/3746] lr: 8.743e-02, eta: 3 days, 3:40:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5128, loss_cls: 5.7573, loss: 5.7573 +2023-12-25 14:38:21,392 - pyskl - INFO - Epoch [35][2400/3746] lr: 8.741e-02, eta: 3 days, 3:38:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5128, loss_cls: 5.7530, loss: 5.7530 +2023-12-25 14:39:21,367 - pyskl - INFO - Epoch [35][2500/3746] lr: 8.739e-02, eta: 3 days, 3:37:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5095, loss_cls: 5.7880, loss: 5.7880 +2023-12-25 14:40:21,274 - pyskl - INFO - Epoch [35][2600/3746] lr: 8.737e-02, eta: 3 days, 3:36:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5131, loss_cls: 5.7602, loss: 5.7602 +2023-12-25 14:41:21,012 - pyskl - INFO - Epoch [35][2700/3746] lr: 8.735e-02, eta: 3 days, 3:35:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5275, loss_cls: 5.7016, loss: 5.7016 +2023-12-25 14:42:21,690 - pyskl - INFO - Epoch [35][2800/3746] lr: 8.733e-02, eta: 3 days, 3:34:03, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5077, loss_cls: 5.7712, loss: 5.7712 +2023-12-25 14:43:21,392 - pyskl - INFO - Epoch [35][2900/3746] lr: 8.732e-02, eta: 3 days, 3:32:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2609, top5_acc: 0.5173, loss_cls: 5.7362, loss: 5.7362 +2023-12-25 14:44:20,920 - pyskl - INFO - Epoch [35][3000/3746] lr: 8.730e-02, eta: 3 days, 3:31:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5162, loss_cls: 5.7631, loss: 5.7631 +2023-12-25 14:45:20,686 - pyskl - INFO - Epoch [35][3100/3746] lr: 8.728e-02, eta: 3 days, 3:30:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5238, loss_cls: 5.7346, loss: 5.7346 +2023-12-25 14:46:20,834 - pyskl - INFO - Epoch [35][3200/3746] lr: 8.726e-02, eta: 3 days, 3:29:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5097, loss_cls: 5.7740, loss: 5.7740 +2023-12-25 14:47:20,542 - pyskl - INFO - Epoch [35][3300/3746] lr: 8.724e-02, eta: 3 days, 3:27:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2555, top5_acc: 0.5031, loss_cls: 5.7927, loss: 5.7927 +2023-12-25 14:48:20,296 - pyskl - INFO - Epoch [35][3400/3746] lr: 8.722e-02, eta: 3 days, 3:26:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5147, loss_cls: 5.7353, loss: 5.7353 +2023-12-25 14:49:20,344 - pyskl - INFO - Epoch [35][3500/3746] lr: 8.720e-02, eta: 3 days, 3:25:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5164, loss_cls: 5.7807, loss: 5.7807 +2023-12-25 14:50:20,467 - pyskl - INFO - Epoch [35][3600/3746] lr: 8.718e-02, eta: 3 days, 3:24:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5111, loss_cls: 5.7584, loss: 5.7584 +2023-12-25 14:51:21,001 - pyskl - INFO - Epoch [35][3700/3746] lr: 8.717e-02, eta: 3 days, 3:23:05, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5225, loss_cls: 5.7155, loss: 5.7155 +2023-12-25 14:51:51,807 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-25 14:53:50,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 14:53:51,943 - pyskl - INFO - +top1_acc 0.1692 +top5_acc 0.3937 +2023-12-25 14:53:51,943 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 14:53:52,000 - pyskl - INFO - +mean_acc 0.1691 +2023-12-25 14:53:52,022 - pyskl - INFO - Epoch(val) [35][309] top1_acc: 0.1692, top5_acc: 0.3937, mean_class_accuracy: 0.1691 +2023-12-25 14:57:12,197 - pyskl - INFO - Epoch [36][100/3746] lr: 8.714e-02, eta: 3 days, 3:27:28, time: 2.002, data_time: 1.402, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5220, loss_cls: 5.7175, loss: 5.7175 +2023-12-25 14:58:11,984 - pyskl - INFO - Epoch [36][200/3746] lr: 8.712e-02, eta: 3 days, 3:26:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5292, loss_cls: 5.6934, loss: 5.6934 +2023-12-25 14:59:12,453 - pyskl - INFO - Epoch [36][300/3746] lr: 8.710e-02, eta: 3 days, 3:25:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5209, loss_cls: 5.7398, loss: 5.7398 +2023-12-25 15:00:12,273 - pyskl - INFO - Epoch [36][400/3746] lr: 8.708e-02, eta: 3 days, 3:23:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5188, loss_cls: 5.7230, loss: 5.7230 +2023-12-25 15:01:12,303 - pyskl - INFO - Epoch [36][500/3746] lr: 8.706e-02, eta: 3 days, 3:22:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2709, top5_acc: 0.5189, loss_cls: 5.7381, loss: 5.7381 +2023-12-25 15:02:12,323 - pyskl - INFO - Epoch [36][600/3746] lr: 8.704e-02, eta: 3 days, 3:21:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5097, loss_cls: 5.7873, loss: 5.7873 +2023-12-25 15:03:12,296 - pyskl - INFO - Epoch [36][700/3746] lr: 8.703e-02, eta: 3 days, 3:20:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2627, top5_acc: 0.5183, loss_cls: 5.7202, loss: 5.7202 +2023-12-25 15:04:12,089 - pyskl - INFO - Epoch [36][800/3746] lr: 8.701e-02, eta: 3 days, 3:18:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5208, loss_cls: 5.7667, loss: 5.7667 +2023-12-25 15:05:11,823 - pyskl - INFO - Epoch [36][900/3746] lr: 8.699e-02, eta: 3 days, 3:17:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5211, loss_cls: 5.7029, loss: 5.7029 +2023-12-25 15:06:11,535 - pyskl - INFO - Epoch [36][1000/3746] lr: 8.697e-02, eta: 3 days, 3:16:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2470, top5_acc: 0.4981, loss_cls: 5.8088, loss: 5.8088 +2023-12-25 15:07:11,660 - pyskl - INFO - Epoch [36][1100/3746] lr: 8.695e-02, eta: 3 days, 3:15:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5128, loss_cls: 5.7562, loss: 5.7562 +2023-12-25 15:08:11,161 - pyskl - INFO - Epoch [36][1200/3746] lr: 8.693e-02, eta: 3 days, 3:14:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2559, top5_acc: 0.5122, loss_cls: 5.7704, loss: 5.7704 +2023-12-25 15:09:10,865 - pyskl - INFO - Epoch [36][1300/3746] lr: 8.691e-02, eta: 3 days, 3:12:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5245, loss_cls: 5.7010, loss: 5.7010 +2023-12-25 15:10:10,493 - pyskl - INFO - Epoch [36][1400/3746] lr: 8.689e-02, eta: 3 days, 3:11:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5148, loss_cls: 5.7374, loss: 5.7374 +2023-12-25 15:11:10,334 - pyskl - INFO - Epoch [36][1500/3746] lr: 8.688e-02, eta: 3 days, 3:10:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5228, loss_cls: 5.7231, loss: 5.7231 +2023-12-25 15:12:10,105 - pyskl - INFO - Epoch [36][1600/3746] lr: 8.686e-02, eta: 3 days, 3:09:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2578, top5_acc: 0.5103, loss_cls: 5.7766, loss: 5.7766 +2023-12-25 15:13:10,417 - pyskl - INFO - Epoch [36][1700/3746] lr: 8.684e-02, eta: 3 days, 3:07:54, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5211, loss_cls: 5.7248, loss: 5.7248 +2023-12-25 15:14:10,794 - pyskl - INFO - Epoch [36][1800/3746] lr: 8.682e-02, eta: 3 days, 3:06:43, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2492, top5_acc: 0.5089, loss_cls: 5.7878, loss: 5.7878 +2023-12-25 15:15:10,252 - pyskl - INFO - Epoch [36][1900/3746] lr: 8.680e-02, eta: 3 days, 3:05:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5205, loss_cls: 5.7242, loss: 5.7242 +2023-12-25 15:16:09,807 - pyskl - INFO - Epoch [36][2000/3746] lr: 8.678e-02, eta: 3 days, 3:04:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5198, loss_cls: 5.7299, loss: 5.7299 +2023-12-25 15:17:09,431 - pyskl - INFO - Epoch [36][2100/3746] lr: 8.676e-02, eta: 3 days, 3:03:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5155, loss_cls: 5.7671, loss: 5.7671 +2023-12-25 15:18:08,741 - pyskl - INFO - Epoch [36][2200/3746] lr: 8.674e-02, eta: 3 days, 3:01:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5197, loss_cls: 5.7170, loss: 5.7170 +2023-12-25 15:19:08,293 - pyskl - INFO - Epoch [36][2300/3746] lr: 8.672e-02, eta: 3 days, 3:00:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5073, loss_cls: 5.7720, loss: 5.7720 +2023-12-25 15:20:07,872 - pyskl - INFO - Epoch [36][2400/3746] lr: 8.671e-02, eta: 3 days, 2:59:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5228, loss_cls: 5.7000, loss: 5.7000 +2023-12-25 15:21:07,479 - pyskl - INFO - Epoch [36][2500/3746] lr: 8.669e-02, eta: 3 days, 2:58:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5159, loss_cls: 5.7584, loss: 5.7584 +2023-12-25 15:22:06,951 - pyskl - INFO - Epoch [36][2600/3746] lr: 8.667e-02, eta: 3 days, 2:56:48, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5106, loss_cls: 5.7679, loss: 5.7679 +2023-12-25 15:23:06,714 - pyskl - INFO - Epoch [36][2700/3746] lr: 8.665e-02, eta: 3 days, 2:55:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2580, top5_acc: 0.5094, loss_cls: 5.7668, loss: 5.7668 +2023-12-25 15:24:06,299 - pyskl - INFO - Epoch [36][2800/3746] lr: 8.663e-02, eta: 3 days, 2:54:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5100, loss_cls: 5.7778, loss: 5.7778 +2023-12-25 15:25:06,052 - pyskl - INFO - Epoch [36][2900/3746] lr: 8.661e-02, eta: 3 days, 2:53:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2691, top5_acc: 0.5216, loss_cls: 5.7345, loss: 5.7345 +2023-12-25 15:26:05,591 - pyskl - INFO - Epoch [36][3000/3746] lr: 8.659e-02, eta: 3 days, 2:51:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5214, loss_cls: 5.7443, loss: 5.7443 +2023-12-25 15:27:05,723 - pyskl - INFO - Epoch [36][3100/3746] lr: 8.657e-02, eta: 3 days, 2:50:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5198, loss_cls: 5.7334, loss: 5.7334 +2023-12-25 15:28:06,246 - pyskl - INFO - Epoch [36][3200/3746] lr: 8.655e-02, eta: 3 days, 2:49:30, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5134, loss_cls: 5.7390, loss: 5.7390 +2023-12-25 15:29:06,701 - pyskl - INFO - Epoch [36][3300/3746] lr: 8.653e-02, eta: 3 days, 2:48:19, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5217, loss_cls: 5.7493, loss: 5.7493 +2023-12-25 15:30:06,595 - pyskl - INFO - Epoch [36][3400/3746] lr: 8.651e-02, eta: 3 days, 2:47:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5106, loss_cls: 5.7567, loss: 5.7567 +2023-12-25 15:31:06,785 - pyskl - INFO - Epoch [36][3500/3746] lr: 8.650e-02, eta: 3 days, 2:45:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5158, loss_cls: 5.7577, loss: 5.7577 +2023-12-25 15:32:07,777 - pyskl - INFO - Epoch [36][3600/3746] lr: 8.648e-02, eta: 3 days, 2:44:45, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5116, loss_cls: 5.7479, loss: 5.7479 +2023-12-25 15:33:07,820 - pyskl - INFO - Epoch [36][3700/3746] lr: 8.646e-02, eta: 3 days, 2:43:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5125, loss_cls: 5.7634, loss: 5.7634 +2023-12-25 15:33:37,632 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-25 15:35:40,442 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 15:35:41,503 - pyskl - INFO - +top1_acc 0.2031 +top5_acc 0.4371 +2023-12-25 15:35:41,503 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 15:35:41,540 - pyskl - INFO - +mean_acc 0.2030 +2023-12-25 15:35:41,546 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_31.pth was removed +2023-12-25 15:35:41,841 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. +2023-12-25 15:35:41,842 - pyskl - INFO - Best top1_acc is 0.2031 at 36 epoch. +2023-12-25 15:35:41,851 - pyskl - INFO - Epoch(val) [36][309] top1_acc: 0.2031, top5_acc: 0.4371, mean_class_accuracy: 0.2030 +2023-12-25 15:39:02,548 - pyskl - INFO - Epoch [37][100/3746] lr: 8.643e-02, eta: 3 days, 2:47:45, time: 2.007, data_time: 1.409, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5317, loss_cls: 5.6711, loss: 5.6711 +2023-12-25 15:40:02,792 - pyskl - INFO - Epoch [37][200/3746] lr: 8.641e-02, eta: 3 days, 2:46:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5223, loss_cls: 5.7235, loss: 5.7235 +2023-12-25 15:41:03,467 - pyskl - INFO - Epoch [37][300/3746] lr: 8.639e-02, eta: 3 days, 2:45:22, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5258, loss_cls: 5.7215, loss: 5.7215 +2023-12-25 15:42:03,225 - pyskl - INFO - Epoch [37][400/3746] lr: 8.637e-02, eta: 3 days, 2:44:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2606, top5_acc: 0.5170, loss_cls: 5.7520, loss: 5.7520 +2023-12-25 15:43:03,525 - pyskl - INFO - Epoch [37][500/3746] lr: 8.635e-02, eta: 3 days, 2:42:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2622, top5_acc: 0.5114, loss_cls: 5.7616, loss: 5.7616 +2023-12-25 15:44:03,475 - pyskl - INFO - Epoch [37][600/3746] lr: 8.633e-02, eta: 3 days, 2:41:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5203, loss_cls: 5.7082, loss: 5.7082 +2023-12-25 15:45:03,158 - pyskl - INFO - Epoch [37][700/3746] lr: 8.631e-02, eta: 3 days, 2:40:31, time: 0.597, data_time: 0.001, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5247, loss_cls: 5.6964, loss: 5.6964 +2023-12-25 15:46:02,948 - pyskl - INFO - Epoch [37][800/3746] lr: 8.630e-02, eta: 3 days, 2:39:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5145, loss_cls: 5.7519, loss: 5.7519 +2023-12-25 15:47:02,785 - pyskl - INFO - Epoch [37][900/3746] lr: 8.628e-02, eta: 3 days, 2:38:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5247, loss_cls: 5.7095, loss: 5.7095 +2023-12-25 15:48:02,115 - pyskl - INFO - Epoch [37][1000/3746] lr: 8.626e-02, eta: 3 days, 2:36:49, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5192, loss_cls: 5.7331, loss: 5.7331 +2023-12-25 15:49:01,728 - pyskl - INFO - Epoch [37][1100/3746] lr: 8.624e-02, eta: 3 days, 2:35:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5152, loss_cls: 5.7368, loss: 5.7368 +2023-12-25 15:50:01,253 - pyskl - INFO - Epoch [37][1200/3746] lr: 8.622e-02, eta: 3 days, 2:34:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2541, top5_acc: 0.5061, loss_cls: 5.7852, loss: 5.7852 +2023-12-25 15:51:00,695 - pyskl - INFO - Epoch [37][1300/3746] lr: 8.620e-02, eta: 3 days, 2:33:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5212, loss_cls: 5.7206, loss: 5.7206 +2023-12-25 15:52:00,170 - pyskl - INFO - Epoch [37][1400/3746] lr: 8.618e-02, eta: 3 days, 2:31:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5239, loss_cls: 5.7309, loss: 5.7309 +2023-12-25 15:52:59,781 - pyskl - INFO - Epoch [37][1500/3746] lr: 8.616e-02, eta: 3 days, 2:30:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5200, loss_cls: 5.7325, loss: 5.7325 +2023-12-25 15:53:59,614 - pyskl - INFO - Epoch [37][1600/3746] lr: 8.614e-02, eta: 3 days, 2:29:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5192, loss_cls: 5.7319, loss: 5.7319 +2023-12-25 15:54:59,036 - pyskl - INFO - Epoch [37][1700/3746] lr: 8.612e-02, eta: 3 days, 2:28:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5192, loss_cls: 5.7515, loss: 5.7515 +2023-12-25 15:55:58,731 - pyskl - INFO - Epoch [37][1800/3746] lr: 8.610e-02, eta: 3 days, 2:26:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5272, loss_cls: 5.6790, loss: 5.6790 +2023-12-25 15:56:58,195 - pyskl - INFO - Epoch [37][1900/3746] lr: 8.608e-02, eta: 3 days, 2:25:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5216, loss_cls: 5.7643, loss: 5.7643 +2023-12-25 15:57:57,733 - pyskl - INFO - Epoch [37][2000/3746] lr: 8.606e-02, eta: 3 days, 2:24:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5172, loss_cls: 5.7139, loss: 5.7139 +2023-12-25 15:58:57,018 - pyskl - INFO - Epoch [37][2100/3746] lr: 8.604e-02, eta: 3 days, 2:23:16, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5234, loss_cls: 5.7602, loss: 5.7602 +2023-12-25 15:59:56,604 - pyskl - INFO - Epoch [37][2200/3746] lr: 8.602e-02, eta: 3 days, 2:22:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5283, loss_cls: 5.7038, loss: 5.7038 +2023-12-25 16:00:56,323 - pyskl - INFO - Epoch [37][2300/3746] lr: 8.601e-02, eta: 3 days, 2:20:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2759, top5_acc: 0.5273, loss_cls: 5.7314, loss: 5.7314 +2023-12-25 16:01:55,924 - pyskl - INFO - Epoch [37][2400/3746] lr: 8.599e-02, eta: 3 days, 2:19:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2655, top5_acc: 0.5139, loss_cls: 5.7491, loss: 5.7491 +2023-12-25 16:02:55,416 - pyskl - INFO - Epoch [37][2500/3746] lr: 8.597e-02, eta: 3 days, 2:18:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2617, top5_acc: 0.5122, loss_cls: 5.7537, loss: 5.7537 +2023-12-25 16:03:54,900 - pyskl - INFO - Epoch [37][2600/3746] lr: 8.595e-02, eta: 3 days, 2:17:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2583, top5_acc: 0.5147, loss_cls: 5.7640, loss: 5.7640 +2023-12-25 16:04:54,751 - pyskl - INFO - Epoch [37][2700/3746] lr: 8.593e-02, eta: 3 days, 2:15:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5211, loss_cls: 5.7323, loss: 5.7323 +2023-12-25 16:05:54,289 - pyskl - INFO - Epoch [37][2800/3746] lr: 8.591e-02, eta: 3 days, 2:14:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2573, top5_acc: 0.5164, loss_cls: 5.7692, loss: 5.7692 +2023-12-25 16:06:53,785 - pyskl - INFO - Epoch [37][2900/3746] lr: 8.589e-02, eta: 3 days, 2:13:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5184, loss_cls: 5.7191, loss: 5.7191 +2023-12-25 16:07:53,210 - pyskl - INFO - Epoch [37][3000/3746] lr: 8.587e-02, eta: 3 days, 2:12:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5133, loss_cls: 5.7447, loss: 5.7447 +2023-12-25 16:08:52,811 - pyskl - INFO - Epoch [37][3100/3746] lr: 8.585e-02, eta: 3 days, 2:11:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5202, loss_cls: 5.7401, loss: 5.7401 +2023-12-25 16:09:52,372 - pyskl - INFO - Epoch [37][3200/3746] lr: 8.583e-02, eta: 3 days, 2:09:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5223, loss_cls: 5.7063, loss: 5.7063 +2023-12-25 16:10:52,009 - pyskl - INFO - Epoch [37][3300/3746] lr: 8.581e-02, eta: 3 days, 2:08:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5152, loss_cls: 5.7546, loss: 5.7546 +2023-12-25 16:11:51,703 - pyskl - INFO - Epoch [37][3400/3746] lr: 8.579e-02, eta: 3 days, 2:07:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2577, top5_acc: 0.5197, loss_cls: 5.7340, loss: 5.7340 +2023-12-25 16:12:51,300 - pyskl - INFO - Epoch [37][3500/3746] lr: 8.577e-02, eta: 3 days, 2:06:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2653, top5_acc: 0.5209, loss_cls: 5.7630, loss: 5.7630 +2023-12-25 16:13:51,032 - pyskl - INFO - Epoch [37][3600/3746] lr: 8.575e-02, eta: 3 days, 2:04:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2594, top5_acc: 0.5050, loss_cls: 5.7872, loss: 5.7872 +2023-12-25 16:14:51,605 - pyskl - INFO - Epoch [37][3700/3746] lr: 8.573e-02, eta: 3 days, 2:03:44, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5123, loss_cls: 5.7638, loss: 5.7638 +2023-12-25 16:15:21,832 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-25 16:17:19,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:17:20,145 - pyskl - INFO - +top1_acc 0.1894 +top5_acc 0.4142 +2023-12-25 16:17:20,145 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 16:17:20,186 - pyskl - INFO - +mean_acc 0.1892 +2023-12-25 16:17:20,195 - pyskl - INFO - Epoch(val) [37][309] top1_acc: 0.1894, top5_acc: 0.4142, mean_class_accuracy: 0.1892 +2023-12-25 16:20:36,494 - pyskl - INFO - Epoch [38][100/3746] lr: 8.570e-02, eta: 3 days, 2:07:30, time: 1.963, data_time: 1.366, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5253, loss_cls: 5.6796, loss: 5.6796 +2023-12-25 16:21:36,131 - pyskl - INFO - Epoch [38][200/3746] lr: 8.568e-02, eta: 3 days, 2:06:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5303, loss_cls: 5.6651, loss: 5.6651 +2023-12-25 16:22:36,881 - pyskl - INFO - Epoch [38][300/3746] lr: 8.567e-02, eta: 3 days, 2:05:06, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5273, loss_cls: 5.7173, loss: 5.7173 +2023-12-25 16:23:36,549 - pyskl - INFO - Epoch [38][400/3746] lr: 8.565e-02, eta: 3 days, 2:03:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5111, loss_cls: 5.7161, loss: 5.7161 +2023-12-25 16:24:37,008 - pyskl - INFO - Epoch [38][500/3746] lr: 8.563e-02, eta: 3 days, 2:02:42, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2528, top5_acc: 0.5200, loss_cls: 5.7509, loss: 5.7509 +2023-12-25 16:25:36,991 - pyskl - INFO - Epoch [38][600/3746] lr: 8.561e-02, eta: 3 days, 2:01:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5256, loss_cls: 5.7141, loss: 5.7141 +2023-12-25 16:26:36,915 - pyskl - INFO - Epoch [38][700/3746] lr: 8.559e-02, eta: 3 days, 2:00:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2586, top5_acc: 0.5120, loss_cls: 5.7763, loss: 5.7763 +2023-12-25 16:27:36,563 - pyskl - INFO - Epoch [38][800/3746] lr: 8.557e-02, eta: 3 days, 1:59:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5238, loss_cls: 5.7222, loss: 5.7222 +2023-12-25 16:28:36,641 - pyskl - INFO - Epoch [38][900/3746] lr: 8.555e-02, eta: 3 days, 1:57:52, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5172, loss_cls: 5.7397, loss: 5.7397 +2023-12-25 16:29:36,302 - pyskl - INFO - Epoch [38][1000/3746] lr: 8.553e-02, eta: 3 days, 1:56:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5277, loss_cls: 5.6827, loss: 5.6827 +2023-12-25 16:30:35,832 - pyskl - INFO - Epoch [38][1100/3746] lr: 8.551e-02, eta: 3 days, 1:55:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5197, loss_cls: 5.7183, loss: 5.7183 +2023-12-25 16:31:35,408 - pyskl - INFO - Epoch [38][1200/3746] lr: 8.549e-02, eta: 3 days, 1:54:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2558, top5_acc: 0.5075, loss_cls: 5.7776, loss: 5.7776 +2023-12-25 16:32:35,084 - pyskl - INFO - Epoch [38][1300/3746] lr: 8.547e-02, eta: 3 days, 1:52:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5236, loss_cls: 5.7129, loss: 5.7129 +2023-12-25 16:33:34,586 - pyskl - INFO - Epoch [38][1400/3746] lr: 8.545e-02, eta: 3 days, 1:51:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5186, loss_cls: 5.7440, loss: 5.7440 +2023-12-25 16:34:34,216 - pyskl - INFO - Epoch [38][1500/3746] lr: 8.543e-02, eta: 3 days, 1:50:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2566, top5_acc: 0.5203, loss_cls: 5.7604, loss: 5.7604 +2023-12-25 16:35:33,752 - pyskl - INFO - Epoch [38][1600/3746] lr: 8.541e-02, eta: 3 days, 1:49:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5216, loss_cls: 5.7631, loss: 5.7631 +2023-12-25 16:36:33,442 - pyskl - INFO - Epoch [38][1700/3746] lr: 8.539e-02, eta: 3 days, 1:48:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5180, loss_cls: 5.7391, loss: 5.7391 +2023-12-25 16:37:32,826 - pyskl - INFO - Epoch [38][1800/3746] lr: 8.537e-02, eta: 3 days, 1:46:51, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5056, loss_cls: 5.7583, loss: 5.7583 +2023-12-25 16:38:32,423 - pyskl - INFO - Epoch [38][1900/3746] lr: 8.535e-02, eta: 3 days, 1:45:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5167, loss_cls: 5.7388, loss: 5.7388 +2023-12-25 16:39:31,777 - pyskl - INFO - Epoch [38][2000/3746] lr: 8.533e-02, eta: 3 days, 1:44:24, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5283, loss_cls: 5.7072, loss: 5.7072 +2023-12-25 16:40:32,414 - pyskl - INFO - Epoch [38][2100/3746] lr: 8.531e-02, eta: 3 days, 1:43:14, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5162, loss_cls: 5.7530, loss: 5.7530 +2023-12-25 16:41:32,008 - pyskl - INFO - Epoch [38][2200/3746] lr: 8.529e-02, eta: 3 days, 1:42:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5170, loss_cls: 5.7550, loss: 5.7550 +2023-12-25 16:42:32,029 - pyskl - INFO - Epoch [38][2300/3746] lr: 8.527e-02, eta: 3 days, 1:40:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5181, loss_cls: 5.7681, loss: 5.7681 +2023-12-25 16:43:32,912 - pyskl - INFO - Epoch [38][2400/3746] lr: 8.525e-02, eta: 3 days, 1:39:39, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2620, top5_acc: 0.5145, loss_cls: 5.7293, loss: 5.7293 +2023-12-25 16:44:32,949 - pyskl - INFO - Epoch [38][2500/3746] lr: 8.523e-02, eta: 3 days, 1:38:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5328, loss_cls: 5.6873, loss: 5.6873 +2023-12-25 16:45:33,399 - pyskl - INFO - Epoch [38][2600/3746] lr: 8.521e-02, eta: 3 days, 1:37:17, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5175, loss_cls: 5.7381, loss: 5.7381 +2023-12-25 16:46:33,214 - pyskl - INFO - Epoch [38][2700/3746] lr: 8.519e-02, eta: 3 days, 1:36:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2569, top5_acc: 0.5084, loss_cls: 5.7875, loss: 5.7875 +2023-12-25 16:47:32,868 - pyskl - INFO - Epoch [38][2800/3746] lr: 8.517e-02, eta: 3 days, 1:34:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5233, loss_cls: 5.7397, loss: 5.7397 +2023-12-25 16:48:32,767 - pyskl - INFO - Epoch [38][2900/3746] lr: 8.515e-02, eta: 3 days, 1:33:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5108, loss_cls: 5.7422, loss: 5.7422 +2023-12-25 16:49:32,416 - pyskl - INFO - Epoch [38][3000/3746] lr: 8.513e-02, eta: 3 days, 1:32:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5178, loss_cls: 5.6980, loss: 5.6980 +2023-12-25 16:50:32,213 - pyskl - INFO - Epoch [38][3100/3746] lr: 8.511e-02, eta: 3 days, 1:31:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5203, loss_cls: 5.7118, loss: 5.7118 +2023-12-25 16:51:31,854 - pyskl - INFO - Epoch [38][3200/3746] lr: 8.509e-02, eta: 3 days, 1:30:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2623, top5_acc: 0.5184, loss_cls: 5.7698, loss: 5.7698 +2023-12-25 16:52:31,691 - pyskl - INFO - Epoch [38][3300/3746] lr: 8.507e-02, eta: 3 days, 1:28:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5106, loss_cls: 5.7626, loss: 5.7626 +2023-12-25 16:53:31,581 - pyskl - INFO - Epoch [38][3400/3746] lr: 8.505e-02, eta: 3 days, 1:27:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5209, loss_cls: 5.7439, loss: 5.7439 +2023-12-25 16:54:31,156 - pyskl - INFO - Epoch [38][3500/3746] lr: 8.503e-02, eta: 3 days, 1:26:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5234, loss_cls: 5.7243, loss: 5.7243 +2023-12-25 16:55:30,852 - pyskl - INFO - Epoch [38][3600/3746] lr: 8.501e-02, eta: 3 days, 1:25:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5105, loss_cls: 5.7556, loss: 5.7556 +2023-12-25 16:56:30,734 - pyskl - INFO - Epoch [38][3700/3746] lr: 8.499e-02, eta: 3 days, 1:23:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5170, loss_cls: 5.7469, loss: 5.7469 +2023-12-25 16:57:01,493 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-25 16:59:02,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 16:59:03,486 - pyskl - INFO - +top1_acc 0.1857 +top5_acc 0.4133 +2023-12-25 16:59:03,486 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 16:59:03,518 - pyskl - INFO - +mean_acc 0.1854 +2023-12-25 16:59:03,527 - pyskl - INFO - Epoch(val) [38][309] top1_acc: 0.1857, top5_acc: 0.4133, mean_class_accuracy: 0.1854 +2023-12-25 17:02:28,916 - pyskl - INFO - Epoch [39][100/3746] lr: 8.496e-02, eta: 3 days, 1:28:01, time: 2.054, data_time: 1.455, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5159, loss_cls: 5.6951, loss: 5.6951 +2023-12-25 17:03:28,759 - pyskl - INFO - Epoch [39][200/3746] lr: 8.494e-02, eta: 3 days, 1:26:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5227, loss_cls: 5.7001, loss: 5.7001 +2023-12-25 17:04:29,559 - pyskl - INFO - Epoch [39][300/3746] lr: 8.492e-02, eta: 3 days, 1:25:38, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5348, loss_cls: 5.6847, loss: 5.6847 +2023-12-25 17:05:29,847 - pyskl - INFO - Epoch [39][400/3746] lr: 8.490e-02, eta: 3 days, 1:24:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5216, loss_cls: 5.7260, loss: 5.7260 +2023-12-25 17:06:29,857 - pyskl - INFO - Epoch [39][500/3746] lr: 8.488e-02, eta: 3 days, 1:23:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5192, loss_cls: 5.7216, loss: 5.7216 +2023-12-25 17:07:30,366 - pyskl - INFO - Epoch [39][600/3746] lr: 8.486e-02, eta: 3 days, 1:22:05, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5234, loss_cls: 5.7132, loss: 5.7132 +2023-12-25 17:08:30,053 - pyskl - INFO - Epoch [39][700/3746] lr: 8.484e-02, eta: 3 days, 1:20:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5194, loss_cls: 5.7335, loss: 5.7335 +2023-12-25 17:09:29,599 - pyskl - INFO - Epoch [39][800/3746] lr: 8.482e-02, eta: 3 days, 1:19:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5350, loss_cls: 5.6949, loss: 5.6949 +2023-12-25 17:10:29,874 - pyskl - INFO - Epoch [39][900/3746] lr: 8.480e-02, eta: 3 days, 1:18:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5167, loss_cls: 5.7344, loss: 5.7344 +2023-12-25 17:11:29,283 - pyskl - INFO - Epoch [39][1000/3746] lr: 8.478e-02, eta: 3 days, 1:17:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5334, loss_cls: 5.6849, loss: 5.6849 +2023-12-25 17:12:28,856 - pyskl - INFO - Epoch [39][1100/3746] lr: 8.476e-02, eta: 3 days, 1:16:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5411, loss_cls: 5.6589, loss: 5.6589 +2023-12-25 17:13:28,553 - pyskl - INFO - Epoch [39][1200/3746] lr: 8.474e-02, eta: 3 days, 1:14:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2767, top5_acc: 0.5197, loss_cls: 5.7189, loss: 5.7189 +2023-12-25 17:14:28,315 - pyskl - INFO - Epoch [39][1300/3746] lr: 8.472e-02, eta: 3 days, 1:13:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5106, loss_cls: 5.7308, loss: 5.7308 +2023-12-25 17:15:28,247 - pyskl - INFO - Epoch [39][1400/3746] lr: 8.470e-02, eta: 3 days, 1:12:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5205, loss_cls: 5.7441, loss: 5.7441 +2023-12-25 17:16:28,408 - pyskl - INFO - Epoch [39][1500/3746] lr: 8.468e-02, eta: 3 days, 1:11:12, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5081, loss_cls: 5.7622, loss: 5.7622 +2023-12-25 17:17:29,038 - pyskl - INFO - Epoch [39][1600/3746] lr: 8.466e-02, eta: 3 days, 1:10:02, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2561, top5_acc: 0.5161, loss_cls: 5.7625, loss: 5.7625 +2023-12-25 17:18:29,210 - pyskl - INFO - Epoch [39][1700/3746] lr: 8.464e-02, eta: 3 days, 1:08:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5159, loss_cls: 5.7335, loss: 5.7335 +2023-12-25 17:19:29,223 - pyskl - INFO - Epoch [39][1800/3746] lr: 8.462e-02, eta: 3 days, 1:07:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5259, loss_cls: 5.7124, loss: 5.7124 +2023-12-25 17:20:29,032 - pyskl - INFO - Epoch [39][1900/3746] lr: 8.460e-02, eta: 3 days, 1:06:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5127, loss_cls: 5.7828, loss: 5.7828 +2023-12-25 17:21:29,578 - pyskl - INFO - Epoch [39][2000/3746] lr: 8.458e-02, eta: 3 days, 1:05:16, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2591, top5_acc: 0.5128, loss_cls: 5.7407, loss: 5.7407 +2023-12-25 17:22:29,699 - pyskl - INFO - Epoch [39][2100/3746] lr: 8.456e-02, eta: 3 days, 1:04:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2525, top5_acc: 0.5150, loss_cls: 5.7664, loss: 5.7664 +2023-12-25 17:23:29,448 - pyskl - INFO - Epoch [39][2200/3746] lr: 8.454e-02, eta: 3 days, 1:02:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5191, loss_cls: 5.7219, loss: 5.7219 +2023-12-25 17:24:29,409 - pyskl - INFO - Epoch [39][2300/3746] lr: 8.452e-02, eta: 3 days, 1:01:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5256, loss_cls: 5.7063, loss: 5.7063 +2023-12-25 17:25:29,084 - pyskl - INFO - Epoch [39][2400/3746] lr: 8.450e-02, eta: 3 days, 1:00:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5053, loss_cls: 5.7872, loss: 5.7872 +2023-12-25 17:26:28,897 - pyskl - INFO - Epoch [39][2500/3746] lr: 8.448e-02, eta: 3 days, 0:59:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5252, loss_cls: 5.7004, loss: 5.7004 +2023-12-25 17:27:28,286 - pyskl - INFO - Epoch [39][2600/3746] lr: 8.446e-02, eta: 3 days, 0:58:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5231, loss_cls: 5.7203, loss: 5.7203 +2023-12-25 17:28:27,811 - pyskl - INFO - Epoch [39][2700/3746] lr: 8.444e-02, eta: 3 days, 0:56:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5198, loss_cls: 5.7386, loss: 5.7386 +2023-12-25 17:29:27,316 - pyskl - INFO - Epoch [39][2800/3746] lr: 8.442e-02, eta: 3 days, 0:55:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5045, loss_cls: 5.7909, loss: 5.7909 +2023-12-25 17:30:26,745 - pyskl - INFO - Epoch [39][2900/3746] lr: 8.440e-02, eta: 3 days, 0:54:23, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5216, loss_cls: 5.7336, loss: 5.7336 +2023-12-25 17:31:26,181 - pyskl - INFO - Epoch [39][3000/3746] lr: 8.438e-02, eta: 3 days, 0:53:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5236, loss_cls: 5.7072, loss: 5.7072 +2023-12-25 17:32:25,631 - pyskl - INFO - Epoch [39][3100/3746] lr: 8.436e-02, eta: 3 days, 0:51:57, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2641, top5_acc: 0.5219, loss_cls: 5.7395, loss: 5.7395 +2023-12-25 17:33:25,275 - pyskl - INFO - Epoch [39][3200/3746] lr: 8.434e-02, eta: 3 days, 0:50:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5258, loss_cls: 5.7051, loss: 5.7051 +2023-12-25 17:34:24,681 - pyskl - INFO - Epoch [39][3300/3746] lr: 8.432e-02, eta: 3 days, 0:49:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2703, top5_acc: 0.5189, loss_cls: 5.7174, loss: 5.7174 +2023-12-25 17:35:24,541 - pyskl - INFO - Epoch [39][3400/3746] lr: 8.430e-02, eta: 3 days, 0:48:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5100, loss_cls: 5.7625, loss: 5.7625 +2023-12-25 17:36:24,479 - pyskl - INFO - Epoch [39][3500/3746] lr: 8.428e-02, eta: 3 days, 0:47:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2659, top5_acc: 0.5122, loss_cls: 5.7350, loss: 5.7350 +2023-12-25 17:37:24,188 - pyskl - INFO - Epoch [39][3600/3746] lr: 8.426e-02, eta: 3 days, 0:45:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5150, loss_cls: 5.7593, loss: 5.7593 +2023-12-25 17:38:24,313 - pyskl - INFO - Epoch [39][3700/3746] lr: 8.424e-02, eta: 3 days, 0:44:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5225, loss_cls: 5.7198, loss: 5.7198 +2023-12-25 17:38:54,196 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-25 17:40:55,235 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 17:40:56,312 - pyskl - INFO - +top1_acc 0.1780 +top5_acc 0.4049 +2023-12-25 17:40:56,312 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 17:40:56,349 - pyskl - INFO - +mean_acc 0.1778 +2023-12-25 17:40:56,357 - pyskl - INFO - Epoch(val) [39][309] top1_acc: 0.1780, top5_acc: 0.4049, mean_class_accuracy: 0.1778 +2023-12-25 17:44:17,683 - pyskl - INFO - Epoch [40][100/3746] lr: 8.421e-02, eta: 3 days, 0:48:23, time: 2.013, data_time: 1.416, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5305, loss_cls: 5.7057, loss: 5.7057 +2023-12-25 17:45:17,140 - pyskl - INFO - Epoch [40][200/3746] lr: 8.419e-02, eta: 3 days, 0:47:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5297, loss_cls: 5.6961, loss: 5.6961 +2023-12-25 17:46:17,692 - pyskl - INFO - Epoch [40][300/3746] lr: 8.417e-02, eta: 3 days, 0:46:00, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5233, loss_cls: 5.7030, loss: 5.7030 +2023-12-25 17:47:18,069 - pyskl - INFO - Epoch [40][400/3746] lr: 8.415e-02, eta: 3 days, 0:44:49, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5256, loss_cls: 5.6795, loss: 5.6795 +2023-12-25 17:48:17,840 - pyskl - INFO - Epoch [40][500/3746] lr: 8.413e-02, eta: 3 days, 0:43:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2619, top5_acc: 0.5169, loss_cls: 5.7402, loss: 5.7402 +2023-12-25 17:49:18,186 - pyskl - INFO - Epoch [40][600/3746] lr: 8.411e-02, eta: 3 days, 0:42:26, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5192, loss_cls: 5.7168, loss: 5.7168 +2023-12-25 17:50:18,573 - pyskl - INFO - Epoch [40][700/3746] lr: 8.408e-02, eta: 3 days, 0:41:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5270, loss_cls: 5.6911, loss: 5.6911 +2023-12-25 17:51:18,334 - pyskl - INFO - Epoch [40][800/3746] lr: 8.406e-02, eta: 3 days, 0:40:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5298, loss_cls: 5.6835, loss: 5.6835 +2023-12-25 17:52:18,347 - pyskl - INFO - Epoch [40][900/3746] lr: 8.404e-02, eta: 3 days, 0:38:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5350, loss_cls: 5.6594, loss: 5.6594 +2023-12-25 17:53:17,866 - pyskl - INFO - Epoch [40][1000/3746] lr: 8.402e-02, eta: 3 days, 0:37:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5255, loss_cls: 5.7003, loss: 5.7003 +2023-12-25 17:54:17,652 - pyskl - INFO - Epoch [40][1100/3746] lr: 8.400e-02, eta: 3 days, 0:36:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5286, loss_cls: 5.7188, loss: 5.7188 +2023-12-25 17:55:17,357 - pyskl - INFO - Epoch [40][1200/3746] lr: 8.398e-02, eta: 3 days, 0:35:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5203, loss_cls: 5.7094, loss: 5.7094 +2023-12-25 17:56:17,041 - pyskl - INFO - Epoch [40][1300/3746] lr: 8.396e-02, eta: 3 days, 0:34:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2611, top5_acc: 0.5180, loss_cls: 5.7503, loss: 5.7503 +2023-12-25 17:57:16,694 - pyskl - INFO - Epoch [40][1400/3746] lr: 8.394e-02, eta: 3 days, 0:32:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5166, loss_cls: 5.7534, loss: 5.7534 +2023-12-25 17:58:16,859 - pyskl - INFO - Epoch [40][1500/3746] lr: 8.392e-02, eta: 3 days, 0:31:38, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5203, loss_cls: 5.7349, loss: 5.7349 +2023-12-25 17:59:17,237 - pyskl - INFO - Epoch [40][1600/3746] lr: 8.390e-02, eta: 3 days, 0:30:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5244, loss_cls: 5.7171, loss: 5.7171 +2023-12-25 18:00:17,187 - pyskl - INFO - Epoch [40][1700/3746] lr: 8.388e-02, eta: 3 days, 0:29:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5266, loss_cls: 5.7114, loss: 5.7114 +2023-12-25 18:01:17,009 - pyskl - INFO - Epoch [40][1800/3746] lr: 8.386e-02, eta: 3 days, 0:28:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5258, loss_cls: 5.7052, loss: 5.7052 +2023-12-25 18:02:17,158 - pyskl - INFO - Epoch [40][1900/3746] lr: 8.384e-02, eta: 3 days, 0:26:53, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5203, loss_cls: 5.7364, loss: 5.7364 +2023-12-25 18:03:17,083 - pyskl - INFO - Epoch [40][2000/3746] lr: 8.382e-02, eta: 3 days, 0:25:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2598, top5_acc: 0.5242, loss_cls: 5.7299, loss: 5.7299 +2023-12-25 18:04:17,778 - pyskl - INFO - Epoch [40][2100/3746] lr: 8.380e-02, eta: 3 days, 0:24:32, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5241, loss_cls: 5.7184, loss: 5.7184 +2023-12-25 18:05:18,658 - pyskl - INFO - Epoch [40][2200/3746] lr: 8.378e-02, eta: 3 days, 0:23:23, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5142, loss_cls: 5.7723, loss: 5.7723 +2023-12-25 18:06:19,090 - pyskl - INFO - Epoch [40][2300/3746] lr: 8.376e-02, eta: 3 days, 0:22:13, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5242, loss_cls: 5.7197, loss: 5.7197 +2023-12-25 18:07:18,826 - pyskl - INFO - Epoch [40][2400/3746] lr: 8.374e-02, eta: 3 days, 0:21:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5297, loss_cls: 5.6755, loss: 5.6755 +2023-12-25 18:08:18,707 - pyskl - INFO - Epoch [40][2500/3746] lr: 8.371e-02, eta: 3 days, 0:19:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5206, loss_cls: 5.7097, loss: 5.7097 +2023-12-25 18:09:18,379 - pyskl - INFO - Epoch [40][2600/3746] lr: 8.369e-02, eta: 3 days, 0:18:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5244, loss_cls: 5.7052, loss: 5.7052 +2023-12-25 18:10:18,224 - pyskl - INFO - Epoch [40][2700/3746] lr: 8.367e-02, eta: 3 days, 0:17:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5303, loss_cls: 5.6892, loss: 5.6892 +2023-12-25 18:11:17,702 - pyskl - INFO - Epoch [40][2800/3746] lr: 8.365e-02, eta: 3 days, 0:16:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5170, loss_cls: 5.7319, loss: 5.7319 +2023-12-25 18:12:17,289 - pyskl - INFO - Epoch [40][2900/3746] lr: 8.363e-02, eta: 3 days, 0:15:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5197, loss_cls: 5.7396, loss: 5.7396 +2023-12-25 18:13:16,794 - pyskl - INFO - Epoch [40][3000/3746] lr: 8.361e-02, eta: 3 days, 0:13:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5233, loss_cls: 5.7094, loss: 5.7094 +2023-12-25 18:14:16,324 - pyskl - INFO - Epoch [40][3100/3746] lr: 8.359e-02, eta: 3 days, 0:12:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5348, loss_cls: 5.6880, loss: 5.6880 +2023-12-25 18:15:16,229 - pyskl - INFO - Epoch [40][3200/3746] lr: 8.357e-02, eta: 3 days, 0:11:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2595, top5_acc: 0.5105, loss_cls: 5.7408, loss: 5.7408 +2023-12-25 18:16:15,725 - pyskl - INFO - Epoch [40][3300/3746] lr: 8.355e-02, eta: 3 days, 0:10:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5144, loss_cls: 5.7575, loss: 5.7575 +2023-12-25 18:17:15,250 - pyskl - INFO - Epoch [40][3400/3746] lr: 8.353e-02, eta: 3 days, 0:08:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2637, top5_acc: 0.5123, loss_cls: 5.7917, loss: 5.7917 +2023-12-25 18:18:16,153 - pyskl - INFO - Epoch [40][3500/3746] lr: 8.351e-02, eta: 3 days, 0:07:49, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5162, loss_cls: 5.7234, loss: 5.7234 +2023-12-25 18:19:16,793 - pyskl - INFO - Epoch [40][3600/3746] lr: 8.349e-02, eta: 3 days, 0:06:40, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2716, top5_acc: 0.5272, loss_cls: 5.7176, loss: 5.7176 +2023-12-25 18:20:17,159 - pyskl - INFO - Epoch [40][3700/3746] lr: 8.347e-02, eta: 3 days, 0:05:30, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5177, loss_cls: 5.7451, loss: 5.7451 +2023-12-25 18:20:46,937 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-25 18:22:49,332 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 18:22:50,105 - pyskl - INFO - +top1_acc 0.1863 +top5_acc 0.4144 +2023-12-25 18:22:50,105 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 18:22:50,142 - pyskl - INFO - +mean_acc 0.1863 +2023-12-25 18:22:50,151 - pyskl - INFO - Epoch(val) [40][309] top1_acc: 0.1863, top5_acc: 0.4144, mean_class_accuracy: 0.1863 +2023-12-25 18:26:09,871 - pyskl - INFO - Epoch [41][100/3746] lr: 8.344e-02, eta: 3 days, 0:08:54, time: 1.997, data_time: 1.403, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5361, loss_cls: 5.6331, loss: 5.6331 +2023-12-25 18:27:09,486 - pyskl - INFO - Epoch [41][200/3746] lr: 8.342e-02, eta: 3 days, 0:07:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2703, top5_acc: 0.5234, loss_cls: 5.6924, loss: 5.6924 +2023-12-25 18:28:09,888 - pyskl - INFO - Epoch [41][300/3746] lr: 8.339e-02, eta: 3 days, 0:06:31, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5211, loss_cls: 5.7067, loss: 5.7067 +2023-12-25 18:29:10,406 - pyskl - INFO - Epoch [41][400/3746] lr: 8.337e-02, eta: 3 days, 0:05:21, time: 0.605, data_time: 0.001, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5323, loss_cls: 5.6607, loss: 5.6607 +2023-12-25 18:30:10,105 - pyskl - INFO - Epoch [41][500/3746] lr: 8.335e-02, eta: 3 days, 0:04:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5286, loss_cls: 5.6883, loss: 5.6883 +2023-12-25 18:31:10,681 - pyskl - INFO - Epoch [41][600/3746] lr: 8.333e-02, eta: 3 days, 0:02:59, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2602, top5_acc: 0.5206, loss_cls: 5.7278, loss: 5.7278 +2023-12-25 18:32:10,852 - pyskl - INFO - Epoch [41][700/3746] lr: 8.331e-02, eta: 3 days, 0:01:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5255, loss_cls: 5.7206, loss: 5.7206 +2023-12-25 18:33:10,336 - pyskl - INFO - Epoch [41][800/3746] lr: 8.329e-02, eta: 3 days, 0:00:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5377, loss_cls: 5.6598, loss: 5.6598 +2023-12-25 18:34:09,810 - pyskl - INFO - Epoch [41][900/3746] lr: 8.327e-02, eta: 2 days, 23:59:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5227, loss_cls: 5.6971, loss: 5.6971 +2023-12-25 18:35:09,872 - pyskl - INFO - Epoch [41][1000/3746] lr: 8.325e-02, eta: 2 days, 23:58:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5219, loss_cls: 5.7196, loss: 5.7196 +2023-12-25 18:36:09,387 - pyskl - INFO - Epoch [41][1100/3746] lr: 8.323e-02, eta: 2 days, 23:56:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5158, loss_cls: 5.7574, loss: 5.7574 +2023-12-25 18:37:09,005 - pyskl - INFO - Epoch [41][1200/3746] lr: 8.321e-02, eta: 2 days, 23:55:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5262, loss_cls: 5.7097, loss: 5.7097 +2023-12-25 18:38:08,476 - pyskl - INFO - Epoch [41][1300/3746] lr: 8.319e-02, eta: 2 days, 23:54:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5377, loss_cls: 5.6706, loss: 5.6706 +2023-12-25 18:39:08,863 - pyskl - INFO - Epoch [41][1400/3746] lr: 8.316e-02, eta: 2 days, 23:53:24, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5212, loss_cls: 5.7382, loss: 5.7382 +2023-12-25 18:40:08,533 - pyskl - INFO - Epoch [41][1500/3746] lr: 8.314e-02, eta: 2 days, 23:52:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5081, loss_cls: 5.7501, loss: 5.7501 +2023-12-25 18:41:08,068 - pyskl - INFO - Epoch [41][1600/3746] lr: 8.312e-02, eta: 2 days, 23:50:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5231, loss_cls: 5.7335, loss: 5.7335 +2023-12-25 18:42:07,935 - pyskl - INFO - Epoch [41][1700/3746] lr: 8.310e-02, eta: 2 days, 23:49:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2645, top5_acc: 0.5300, loss_cls: 5.6765, loss: 5.6765 +2023-12-25 18:43:07,493 - pyskl - INFO - Epoch [41][1800/3746] lr: 8.308e-02, eta: 2 days, 23:48:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2634, top5_acc: 0.5261, loss_cls: 5.7167, loss: 5.7167 +2023-12-25 18:44:07,027 - pyskl - INFO - Epoch [41][1900/3746] lr: 8.306e-02, eta: 2 days, 23:47:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5211, loss_cls: 5.7193, loss: 5.7193 +2023-12-25 18:45:06,815 - pyskl - INFO - Epoch [41][2000/3746] lr: 8.304e-02, eta: 2 days, 23:46:11, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5219, loss_cls: 5.7122, loss: 5.7122 +2023-12-25 18:46:06,351 - pyskl - INFO - Epoch [41][2100/3746] lr: 8.302e-02, eta: 2 days, 23:44:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5227, loss_cls: 5.7506, loss: 5.7506 +2023-12-25 18:47:05,866 - pyskl - INFO - Epoch [41][2200/3746] lr: 8.300e-02, eta: 2 days, 23:43:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5219, loss_cls: 5.7355, loss: 5.7355 +2023-12-25 18:48:05,573 - pyskl - INFO - Epoch [41][2300/3746] lr: 8.298e-02, eta: 2 days, 23:42:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5217, loss_cls: 5.7106, loss: 5.7106 +2023-12-25 18:49:05,487 - pyskl - INFO - Epoch [41][2400/3746] lr: 8.296e-02, eta: 2 days, 23:41:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5105, loss_cls: 5.7520, loss: 5.7520 +2023-12-25 18:50:05,115 - pyskl - INFO - Epoch [41][2500/3746] lr: 8.293e-02, eta: 2 days, 23:40:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5148, loss_cls: 5.7327, loss: 5.7327 +2023-12-25 18:51:04,614 - pyskl - INFO - Epoch [41][2600/3746] lr: 8.291e-02, eta: 2 days, 23:38:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5283, loss_cls: 5.6983, loss: 5.6983 +2023-12-25 18:52:04,078 - pyskl - INFO - Epoch [41][2700/3746] lr: 8.289e-02, eta: 2 days, 23:37:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5225, loss_cls: 5.7420, loss: 5.7420 +2023-12-25 18:53:03,884 - pyskl - INFO - Epoch [41][2800/3746] lr: 8.287e-02, eta: 2 days, 23:36:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5206, loss_cls: 5.7447, loss: 5.7447 +2023-12-25 18:54:03,573 - pyskl - INFO - Epoch [41][2900/3746] lr: 8.285e-02, eta: 2 days, 23:35:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5203, loss_cls: 5.7534, loss: 5.7534 +2023-12-25 18:55:03,513 - pyskl - INFO - Epoch [41][3000/3746] lr: 8.283e-02, eta: 2 days, 23:34:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2670, top5_acc: 0.5103, loss_cls: 5.7512, loss: 5.7512 +2023-12-25 18:56:03,241 - pyskl - INFO - Epoch [41][3100/3746] lr: 8.281e-02, eta: 2 days, 23:33:00, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5184, loss_cls: 5.7335, loss: 5.7335 +2023-12-25 18:57:03,089 - pyskl - INFO - Epoch [41][3200/3746] lr: 8.279e-02, eta: 2 days, 23:31:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5283, loss_cls: 5.6966, loss: 5.6966 +2023-12-25 18:58:02,948 - pyskl - INFO - Epoch [41][3300/3746] lr: 8.277e-02, eta: 2 days, 23:30:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5244, loss_cls: 5.7107, loss: 5.7107 +2023-12-25 18:59:02,572 - pyskl - INFO - Epoch [41][3400/3746] lr: 8.274e-02, eta: 2 days, 23:29:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5098, loss_cls: 5.7694, loss: 5.7694 +2023-12-25 19:00:02,278 - pyskl - INFO - Epoch [41][3500/3746] lr: 8.272e-02, eta: 2 days, 23:28:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5162, loss_cls: 5.7125, loss: 5.7125 +2023-12-25 19:01:01,959 - pyskl - INFO - Epoch [41][3600/3746] lr: 8.270e-02, eta: 2 days, 23:27:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2759, top5_acc: 0.5394, loss_cls: 5.6641, loss: 5.6641 +2023-12-25 19:02:01,843 - pyskl - INFO - Epoch [41][3700/3746] lr: 8.268e-02, eta: 2 days, 23:25:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5277, loss_cls: 5.7069, loss: 5.7069 +2023-12-25 19:02:32,767 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-25 19:04:33,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:04:35,007 - pyskl - INFO - +top1_acc 0.2079 +top5_acc 0.4391 +2023-12-25 19:04:35,007 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 19:04:35,050 - pyskl - INFO - +mean_acc 0.2077 +2023-12-25 19:04:35,059 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_36.pth was removed +2023-12-25 19:04:35,423 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2023-12-25 19:04:35,424 - pyskl - INFO - Best top1_acc is 0.2079 at 41 epoch. +2023-12-25 19:04:35,436 - pyskl - INFO - Epoch(val) [41][309] top1_acc: 0.2079, top5_acc: 0.4391, mean_class_accuracy: 0.2077 +2023-12-25 19:07:56,933 - pyskl - INFO - Epoch [42][100/3746] lr: 8.265e-02, eta: 2 days, 23:29:10, time: 2.015, data_time: 1.417, memory: 16180, top1_acc: 0.2872, top5_acc: 0.5356, loss_cls: 5.6144, loss: 5.6144 +2023-12-25 19:08:56,212 - pyskl - INFO - Epoch [42][200/3746] lr: 8.263e-02, eta: 2 days, 23:27:57, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2669, top5_acc: 0.5288, loss_cls: 5.6821, loss: 5.6821 +2023-12-25 19:09:56,582 - pyskl - INFO - Epoch [42][300/3746] lr: 8.261e-02, eta: 2 days, 23:26:47, time: 0.604, data_time: 0.001, memory: 16180, top1_acc: 0.2597, top5_acc: 0.5191, loss_cls: 5.7191, loss: 5.7191 +2023-12-25 19:10:56,990 - pyskl - INFO - Epoch [42][400/3746] lr: 8.259e-02, eta: 2 days, 23:25:37, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5328, loss_cls: 5.6756, loss: 5.6756 +2023-12-25 19:11:56,793 - pyskl - INFO - Epoch [42][500/3746] lr: 8.257e-02, eta: 2 days, 23:24:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5227, loss_cls: 5.7069, loss: 5.7069 +2023-12-25 19:12:56,916 - pyskl - INFO - Epoch [42][600/3746] lr: 8.254e-02, eta: 2 days, 23:23:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2809, top5_acc: 0.5219, loss_cls: 5.7135, loss: 5.7135 +2023-12-25 19:13:57,573 - pyskl - INFO - Epoch [42][700/3746] lr: 8.252e-02, eta: 2 days, 23:22:05, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2612, top5_acc: 0.5162, loss_cls: 5.7455, loss: 5.7455 +2023-12-25 19:14:57,719 - pyskl - INFO - Epoch [42][800/3746] lr: 8.250e-02, eta: 2 days, 23:20:55, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2605, top5_acc: 0.5130, loss_cls: 5.7294, loss: 5.7294 +2023-12-25 19:15:57,439 - pyskl - INFO - Epoch [42][900/3746] lr: 8.248e-02, eta: 2 days, 23:19:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5166, loss_cls: 5.7540, loss: 5.7540 +2023-12-25 19:16:57,234 - pyskl - INFO - Epoch [42][1000/3746] lr: 8.246e-02, eta: 2 days, 23:18:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5275, loss_cls: 5.6886, loss: 5.6886 +2023-12-25 19:17:56,771 - pyskl - INFO - Epoch [42][1100/3746] lr: 8.244e-02, eta: 2 days, 23:17:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5370, loss_cls: 5.6827, loss: 5.6827 +2023-12-25 19:18:56,558 - pyskl - INFO - Epoch [42][1200/3746] lr: 8.242e-02, eta: 2 days, 23:16:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2680, top5_acc: 0.5200, loss_cls: 5.7161, loss: 5.7161 +2023-12-25 19:19:56,328 - pyskl - INFO - Epoch [42][1300/3746] lr: 8.240e-02, eta: 2 days, 23:14:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2658, top5_acc: 0.5234, loss_cls: 5.7376, loss: 5.7376 +2023-12-25 19:20:56,028 - pyskl - INFO - Epoch [42][1400/3746] lr: 8.237e-02, eta: 2 days, 23:13:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5230, loss_cls: 5.6678, loss: 5.6678 +2023-12-25 19:21:55,700 - pyskl - INFO - Epoch [42][1500/3746] lr: 8.235e-02, eta: 2 days, 23:12:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5209, loss_cls: 5.7282, loss: 5.7282 +2023-12-25 19:22:55,469 - pyskl - INFO - Epoch [42][1600/3746] lr: 8.233e-02, eta: 2 days, 23:11:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2570, top5_acc: 0.5136, loss_cls: 5.7747, loss: 5.7747 +2023-12-25 19:23:55,280 - pyskl - INFO - Epoch [42][1700/3746] lr: 8.231e-02, eta: 2 days, 23:10:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2616, top5_acc: 0.5123, loss_cls: 5.7670, loss: 5.7670 +2023-12-25 19:24:56,080 - pyskl - INFO - Epoch [42][1800/3746] lr: 8.229e-02, eta: 2 days, 23:09:01, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5248, loss_cls: 5.6746, loss: 5.6746 +2023-12-25 19:25:56,364 - pyskl - INFO - Epoch [42][1900/3746] lr: 8.227e-02, eta: 2 days, 23:07:51, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5152, loss_cls: 5.7597, loss: 5.7597 +2023-12-25 19:26:56,676 - pyskl - INFO - Epoch [42][2000/3746] lr: 8.225e-02, eta: 2 days, 23:06:40, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5216, loss_cls: 5.6969, loss: 5.6969 +2023-12-25 19:27:56,346 - pyskl - INFO - Epoch [42][2100/3746] lr: 8.222e-02, eta: 2 days, 23:05:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2619, top5_acc: 0.5117, loss_cls: 5.7676, loss: 5.7676 +2023-12-25 19:28:55,925 - pyskl - INFO - Epoch [42][2200/3746] lr: 8.220e-02, eta: 2 days, 23:04:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5269, loss_cls: 5.6924, loss: 5.6924 +2023-12-25 19:29:55,740 - pyskl - INFO - Epoch [42][2300/3746] lr: 8.218e-02, eta: 2 days, 23:03:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5178, loss_cls: 5.7357, loss: 5.7357 +2023-12-25 19:30:55,641 - pyskl - INFO - Epoch [42][2400/3746] lr: 8.216e-02, eta: 2 days, 23:01:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5306, loss_cls: 5.7074, loss: 5.7074 +2023-12-25 19:31:55,479 - pyskl - INFO - Epoch [42][2500/3746] lr: 8.214e-02, eta: 2 days, 23:00:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2587, top5_acc: 0.5139, loss_cls: 5.7626, loss: 5.7626 +2023-12-25 19:32:55,145 - pyskl - INFO - Epoch [42][2600/3746] lr: 8.212e-02, eta: 2 days, 22:59:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5245, loss_cls: 5.6651, loss: 5.6651 +2023-12-25 19:33:55,323 - pyskl - INFO - Epoch [42][2700/3746] lr: 8.210e-02, eta: 2 days, 22:58:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5331, loss_cls: 5.6795, loss: 5.6795 +2023-12-25 19:34:55,405 - pyskl - INFO - Epoch [42][2800/3746] lr: 8.207e-02, eta: 2 days, 22:57:11, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2592, top5_acc: 0.5273, loss_cls: 5.7443, loss: 5.7443 +2023-12-25 19:35:55,232 - pyskl - INFO - Epoch [42][2900/3746] lr: 8.205e-02, eta: 2 days, 22:56:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5278, loss_cls: 5.7059, loss: 5.7059 +2023-12-25 19:36:55,181 - pyskl - INFO - Epoch [42][3000/3746] lr: 8.203e-02, eta: 2 days, 22:54:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2720, top5_acc: 0.5269, loss_cls: 5.6871, loss: 5.6871 +2023-12-25 19:37:55,135 - pyskl - INFO - Epoch [42][3100/3746] lr: 8.201e-02, eta: 2 days, 22:53:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5217, loss_cls: 5.6813, loss: 5.6813 +2023-12-25 19:38:54,781 - pyskl - INFO - Epoch [42][3200/3746] lr: 8.199e-02, eta: 2 days, 22:52:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5197, loss_cls: 5.7411, loss: 5.7411 +2023-12-25 19:39:54,252 - pyskl - INFO - Epoch [42][3300/3746] lr: 8.197e-02, eta: 2 days, 22:51:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5217, loss_cls: 5.7520, loss: 5.7520 +2023-12-25 19:40:53,867 - pyskl - INFO - Epoch [42][3400/3746] lr: 8.195e-02, eta: 2 days, 22:50:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5289, loss_cls: 5.6997, loss: 5.6997 +2023-12-25 19:41:53,759 - pyskl - INFO - Epoch [42][3500/3746] lr: 8.192e-02, eta: 2 days, 22:48:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5197, loss_cls: 5.7300, loss: 5.7300 +2023-12-25 19:42:53,380 - pyskl - INFO - Epoch [42][3600/3746] lr: 8.190e-02, eta: 2 days, 22:47:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5252, loss_cls: 5.6929, loss: 5.6929 +2023-12-25 19:43:53,016 - pyskl - INFO - Epoch [42][3700/3746] lr: 8.188e-02, eta: 2 days, 22:46:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5270, loss_cls: 5.6754, loss: 5.6754 +2023-12-25 19:44:22,925 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-25 19:46:22,622 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 19:46:23,480 - pyskl - INFO - +top1_acc 0.1843 +top5_acc 0.4145 +2023-12-25 19:46:23,480 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 19:46:23,514 - pyskl - INFO - +mean_acc 0.1842 +2023-12-25 19:46:23,522 - pyskl - INFO - Epoch(val) [42][309] top1_acc: 0.1843, top5_acc: 0.4145, mean_class_accuracy: 0.1842 +2023-12-25 19:49:48,768 - pyskl - INFO - Epoch [43][100/3746] lr: 8.185e-02, eta: 2 days, 22:49:48, time: 2.052, data_time: 1.458, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5264, loss_cls: 5.6786, loss: 5.6786 +2023-12-25 19:50:48,358 - pyskl - INFO - Epoch [43][200/3746] lr: 8.183e-02, eta: 2 days, 22:48:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5333, loss_cls: 5.6385, loss: 5.6385 +2023-12-25 19:51:48,469 - pyskl - INFO - Epoch [43][300/3746] lr: 8.181e-02, eta: 2 days, 22:47:25, time: 0.601, data_time: 0.001, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5336, loss_cls: 5.6752, loss: 5.6752 +2023-12-25 19:52:49,242 - pyskl - INFO - Epoch [43][400/3746] lr: 8.179e-02, eta: 2 days, 22:46:16, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5302, loss_cls: 5.6724, loss: 5.6724 +2023-12-25 19:53:49,043 - pyskl - INFO - Epoch [43][500/3746] lr: 8.176e-02, eta: 2 days, 22:45:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5333, loss_cls: 5.6564, loss: 5.6564 +2023-12-25 19:54:50,358 - pyskl - INFO - Epoch [43][600/3746] lr: 8.174e-02, eta: 2 days, 22:43:58, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5272, loss_cls: 5.7138, loss: 5.7138 +2023-12-25 19:55:50,593 - pyskl - INFO - Epoch [43][700/3746] lr: 8.172e-02, eta: 2 days, 22:42:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5341, loss_cls: 5.6477, loss: 5.6477 +2023-12-25 19:56:50,254 - pyskl - INFO - Epoch [43][800/3746] lr: 8.170e-02, eta: 2 days, 22:41:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5241, loss_cls: 5.7167, loss: 5.7167 +2023-12-25 19:57:49,935 - pyskl - INFO - Epoch [43][900/3746] lr: 8.168e-02, eta: 2 days, 22:40:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5273, loss_cls: 5.6778, loss: 5.6778 +2023-12-25 19:58:49,791 - pyskl - INFO - Epoch [43][1000/3746] lr: 8.166e-02, eta: 2 days, 22:39:13, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5205, loss_cls: 5.7185, loss: 5.7185 +2023-12-25 19:59:49,170 - pyskl - INFO - Epoch [43][1100/3746] lr: 8.163e-02, eta: 2 days, 22:38:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5347, loss_cls: 5.6779, loss: 5.6779 +2023-12-25 20:00:48,711 - pyskl - INFO - Epoch [43][1200/3746] lr: 8.161e-02, eta: 2 days, 22:36:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5258, loss_cls: 5.7303, loss: 5.7303 +2023-12-25 20:01:48,381 - pyskl - INFO - Epoch [43][1300/3746] lr: 8.159e-02, eta: 2 days, 22:35:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5214, loss_cls: 5.6932, loss: 5.6932 +2023-12-25 20:02:47,827 - pyskl - INFO - Epoch [43][1400/3746] lr: 8.157e-02, eta: 2 days, 22:34:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5291, loss_cls: 5.6953, loss: 5.6953 +2023-12-25 20:03:47,719 - pyskl - INFO - Epoch [43][1500/3746] lr: 8.155e-02, eta: 2 days, 22:33:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5233, loss_cls: 5.7349, loss: 5.7349 +2023-12-25 20:04:47,293 - pyskl - INFO - Epoch [43][1600/3746] lr: 8.153e-02, eta: 2 days, 22:32:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5219, loss_cls: 5.7116, loss: 5.7116 +2023-12-25 20:05:47,043 - pyskl - INFO - Epoch [43][1700/3746] lr: 8.150e-02, eta: 2 days, 22:30:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5256, loss_cls: 5.7133, loss: 5.7133 +2023-12-25 20:06:47,127 - pyskl - INFO - Epoch [43][1800/3746] lr: 8.148e-02, eta: 2 days, 22:29:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5270, loss_cls: 5.6920, loss: 5.6920 +2023-12-25 20:07:46,919 - pyskl - INFO - Epoch [43][1900/3746] lr: 8.146e-02, eta: 2 days, 22:28:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5298, loss_cls: 5.6754, loss: 5.6754 +2023-12-25 20:08:46,592 - pyskl - INFO - Epoch [43][2000/3746] lr: 8.144e-02, eta: 2 days, 22:27:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5197, loss_cls: 5.7140, loss: 5.7140 +2023-12-25 20:09:46,386 - pyskl - INFO - Epoch [43][2100/3746] lr: 8.142e-02, eta: 2 days, 22:26:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5305, loss_cls: 5.6746, loss: 5.6746 +2023-12-25 20:10:46,015 - pyskl - INFO - Epoch [43][2200/3746] lr: 8.140e-02, eta: 2 days, 22:24:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5205, loss_cls: 5.7346, loss: 5.7346 +2023-12-25 20:11:45,970 - pyskl - INFO - Epoch [43][2300/3746] lr: 8.137e-02, eta: 2 days, 22:23:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2819, top5_acc: 0.5281, loss_cls: 5.6853, loss: 5.6853 +2023-12-25 20:12:45,874 - pyskl - INFO - Epoch [43][2400/3746] lr: 8.135e-02, eta: 2 days, 22:22:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5209, loss_cls: 5.7451, loss: 5.7451 +2023-12-25 20:13:45,882 - pyskl - INFO - Epoch [43][2500/3746] lr: 8.133e-02, eta: 2 days, 22:21:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5241, loss_cls: 5.6992, loss: 5.6992 +2023-12-25 20:14:46,651 - pyskl - INFO - Epoch [43][2600/3746] lr: 8.131e-02, eta: 2 days, 22:20:15, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5378, loss_cls: 5.6554, loss: 5.6554 +2023-12-25 20:15:46,842 - pyskl - INFO - Epoch [43][2700/3746] lr: 8.129e-02, eta: 2 days, 22:19:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5234, loss_cls: 5.7136, loss: 5.7136 +2023-12-25 20:16:46,329 - pyskl - INFO - Epoch [43][2800/3746] lr: 8.126e-02, eta: 2 days, 22:17:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5344, loss_cls: 5.6640, loss: 5.6640 +2023-12-25 20:17:45,805 - pyskl - INFO - Epoch [43][2900/3746] lr: 8.124e-02, eta: 2 days, 22:16:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5206, loss_cls: 5.7387, loss: 5.7387 +2023-12-25 20:18:45,384 - pyskl - INFO - Epoch [43][3000/3746] lr: 8.122e-02, eta: 2 days, 22:15:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2673, top5_acc: 0.5266, loss_cls: 5.7148, loss: 5.7148 +2023-12-25 20:19:44,984 - pyskl - INFO - Epoch [43][3100/3746] lr: 8.120e-02, eta: 2 days, 22:14:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5256, loss_cls: 5.7322, loss: 5.7322 +2023-12-25 20:20:44,518 - pyskl - INFO - Epoch [43][3200/3746] lr: 8.118e-02, eta: 2 days, 22:13:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2680, top5_acc: 0.5255, loss_cls: 5.7016, loss: 5.7016 +2023-12-25 20:21:43,954 - pyskl - INFO - Epoch [43][3300/3746] lr: 8.116e-02, eta: 2 days, 22:11:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5191, loss_cls: 5.7138, loss: 5.7138 +2023-12-25 20:22:44,124 - pyskl - INFO - Epoch [43][3400/3746] lr: 8.113e-02, eta: 2 days, 22:10:45, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5319, loss_cls: 5.7034, loss: 5.7034 +2023-12-25 20:23:43,798 - pyskl - INFO - Epoch [43][3500/3746] lr: 8.111e-02, eta: 2 days, 22:09:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5112, loss_cls: 5.7498, loss: 5.7498 +2023-12-25 20:24:43,890 - pyskl - INFO - Epoch [43][3600/3746] lr: 8.109e-02, eta: 2 days, 22:08:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5259, loss_cls: 5.7052, loss: 5.7052 +2023-12-25 20:25:43,642 - pyskl - INFO - Epoch [43][3700/3746] lr: 8.107e-02, eta: 2 days, 22:07:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5184, loss_cls: 5.7196, loss: 5.7196 +2023-12-25 20:26:14,621 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-25 20:28:17,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 20:28:17,863 - pyskl - INFO - +top1_acc 0.1887 +top5_acc 0.4172 +2023-12-25 20:28:17,863 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 20:28:17,894 - pyskl - INFO - +mean_acc 0.1886 +2023-12-25 20:28:17,904 - pyskl - INFO - Epoch(val) [43][309] top1_acc: 0.1887, top5_acc: 0.4172, mean_class_accuracy: 0.1886 +2023-12-25 20:31:41,809 - pyskl - INFO - Epoch [44][100/3746] lr: 8.104e-02, eta: 2 days, 22:10:19, time: 2.039, data_time: 1.444, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5452, loss_cls: 5.6247, loss: 5.6247 +2023-12-25 20:32:41,946 - pyskl - INFO - Epoch [44][200/3746] lr: 8.101e-02, eta: 2 days, 22:09:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5211, loss_cls: 5.7098, loss: 5.7098 +2023-12-25 20:33:42,243 - pyskl - INFO - Epoch [44][300/3746] lr: 8.099e-02, eta: 2 days, 22:07:59, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5408, loss_cls: 5.6197, loss: 5.6197 +2023-12-25 20:34:42,505 - pyskl - INFO - Epoch [44][400/3746] lr: 8.097e-02, eta: 2 days, 22:06:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2620, top5_acc: 0.5230, loss_cls: 5.7059, loss: 5.7059 +2023-12-25 20:35:42,090 - pyskl - INFO - Epoch [44][500/3746] lr: 8.095e-02, eta: 2 days, 22:05:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5280, loss_cls: 5.6968, loss: 5.6968 +2023-12-25 20:36:42,173 - pyskl - INFO - Epoch [44][600/3746] lr: 8.093e-02, eta: 2 days, 22:04:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5305, loss_cls: 5.6409, loss: 5.6409 +2023-12-25 20:37:42,477 - pyskl - INFO - Epoch [44][700/3746] lr: 8.090e-02, eta: 2 days, 22:03:17, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5155, loss_cls: 5.7263, loss: 5.7263 +2023-12-25 20:38:42,285 - pyskl - INFO - Epoch [44][800/3746] lr: 8.088e-02, eta: 2 days, 22:02:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5238, loss_cls: 5.6898, loss: 5.6898 +2023-12-25 20:39:42,224 - pyskl - INFO - Epoch [44][900/3746] lr: 8.086e-02, eta: 2 days, 22:00:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2678, top5_acc: 0.5228, loss_cls: 5.7173, loss: 5.7173 +2023-12-25 20:40:42,082 - pyskl - INFO - Epoch [44][1000/3746] lr: 8.084e-02, eta: 2 days, 21:59:45, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5244, loss_cls: 5.6799, loss: 5.6799 +2023-12-25 20:41:41,439 - pyskl - INFO - Epoch [44][1100/3746] lr: 8.082e-02, eta: 2 days, 21:58:33, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2703, top5_acc: 0.5267, loss_cls: 5.6744, loss: 5.6744 +2023-12-25 20:42:41,201 - pyskl - INFO - Epoch [44][1200/3746] lr: 8.079e-02, eta: 2 days, 21:57:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5350, loss_cls: 5.6830, loss: 5.6830 +2023-12-25 20:43:41,246 - pyskl - INFO - Epoch [44][1300/3746] lr: 8.077e-02, eta: 2 days, 21:56:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5316, loss_cls: 5.6372, loss: 5.6372 +2023-12-25 20:44:41,981 - pyskl - INFO - Epoch [44][1400/3746] lr: 8.075e-02, eta: 2 days, 21:55:03, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2662, top5_acc: 0.5214, loss_cls: 5.7295, loss: 5.7295 +2023-12-25 20:45:41,740 - pyskl - INFO - Epoch [44][1500/3746] lr: 8.073e-02, eta: 2 days, 21:53:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5373, loss_cls: 5.6512, loss: 5.6512 +2023-12-25 20:46:42,425 - pyskl - INFO - Epoch [44][1600/3746] lr: 8.071e-02, eta: 2 days, 21:52:43, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5331, loss_cls: 5.6758, loss: 5.6758 +2023-12-25 20:47:43,022 - pyskl - INFO - Epoch [44][1700/3746] lr: 8.068e-02, eta: 2 days, 21:51:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5209, loss_cls: 5.7028, loss: 5.7028 +2023-12-25 20:48:42,949 - pyskl - INFO - Epoch [44][1800/3746] lr: 8.066e-02, eta: 2 days, 21:50:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5369, loss_cls: 5.6547, loss: 5.6547 +2023-12-25 20:49:43,398 - pyskl - INFO - Epoch [44][1900/3746] lr: 8.064e-02, eta: 2 days, 21:49:14, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2720, top5_acc: 0.5317, loss_cls: 5.6799, loss: 5.6799 +2023-12-25 20:50:43,053 - pyskl - INFO - Epoch [44][2000/3746] lr: 8.062e-02, eta: 2 days, 21:48:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5277, loss_cls: 5.6884, loss: 5.6884 +2023-12-25 20:51:42,938 - pyskl - INFO - Epoch [44][2100/3746] lr: 8.060e-02, eta: 2 days, 21:46:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5184, loss_cls: 5.7264, loss: 5.7264 +2023-12-25 20:52:42,635 - pyskl - INFO - Epoch [44][2200/3746] lr: 8.057e-02, eta: 2 days, 21:45:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2733, top5_acc: 0.5264, loss_cls: 5.7153, loss: 5.7153 +2023-12-25 20:53:42,413 - pyskl - INFO - Epoch [44][2300/3746] lr: 8.055e-02, eta: 2 days, 21:44:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5327, loss_cls: 5.6585, loss: 5.6585 +2023-12-25 20:54:41,982 - pyskl - INFO - Epoch [44][2400/3746] lr: 8.053e-02, eta: 2 days, 21:43:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5284, loss_cls: 5.6919, loss: 5.6919 +2023-12-25 20:55:41,563 - pyskl - INFO - Epoch [44][2500/3746] lr: 8.051e-02, eta: 2 days, 21:42:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5228, loss_cls: 5.7050, loss: 5.7050 +2023-12-25 20:56:41,334 - pyskl - INFO - Epoch [44][2600/3746] lr: 8.048e-02, eta: 2 days, 21:40:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5164, loss_cls: 5.7437, loss: 5.7437 +2023-12-25 20:57:42,067 - pyskl - INFO - Epoch [44][2700/3746] lr: 8.046e-02, eta: 2 days, 21:39:48, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5209, loss_cls: 5.7383, loss: 5.7383 +2023-12-25 20:58:42,346 - pyskl - INFO - Epoch [44][2800/3746] lr: 8.044e-02, eta: 2 days, 21:38:39, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2703, top5_acc: 0.5253, loss_cls: 5.7024, loss: 5.7024 +2023-12-25 20:59:42,213 - pyskl - INFO - Epoch [44][2900/3746] lr: 8.042e-02, eta: 2 days, 21:37:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2684, top5_acc: 0.5261, loss_cls: 5.6832, loss: 5.6832 +2023-12-25 21:00:42,025 - pyskl - INFO - Epoch [44][3000/3746] lr: 8.040e-02, eta: 2 days, 21:36:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2639, top5_acc: 0.5212, loss_cls: 5.7368, loss: 5.7368 +2023-12-25 21:01:41,834 - pyskl - INFO - Epoch [44][3100/3746] lr: 8.037e-02, eta: 2 days, 21:35:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2636, top5_acc: 0.5217, loss_cls: 5.7353, loss: 5.7353 +2023-12-25 21:02:41,486 - pyskl - INFO - Epoch [44][3200/3746] lr: 8.035e-02, eta: 2 days, 21:33:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5278, loss_cls: 5.6728, loss: 5.6728 +2023-12-25 21:03:41,630 - pyskl - INFO - Epoch [44][3300/3746] lr: 8.033e-02, eta: 2 days, 21:32:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5258, loss_cls: 5.7033, loss: 5.7033 +2023-12-25 21:04:41,282 - pyskl - INFO - Epoch [44][3400/3746] lr: 8.031e-02, eta: 2 days, 21:31:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5255, loss_cls: 5.7131, loss: 5.7131 +2023-12-25 21:05:41,485 - pyskl - INFO - Epoch [44][3500/3746] lr: 8.028e-02, eta: 2 days, 21:30:25, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5198, loss_cls: 5.7246, loss: 5.7246 +2023-12-25 21:06:42,356 - pyskl - INFO - Epoch [44][3600/3746] lr: 8.026e-02, eta: 2 days, 21:29:17, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5238, loss_cls: 5.7063, loss: 5.7063 +2023-12-25 21:07:43,022 - pyskl - INFO - Epoch [44][3700/3746] lr: 8.024e-02, eta: 2 days, 21:28:08, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5333, loss_cls: 5.7085, loss: 5.7085 +2023-12-25 21:08:12,887 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-25 21:10:12,081 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:10:13,122 - pyskl - INFO - +top1_acc 0.2207 +top5_acc 0.4618 +2023-12-25 21:10:13,122 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 21:10:13,164 - pyskl - INFO - +mean_acc 0.2206 +2023-12-25 21:10:13,171 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_41.pth was removed +2023-12-25 21:10:13,462 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2023-12-25 21:10:13,463 - pyskl - INFO - Best top1_acc is 0.2207 at 44 epoch. +2023-12-25 21:10:13,471 - pyskl - INFO - Epoch(val) [44][309] top1_acc: 0.2207, top5_acc: 0.4618, mean_class_accuracy: 0.2206 +2023-12-25 21:13:35,987 - pyskl - INFO - Epoch [45][100/3746] lr: 8.021e-02, eta: 2 days, 21:31:03, time: 2.025, data_time: 1.426, memory: 16180, top1_acc: 0.2642, top5_acc: 0.5233, loss_cls: 5.6994, loss: 5.6994 +2023-12-25 21:14:35,486 - pyskl - INFO - Epoch [45][200/3746] lr: 8.019e-02, eta: 2 days, 21:29:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5337, loss_cls: 5.6791, loss: 5.6791 +2023-12-25 21:15:35,085 - pyskl - INFO - Epoch [45][300/3746] lr: 8.016e-02, eta: 2 days, 21:28:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5337, loss_cls: 5.6450, loss: 5.6450 +2023-12-25 21:16:35,277 - pyskl - INFO - Epoch [45][400/3746] lr: 8.014e-02, eta: 2 days, 21:27:30, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5344, loss_cls: 5.6813, loss: 5.6813 +2023-12-25 21:17:34,736 - pyskl - INFO - Epoch [45][500/3746] lr: 8.012e-02, eta: 2 days, 21:26:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5361, loss_cls: 5.6623, loss: 5.6623 +2023-12-25 21:18:34,103 - pyskl - INFO - Epoch [45][600/3746] lr: 8.010e-02, eta: 2 days, 21:25:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5309, loss_cls: 5.6685, loss: 5.6685 +2023-12-25 21:19:34,350 - pyskl - INFO - Epoch [45][700/3746] lr: 8.007e-02, eta: 2 days, 21:23:57, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2703, top5_acc: 0.5183, loss_cls: 5.6996, loss: 5.6996 +2023-12-25 21:20:33,916 - pyskl - INFO - Epoch [45][800/3746] lr: 8.005e-02, eta: 2 days, 21:22:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5319, loss_cls: 5.6712, loss: 5.6712 +2023-12-25 21:21:33,509 - pyskl - INFO - Epoch [45][900/3746] lr: 8.003e-02, eta: 2 days, 21:21:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5259, loss_cls: 5.6510, loss: 5.6510 +2023-12-25 21:22:33,582 - pyskl - INFO - Epoch [45][1000/3746] lr: 8.001e-02, eta: 2 days, 21:20:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2681, top5_acc: 0.5181, loss_cls: 5.7146, loss: 5.7146 +2023-12-25 21:23:32,877 - pyskl - INFO - Epoch [45][1100/3746] lr: 7.998e-02, eta: 2 days, 21:19:12, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5356, loss_cls: 5.6713, loss: 5.6713 +2023-12-25 21:24:32,402 - pyskl - INFO - Epoch [45][1200/3746] lr: 7.996e-02, eta: 2 days, 21:18:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5297, loss_cls: 5.6739, loss: 5.6739 +2023-12-25 21:25:32,095 - pyskl - INFO - Epoch [45][1300/3746] lr: 7.994e-02, eta: 2 days, 21:16:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5308, loss_cls: 5.6830, loss: 5.6830 +2023-12-25 21:26:31,765 - pyskl - INFO - Epoch [45][1400/3746] lr: 7.992e-02, eta: 2 days, 21:15:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5341, loss_cls: 5.6662, loss: 5.6662 +2023-12-25 21:27:31,429 - pyskl - INFO - Epoch [45][1500/3746] lr: 7.990e-02, eta: 2 days, 21:14:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5334, loss_cls: 5.6466, loss: 5.6466 +2023-12-25 21:28:31,133 - pyskl - INFO - Epoch [45][1600/3746] lr: 7.987e-02, eta: 2 days, 21:13:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2702, top5_acc: 0.5250, loss_cls: 5.7190, loss: 5.7190 +2023-12-25 21:29:30,934 - pyskl - INFO - Epoch [45][1700/3746] lr: 7.985e-02, eta: 2 days, 21:12:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5220, loss_cls: 5.6830, loss: 5.6830 +2023-12-25 21:30:30,455 - pyskl - INFO - Epoch [45][1800/3746] lr: 7.983e-02, eta: 2 days, 21:10:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5248, loss_cls: 5.7272, loss: 5.7272 +2023-12-25 21:31:30,146 - pyskl - INFO - Epoch [45][1900/3746] lr: 7.981e-02, eta: 2 days, 21:09:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5202, loss_cls: 5.7255, loss: 5.7255 +2023-12-25 21:32:30,516 - pyskl - INFO - Epoch [45][2000/3746] lr: 7.978e-02, eta: 2 days, 21:08:35, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5225, loss_cls: 5.7112, loss: 5.7112 +2023-12-25 21:33:30,195 - pyskl - INFO - Epoch [45][2100/3746] lr: 7.976e-02, eta: 2 days, 21:07:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5320, loss_cls: 5.6863, loss: 5.6863 +2023-12-25 21:34:29,630 - pyskl - INFO - Epoch [45][2200/3746] lr: 7.974e-02, eta: 2 days, 21:06:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2683, top5_acc: 0.5242, loss_cls: 5.7084, loss: 5.7084 +2023-12-25 21:35:29,346 - pyskl - INFO - Epoch [45][2300/3746] lr: 7.972e-02, eta: 2 days, 21:05:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5367, loss_cls: 5.6584, loss: 5.6584 +2023-12-25 21:36:29,133 - pyskl - INFO - Epoch [45][2400/3746] lr: 7.969e-02, eta: 2 days, 21:03:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5256, loss_cls: 5.6723, loss: 5.6723 +2023-12-25 21:37:28,525 - pyskl - INFO - Epoch [45][2500/3746] lr: 7.967e-02, eta: 2 days, 21:02:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5341, loss_cls: 5.6816, loss: 5.6816 +2023-12-25 21:38:27,931 - pyskl - INFO - Epoch [45][2600/3746] lr: 7.965e-02, eta: 2 days, 21:01:28, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2683, top5_acc: 0.5306, loss_cls: 5.6934, loss: 5.6934 +2023-12-25 21:39:27,237 - pyskl - INFO - Epoch [45][2700/3746] lr: 7.963e-02, eta: 2 days, 21:00:17, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5392, loss_cls: 5.6445, loss: 5.6445 +2023-12-25 21:40:26,868 - pyskl - INFO - Epoch [45][2800/3746] lr: 7.960e-02, eta: 2 days, 20:59:06, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5245, loss_cls: 5.6888, loss: 5.6888 +2023-12-25 21:41:26,691 - pyskl - INFO - Epoch [45][2900/3746] lr: 7.958e-02, eta: 2 days, 20:57:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2791, top5_acc: 0.5347, loss_cls: 5.6479, loss: 5.6479 +2023-12-25 21:42:26,183 - pyskl - INFO - Epoch [45][3000/3746] lr: 7.956e-02, eta: 2 days, 20:56:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2691, top5_acc: 0.5300, loss_cls: 5.6884, loss: 5.6884 +2023-12-25 21:43:25,819 - pyskl - INFO - Epoch [45][3100/3746] lr: 7.954e-02, eta: 2 days, 20:55:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5134, loss_cls: 5.7293, loss: 5.7293 +2023-12-25 21:44:25,888 - pyskl - INFO - Epoch [45][3200/3746] lr: 7.951e-02, eta: 2 days, 20:54:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5225, loss_cls: 5.7061, loss: 5.7061 +2023-12-25 21:45:26,219 - pyskl - INFO - Epoch [45][3300/3746] lr: 7.949e-02, eta: 2 days, 20:53:14, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2631, top5_acc: 0.5123, loss_cls: 5.7671, loss: 5.7671 +2023-12-25 21:46:25,603 - pyskl - INFO - Epoch [45][3400/3746] lr: 7.947e-02, eta: 2 days, 20:52:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5256, loss_cls: 5.6863, loss: 5.6863 +2023-12-25 21:47:25,037 - pyskl - INFO - Epoch [45][3500/3746] lr: 7.945e-02, eta: 2 days, 20:50:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2603, top5_acc: 0.5125, loss_cls: 5.7566, loss: 5.7566 +2023-12-25 21:48:24,629 - pyskl - INFO - Epoch [45][3600/3746] lr: 7.942e-02, eta: 2 days, 20:49:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2750, top5_acc: 0.5283, loss_cls: 5.6924, loss: 5.6924 +2023-12-25 21:49:23,996 - pyskl - INFO - Epoch [45][3700/3746] lr: 7.940e-02, eta: 2 days, 20:48:29, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5230, loss_cls: 5.7100, loss: 5.7100 +2023-12-25 21:49:53,966 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-25 21:51:53,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 21:51:54,772 - pyskl - INFO - +top1_acc 0.2044 +top5_acc 0.4385 +2023-12-25 21:51:54,772 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 21:51:54,804 - pyskl - INFO - +mean_acc 0.2043 +2023-12-25 21:51:54,813 - pyskl - INFO - Epoch(val) [45][309] top1_acc: 0.2044, top5_acc: 0.4385, mean_class_accuracy: 0.2043 +2023-12-25 21:55:12,631 - pyskl - INFO - Epoch [46][100/3746] lr: 7.937e-02, eta: 2 days, 20:51:04, time: 1.978, data_time: 1.378, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5364, loss_cls: 5.6567, loss: 5.6567 +2023-12-25 21:56:12,113 - pyskl - INFO - Epoch [46][200/3746] lr: 7.934e-02, eta: 2 days, 20:49:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5277, loss_cls: 5.6938, loss: 5.6938 +2023-12-25 21:57:11,896 - pyskl - INFO - Epoch [46][300/3746] lr: 7.932e-02, eta: 2 days, 20:48:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5244, loss_cls: 5.6754, loss: 5.6754 +2023-12-25 21:58:12,346 - pyskl - INFO - Epoch [46][400/3746] lr: 7.930e-02, eta: 2 days, 20:47:33, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5328, loss_cls: 5.6508, loss: 5.6508 +2023-12-25 21:59:13,216 - pyskl - INFO - Epoch [46][500/3746] lr: 7.928e-02, eta: 2 days, 20:46:25, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5400, loss_cls: 5.6536, loss: 5.6536 +2023-12-25 22:00:13,023 - pyskl - INFO - Epoch [46][600/3746] lr: 7.925e-02, eta: 2 days, 20:45:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2633, top5_acc: 0.5222, loss_cls: 5.6890, loss: 5.6890 +2023-12-25 22:01:13,405 - pyskl - INFO - Epoch [46][700/3746] lr: 7.923e-02, eta: 2 days, 20:44:06, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5336, loss_cls: 5.6704, loss: 5.6704 +2023-12-25 22:02:13,743 - pyskl - INFO - Epoch [46][800/3746] lr: 7.921e-02, eta: 2 days, 20:42:56, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5297, loss_cls: 5.6590, loss: 5.6590 +2023-12-25 22:03:13,716 - pyskl - INFO - Epoch [46][900/3746] lr: 7.919e-02, eta: 2 days, 20:41:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2630, top5_acc: 0.5217, loss_cls: 5.7213, loss: 5.7213 +2023-12-25 22:04:13,254 - pyskl - INFO - Epoch [46][1000/3746] lr: 7.916e-02, eta: 2 days, 20:40:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5327, loss_cls: 5.6580, loss: 5.6580 +2023-12-25 22:05:12,748 - pyskl - INFO - Epoch [46][1100/3746] lr: 7.914e-02, eta: 2 days, 20:39:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2686, top5_acc: 0.5141, loss_cls: 5.7194, loss: 5.7194 +2023-12-25 22:06:12,296 - pyskl - INFO - Epoch [46][1200/3746] lr: 7.912e-02, eta: 2 days, 20:38:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5311, loss_cls: 5.6897, loss: 5.6897 +2023-12-25 22:07:11,941 - pyskl - INFO - Epoch [46][1300/3746] lr: 7.909e-02, eta: 2 days, 20:37:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2614, top5_acc: 0.5284, loss_cls: 5.6971, loss: 5.6971 +2023-12-25 22:08:12,096 - pyskl - INFO - Epoch [46][1400/3746] lr: 7.907e-02, eta: 2 days, 20:35:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5198, loss_cls: 5.6932, loss: 5.6932 +2023-12-25 22:09:12,363 - pyskl - INFO - Epoch [46][1500/3746] lr: 7.905e-02, eta: 2 days, 20:34:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2708, top5_acc: 0.5298, loss_cls: 5.6932, loss: 5.6932 +2023-12-25 22:10:12,750 - pyskl - INFO - Epoch [46][1600/3746] lr: 7.903e-02, eta: 2 days, 20:33:34, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5244, loss_cls: 5.6715, loss: 5.6715 +2023-12-25 22:11:12,867 - pyskl - INFO - Epoch [46][1700/3746] lr: 7.900e-02, eta: 2 days, 20:32:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5317, loss_cls: 5.6993, loss: 5.6993 +2023-12-25 22:12:12,576 - pyskl - INFO - Epoch [46][1800/3746] lr: 7.898e-02, eta: 2 days, 20:31:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5334, loss_cls: 5.6872, loss: 5.6872 +2023-12-25 22:13:12,674 - pyskl - INFO - Epoch [46][1900/3746] lr: 7.896e-02, eta: 2 days, 20:30:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5358, loss_cls: 5.6495, loss: 5.6495 +2023-12-25 22:14:12,710 - pyskl - INFO - Epoch [46][2000/3746] lr: 7.894e-02, eta: 2 days, 20:28:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5289, loss_cls: 5.7014, loss: 5.7014 +2023-12-25 22:15:12,977 - pyskl - INFO - Epoch [46][2100/3746] lr: 7.891e-02, eta: 2 days, 20:27:45, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2650, top5_acc: 0.5267, loss_cls: 5.7031, loss: 5.7031 +2023-12-25 22:16:13,682 - pyskl - INFO - Epoch [46][2200/3746] lr: 7.889e-02, eta: 2 days, 20:26:37, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5295, loss_cls: 5.6928, loss: 5.6928 +2023-12-25 22:17:14,268 - pyskl - INFO - Epoch [46][2300/3746] lr: 7.887e-02, eta: 2 days, 20:25:28, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2680, top5_acc: 0.5286, loss_cls: 5.7118, loss: 5.7118 +2023-12-25 22:18:14,243 - pyskl - INFO - Epoch [46][2400/3746] lr: 7.884e-02, eta: 2 days, 20:24:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2644, top5_acc: 0.5230, loss_cls: 5.7374, loss: 5.7374 +2023-12-25 22:19:14,156 - pyskl - INFO - Epoch [46][2500/3746] lr: 7.882e-02, eta: 2 days, 20:23:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5320, loss_cls: 5.6659, loss: 5.6659 +2023-12-25 22:20:14,183 - pyskl - INFO - Epoch [46][2600/3746] lr: 7.880e-02, eta: 2 days, 20:21:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5317, loss_cls: 5.6779, loss: 5.6779 +2023-12-25 22:21:13,565 - pyskl - INFO - Epoch [46][2700/3746] lr: 7.878e-02, eta: 2 days, 20:20:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5280, loss_cls: 5.6777, loss: 5.6777 +2023-12-25 22:22:13,223 - pyskl - INFO - Epoch [46][2800/3746] lr: 7.875e-02, eta: 2 days, 20:19:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5330, loss_cls: 5.6767, loss: 5.6767 +2023-12-25 22:23:12,898 - pyskl - INFO - Epoch [46][2900/3746] lr: 7.873e-02, eta: 2 days, 20:18:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2697, top5_acc: 0.5280, loss_cls: 5.6869, loss: 5.6869 +2023-12-25 22:24:12,608 - pyskl - INFO - Epoch [46][3000/3746] lr: 7.871e-02, eta: 2 days, 20:17:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2767, top5_acc: 0.5334, loss_cls: 5.6801, loss: 5.6801 +2023-12-25 22:25:12,196 - pyskl - INFO - Epoch [46][3100/3746] lr: 7.868e-02, eta: 2 days, 20:16:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5228, loss_cls: 5.6940, loss: 5.6940 +2023-12-25 22:26:11,718 - pyskl - INFO - Epoch [46][3200/3746] lr: 7.866e-02, eta: 2 days, 20:14:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5380, loss_cls: 5.6638, loss: 5.6638 +2023-12-25 22:27:11,090 - pyskl - INFO - Epoch [46][3300/3746] lr: 7.864e-02, eta: 2 days, 20:13:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5269, loss_cls: 5.6796, loss: 5.6796 +2023-12-25 22:28:10,706 - pyskl - INFO - Epoch [46][3400/3746] lr: 7.862e-02, eta: 2 days, 20:12:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5202, loss_cls: 5.7068, loss: 5.7068 +2023-12-25 22:29:10,235 - pyskl - INFO - Epoch [46][3500/3746] lr: 7.859e-02, eta: 2 days, 20:11:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5297, loss_cls: 5.6621, loss: 5.6621 +2023-12-25 22:30:09,806 - pyskl - INFO - Epoch [46][3600/3746] lr: 7.857e-02, eta: 2 days, 20:10:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5303, loss_cls: 5.6948, loss: 5.6948 +2023-12-25 22:31:09,841 - pyskl - INFO - Epoch [46][3700/3746] lr: 7.855e-02, eta: 2 days, 20:09:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5278, loss_cls: 5.6978, loss: 5.6978 +2023-12-25 22:31:40,400 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-25 22:33:42,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 22:33:43,737 - pyskl - INFO - +top1_acc 0.1850 +top5_acc 0.4108 +2023-12-25 22:33:43,737 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 22:33:43,776 - pyskl - INFO - +mean_acc 0.1851 +2023-12-25 22:33:43,785 - pyskl - INFO - Epoch(val) [46][309] top1_acc: 0.1850, top5_acc: 0.4108, mean_class_accuracy: 0.1851 +2023-12-25 22:37:05,676 - pyskl - INFO - Epoch [47][100/3746] lr: 7.851e-02, eta: 2 days, 20:11:38, time: 2.019, data_time: 1.421, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5250, loss_cls: 5.6918, loss: 5.6918 +2023-12-25 22:38:05,178 - pyskl - INFO - Epoch [47][200/3746] lr: 7.849e-02, eta: 2 days, 20:10:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5353, loss_cls: 5.6346, loss: 5.6346 +2023-12-25 22:39:04,927 - pyskl - INFO - Epoch [47][300/3746] lr: 7.847e-02, eta: 2 days, 20:09:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5380, loss_cls: 5.6589, loss: 5.6589 +2023-12-25 22:40:05,015 - pyskl - INFO - Epoch [47][400/3746] lr: 7.844e-02, eta: 2 days, 20:08:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5330, loss_cls: 5.6485, loss: 5.6485 +2023-12-25 22:41:05,350 - pyskl - INFO - Epoch [47][500/3746] lr: 7.842e-02, eta: 2 days, 20:06:58, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5478, loss_cls: 5.6303, loss: 5.6303 +2023-12-25 22:42:04,943 - pyskl - INFO - Epoch [47][600/3746] lr: 7.840e-02, eta: 2 days, 20:05:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5267, loss_cls: 5.7315, loss: 5.7315 +2023-12-25 22:43:04,924 - pyskl - INFO - Epoch [47][700/3746] lr: 7.838e-02, eta: 2 days, 20:04:37, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5289, loss_cls: 5.6736, loss: 5.6736 +2023-12-25 22:44:05,912 - pyskl - INFO - Epoch [47][800/3746] lr: 7.835e-02, eta: 2 days, 20:03:30, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5356, loss_cls: 5.6413, loss: 5.6413 +2023-12-25 22:45:05,485 - pyskl - INFO - Epoch [47][900/3746] lr: 7.833e-02, eta: 2 days, 20:02:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2786, top5_acc: 0.5309, loss_cls: 5.6676, loss: 5.6676 +2023-12-25 22:46:05,424 - pyskl - INFO - Epoch [47][1000/3746] lr: 7.831e-02, eta: 2 days, 20:01:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2703, top5_acc: 0.5203, loss_cls: 5.6917, loss: 5.6917 +2023-12-25 22:47:05,049 - pyskl - INFO - Epoch [47][1100/3746] lr: 7.828e-02, eta: 2 days, 19:59:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5320, loss_cls: 5.6476, loss: 5.6476 +2023-12-25 22:48:04,758 - pyskl - INFO - Epoch [47][1200/3746] lr: 7.826e-02, eta: 2 days, 19:58:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5373, loss_cls: 5.6638, loss: 5.6638 +2023-12-25 22:49:04,059 - pyskl - INFO - Epoch [47][1300/3746] lr: 7.824e-02, eta: 2 days, 19:57:37, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2647, top5_acc: 0.5200, loss_cls: 5.7201, loss: 5.7201 +2023-12-25 22:50:03,889 - pyskl - INFO - Epoch [47][1400/3746] lr: 7.821e-02, eta: 2 days, 19:56:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5294, loss_cls: 5.6868, loss: 5.6868 +2023-12-25 22:51:03,699 - pyskl - INFO - Epoch [47][1500/3746] lr: 7.819e-02, eta: 2 days, 19:55:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5303, loss_cls: 5.6746, loss: 5.6746 +2023-12-25 22:52:03,997 - pyskl - INFO - Epoch [47][1600/3746] lr: 7.817e-02, eta: 2 days, 19:54:07, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5372, loss_cls: 5.6686, loss: 5.6686 +2023-12-25 22:53:03,740 - pyskl - INFO - Epoch [47][1700/3746] lr: 7.814e-02, eta: 2 days, 19:52:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2625, top5_acc: 0.5209, loss_cls: 5.7142, loss: 5.7142 +2023-12-25 22:54:03,401 - pyskl - INFO - Epoch [47][1800/3746] lr: 7.812e-02, eta: 2 days, 19:51:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5452, loss_cls: 5.6370, loss: 5.6370 +2023-12-25 22:55:02,939 - pyskl - INFO - Epoch [47][1900/3746] lr: 7.810e-02, eta: 2 days, 19:50:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2853, top5_acc: 0.5317, loss_cls: 5.6547, loss: 5.6547 +2023-12-25 22:56:02,577 - pyskl - INFO - Epoch [47][2000/3746] lr: 7.808e-02, eta: 2 days, 19:49:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5323, loss_cls: 5.6716, loss: 5.6716 +2023-12-25 22:57:02,252 - pyskl - INFO - Epoch [47][2100/3746] lr: 7.805e-02, eta: 2 days, 19:48:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2809, top5_acc: 0.5291, loss_cls: 5.6743, loss: 5.6743 +2023-12-25 22:58:02,238 - pyskl - INFO - Epoch [47][2200/3746] lr: 7.803e-02, eta: 2 days, 19:47:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2661, top5_acc: 0.5266, loss_cls: 5.7206, loss: 5.7206 +2023-12-25 22:59:01,945 - pyskl - INFO - Epoch [47][2300/3746] lr: 7.801e-02, eta: 2 days, 19:45:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2827, top5_acc: 0.5384, loss_cls: 5.6367, loss: 5.6367 +2023-12-25 23:00:02,238 - pyskl - INFO - Epoch [47][2400/3746] lr: 7.798e-02, eta: 2 days, 19:44:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5308, loss_cls: 5.6484, loss: 5.6484 +2023-12-25 23:01:02,767 - pyskl - INFO - Epoch [47][2500/3746] lr: 7.796e-02, eta: 2 days, 19:43:38, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5219, loss_cls: 5.6860, loss: 5.6860 +2023-12-25 23:02:03,276 - pyskl - INFO - Epoch [47][2600/3746] lr: 7.794e-02, eta: 2 days, 19:42:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5159, loss_cls: 5.7262, loss: 5.7262 +2023-12-25 23:03:03,407 - pyskl - INFO - Epoch [47][2700/3746] lr: 7.791e-02, eta: 2 days, 19:41:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5248, loss_cls: 5.6910, loss: 5.6910 +2023-12-25 23:04:02,903 - pyskl - INFO - Epoch [47][2800/3746] lr: 7.789e-02, eta: 2 days, 19:40:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5316, loss_cls: 5.6687, loss: 5.6687 +2023-12-25 23:05:02,558 - pyskl - INFO - Epoch [47][2900/3746] lr: 7.787e-02, eta: 2 days, 19:38:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2709, top5_acc: 0.5217, loss_cls: 5.7017, loss: 5.7017 +2023-12-25 23:06:02,485 - pyskl - INFO - Epoch [47][3000/3746] lr: 7.784e-02, eta: 2 days, 19:37:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2700, top5_acc: 0.5328, loss_cls: 5.6947, loss: 5.6947 +2023-12-25 23:07:02,410 - pyskl - INFO - Epoch [47][3100/3746] lr: 7.782e-02, eta: 2 days, 19:36:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5341, loss_cls: 5.6797, loss: 5.6797 +2023-12-25 23:08:02,307 - pyskl - INFO - Epoch [47][3200/3746] lr: 7.780e-02, eta: 2 days, 19:35:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2694, top5_acc: 0.5286, loss_cls: 5.7067, loss: 5.7067 +2023-12-25 23:09:01,943 - pyskl - INFO - Epoch [47][3300/3746] lr: 7.777e-02, eta: 2 days, 19:34:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5306, loss_cls: 5.6554, loss: 5.6554 +2023-12-25 23:10:01,667 - pyskl - INFO - Epoch [47][3400/3746] lr: 7.775e-02, eta: 2 days, 19:33:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5159, loss_cls: 5.7185, loss: 5.7185 +2023-12-25 23:11:01,776 - pyskl - INFO - Epoch [47][3500/3746] lr: 7.773e-02, eta: 2 days, 19:32:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5394, loss_cls: 5.6210, loss: 5.6210 +2023-12-25 23:12:01,763 - pyskl - INFO - Epoch [47][3600/3746] lr: 7.770e-02, eta: 2 days, 19:30:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2720, top5_acc: 0.5238, loss_cls: 5.6935, loss: 5.6935 +2023-12-25 23:13:01,858 - pyskl - INFO - Epoch [47][3700/3746] lr: 7.768e-02, eta: 2 days, 19:29:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5306, loss_cls: 5.6868, loss: 5.6868 +2023-12-25 23:13:33,180 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-25 23:15:36,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 23:15:38,042 - pyskl - INFO - +top1_acc 0.1964 +top5_acc 0.4324 +2023-12-25 23:15:38,042 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 23:15:38,084 - pyskl - INFO - +mean_acc 0.1962 +2023-12-25 23:15:38,095 - pyskl - INFO - Epoch(val) [47][309] top1_acc: 0.1964, top5_acc: 0.4324, mean_class_accuracy: 0.1962 +2023-12-25 23:19:07,034 - pyskl - INFO - Epoch [48][100/3746] lr: 7.765e-02, eta: 2 days, 19:32:25, time: 2.089, data_time: 1.491, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5325, loss_cls: 5.6348, loss: 5.6348 +2023-12-25 23:20:06,634 - pyskl - INFO - Epoch [48][200/3746] lr: 7.762e-02, eta: 2 days, 19:31:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2672, top5_acc: 0.5305, loss_cls: 5.6745, loss: 5.6745 +2023-12-25 23:21:06,262 - pyskl - INFO - Epoch [48][300/3746] lr: 7.760e-02, eta: 2 days, 19:30:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2675, top5_acc: 0.5248, loss_cls: 5.6970, loss: 5.6970 +2023-12-25 23:22:06,329 - pyskl - INFO - Epoch [48][400/3746] lr: 7.758e-02, eta: 2 days, 19:28:55, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5416, loss_cls: 5.6151, loss: 5.6151 +2023-12-25 23:23:06,777 - pyskl - INFO - Epoch [48][500/3746] lr: 7.755e-02, eta: 2 days, 19:27:46, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2791, top5_acc: 0.5363, loss_cls: 5.6127, loss: 5.6127 +2023-12-25 23:24:06,493 - pyskl - INFO - Epoch [48][600/3746] lr: 7.753e-02, eta: 2 days, 19:26:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2853, top5_acc: 0.5387, loss_cls: 5.6389, loss: 5.6389 +2023-12-25 23:25:06,653 - pyskl - INFO - Epoch [48][700/3746] lr: 7.751e-02, eta: 2 days, 19:25:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5342, loss_cls: 5.6630, loss: 5.6630 +2023-12-25 23:26:07,291 - pyskl - INFO - Epoch [48][800/3746] lr: 7.748e-02, eta: 2 days, 19:24:19, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5334, loss_cls: 5.6402, loss: 5.6402 +2023-12-25 23:27:07,031 - pyskl - INFO - Epoch [48][900/3746] lr: 7.746e-02, eta: 2 days, 19:23:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2656, top5_acc: 0.5302, loss_cls: 5.7115, loss: 5.7115 +2023-12-25 23:28:06,972 - pyskl - INFO - Epoch [48][1000/3746] lr: 7.744e-02, eta: 2 days, 19:21:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5339, loss_cls: 5.6714, loss: 5.6714 +2023-12-25 23:29:06,929 - pyskl - INFO - Epoch [48][1100/3746] lr: 7.741e-02, eta: 2 days, 19:20:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5394, loss_cls: 5.6272, loss: 5.6272 +2023-12-25 23:30:06,565 - pyskl - INFO - Epoch [48][1200/3746] lr: 7.739e-02, eta: 2 days, 19:19:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2692, top5_acc: 0.5269, loss_cls: 5.7202, loss: 5.7202 +2023-12-25 23:31:06,331 - pyskl - INFO - Epoch [48][1300/3746] lr: 7.737e-02, eta: 2 days, 19:18:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5389, loss_cls: 5.6285, loss: 5.6285 +2023-12-25 23:32:05,805 - pyskl - INFO - Epoch [48][1400/3746] lr: 7.734e-02, eta: 2 days, 19:17:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2628, top5_acc: 0.5302, loss_cls: 5.6613, loss: 5.6613 +2023-12-25 23:33:05,502 - pyskl - INFO - Epoch [48][1500/3746] lr: 7.732e-02, eta: 2 days, 19:16:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5281, loss_cls: 5.6815, loss: 5.6815 +2023-12-25 23:34:05,448 - pyskl - INFO - Epoch [48][1600/3746] lr: 7.730e-02, eta: 2 days, 19:14:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5217, loss_cls: 5.6966, loss: 5.6966 +2023-12-25 23:35:05,873 - pyskl - INFO - Epoch [48][1700/3746] lr: 7.727e-02, eta: 2 days, 19:13:49, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5417, loss_cls: 5.6340, loss: 5.6340 +2023-12-25 23:36:06,385 - pyskl - INFO - Epoch [48][1800/3746] lr: 7.725e-02, eta: 2 days, 19:12:41, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5255, loss_cls: 5.6947, loss: 5.6947 +2023-12-25 23:37:06,890 - pyskl - INFO - Epoch [48][1900/3746] lr: 7.723e-02, eta: 2 days, 19:11:33, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5272, loss_cls: 5.7318, loss: 5.7318 +2023-12-25 23:38:06,470 - pyskl - INFO - Epoch [48][2000/3746] lr: 7.720e-02, eta: 2 days, 19:10:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5294, loss_cls: 5.6499, loss: 5.6499 +2023-12-25 23:39:05,919 - pyskl - INFO - Epoch [48][2100/3746] lr: 7.718e-02, eta: 2 days, 19:09:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5325, loss_cls: 5.6453, loss: 5.6453 +2023-12-25 23:40:05,950 - pyskl - INFO - Epoch [48][2200/3746] lr: 7.716e-02, eta: 2 days, 19:08:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5312, loss_cls: 5.6606, loss: 5.6606 +2023-12-25 23:41:05,820 - pyskl - INFO - Epoch [48][2300/3746] lr: 7.713e-02, eta: 2 days, 19:06:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5278, loss_cls: 5.6795, loss: 5.6795 +2023-12-25 23:42:06,191 - pyskl - INFO - Epoch [48][2400/3746] lr: 7.711e-02, eta: 2 days, 19:05:44, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5275, loss_cls: 5.6899, loss: 5.6899 +2023-12-25 23:43:07,305 - pyskl - INFO - Epoch [48][2500/3746] lr: 7.709e-02, eta: 2 days, 19:04:37, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2731, top5_acc: 0.5288, loss_cls: 5.7049, loss: 5.7049 +2023-12-25 23:44:07,077 - pyskl - INFO - Epoch [48][2600/3746] lr: 7.706e-02, eta: 2 days, 19:03:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5359, loss_cls: 5.6419, loss: 5.6419 +2023-12-25 23:45:07,005 - pyskl - INFO - Epoch [48][2700/3746] lr: 7.704e-02, eta: 2 days, 19:02:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2767, top5_acc: 0.5242, loss_cls: 5.7061, loss: 5.7061 +2023-12-25 23:46:07,691 - pyskl - INFO - Epoch [48][2800/3746] lr: 7.701e-02, eta: 2 days, 19:01:09, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5312, loss_cls: 5.6764, loss: 5.6764 +2023-12-25 23:47:08,455 - pyskl - INFO - Epoch [48][2900/3746] lr: 7.699e-02, eta: 2 days, 19:00:02, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5316, loss_cls: 5.6748, loss: 5.6748 +2023-12-25 23:48:08,467 - pyskl - INFO - Epoch [48][3000/3746] lr: 7.697e-02, eta: 2 days, 18:58:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5452, loss_cls: 5.6271, loss: 5.6271 +2023-12-25 23:49:08,846 - pyskl - INFO - Epoch [48][3100/3746] lr: 7.694e-02, eta: 2 days, 18:57:44, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5370, loss_cls: 5.6552, loss: 5.6552 +2023-12-25 23:50:08,390 - pyskl - INFO - Epoch [48][3200/3746] lr: 7.692e-02, eta: 2 days, 18:56:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5366, loss_cls: 5.6671, loss: 5.6671 +2023-12-25 23:51:08,230 - pyskl - INFO - Epoch [48][3300/3746] lr: 7.690e-02, eta: 2 days, 18:55:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5328, loss_cls: 5.7074, loss: 5.7074 +2023-12-25 23:52:08,044 - pyskl - INFO - Epoch [48][3400/3746] lr: 7.687e-02, eta: 2 days, 18:54:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5312, loss_cls: 5.6681, loss: 5.6681 +2023-12-25 23:53:07,930 - pyskl - INFO - Epoch [48][3500/3746] lr: 7.685e-02, eta: 2 days, 18:53:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5283, loss_cls: 5.6828, loss: 5.6828 +2023-12-25 23:54:07,793 - pyskl - INFO - Epoch [48][3600/3746] lr: 7.683e-02, eta: 2 days, 18:51:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5309, loss_cls: 5.6769, loss: 5.6769 +2023-12-25 23:55:07,430 - pyskl - INFO - Epoch [48][3700/3746] lr: 7.680e-02, eta: 2 days, 18:50:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5317, loss_cls: 5.6730, loss: 5.6730 +2023-12-25 23:55:37,511 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-25 23:57:37,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-25 23:57:38,418 - pyskl - INFO - +top1_acc 0.2162 +top5_acc 0.4537 +2023-12-25 23:57:38,418 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-25 23:57:38,450 - pyskl - INFO - +mean_acc 0.2159 +2023-12-25 23:57:38,458 - pyskl - INFO - Epoch(val) [48][309] top1_acc: 0.2162, top5_acc: 0.4537, mean_class_accuracy: 0.2159 +2023-12-26 00:01:02,901 - pyskl - INFO - Epoch [49][100/3746] lr: 7.677e-02, eta: 2 days, 18:53:12, time: 2.044, data_time: 1.449, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5394, loss_cls: 5.6088, loss: 5.6088 +2023-12-26 00:02:02,550 - pyskl - INFO - Epoch [49][200/3746] lr: 7.674e-02, eta: 2 days, 18:52:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5320, loss_cls: 5.6360, loss: 5.6360 +2023-12-26 00:03:02,116 - pyskl - INFO - Epoch [49][300/3746] lr: 7.672e-02, eta: 2 days, 18:50:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2737, top5_acc: 0.5330, loss_cls: 5.6605, loss: 5.6605 +2023-12-26 00:04:02,151 - pyskl - INFO - Epoch [49][400/3746] lr: 7.670e-02, eta: 2 days, 18:49:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5241, loss_cls: 5.6694, loss: 5.6694 +2023-12-26 00:05:02,548 - pyskl - INFO - Epoch [49][500/3746] lr: 7.667e-02, eta: 2 days, 18:48:33, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5331, loss_cls: 5.6668, loss: 5.6668 +2023-12-26 00:06:02,445 - pyskl - INFO - Epoch [49][600/3746] lr: 7.665e-02, eta: 2 days, 18:47:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5431, loss_cls: 5.5974, loss: 5.5974 +2023-12-26 00:07:02,393 - pyskl - INFO - Epoch [49][700/3746] lr: 7.663e-02, eta: 2 days, 18:46:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2712, top5_acc: 0.5189, loss_cls: 5.6826, loss: 5.6826 +2023-12-26 00:08:02,853 - pyskl - INFO - Epoch [49][800/3746] lr: 7.660e-02, eta: 2 days, 18:45:06, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2747, top5_acc: 0.5248, loss_cls: 5.7166, loss: 5.7166 +2023-12-26 00:09:02,444 - pyskl - INFO - Epoch [49][900/3746] lr: 7.658e-02, eta: 2 days, 18:43:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5453, loss_cls: 5.6468, loss: 5.6468 +2023-12-26 00:10:02,572 - pyskl - INFO - Epoch [49][1000/3746] lr: 7.656e-02, eta: 2 days, 18:42:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5389, loss_cls: 5.6685, loss: 5.6685 +2023-12-26 00:11:02,317 - pyskl - INFO - Epoch [49][1100/3746] lr: 7.653e-02, eta: 2 days, 18:41:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2689, top5_acc: 0.5281, loss_cls: 5.6821, loss: 5.6821 +2023-12-26 00:12:01,802 - pyskl - INFO - Epoch [49][1200/3746] lr: 7.651e-02, eta: 2 days, 18:40:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5253, loss_cls: 5.6783, loss: 5.6783 +2023-12-26 00:13:01,319 - pyskl - INFO - Epoch [49][1300/3746] lr: 7.648e-02, eta: 2 days, 18:39:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2677, top5_acc: 0.5289, loss_cls: 5.6737, loss: 5.6737 +2023-12-26 00:14:00,890 - pyskl - INFO - Epoch [49][1400/3746] lr: 7.646e-02, eta: 2 days, 18:38:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5262, loss_cls: 5.7010, loss: 5.7010 +2023-12-26 00:15:00,680 - pyskl - INFO - Epoch [49][1500/3746] lr: 7.644e-02, eta: 2 days, 18:36:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5325, loss_cls: 5.6559, loss: 5.6559 +2023-12-26 00:16:00,529 - pyskl - INFO - Epoch [49][1600/3746] lr: 7.641e-02, eta: 2 days, 18:35:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5345, loss_cls: 5.6686, loss: 5.6686 +2023-12-26 00:17:00,163 - pyskl - INFO - Epoch [49][1700/3746] lr: 7.639e-02, eta: 2 days, 18:34:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5358, loss_cls: 5.6554, loss: 5.6554 +2023-12-26 00:17:59,981 - pyskl - INFO - Epoch [49][1800/3746] lr: 7.637e-02, eta: 2 days, 18:33:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5328, loss_cls: 5.6422, loss: 5.6422 +2023-12-26 00:18:59,466 - pyskl - INFO - Epoch [49][1900/3746] lr: 7.634e-02, eta: 2 days, 18:32:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2698, top5_acc: 0.5314, loss_cls: 5.6740, loss: 5.6740 +2023-12-26 00:20:00,107 - pyskl - INFO - Epoch [49][2000/3746] lr: 7.632e-02, eta: 2 days, 18:31:08, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5391, loss_cls: 5.6325, loss: 5.6325 +2023-12-26 00:21:00,650 - pyskl - INFO - Epoch [49][2100/3746] lr: 7.629e-02, eta: 2 days, 18:29:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2842, top5_acc: 0.5448, loss_cls: 5.6122, loss: 5.6122 +2023-12-26 00:22:00,908 - pyskl - INFO - Epoch [49][2200/3746] lr: 7.627e-02, eta: 2 days, 18:28:51, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5308, loss_cls: 5.7041, loss: 5.7041 +2023-12-26 00:23:01,402 - pyskl - INFO - Epoch [49][2300/3746] lr: 7.625e-02, eta: 2 days, 18:27:42, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5350, loss_cls: 5.6653, loss: 5.6653 +2023-12-26 00:24:00,890 - pyskl - INFO - Epoch [49][2400/3746] lr: 7.622e-02, eta: 2 days, 18:26:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2789, top5_acc: 0.5270, loss_cls: 5.6734, loss: 5.6734 +2023-12-26 00:25:00,283 - pyskl - INFO - Epoch [49][2500/3746] lr: 7.620e-02, eta: 2 days, 18:25:22, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5328, loss_cls: 5.6603, loss: 5.6603 +2023-12-26 00:25:59,539 - pyskl - INFO - Epoch [49][2600/3746] lr: 7.618e-02, eta: 2 days, 18:24:11, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5216, loss_cls: 5.7231, loss: 5.7231 +2023-12-26 00:26:59,178 - pyskl - INFO - Epoch [49][2700/3746] lr: 7.615e-02, eta: 2 days, 18:23:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5288, loss_cls: 5.6974, loss: 5.6974 +2023-12-26 00:27:58,966 - pyskl - INFO - Epoch [49][2800/3746] lr: 7.613e-02, eta: 2 days, 18:21:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5339, loss_cls: 5.6751, loss: 5.6751 +2023-12-26 00:28:58,665 - pyskl - INFO - Epoch [49][2900/3746] lr: 7.610e-02, eta: 2 days, 18:20:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2894, top5_acc: 0.5372, loss_cls: 5.6341, loss: 5.6341 +2023-12-26 00:29:58,388 - pyskl - INFO - Epoch [49][3000/3746] lr: 7.608e-02, eta: 2 days, 18:19:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5341, loss_cls: 5.6477, loss: 5.6477 +2023-12-26 00:30:58,449 - pyskl - INFO - Epoch [49][3100/3746] lr: 7.606e-02, eta: 2 days, 18:18:23, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5367, loss_cls: 5.6629, loss: 5.6629 +2023-12-26 00:31:58,512 - pyskl - INFO - Epoch [49][3200/3746] lr: 7.603e-02, eta: 2 days, 18:17:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5422, loss_cls: 5.6173, loss: 5.6173 +2023-12-26 00:32:58,521 - pyskl - INFO - Epoch [49][3300/3746] lr: 7.601e-02, eta: 2 days, 18:16:04, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5363, loss_cls: 5.6366, loss: 5.6366 +2023-12-26 00:33:58,117 - pyskl - INFO - Epoch [49][3400/3746] lr: 7.598e-02, eta: 2 days, 18:14:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2880, top5_acc: 0.5425, loss_cls: 5.6170, loss: 5.6170 +2023-12-26 00:34:57,553 - pyskl - INFO - Epoch [49][3500/3746] lr: 7.596e-02, eta: 2 days, 18:13:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5305, loss_cls: 5.6663, loss: 5.6663 +2023-12-26 00:35:57,170 - pyskl - INFO - Epoch [49][3600/3746] lr: 7.594e-02, eta: 2 days, 18:12:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5306, loss_cls: 5.6679, loss: 5.6679 +2023-12-26 00:36:56,420 - pyskl - INFO - Epoch [49][3700/3746] lr: 7.591e-02, eta: 2 days, 18:11:24, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5353, loss_cls: 5.6476, loss: 5.6476 +2023-12-26 00:37:26,025 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-26 00:39:23,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 00:39:24,100 - pyskl - INFO - +top1_acc 0.1856 +top5_acc 0.4180 +2023-12-26 00:39:24,100 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 00:39:24,135 - pyskl - INFO - +mean_acc 0.1854 +2023-12-26 00:39:24,144 - pyskl - INFO - Epoch(val) [49][309] top1_acc: 0.1856, top5_acc: 0.4180, mean_class_accuracy: 0.1854 +2023-12-26 00:42:38,651 - pyskl - INFO - Epoch [50][100/3746] lr: 7.588e-02, eta: 2 days, 18:13:23, time: 1.945, data_time: 1.351, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5447, loss_cls: 5.6174, loss: 5.6174 +2023-12-26 00:43:38,199 - pyskl - INFO - Epoch [50][200/3746] lr: 7.585e-02, eta: 2 days, 18:12:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5472, loss_cls: 5.5898, loss: 5.5898 +2023-12-26 00:44:37,846 - pyskl - INFO - Epoch [50][300/3746] lr: 7.583e-02, eta: 2 days, 18:11:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2845, top5_acc: 0.5309, loss_cls: 5.6237, loss: 5.6237 +2023-12-26 00:45:37,696 - pyskl - INFO - Epoch [50][400/3746] lr: 7.581e-02, eta: 2 days, 18:09:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5425, loss_cls: 5.6219, loss: 5.6219 +2023-12-26 00:46:38,588 - pyskl - INFO - Epoch [50][500/3746] lr: 7.578e-02, eta: 2 days, 18:08:46, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2711, top5_acc: 0.5264, loss_cls: 5.6427, loss: 5.6427 +2023-12-26 00:47:38,176 - pyskl - INFO - Epoch [50][600/3746] lr: 7.576e-02, eta: 2 days, 18:07:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5269, loss_cls: 5.6792, loss: 5.6792 +2023-12-26 00:48:37,524 - pyskl - INFO - Epoch [50][700/3746] lr: 7.573e-02, eta: 2 days, 18:06:25, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5267, loss_cls: 5.6516, loss: 5.6516 +2023-12-26 00:49:37,132 - pyskl - INFO - Epoch [50][800/3746] lr: 7.571e-02, eta: 2 days, 18:05:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2819, top5_acc: 0.5387, loss_cls: 5.6519, loss: 5.6519 +2023-12-26 00:50:37,259 - pyskl - INFO - Epoch [50][900/3746] lr: 7.569e-02, eta: 2 days, 18:04:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5336, loss_cls: 5.6477, loss: 5.6477 +2023-12-26 00:51:36,662 - pyskl - INFO - Epoch [50][1000/3746] lr: 7.566e-02, eta: 2 days, 18:02:56, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5381, loss_cls: 5.6561, loss: 5.6561 +2023-12-26 00:52:36,118 - pyskl - INFO - Epoch [50][1100/3746] lr: 7.564e-02, eta: 2 days, 18:01:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2872, top5_acc: 0.5425, loss_cls: 5.6253, loss: 5.6253 +2023-12-26 00:53:35,678 - pyskl - INFO - Epoch [50][1200/3746] lr: 7.561e-02, eta: 2 days, 18:00:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5372, loss_cls: 5.6578, loss: 5.6578 +2023-12-26 00:54:35,080 - pyskl - INFO - Epoch [50][1300/3746] lr: 7.559e-02, eta: 2 days, 17:59:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2827, top5_acc: 0.5320, loss_cls: 5.6537, loss: 5.6537 +2023-12-26 00:55:34,929 - pyskl - INFO - Epoch [50][1400/3746] lr: 7.557e-02, eta: 2 days, 17:58:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5413, loss_cls: 5.6566, loss: 5.6566 +2023-12-26 00:56:34,789 - pyskl - INFO - Epoch [50][1500/3746] lr: 7.554e-02, eta: 2 days, 17:57:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5331, loss_cls: 5.6551, loss: 5.6551 +2023-12-26 00:57:34,667 - pyskl - INFO - Epoch [50][1600/3746] lr: 7.552e-02, eta: 2 days, 17:55:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5414, loss_cls: 5.6398, loss: 5.6398 +2023-12-26 00:58:34,475 - pyskl - INFO - Epoch [50][1700/3746] lr: 7.549e-02, eta: 2 days, 17:54:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2775, top5_acc: 0.5320, loss_cls: 5.6606, loss: 5.6606 +2023-12-26 00:59:34,334 - pyskl - INFO - Epoch [50][1800/3746] lr: 7.547e-02, eta: 2 days, 17:53:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2767, top5_acc: 0.5397, loss_cls: 5.6490, loss: 5.6490 +2023-12-26 01:00:33,807 - pyskl - INFO - Epoch [50][1900/3746] lr: 7.545e-02, eta: 2 days, 17:52:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2777, top5_acc: 0.5311, loss_cls: 5.6372, loss: 5.6372 +2023-12-26 01:01:33,492 - pyskl - INFO - Epoch [50][2000/3746] lr: 7.542e-02, eta: 2 days, 17:51:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5297, loss_cls: 5.6884, loss: 5.6884 +2023-12-26 01:02:33,400 - pyskl - INFO - Epoch [50][2100/3746] lr: 7.540e-02, eta: 2 days, 17:50:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5166, loss_cls: 5.7310, loss: 5.7310 +2023-12-26 01:03:33,462 - pyskl - INFO - Epoch [50][2200/3746] lr: 7.537e-02, eta: 2 days, 17:49:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5367, loss_cls: 5.6331, loss: 5.6331 +2023-12-26 01:04:33,254 - pyskl - INFO - Epoch [50][2300/3746] lr: 7.535e-02, eta: 2 days, 17:47:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5430, loss_cls: 5.6519, loss: 5.6519 +2023-12-26 01:05:33,632 - pyskl - INFO - Epoch [50][2400/3746] lr: 7.533e-02, eta: 2 days, 17:46:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5327, loss_cls: 5.6808, loss: 5.6808 +2023-12-26 01:06:34,074 - pyskl - INFO - Epoch [50][2500/3746] lr: 7.530e-02, eta: 2 days, 17:45:34, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5378, loss_cls: 5.6614, loss: 5.6614 +2023-12-26 01:07:34,081 - pyskl - INFO - Epoch [50][2600/3746] lr: 7.528e-02, eta: 2 days, 17:44:25, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5337, loss_cls: 5.6842, loss: 5.6842 +2023-12-26 01:08:33,672 - pyskl - INFO - Epoch [50][2700/3746] lr: 7.525e-02, eta: 2 days, 17:43:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5419, loss_cls: 5.6278, loss: 5.6278 +2023-12-26 01:09:32,978 - pyskl - INFO - Epoch [50][2800/3746] lr: 7.523e-02, eta: 2 days, 17:42:05, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2667, top5_acc: 0.5294, loss_cls: 5.7084, loss: 5.7084 +2023-12-26 01:10:32,702 - pyskl - INFO - Epoch [50][2900/3746] lr: 7.520e-02, eta: 2 days, 17:40:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5375, loss_cls: 5.6157, loss: 5.6157 +2023-12-26 01:11:32,193 - pyskl - INFO - Epoch [50][3000/3746] lr: 7.518e-02, eta: 2 days, 17:39:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5280, loss_cls: 5.6884, loss: 5.6884 +2023-12-26 01:12:31,856 - pyskl - INFO - Epoch [50][3100/3746] lr: 7.516e-02, eta: 2 days, 17:38:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5417, loss_cls: 5.6423, loss: 5.6423 +2023-12-26 01:13:31,745 - pyskl - INFO - Epoch [50][3200/3746] lr: 7.513e-02, eta: 2 days, 17:37:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5320, loss_cls: 5.6637, loss: 5.6637 +2023-12-26 01:14:31,508 - pyskl - INFO - Epoch [50][3300/3746] lr: 7.511e-02, eta: 2 days, 17:36:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2761, top5_acc: 0.5317, loss_cls: 5.6954, loss: 5.6954 +2023-12-26 01:15:31,113 - pyskl - INFO - Epoch [50][3400/3746] lr: 7.508e-02, eta: 2 days, 17:35:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5337, loss_cls: 5.6661, loss: 5.6661 +2023-12-26 01:16:30,552 - pyskl - INFO - Epoch [50][3500/3746] lr: 7.506e-02, eta: 2 days, 17:33:57, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5452, loss_cls: 5.6144, loss: 5.6144 +2023-12-26 01:17:29,913 - pyskl - INFO - Epoch [50][3600/3746] lr: 7.504e-02, eta: 2 days, 17:32:47, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2878, top5_acc: 0.5411, loss_cls: 5.6396, loss: 5.6396 +2023-12-26 01:18:29,338 - pyskl - INFO - Epoch [50][3700/3746] lr: 7.501e-02, eta: 2 days, 17:31:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5306, loss_cls: 5.6651, loss: 5.6651 +2023-12-26 01:18:58,881 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-26 01:20:58,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 01:21:00,011 - pyskl - INFO - +top1_acc 0.2147 +top5_acc 0.4498 +2023-12-26 01:21:00,012 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 01:21:00,051 - pyskl - INFO - +mean_acc 0.2146 +2023-12-26 01:21:00,059 - pyskl - INFO - Epoch(val) [50][309] top1_acc: 0.2147, top5_acc: 0.4498, mean_class_accuracy: 0.2146 +2023-12-26 01:24:22,501 - pyskl - INFO - Epoch [51][100/3746] lr: 7.498e-02, eta: 2 days, 17:33:46, time: 2.024, data_time: 1.424, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5539, loss_cls: 5.5689, loss: 5.5689 +2023-12-26 01:25:22,175 - pyskl - INFO - Epoch [51][200/3746] lr: 7.495e-02, eta: 2 days, 17:32:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5433, loss_cls: 5.6043, loss: 5.6043 +2023-12-26 01:26:21,929 - pyskl - INFO - Epoch [51][300/3746] lr: 7.493e-02, eta: 2 days, 17:31:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5402, loss_cls: 5.6298, loss: 5.6298 +2023-12-26 01:27:21,506 - pyskl - INFO - Epoch [51][400/3746] lr: 7.490e-02, eta: 2 days, 17:30:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2764, top5_acc: 0.5363, loss_cls: 5.6496, loss: 5.6496 +2023-12-26 01:28:21,401 - pyskl - INFO - Epoch [51][500/3746] lr: 7.488e-02, eta: 2 days, 17:29:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5323, loss_cls: 5.6543, loss: 5.6543 +2023-12-26 01:29:21,376 - pyskl - INFO - Epoch [51][600/3746] lr: 7.485e-02, eta: 2 days, 17:27:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2756, top5_acc: 0.5372, loss_cls: 5.6364, loss: 5.6364 +2023-12-26 01:30:20,798 - pyskl - INFO - Epoch [51][700/3746] lr: 7.483e-02, eta: 2 days, 17:26:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5333, loss_cls: 5.6596, loss: 5.6596 +2023-12-26 01:31:20,445 - pyskl - INFO - Epoch [51][800/3746] lr: 7.481e-02, eta: 2 days, 17:25:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5308, loss_cls: 5.6363, loss: 5.6363 +2023-12-26 01:32:20,972 - pyskl - INFO - Epoch [51][900/3746] lr: 7.478e-02, eta: 2 days, 17:24:31, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5306, loss_cls: 5.6625, loss: 5.6625 +2023-12-26 01:33:20,301 - pyskl - INFO - Epoch [51][1000/3746] lr: 7.476e-02, eta: 2 days, 17:23:20, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5292, loss_cls: 5.6415, loss: 5.6415 +2023-12-26 01:34:19,687 - pyskl - INFO - Epoch [51][1100/3746] lr: 7.473e-02, eta: 2 days, 17:22:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2745, top5_acc: 0.5273, loss_cls: 5.6555, loss: 5.6555 +2023-12-26 01:35:19,367 - pyskl - INFO - Epoch [51][1200/3746] lr: 7.471e-02, eta: 2 days, 17:21:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5306, loss_cls: 5.6885, loss: 5.6885 +2023-12-26 01:36:18,789 - pyskl - INFO - Epoch [51][1300/3746] lr: 7.468e-02, eta: 2 days, 17:19:50, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5308, loss_cls: 5.6544, loss: 5.6544 +2023-12-26 01:37:18,947 - pyskl - INFO - Epoch [51][1400/3746] lr: 7.466e-02, eta: 2 days, 17:18:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5303, loss_cls: 5.6677, loss: 5.6677 +2023-12-26 01:38:19,135 - pyskl - INFO - Epoch [51][1500/3746] lr: 7.464e-02, eta: 2 days, 17:17:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2845, top5_acc: 0.5366, loss_cls: 5.6338, loss: 5.6338 +2023-12-26 01:39:19,442 - pyskl - INFO - Epoch [51][1600/3746] lr: 7.461e-02, eta: 2 days, 17:16:25, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2705, top5_acc: 0.5267, loss_cls: 5.6931, loss: 5.6931 +2023-12-26 01:40:19,834 - pyskl - INFO - Epoch [51][1700/3746] lr: 7.459e-02, eta: 2 days, 17:15:17, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5331, loss_cls: 5.6898, loss: 5.6898 +2023-12-26 01:41:19,582 - pyskl - INFO - Epoch [51][1800/3746] lr: 7.456e-02, eta: 2 days, 17:14:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5425, loss_cls: 5.5828, loss: 5.5828 +2023-12-26 01:42:18,948 - pyskl - INFO - Epoch [51][1900/3746] lr: 7.454e-02, eta: 2 days, 17:12:57, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2687, top5_acc: 0.5292, loss_cls: 5.6787, loss: 5.6787 +2023-12-26 01:43:18,548 - pyskl - INFO - Epoch [51][2000/3746] lr: 7.451e-02, eta: 2 days, 17:11:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5309, loss_cls: 5.6198, loss: 5.6198 +2023-12-26 01:44:18,155 - pyskl - INFO - Epoch [51][2100/3746] lr: 7.449e-02, eta: 2 days, 17:10:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2727, top5_acc: 0.5378, loss_cls: 5.6632, loss: 5.6632 +2023-12-26 01:45:17,590 - pyskl - INFO - Epoch [51][2200/3746] lr: 7.447e-02, eta: 2 days, 17:09:28, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5331, loss_cls: 5.6747, loss: 5.6747 +2023-12-26 01:46:17,240 - pyskl - INFO - Epoch [51][2300/3746] lr: 7.444e-02, eta: 2 days, 17:08:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2911, top5_acc: 0.5455, loss_cls: 5.6191, loss: 5.6191 +2023-12-26 01:47:16,985 - pyskl - INFO - Epoch [51][2400/3746] lr: 7.442e-02, eta: 2 days, 17:07:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5298, loss_cls: 5.6534, loss: 5.6534 +2023-12-26 01:48:16,411 - pyskl - INFO - Epoch [51][2500/3746] lr: 7.439e-02, eta: 2 days, 17:05:59, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5319, loss_cls: 5.6524, loss: 5.6524 +2023-12-26 01:49:16,003 - pyskl - INFO - Epoch [51][2600/3746] lr: 7.437e-02, eta: 2 days, 17:04:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5284, loss_cls: 5.6601, loss: 5.6601 +2023-12-26 01:50:15,590 - pyskl - INFO - Epoch [51][2700/3746] lr: 7.434e-02, eta: 2 days, 17:03:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2748, top5_acc: 0.5337, loss_cls: 5.6626, loss: 5.6626 +2023-12-26 01:51:14,881 - pyskl - INFO - Epoch [51][2800/3746] lr: 7.432e-02, eta: 2 days, 17:02:30, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2734, top5_acc: 0.5253, loss_cls: 5.6952, loss: 5.6952 +2023-12-26 01:52:14,284 - pyskl - INFO - Epoch [51][2900/3746] lr: 7.429e-02, eta: 2 days, 17:01:20, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5294, loss_cls: 5.6781, loss: 5.6781 +2023-12-26 01:53:13,937 - pyskl - INFO - Epoch [51][3000/3746] lr: 7.427e-02, eta: 2 days, 17:00:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2717, top5_acc: 0.5292, loss_cls: 5.6911, loss: 5.6911 +2023-12-26 01:54:13,311 - pyskl - INFO - Epoch [51][3100/3746] lr: 7.425e-02, eta: 2 days, 16:59:00, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2758, top5_acc: 0.5322, loss_cls: 5.6758, loss: 5.6758 +2023-12-26 01:55:12,649 - pyskl - INFO - Epoch [51][3200/3746] lr: 7.422e-02, eta: 2 days, 16:57:50, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5405, loss_cls: 5.6190, loss: 5.6190 +2023-12-26 01:56:12,130 - pyskl - INFO - Epoch [51][3300/3746] lr: 7.420e-02, eta: 2 days, 16:56:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2752, top5_acc: 0.5411, loss_cls: 5.6392, loss: 5.6392 +2023-12-26 01:57:11,803 - pyskl - INFO - Epoch [51][3400/3746] lr: 7.417e-02, eta: 2 days, 16:55:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5433, loss_cls: 5.6412, loss: 5.6412 +2023-12-26 01:58:11,399 - pyskl - INFO - Epoch [51][3500/3746] lr: 7.415e-02, eta: 2 days, 16:54:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2875, top5_acc: 0.5391, loss_cls: 5.6140, loss: 5.6140 +2023-12-26 01:59:10,930 - pyskl - INFO - Epoch [51][3600/3746] lr: 7.412e-02, eta: 2 days, 16:53:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5353, loss_cls: 5.6537, loss: 5.6537 +2023-12-26 02:00:10,567 - pyskl - INFO - Epoch [51][3700/3746] lr: 7.410e-02, eta: 2 days, 16:52:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5277, loss_cls: 5.6760, loss: 5.6760 +2023-12-26 02:00:40,109 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-26 02:02:39,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:02:40,577 - pyskl - INFO - +top1_acc 0.2189 +top5_acc 0.4575 +2023-12-26 02:02:40,578 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 02:02:40,615 - pyskl - INFO - +mean_acc 0.2188 +2023-12-26 02:02:40,624 - pyskl - INFO - Epoch(val) [51][309] top1_acc: 0.2189, top5_acc: 0.4575, mean_class_accuracy: 0.2188 +2023-12-26 02:06:04,516 - pyskl - INFO - Epoch [52][100/3746] lr: 7.406e-02, eta: 2 days, 16:54:08, time: 2.039, data_time: 1.438, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5419, loss_cls: 5.6116, loss: 5.6116 +2023-12-26 02:07:04,333 - pyskl - INFO - Epoch [52][200/3746] lr: 7.404e-02, eta: 2 days, 16:52:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5406, loss_cls: 5.6573, loss: 5.6573 +2023-12-26 02:08:04,147 - pyskl - INFO - Epoch [52][300/3746] lr: 7.401e-02, eta: 2 days, 16:51:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2903, top5_acc: 0.5359, loss_cls: 5.6227, loss: 5.6227 +2023-12-26 02:09:03,984 - pyskl - INFO - Epoch [52][400/3746] lr: 7.399e-02, eta: 2 days, 16:50:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5427, loss_cls: 5.5847, loss: 5.5847 +2023-12-26 02:10:03,997 - pyskl - INFO - Epoch [52][500/3746] lr: 7.397e-02, eta: 2 days, 16:49:31, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2827, top5_acc: 0.5370, loss_cls: 5.6274, loss: 5.6274 +2023-12-26 02:11:04,319 - pyskl - INFO - Epoch [52][600/3746] lr: 7.394e-02, eta: 2 days, 16:48:23, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2755, top5_acc: 0.5292, loss_cls: 5.6772, loss: 5.6772 +2023-12-26 02:12:03,928 - pyskl - INFO - Epoch [52][700/3746] lr: 7.392e-02, eta: 2 days, 16:47:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5309, loss_cls: 5.6399, loss: 5.6399 +2023-12-26 02:13:04,103 - pyskl - INFO - Epoch [52][800/3746] lr: 7.389e-02, eta: 2 days, 16:46:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5375, loss_cls: 5.6641, loss: 5.6641 +2023-12-26 02:14:04,640 - pyskl - INFO - Epoch [52][900/3746] lr: 7.387e-02, eta: 2 days, 16:44:57, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5402, loss_cls: 5.6382, loss: 5.6382 +2023-12-26 02:15:04,486 - pyskl - INFO - Epoch [52][1000/3746] lr: 7.384e-02, eta: 2 days, 16:43:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2730, top5_acc: 0.5295, loss_cls: 5.6664, loss: 5.6664 +2023-12-26 02:16:04,616 - pyskl - INFO - Epoch [52][1100/3746] lr: 7.382e-02, eta: 2 days, 16:42:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2784, top5_acc: 0.5397, loss_cls: 5.6343, loss: 5.6343 +2023-12-26 02:17:04,913 - pyskl - INFO - Epoch [52][1200/3746] lr: 7.379e-02, eta: 2 days, 16:41:31, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5275, loss_cls: 5.6674, loss: 5.6674 +2023-12-26 02:18:04,575 - pyskl - INFO - Epoch [52][1300/3746] lr: 7.377e-02, eta: 2 days, 16:40:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5195, loss_cls: 5.7000, loss: 5.7000 +2023-12-26 02:19:04,180 - pyskl - INFO - Epoch [52][1400/3746] lr: 7.374e-02, eta: 2 days, 16:39:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5295, loss_cls: 5.6677, loss: 5.6677 +2023-12-26 02:20:04,069 - pyskl - INFO - Epoch [52][1500/3746] lr: 7.372e-02, eta: 2 days, 16:38:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5484, loss_cls: 5.6052, loss: 5.6052 +2023-12-26 02:21:03,631 - pyskl - INFO - Epoch [52][1600/3746] lr: 7.370e-02, eta: 2 days, 16:36:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5452, loss_cls: 5.6215, loss: 5.6215 +2023-12-26 02:22:03,025 - pyskl - INFO - Epoch [52][1700/3746] lr: 7.367e-02, eta: 2 days, 16:35:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5322, loss_cls: 5.6453, loss: 5.6453 +2023-12-26 02:23:02,811 - pyskl - INFO - Epoch [52][1800/3746] lr: 7.365e-02, eta: 2 days, 16:34:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2811, top5_acc: 0.5364, loss_cls: 5.6449, loss: 5.6449 +2023-12-26 02:24:02,483 - pyskl - INFO - Epoch [52][1900/3746] lr: 7.362e-02, eta: 2 days, 16:33:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5387, loss_cls: 5.6293, loss: 5.6293 +2023-12-26 02:25:02,006 - pyskl - INFO - Epoch [52][2000/3746] lr: 7.360e-02, eta: 2 days, 16:32:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5386, loss_cls: 5.6176, loss: 5.6176 +2023-12-26 02:26:01,649 - pyskl - INFO - Epoch [52][2100/3746] lr: 7.357e-02, eta: 2 days, 16:31:06, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2827, top5_acc: 0.5359, loss_cls: 5.6494, loss: 5.6494 +2023-12-26 02:27:01,382 - pyskl - INFO - Epoch [52][2200/3746] lr: 7.355e-02, eta: 2 days, 16:29:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5472, loss_cls: 5.6367, loss: 5.6367 +2023-12-26 02:28:01,156 - pyskl - INFO - Epoch [52][2300/3746] lr: 7.352e-02, eta: 2 days, 16:28:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5284, loss_cls: 5.6811, loss: 5.6811 +2023-12-26 02:29:00,633 - pyskl - INFO - Epoch [52][2400/3746] lr: 7.350e-02, eta: 2 days, 16:27:38, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2695, top5_acc: 0.5373, loss_cls: 5.6468, loss: 5.6468 +2023-12-26 02:30:00,260 - pyskl - INFO - Epoch [52][2500/3746] lr: 7.347e-02, eta: 2 days, 16:26:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5356, loss_cls: 5.6472, loss: 5.6472 +2023-12-26 02:30:59,809 - pyskl - INFO - Epoch [52][2600/3746] lr: 7.345e-02, eta: 2 days, 16:25:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2706, top5_acc: 0.5284, loss_cls: 5.6506, loss: 5.6506 +2023-12-26 02:31:59,350 - pyskl - INFO - Epoch [52][2700/3746] lr: 7.342e-02, eta: 2 days, 16:24:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5386, loss_cls: 5.6284, loss: 5.6284 +2023-12-26 02:32:59,350 - pyskl - INFO - Epoch [52][2800/3746] lr: 7.340e-02, eta: 2 days, 16:23:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5350, loss_cls: 5.6490, loss: 5.6490 +2023-12-26 02:33:59,509 - pyskl - INFO - Epoch [52][2900/3746] lr: 7.337e-02, eta: 2 days, 16:21:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5453, loss_cls: 5.6177, loss: 5.6177 +2023-12-26 02:34:59,435 - pyskl - INFO - Epoch [52][3000/3746] lr: 7.335e-02, eta: 2 days, 16:20:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2739, top5_acc: 0.5269, loss_cls: 5.6963, loss: 5.6963 +2023-12-26 02:35:59,050 - pyskl - INFO - Epoch [52][3100/3746] lr: 7.332e-02, eta: 2 days, 16:19:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5397, loss_cls: 5.6207, loss: 5.6207 +2023-12-26 02:36:58,509 - pyskl - INFO - Epoch [52][3200/3746] lr: 7.330e-02, eta: 2 days, 16:18:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2836, top5_acc: 0.5411, loss_cls: 5.6391, loss: 5.6391 +2023-12-26 02:37:58,330 - pyskl - INFO - Epoch [52][3300/3746] lr: 7.328e-02, eta: 2 days, 16:17:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5437, loss_cls: 5.6332, loss: 5.6332 +2023-12-26 02:38:58,037 - pyskl - INFO - Epoch [52][3400/3746] lr: 7.325e-02, eta: 2 days, 16:16:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5316, loss_cls: 5.6606, loss: 5.6606 +2023-12-26 02:39:58,612 - pyskl - INFO - Epoch [52][3500/3746] lr: 7.323e-02, eta: 2 days, 16:15:00, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2723, top5_acc: 0.5391, loss_cls: 5.6232, loss: 5.6232 +2023-12-26 02:40:58,539 - pyskl - INFO - Epoch [52][3600/3746] lr: 7.320e-02, eta: 2 days, 16:13:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5373, loss_cls: 5.6193, loss: 5.6193 +2023-12-26 02:41:58,233 - pyskl - INFO - Epoch [52][3700/3746] lr: 7.318e-02, eta: 2 days, 16:12:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5359, loss_cls: 5.6403, loss: 5.6403 +2023-12-26 02:42:28,381 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-26 02:44:26,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 02:44:27,106 - pyskl - INFO - +top1_acc 0.2120 +top5_acc 0.4552 +2023-12-26 02:44:27,106 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 02:44:27,139 - pyskl - INFO - +mean_acc 0.2117 +2023-12-26 02:44:27,149 - pyskl - INFO - Epoch(val) [52][309] top1_acc: 0.2120, top5_acc: 0.4552, mean_class_accuracy: 0.2117 +2023-12-26 02:47:50,253 - pyskl - INFO - Epoch [53][100/3746] lr: 7.314e-02, eta: 2 days, 16:14:39, time: 2.031, data_time: 1.429, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5475, loss_cls: 5.5833, loss: 5.5833 +2023-12-26 02:48:49,882 - pyskl - INFO - Epoch [53][200/3746] lr: 7.312e-02, eta: 2 days, 16:13:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5553, loss_cls: 5.5951, loss: 5.5951 +2023-12-26 02:49:49,126 - pyskl - INFO - Epoch [53][300/3746] lr: 7.309e-02, eta: 2 days, 16:12:20, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2762, top5_acc: 0.5333, loss_cls: 5.6507, loss: 5.6507 +2023-12-26 02:50:49,099 - pyskl - INFO - Epoch [53][400/3746] lr: 7.307e-02, eta: 2 days, 16:11:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5398, loss_cls: 5.6471, loss: 5.6471 +2023-12-26 02:51:49,460 - pyskl - INFO - Epoch [53][500/3746] lr: 7.304e-02, eta: 2 days, 16:10:03, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5427, loss_cls: 5.6126, loss: 5.6126 +2023-12-26 02:52:49,941 - pyskl - INFO - Epoch [53][600/3746] lr: 7.302e-02, eta: 2 days, 16:08:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2853, top5_acc: 0.5414, loss_cls: 5.6089, loss: 5.6089 +2023-12-26 02:53:49,992 - pyskl - INFO - Epoch [53][700/3746] lr: 7.299e-02, eta: 2 days, 16:07:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2845, top5_acc: 0.5405, loss_cls: 5.6202, loss: 5.6202 +2023-12-26 02:54:50,057 - pyskl - INFO - Epoch [53][800/3746] lr: 7.297e-02, eta: 2 days, 16:06:38, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5445, loss_cls: 5.6093, loss: 5.6093 +2023-12-26 02:55:50,597 - pyskl - INFO - Epoch [53][900/3746] lr: 7.294e-02, eta: 2 days, 16:05:31, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5356, loss_cls: 5.6411, loss: 5.6411 +2023-12-26 02:56:51,188 - pyskl - INFO - Epoch [53][1000/3746] lr: 7.292e-02, eta: 2 days, 16:04:23, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5337, loss_cls: 5.6295, loss: 5.6295 +2023-12-26 02:57:50,514 - pyskl - INFO - Epoch [53][1100/3746] lr: 7.289e-02, eta: 2 days, 16:03:13, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5395, loss_cls: 5.6128, loss: 5.6128 +2023-12-26 02:58:50,126 - pyskl - INFO - Epoch [53][1200/3746] lr: 7.287e-02, eta: 2 days, 16:02:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2842, top5_acc: 0.5330, loss_cls: 5.6639, loss: 5.6639 +2023-12-26 02:59:49,693 - pyskl - INFO - Epoch [53][1300/3746] lr: 7.284e-02, eta: 2 days, 16:00:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5367, loss_cls: 5.6626, loss: 5.6626 +2023-12-26 03:00:49,170 - pyskl - INFO - Epoch [53][1400/3746] lr: 7.282e-02, eta: 2 days, 15:59:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5384, loss_cls: 5.6343, loss: 5.6343 +2023-12-26 03:01:48,907 - pyskl - INFO - Epoch [53][1500/3746] lr: 7.279e-02, eta: 2 days, 15:58:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2741, top5_acc: 0.5369, loss_cls: 5.6387, loss: 5.6387 +2023-12-26 03:02:48,646 - pyskl - INFO - Epoch [53][1600/3746] lr: 7.277e-02, eta: 2 days, 15:57:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5391, loss_cls: 5.6093, loss: 5.6093 +2023-12-26 03:03:48,316 - pyskl - INFO - Epoch [53][1700/3746] lr: 7.274e-02, eta: 2 days, 15:56:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5330, loss_cls: 5.6419, loss: 5.6419 +2023-12-26 03:04:48,182 - pyskl - INFO - Epoch [53][1800/3746] lr: 7.272e-02, eta: 2 days, 15:55:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5483, loss_cls: 5.5962, loss: 5.5962 +2023-12-26 03:05:48,297 - pyskl - INFO - Epoch [53][1900/3746] lr: 7.269e-02, eta: 2 days, 15:54:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5367, loss_cls: 5.6432, loss: 5.6432 +2023-12-26 03:06:48,197 - pyskl - INFO - Epoch [53][2000/3746] lr: 7.267e-02, eta: 2 days, 15:52:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2778, top5_acc: 0.5353, loss_cls: 5.6528, loss: 5.6528 +2023-12-26 03:07:47,772 - pyskl - INFO - Epoch [53][2100/3746] lr: 7.264e-02, eta: 2 days, 15:51:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5483, loss_cls: 5.5732, loss: 5.5732 +2023-12-26 03:08:47,196 - pyskl - INFO - Epoch [53][2200/3746] lr: 7.262e-02, eta: 2 days, 15:50:33, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5386, loss_cls: 5.6317, loss: 5.6317 +2023-12-26 03:09:46,929 - pyskl - INFO - Epoch [53][2300/3746] lr: 7.259e-02, eta: 2 days, 15:49:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5233, loss_cls: 5.6643, loss: 5.6643 +2023-12-26 03:10:47,538 - pyskl - INFO - Epoch [53][2400/3746] lr: 7.257e-02, eta: 2 days, 15:48:17, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5356, loss_cls: 5.6497, loss: 5.6497 +2023-12-26 03:11:48,341 - pyskl - INFO - Epoch [53][2500/3746] lr: 7.254e-02, eta: 2 days, 15:47:10, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5342, loss_cls: 5.6333, loss: 5.6333 +2023-12-26 03:12:49,172 - pyskl - INFO - Epoch [53][2600/3746] lr: 7.252e-02, eta: 2 days, 15:46:03, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2905, top5_acc: 0.5517, loss_cls: 5.5924, loss: 5.5924 +2023-12-26 03:13:49,156 - pyskl - INFO - Epoch [53][2700/3746] lr: 7.249e-02, eta: 2 days, 15:44:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2719, top5_acc: 0.5319, loss_cls: 5.6546, loss: 5.6546 +2023-12-26 03:14:49,104 - pyskl - INFO - Epoch [53][2800/3746] lr: 7.247e-02, eta: 2 days, 15:43:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5356, loss_cls: 5.6496, loss: 5.6496 +2023-12-26 03:15:48,779 - pyskl - INFO - Epoch [53][2900/3746] lr: 7.244e-02, eta: 2 days, 15:42:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5422, loss_cls: 5.6378, loss: 5.6378 +2023-12-26 03:16:48,434 - pyskl - INFO - Epoch [53][3000/3746] lr: 7.242e-02, eta: 2 days, 15:41:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2753, top5_acc: 0.5273, loss_cls: 5.6800, loss: 5.6800 +2023-12-26 03:17:47,893 - pyskl - INFO - Epoch [53][3100/3746] lr: 7.239e-02, eta: 2 days, 15:40:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2744, top5_acc: 0.5281, loss_cls: 5.6872, loss: 5.6872 +2023-12-26 03:18:47,558 - pyskl - INFO - Epoch [53][3200/3746] lr: 7.237e-02, eta: 2 days, 15:39:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5367, loss_cls: 5.6361, loss: 5.6361 +2023-12-26 03:19:47,132 - pyskl - INFO - Epoch [53][3300/3746] lr: 7.234e-02, eta: 2 days, 15:38:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5445, loss_cls: 5.6262, loss: 5.6262 +2023-12-26 03:20:46,927 - pyskl - INFO - Epoch [53][3400/3746] lr: 7.232e-02, eta: 2 days, 15:36:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5433, loss_cls: 5.6404, loss: 5.6404 +2023-12-26 03:21:46,813 - pyskl - INFO - Epoch [53][3500/3746] lr: 7.229e-02, eta: 2 days, 15:35:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5384, loss_cls: 5.6184, loss: 5.6184 +2023-12-26 03:22:47,243 - pyskl - INFO - Epoch [53][3600/3746] lr: 7.227e-02, eta: 2 days, 15:34:35, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2791, top5_acc: 0.5248, loss_cls: 5.6595, loss: 5.6595 +2023-12-26 03:23:47,178 - pyskl - INFO - Epoch [53][3700/3746] lr: 7.224e-02, eta: 2 days, 15:33:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2736, top5_acc: 0.5314, loss_cls: 5.6601, loss: 5.6601 +2023-12-26 03:24:17,318 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-26 03:26:18,571 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 03:26:19,398 - pyskl - INFO - +top1_acc 0.2019 +top5_acc 0.4343 +2023-12-26 03:26:19,398 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 03:26:19,430 - pyskl - INFO - +mean_acc 0.2018 +2023-12-26 03:26:19,439 - pyskl - INFO - Epoch(val) [53][309] top1_acc: 0.2019, top5_acc: 0.4343, mean_class_accuracy: 0.2018 +2023-12-26 03:29:41,084 - pyskl - INFO - Epoch [54][100/3746] lr: 7.221e-02, eta: 2 days, 15:35:15, time: 2.016, data_time: 1.415, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5437, loss_cls: 5.5944, loss: 5.5944 +2023-12-26 03:30:40,771 - pyskl - INFO - Epoch [54][200/3746] lr: 7.218e-02, eta: 2 days, 15:34:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2955, top5_acc: 0.5481, loss_cls: 5.5883, loss: 5.5883 +2023-12-26 03:31:40,622 - pyskl - INFO - Epoch [54][300/3746] lr: 7.216e-02, eta: 2 days, 15:32:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5448, loss_cls: 5.6158, loss: 5.6158 +2023-12-26 03:32:40,320 - pyskl - INFO - Epoch [54][400/3746] lr: 7.213e-02, eta: 2 days, 15:31:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5484, loss_cls: 5.5833, loss: 5.5833 +2023-12-26 03:33:39,730 - pyskl - INFO - Epoch [54][500/3746] lr: 7.211e-02, eta: 2 days, 15:30:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2770, top5_acc: 0.5447, loss_cls: 5.6329, loss: 5.6329 +2023-12-26 03:34:39,844 - pyskl - INFO - Epoch [54][600/3746] lr: 7.208e-02, eta: 2 days, 15:29:30, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5339, loss_cls: 5.6434, loss: 5.6434 +2023-12-26 03:35:40,897 - pyskl - INFO - Epoch [54][700/3746] lr: 7.206e-02, eta: 2 days, 15:28:24, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5306, loss_cls: 5.6549, loss: 5.6549 +2023-12-26 03:36:40,501 - pyskl - INFO - Epoch [54][800/3746] lr: 7.203e-02, eta: 2 days, 15:27:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5436, loss_cls: 5.6232, loss: 5.6232 +2023-12-26 03:37:40,675 - pyskl - INFO - Epoch [54][900/3746] lr: 7.201e-02, eta: 2 days, 15:26:06, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2883, top5_acc: 0.5380, loss_cls: 5.6293, loss: 5.6293 +2023-12-26 03:38:41,458 - pyskl - INFO - Epoch [54][1000/3746] lr: 7.198e-02, eta: 2 days, 15:24:59, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2895, top5_acc: 0.5444, loss_cls: 5.6213, loss: 5.6213 +2023-12-26 03:39:41,079 - pyskl - INFO - Epoch [54][1100/3746] lr: 7.196e-02, eta: 2 days, 15:23:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5364, loss_cls: 5.6351, loss: 5.6351 +2023-12-26 03:40:40,379 - pyskl - INFO - Epoch [54][1200/3746] lr: 7.193e-02, eta: 2 days, 15:22:40, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5406, loss_cls: 5.6302, loss: 5.6302 +2023-12-26 03:41:39,862 - pyskl - INFO - Epoch [54][1300/3746] lr: 7.191e-02, eta: 2 days, 15:21:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5381, loss_cls: 5.6700, loss: 5.6700 +2023-12-26 03:42:39,094 - pyskl - INFO - Epoch [54][1400/3746] lr: 7.188e-02, eta: 2 days, 15:20:21, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5400, loss_cls: 5.6358, loss: 5.6358 +2023-12-26 03:43:38,616 - pyskl - INFO - Epoch [54][1500/3746] lr: 7.186e-02, eta: 2 days, 15:19:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5416, loss_cls: 5.5962, loss: 5.5962 +2023-12-26 03:44:37,884 - pyskl - INFO - Epoch [54][1600/3746] lr: 7.183e-02, eta: 2 days, 15:18:02, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2836, top5_acc: 0.5344, loss_cls: 5.6437, loss: 5.6437 +2023-12-26 03:45:37,379 - pyskl - INFO - Epoch [54][1700/3746] lr: 7.181e-02, eta: 2 days, 15:16:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5339, loss_cls: 5.6326, loss: 5.6326 +2023-12-26 03:46:36,912 - pyskl - INFO - Epoch [54][1800/3746] lr: 7.178e-02, eta: 2 days, 15:15:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2728, top5_acc: 0.5372, loss_cls: 5.6416, loss: 5.6416 +2023-12-26 03:47:36,624 - pyskl - INFO - Epoch [54][1900/3746] lr: 7.176e-02, eta: 2 days, 15:14:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5323, loss_cls: 5.6477, loss: 5.6477 +2023-12-26 03:48:36,567 - pyskl - INFO - Epoch [54][2000/3746] lr: 7.173e-02, eta: 2 days, 15:13:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2958, top5_acc: 0.5487, loss_cls: 5.5912, loss: 5.5912 +2023-12-26 03:49:36,925 - pyskl - INFO - Epoch [54][2100/3746] lr: 7.170e-02, eta: 2 days, 15:12:18, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5402, loss_cls: 5.6274, loss: 5.6274 +2023-12-26 03:50:36,633 - pyskl - INFO - Epoch [54][2200/3746] lr: 7.168e-02, eta: 2 days, 15:11:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2772, top5_acc: 0.5391, loss_cls: 5.6541, loss: 5.6541 +2023-12-26 03:51:36,211 - pyskl - INFO - Epoch [54][2300/3746] lr: 7.165e-02, eta: 2 days, 15:10:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2786, top5_acc: 0.5288, loss_cls: 5.6749, loss: 5.6749 +2023-12-26 03:52:36,143 - pyskl - INFO - Epoch [54][2400/3746] lr: 7.163e-02, eta: 2 days, 15:08:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5375, loss_cls: 5.6475, loss: 5.6475 +2023-12-26 03:53:35,676 - pyskl - INFO - Epoch [54][2500/3746] lr: 7.160e-02, eta: 2 days, 15:07:43, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5466, loss_cls: 5.6011, loss: 5.6011 +2023-12-26 03:54:35,276 - pyskl - INFO - Epoch [54][2600/3746] lr: 7.158e-02, eta: 2 days, 15:06:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5481, loss_cls: 5.5931, loss: 5.5931 +2023-12-26 03:55:35,468 - pyskl - INFO - Epoch [54][2700/3746] lr: 7.155e-02, eta: 2 days, 15:05:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2742, top5_acc: 0.5345, loss_cls: 5.6522, loss: 5.6522 +2023-12-26 03:56:35,086 - pyskl - INFO - Epoch [54][2800/3746] lr: 7.153e-02, eta: 2 days, 15:04:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2888, top5_acc: 0.5466, loss_cls: 5.5806, loss: 5.5806 +2023-12-26 03:57:34,784 - pyskl - INFO - Epoch [54][2900/3746] lr: 7.150e-02, eta: 2 days, 15:03:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5441, loss_cls: 5.6449, loss: 5.6449 +2023-12-26 03:58:34,717 - pyskl - INFO - Epoch [54][3000/3746] lr: 7.148e-02, eta: 2 days, 15:02:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5420, loss_cls: 5.6382, loss: 5.6382 +2023-12-26 03:59:34,256 - pyskl - INFO - Epoch [54][3100/3746] lr: 7.145e-02, eta: 2 days, 15:00:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5491, loss_cls: 5.6083, loss: 5.6083 +2023-12-26 04:00:33,880 - pyskl - INFO - Epoch [54][3200/3746] lr: 7.143e-02, eta: 2 days, 14:59:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5359, loss_cls: 5.6529, loss: 5.6529 +2023-12-26 04:01:33,381 - pyskl - INFO - Epoch [54][3300/3746] lr: 7.140e-02, eta: 2 days, 14:58:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5414, loss_cls: 5.6228, loss: 5.6228 +2023-12-26 04:02:33,100 - pyskl - INFO - Epoch [54][3400/3746] lr: 7.138e-02, eta: 2 days, 14:57:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5339, loss_cls: 5.6690, loss: 5.6690 +2023-12-26 04:03:32,717 - pyskl - INFO - Epoch [54][3500/3746] lr: 7.135e-02, eta: 2 days, 14:56:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5317, loss_cls: 5.6418, loss: 5.6418 +2023-12-26 04:04:32,441 - pyskl - INFO - Epoch [54][3600/3746] lr: 7.133e-02, eta: 2 days, 14:55:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5423, loss_cls: 5.6314, loss: 5.6314 +2023-12-26 04:05:32,066 - pyskl - INFO - Epoch [54][3700/3746] lr: 7.130e-02, eta: 2 days, 14:53:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5392, loss_cls: 5.6425, loss: 5.6425 +2023-12-26 04:06:02,245 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-26 04:08:03,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 04:08:04,391 - pyskl - INFO - +top1_acc 0.2139 +top5_acc 0.4576 +2023-12-26 04:08:04,391 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 04:08:04,423 - pyskl - INFO - +mean_acc 0.2138 +2023-12-26 04:08:04,431 - pyskl - INFO - Epoch(val) [54][309] top1_acc: 0.2139, top5_acc: 0.4576, mean_class_accuracy: 0.2138 +2023-12-26 04:11:27,853 - pyskl - INFO - Epoch [55][100/3746] lr: 7.126e-02, eta: 2 days, 14:55:43, time: 2.034, data_time: 1.430, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5397, loss_cls: 5.6084, loss: 5.6084 +2023-12-26 04:12:27,528 - pyskl - INFO - Epoch [55][200/3746] lr: 7.124e-02, eta: 2 days, 14:54:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2888, top5_acc: 0.5520, loss_cls: 5.5850, loss: 5.5850 +2023-12-26 04:13:27,449 - pyskl - INFO - Epoch [55][300/3746] lr: 7.121e-02, eta: 2 days, 14:53:26, time: 0.599, data_time: 0.001, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5439, loss_cls: 5.5815, loss: 5.5815 +2023-12-26 04:14:27,611 - pyskl - INFO - Epoch [55][400/3746] lr: 7.119e-02, eta: 2 days, 14:52:18, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2786, top5_acc: 0.5463, loss_cls: 5.6085, loss: 5.6085 +2023-12-26 04:15:27,081 - pyskl - INFO - Epoch [55][500/3746] lr: 7.116e-02, eta: 2 days, 14:51:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5436, loss_cls: 5.5872, loss: 5.5872 +2023-12-26 04:16:27,171 - pyskl - INFO - Epoch [55][600/3746] lr: 7.114e-02, eta: 2 days, 14:50:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5439, loss_cls: 5.6239, loss: 5.6239 +2023-12-26 04:17:27,692 - pyskl - INFO - Epoch [55][700/3746] lr: 7.111e-02, eta: 2 days, 14:48:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5486, loss_cls: 5.6065, loss: 5.6065 +2023-12-26 04:18:27,046 - pyskl - INFO - Epoch [55][800/3746] lr: 7.109e-02, eta: 2 days, 14:47:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5509, loss_cls: 5.5386, loss: 5.5386 +2023-12-26 04:19:27,327 - pyskl - INFO - Epoch [55][900/3746] lr: 7.106e-02, eta: 2 days, 14:46:36, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2666, top5_acc: 0.5286, loss_cls: 5.6825, loss: 5.6825 +2023-12-26 04:20:27,872 - pyskl - INFO - Epoch [55][1000/3746] lr: 7.104e-02, eta: 2 days, 14:45:28, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5461, loss_cls: 5.6205, loss: 5.6205 +2023-12-26 04:21:27,543 - pyskl - INFO - Epoch [55][1100/3746] lr: 7.101e-02, eta: 2 days, 14:44:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5411, loss_cls: 5.6162, loss: 5.6162 +2023-12-26 04:22:27,518 - pyskl - INFO - Epoch [55][1200/3746] lr: 7.099e-02, eta: 2 days, 14:43:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5398, loss_cls: 5.6206, loss: 5.6206 +2023-12-26 04:23:26,972 - pyskl - INFO - Epoch [55][1300/3746] lr: 7.096e-02, eta: 2 days, 14:42:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2836, top5_acc: 0.5386, loss_cls: 5.6350, loss: 5.6350 +2023-12-26 04:24:26,328 - pyskl - INFO - Epoch [55][1400/3746] lr: 7.093e-02, eta: 2 days, 14:40:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2842, top5_acc: 0.5439, loss_cls: 5.6183, loss: 5.6183 +2023-12-26 04:25:25,736 - pyskl - INFO - Epoch [55][1500/3746] lr: 7.091e-02, eta: 2 days, 14:39:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5377, loss_cls: 5.6532, loss: 5.6532 +2023-12-26 04:26:26,293 - pyskl - INFO - Epoch [55][1600/3746] lr: 7.088e-02, eta: 2 days, 14:38:36, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2795, top5_acc: 0.5294, loss_cls: 5.6698, loss: 5.6698 +2023-12-26 04:27:25,774 - pyskl - INFO - Epoch [55][1700/3746] lr: 7.086e-02, eta: 2 days, 14:37:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5391, loss_cls: 5.5995, loss: 5.5995 +2023-12-26 04:28:25,805 - pyskl - INFO - Epoch [55][1800/3746] lr: 7.083e-02, eta: 2 days, 14:36:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5389, loss_cls: 5.6261, loss: 5.6261 +2023-12-26 04:29:25,966 - pyskl - INFO - Epoch [55][1900/3746] lr: 7.081e-02, eta: 2 days, 14:35:11, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5348, loss_cls: 5.6545, loss: 5.6545 +2023-12-26 04:30:25,538 - pyskl - INFO - Epoch [55][2000/3746] lr: 7.078e-02, eta: 2 days, 14:34:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5342, loss_cls: 5.6674, loss: 5.6674 +2023-12-26 04:31:25,373 - pyskl - INFO - Epoch [55][2100/3746] lr: 7.076e-02, eta: 2 days, 14:32:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5370, loss_cls: 5.6545, loss: 5.6545 +2023-12-26 04:32:25,056 - pyskl - INFO - Epoch [55][2200/3746] lr: 7.073e-02, eta: 2 days, 14:31:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5347, loss_cls: 5.6237, loss: 5.6237 +2023-12-26 04:33:24,636 - pyskl - INFO - Epoch [55][2300/3746] lr: 7.071e-02, eta: 2 days, 14:30:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5284, loss_cls: 5.6564, loss: 5.6564 +2023-12-26 04:34:24,320 - pyskl - INFO - Epoch [55][2400/3746] lr: 7.068e-02, eta: 2 days, 14:29:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5341, loss_cls: 5.6155, loss: 5.6155 +2023-12-26 04:35:23,959 - pyskl - INFO - Epoch [55][2500/3746] lr: 7.065e-02, eta: 2 days, 14:28:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2802, top5_acc: 0.5344, loss_cls: 5.6675, loss: 5.6675 +2023-12-26 04:36:23,416 - pyskl - INFO - Epoch [55][2600/3746] lr: 7.063e-02, eta: 2 days, 14:27:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5428, loss_cls: 5.6363, loss: 5.6363 +2023-12-26 04:37:23,453 - pyskl - INFO - Epoch [55][2700/3746] lr: 7.060e-02, eta: 2 days, 14:26:01, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2869, top5_acc: 0.5466, loss_cls: 5.6142, loss: 5.6142 +2023-12-26 04:38:23,222 - pyskl - INFO - Epoch [55][2800/3746] lr: 7.058e-02, eta: 2 days, 14:24:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5367, loss_cls: 5.6183, loss: 5.6183 +2023-12-26 04:39:24,032 - pyskl - INFO - Epoch [55][2900/3746] lr: 7.055e-02, eta: 2 days, 14:23:45, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2925, top5_acc: 0.5536, loss_cls: 5.5795, loss: 5.5795 +2023-12-26 04:40:24,063 - pyskl - INFO - Epoch [55][3000/3746] lr: 7.053e-02, eta: 2 days, 14:22:37, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5517, loss_cls: 5.5912, loss: 5.5912 +2023-12-26 04:41:23,549 - pyskl - INFO - Epoch [55][3100/3746] lr: 7.050e-02, eta: 2 days, 14:21:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5487, loss_cls: 5.6240, loss: 5.6240 +2023-12-26 04:42:23,336 - pyskl - INFO - Epoch [55][3200/3746] lr: 7.048e-02, eta: 2 days, 14:20:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5366, loss_cls: 5.6350, loss: 5.6350 +2023-12-26 04:43:22,917 - pyskl - INFO - Epoch [55][3300/3746] lr: 7.045e-02, eta: 2 days, 14:19:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5345, loss_cls: 5.6274, loss: 5.6274 +2023-12-26 04:44:22,505 - pyskl - INFO - Epoch [55][3400/3746] lr: 7.043e-02, eta: 2 days, 14:18:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5367, loss_cls: 5.6147, loss: 5.6147 +2023-12-26 04:45:22,654 - pyskl - INFO - Epoch [55][3500/3746] lr: 7.040e-02, eta: 2 days, 14:16:54, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5341, loss_cls: 5.6369, loss: 5.6369 +2023-12-26 04:46:22,393 - pyskl - INFO - Epoch [55][3600/3746] lr: 7.037e-02, eta: 2 days, 14:15:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2858, top5_acc: 0.5436, loss_cls: 5.5991, loss: 5.5991 +2023-12-26 04:47:22,558 - pyskl - INFO - Epoch [55][3700/3746] lr: 7.035e-02, eta: 2 days, 14:14:38, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2895, top5_acc: 0.5414, loss_cls: 5.6406, loss: 5.6406 +2023-12-26 04:47:52,629 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-26 04:49:55,278 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 04:49:56,093 - pyskl - INFO - +top1_acc 0.2114 +top5_acc 0.4485 +2023-12-26 04:49:56,093 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 04:49:56,125 - pyskl - INFO - +mean_acc 0.2112 +2023-12-26 04:49:56,135 - pyskl - INFO - Epoch(val) [55][309] top1_acc: 0.2114, top5_acc: 0.4485, mean_class_accuracy: 0.2112 +2023-12-26 04:53:15,999 - pyskl - INFO - Epoch [56][100/3746] lr: 7.031e-02, eta: 2 days, 14:16:12, time: 1.999, data_time: 1.400, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5583, loss_cls: 5.5679, loss: 5.5679 +2023-12-26 04:54:15,585 - pyskl - INFO - Epoch [56][200/3746] lr: 7.029e-02, eta: 2 days, 14:15:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5481, loss_cls: 5.5939, loss: 5.5939 +2023-12-26 04:55:15,787 - pyskl - INFO - Epoch [56][300/3746] lr: 7.026e-02, eta: 2 days, 14:13:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5505, loss_cls: 5.5543, loss: 5.5543 +2023-12-26 04:56:15,587 - pyskl - INFO - Epoch [56][400/3746] lr: 7.023e-02, eta: 2 days, 14:12:47, time: 0.598, data_time: 0.001, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5531, loss_cls: 5.5625, loss: 5.5625 +2023-12-26 04:57:14,981 - pyskl - INFO - Epoch [56][500/3746] lr: 7.021e-02, eta: 2 days, 14:11:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5436, loss_cls: 5.6257, loss: 5.6257 +2023-12-26 04:58:14,556 - pyskl - INFO - Epoch [56][600/3746] lr: 7.018e-02, eta: 2 days, 14:10:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5517, loss_cls: 5.5723, loss: 5.5723 +2023-12-26 04:59:14,757 - pyskl - INFO - Epoch [56][700/3746] lr: 7.016e-02, eta: 2 days, 14:09:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2794, top5_acc: 0.5320, loss_cls: 5.6483, loss: 5.6483 +2023-12-26 05:00:14,578 - pyskl - INFO - Epoch [56][800/3746] lr: 7.013e-02, eta: 2 days, 14:08:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2869, top5_acc: 0.5420, loss_cls: 5.6116, loss: 5.6116 +2023-12-26 05:01:14,363 - pyskl - INFO - Epoch [56][900/3746] lr: 7.011e-02, eta: 2 days, 14:07:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5469, loss_cls: 5.6002, loss: 5.6002 +2023-12-26 05:02:15,105 - pyskl - INFO - Epoch [56][1000/3746] lr: 7.008e-02, eta: 2 days, 14:05:57, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5394, loss_cls: 5.6088, loss: 5.6088 +2023-12-26 05:03:15,081 - pyskl - INFO - Epoch [56][1100/3746] lr: 7.006e-02, eta: 2 days, 14:04:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2769, top5_acc: 0.5434, loss_cls: 5.6335, loss: 5.6335 +2023-12-26 05:04:14,620 - pyskl - INFO - Epoch [56][1200/3746] lr: 7.003e-02, eta: 2 days, 14:03:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2767, top5_acc: 0.5391, loss_cls: 5.6296, loss: 5.6296 +2023-12-26 05:05:14,471 - pyskl - INFO - Epoch [56][1300/3746] lr: 7.000e-02, eta: 2 days, 14:02:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2800, top5_acc: 0.5380, loss_cls: 5.6397, loss: 5.6397 +2023-12-26 05:06:14,067 - pyskl - INFO - Epoch [56][1400/3746] lr: 6.998e-02, eta: 2 days, 14:01:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2714, top5_acc: 0.5334, loss_cls: 5.6743, loss: 5.6743 +2023-12-26 05:07:13,637 - pyskl - INFO - Epoch [56][1500/3746] lr: 6.995e-02, eta: 2 days, 14:00:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5342, loss_cls: 5.6331, loss: 5.6331 +2023-12-26 05:08:13,048 - pyskl - INFO - Epoch [56][1600/3746] lr: 6.993e-02, eta: 2 days, 13:59:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5387, loss_cls: 5.6438, loss: 5.6438 +2023-12-26 05:09:12,578 - pyskl - INFO - Epoch [56][1700/3746] lr: 6.990e-02, eta: 2 days, 13:57:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5477, loss_cls: 5.6359, loss: 5.6359 +2023-12-26 05:10:12,308 - pyskl - INFO - Epoch [56][1800/3746] lr: 6.988e-02, eta: 2 days, 13:56:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5353, loss_cls: 5.6275, loss: 5.6275 +2023-12-26 05:11:12,100 - pyskl - INFO - Epoch [56][1900/3746] lr: 6.985e-02, eta: 2 days, 13:55:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5386, loss_cls: 5.6270, loss: 5.6270 +2023-12-26 05:12:12,022 - pyskl - INFO - Epoch [56][2000/3746] lr: 6.983e-02, eta: 2 days, 13:54:31, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2803, top5_acc: 0.5494, loss_cls: 5.6144, loss: 5.6144 +2023-12-26 05:13:11,796 - pyskl - INFO - Epoch [56][2100/3746] lr: 6.980e-02, eta: 2 days, 13:53:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5472, loss_cls: 5.5817, loss: 5.5817 +2023-12-26 05:14:12,271 - pyskl - INFO - Epoch [56][2200/3746] lr: 6.977e-02, eta: 2 days, 13:52:15, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5317, loss_cls: 5.6472, loss: 5.6472 +2023-12-26 05:15:12,719 - pyskl - INFO - Epoch [56][2300/3746] lr: 6.975e-02, eta: 2 days, 13:51:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5498, loss_cls: 5.5820, loss: 5.5820 +2023-12-26 05:16:12,673 - pyskl - INFO - Epoch [56][2400/3746] lr: 6.972e-02, eta: 2 days, 13:50:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5469, loss_cls: 5.5990, loss: 5.5990 +2023-12-26 05:17:12,025 - pyskl - INFO - Epoch [56][2500/3746] lr: 6.970e-02, eta: 2 days, 13:48:51, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2787, top5_acc: 0.5377, loss_cls: 5.6354, loss: 5.6354 +2023-12-26 05:18:12,200 - pyskl - INFO - Epoch [56][2600/3746] lr: 6.967e-02, eta: 2 days, 13:47:43, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2827, top5_acc: 0.5394, loss_cls: 5.6074, loss: 5.6074 +2023-12-26 05:19:12,593 - pyskl - INFO - Epoch [56][2700/3746] lr: 6.965e-02, eta: 2 days, 13:46:36, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2863, top5_acc: 0.5452, loss_cls: 5.5931, loss: 5.5931 +2023-12-26 05:20:12,937 - pyskl - INFO - Epoch [56][2800/3746] lr: 6.962e-02, eta: 2 days, 13:45:29, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5395, loss_cls: 5.5926, loss: 5.5926 +2023-12-26 05:21:13,180 - pyskl - INFO - Epoch [56][2900/3746] lr: 6.959e-02, eta: 2 days, 13:44:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5450, loss_cls: 5.6180, loss: 5.6180 +2023-12-26 05:22:12,695 - pyskl - INFO - Epoch [56][3000/3746] lr: 6.957e-02, eta: 2 days, 13:43:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5431, loss_cls: 5.6151, loss: 5.6151 +2023-12-26 05:23:12,351 - pyskl - INFO - Epoch [56][3100/3746] lr: 6.954e-02, eta: 2 days, 13:42:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5395, loss_cls: 5.6346, loss: 5.6346 +2023-12-26 05:24:13,102 - pyskl - INFO - Epoch [56][3200/3746] lr: 6.952e-02, eta: 2 days, 13:40:57, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2945, top5_acc: 0.5405, loss_cls: 5.6133, loss: 5.6133 +2023-12-26 05:25:13,277 - pyskl - INFO - Epoch [56][3300/3746] lr: 6.949e-02, eta: 2 days, 13:39:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5509, loss_cls: 5.5854, loss: 5.5854 +2023-12-26 05:26:14,083 - pyskl - INFO - Epoch [56][3400/3746] lr: 6.947e-02, eta: 2 days, 13:38:43, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2909, top5_acc: 0.5363, loss_cls: 5.6386, loss: 5.6386 +2023-12-26 05:27:14,336 - pyskl - INFO - Epoch [56][3500/3746] lr: 6.944e-02, eta: 2 days, 13:37:35, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5431, loss_cls: 5.6252, loss: 5.6252 +2023-12-26 05:28:13,886 - pyskl - INFO - Epoch [56][3600/3746] lr: 6.941e-02, eta: 2 days, 13:36:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5416, loss_cls: 5.6115, loss: 5.6115 +2023-12-26 05:29:13,692 - pyskl - INFO - Epoch [56][3700/3746] lr: 6.939e-02, eta: 2 days, 13:35:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5483, loss_cls: 5.5690, loss: 5.5690 +2023-12-26 05:29:43,367 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-26 05:31:43,424 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 05:31:44,486 - pyskl - INFO - +top1_acc 0.2150 +top5_acc 0.4503 +2023-12-26 05:31:44,486 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 05:31:44,524 - pyskl - INFO - +mean_acc 0.2148 +2023-12-26 05:31:44,533 - pyskl - INFO - Epoch(val) [56][309] top1_acc: 0.2150, top5_acc: 0.4503, mean_class_accuracy: 0.2148 +2023-12-26 05:35:13,012 - pyskl - INFO - Epoch [57][100/3746] lr: 6.935e-02, eta: 2 days, 13:37:02, time: 2.085, data_time: 1.480, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5548, loss_cls: 5.5731, loss: 5.5731 +2023-12-26 05:36:12,687 - pyskl - INFO - Epoch [57][200/3746] lr: 6.932e-02, eta: 2 days, 13:35:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2863, top5_acc: 0.5437, loss_cls: 5.6167, loss: 5.6167 +2023-12-26 05:37:12,662 - pyskl - INFO - Epoch [57][300/3746] lr: 6.930e-02, eta: 2 days, 13:34:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2922, top5_acc: 0.5470, loss_cls: 5.5527, loss: 5.5527 +2023-12-26 05:38:12,159 - pyskl - INFO - Epoch [57][400/3746] lr: 6.927e-02, eta: 2 days, 13:33:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5461, loss_cls: 5.5793, loss: 5.5793 +2023-12-26 05:39:11,517 - pyskl - INFO - Epoch [57][500/3746] lr: 6.925e-02, eta: 2 days, 13:32:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2881, top5_acc: 0.5430, loss_cls: 5.6176, loss: 5.6176 +2023-12-26 05:40:11,339 - pyskl - INFO - Epoch [57][600/3746] lr: 6.922e-02, eta: 2 days, 13:31:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5463, loss_cls: 5.5893, loss: 5.5893 +2023-12-26 05:41:12,005 - pyskl - INFO - Epoch [57][700/3746] lr: 6.920e-02, eta: 2 days, 13:30:12, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5445, loss_cls: 5.6314, loss: 5.6314 +2023-12-26 05:42:11,877 - pyskl - INFO - Epoch [57][800/3746] lr: 6.917e-02, eta: 2 days, 13:29:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2878, top5_acc: 0.5408, loss_cls: 5.5941, loss: 5.5941 +2023-12-26 05:43:12,256 - pyskl - INFO - Epoch [57][900/3746] lr: 6.914e-02, eta: 2 days, 13:27:56, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5527, loss_cls: 5.5602, loss: 5.5602 +2023-12-26 05:44:12,566 - pyskl - INFO - Epoch [57][1000/3746] lr: 6.912e-02, eta: 2 days, 13:26:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5347, loss_cls: 5.6082, loss: 5.6082 +2023-12-26 05:45:13,186 - pyskl - INFO - Epoch [57][1100/3746] lr: 6.909e-02, eta: 2 days, 13:25:42, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5467, loss_cls: 5.5849, loss: 5.5849 +2023-12-26 05:46:12,950 - pyskl - INFO - Epoch [57][1200/3746] lr: 6.907e-02, eta: 2 days, 13:24:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2838, top5_acc: 0.5445, loss_cls: 5.5974, loss: 5.5974 +2023-12-26 05:47:12,785 - pyskl - INFO - Epoch [57][1300/3746] lr: 6.904e-02, eta: 2 days, 13:23:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5509, loss_cls: 5.5983, loss: 5.5983 +2023-12-26 05:48:12,338 - pyskl - INFO - Epoch [57][1400/3746] lr: 6.901e-02, eta: 2 days, 13:22:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5459, loss_cls: 5.6003, loss: 5.6003 +2023-12-26 05:49:12,021 - pyskl - INFO - Epoch [57][1500/3746] lr: 6.899e-02, eta: 2 days, 13:21:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2906, top5_acc: 0.5525, loss_cls: 5.5871, loss: 5.5871 +2023-12-26 05:50:12,090 - pyskl - INFO - Epoch [57][1600/3746] lr: 6.896e-02, eta: 2 days, 13:20:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5505, loss_cls: 5.5883, loss: 5.5883 +2023-12-26 05:51:12,566 - pyskl - INFO - Epoch [57][1700/3746] lr: 6.894e-02, eta: 2 days, 13:18:53, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5378, loss_cls: 5.6118, loss: 5.6118 +2023-12-26 05:52:12,632 - pyskl - INFO - Epoch [57][1800/3746] lr: 6.891e-02, eta: 2 days, 13:17:45, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2783, top5_acc: 0.5284, loss_cls: 5.6687, loss: 5.6687 +2023-12-26 05:53:12,281 - pyskl - INFO - Epoch [57][1900/3746] lr: 6.889e-02, eta: 2 days, 13:16:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5475, loss_cls: 5.5922, loss: 5.5922 +2023-12-26 05:54:11,796 - pyskl - INFO - Epoch [57][2000/3746] lr: 6.886e-02, eta: 2 days, 13:15:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5430, loss_cls: 5.6086, loss: 5.6086 +2023-12-26 05:55:11,686 - pyskl - INFO - Epoch [57][2100/3746] lr: 6.883e-02, eta: 2 days, 13:14:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5408, loss_cls: 5.6122, loss: 5.6122 +2023-12-26 05:56:11,806 - pyskl - INFO - Epoch [57][2200/3746] lr: 6.881e-02, eta: 2 days, 13:13:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2869, top5_acc: 0.5439, loss_cls: 5.6191, loss: 5.6191 +2023-12-26 05:57:11,288 - pyskl - INFO - Epoch [57][2300/3746] lr: 6.878e-02, eta: 2 days, 13:12:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2834, top5_acc: 0.5444, loss_cls: 5.6279, loss: 5.6279 +2023-12-26 05:58:10,871 - pyskl - INFO - Epoch [57][2400/3746] lr: 6.876e-02, eta: 2 days, 13:10:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2812, top5_acc: 0.5431, loss_cls: 5.6213, loss: 5.6213 +2023-12-26 05:59:10,411 - pyskl - INFO - Epoch [57][2500/3746] lr: 6.873e-02, eta: 2 days, 13:09:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5505, loss_cls: 5.6123, loss: 5.6123 +2023-12-26 06:00:10,889 - pyskl - INFO - Epoch [57][2600/3746] lr: 6.870e-02, eta: 2 days, 13:08:39, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2823, top5_acc: 0.5430, loss_cls: 5.6021, loss: 5.6021 +2023-12-26 06:01:11,788 - pyskl - INFO - Epoch [57][2700/3746] lr: 6.868e-02, eta: 2 days, 13:07:32, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5458, loss_cls: 5.5975, loss: 5.5975 +2023-12-26 06:02:12,356 - pyskl - INFO - Epoch [57][2800/3746] lr: 6.865e-02, eta: 2 days, 13:06:26, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2969, top5_acc: 0.5547, loss_cls: 5.5730, loss: 5.5730 +2023-12-26 06:03:12,237 - pyskl - INFO - Epoch [57][2900/3746] lr: 6.863e-02, eta: 2 days, 13:05:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5314, loss_cls: 5.6388, loss: 5.6388 +2023-12-26 06:04:11,900 - pyskl - INFO - Epoch [57][3000/3746] lr: 6.860e-02, eta: 2 days, 13:04:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5594, loss_cls: 5.5550, loss: 5.5550 +2023-12-26 06:05:11,521 - pyskl - INFO - Epoch [57][3100/3746] lr: 6.857e-02, eta: 2 days, 13:03:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5452, loss_cls: 5.5997, loss: 5.5997 +2023-12-26 06:06:10,977 - pyskl - INFO - Epoch [57][3200/3746] lr: 6.855e-02, eta: 2 days, 13:01:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2830, top5_acc: 0.5423, loss_cls: 5.6173, loss: 5.6173 +2023-12-26 06:07:10,699 - pyskl - INFO - Epoch [57][3300/3746] lr: 6.852e-02, eta: 2 days, 13:00:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5437, loss_cls: 5.6347, loss: 5.6347 +2023-12-26 06:08:10,667 - pyskl - INFO - Epoch [57][3400/3746] lr: 6.850e-02, eta: 2 days, 12:59:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2773, top5_acc: 0.5373, loss_cls: 5.6383, loss: 5.6383 +2023-12-26 06:09:10,190 - pyskl - INFO - Epoch [57][3500/3746] lr: 6.847e-02, eta: 2 days, 12:58:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2792, top5_acc: 0.5405, loss_cls: 5.6177, loss: 5.6177 +2023-12-26 06:10:09,519 - pyskl - INFO - Epoch [57][3600/3746] lr: 6.844e-02, eta: 2 days, 12:57:18, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2781, top5_acc: 0.5394, loss_cls: 5.6198, loss: 5.6198 +2023-12-26 06:11:09,229 - pyskl - INFO - Epoch [57][3700/3746] lr: 6.842e-02, eta: 2 days, 12:56:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5500, loss_cls: 5.5853, loss: 5.5853 +2023-12-26 06:11:39,324 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-26 06:13:40,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 06:13:41,329 - pyskl - INFO - +top1_acc 0.1531 +top5_acc 0.3636 +2023-12-26 06:13:41,329 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 06:13:41,367 - pyskl - INFO - +mean_acc 0.1530 +2023-12-26 06:13:41,376 - pyskl - INFO - Epoch(val) [57][309] top1_acc: 0.1531, top5_acc: 0.3636, mean_class_accuracy: 0.1530 +2023-12-26 06:17:03,132 - pyskl - INFO - Epoch [58][100/3746] lr: 6.838e-02, eta: 2 days, 12:57:37, time: 2.017, data_time: 1.420, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5584, loss_cls: 5.5163, loss: 5.5163 +2023-12-26 06:18:03,070 - pyskl - INFO - Epoch [58][200/3746] lr: 6.835e-02, eta: 2 days, 12:56:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5580, loss_cls: 5.5172, loss: 5.5172 +2023-12-26 06:19:02,956 - pyskl - INFO - Epoch [58][300/3746] lr: 6.833e-02, eta: 2 days, 12:55:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5545, loss_cls: 5.5300, loss: 5.5300 +2023-12-26 06:20:02,269 - pyskl - INFO - Epoch [58][400/3746] lr: 6.830e-02, eta: 2 days, 12:54:12, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2911, top5_acc: 0.5505, loss_cls: 5.5763, loss: 5.5763 +2023-12-26 06:21:02,022 - pyskl - INFO - Epoch [58][500/3746] lr: 6.828e-02, eta: 2 days, 12:53:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5520, loss_cls: 5.5524, loss: 5.5524 +2023-12-26 06:22:01,647 - pyskl - INFO - Epoch [58][600/3746] lr: 6.825e-02, eta: 2 days, 12:51:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5450, loss_cls: 5.5605, loss: 5.5605 +2023-12-26 06:23:01,328 - pyskl - INFO - Epoch [58][700/3746] lr: 6.822e-02, eta: 2 days, 12:50:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2839, top5_acc: 0.5427, loss_cls: 5.6014, loss: 5.6014 +2023-12-26 06:24:01,262 - pyskl - INFO - Epoch [58][800/3746] lr: 6.820e-02, eta: 2 days, 12:49:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2953, top5_acc: 0.5561, loss_cls: 5.5440, loss: 5.5440 +2023-12-26 06:25:00,446 - pyskl - INFO - Epoch [58][900/3746] lr: 6.817e-02, eta: 2 days, 12:48:30, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2664, top5_acc: 0.5336, loss_cls: 5.6698, loss: 5.6698 +2023-12-26 06:26:00,714 - pyskl - INFO - Epoch [58][1000/3746] lr: 6.815e-02, eta: 2 days, 12:47:22, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2984, top5_acc: 0.5600, loss_cls: 5.5640, loss: 5.5640 +2023-12-26 06:27:01,378 - pyskl - INFO - Epoch [58][1100/3746] lr: 6.812e-02, eta: 2 days, 12:46:15, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2891, top5_acc: 0.5456, loss_cls: 5.5823, loss: 5.5823 +2023-12-26 06:28:00,719 - pyskl - INFO - Epoch [58][1200/3746] lr: 6.809e-02, eta: 2 days, 12:45:06, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2872, top5_acc: 0.5416, loss_cls: 5.5998, loss: 5.5998 +2023-12-26 06:29:00,737 - pyskl - INFO - Epoch [58][1300/3746] lr: 6.807e-02, eta: 2 days, 12:43:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2930, top5_acc: 0.5478, loss_cls: 5.5741, loss: 5.5741 +2023-12-26 06:30:00,740 - pyskl - INFO - Epoch [58][1400/3746] lr: 6.804e-02, eta: 2 days, 12:42:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2820, top5_acc: 0.5417, loss_cls: 5.6065, loss: 5.6065 +2023-12-26 06:31:00,695 - pyskl - INFO - Epoch [58][1500/3746] lr: 6.802e-02, eta: 2 days, 12:41:43, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2925, top5_acc: 0.5511, loss_cls: 5.5603, loss: 5.5603 +2023-12-26 06:32:01,008 - pyskl - INFO - Epoch [58][1600/3746] lr: 6.799e-02, eta: 2 days, 12:40:36, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2919, top5_acc: 0.5594, loss_cls: 5.5645, loss: 5.5645 +2023-12-26 06:33:00,888 - pyskl - INFO - Epoch [58][1700/3746] lr: 6.796e-02, eta: 2 days, 12:39:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5464, loss_cls: 5.6153, loss: 5.6153 +2023-12-26 06:34:00,431 - pyskl - INFO - Epoch [58][1800/3746] lr: 6.794e-02, eta: 2 days, 12:38:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2819, top5_acc: 0.5467, loss_cls: 5.6118, loss: 5.6118 +2023-12-26 06:35:00,335 - pyskl - INFO - Epoch [58][1900/3746] lr: 6.791e-02, eta: 2 days, 12:37:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2809, top5_acc: 0.5352, loss_cls: 5.6427, loss: 5.6427 +2023-12-26 06:36:00,220 - pyskl - INFO - Epoch [58][2000/3746] lr: 6.789e-02, eta: 2 days, 12:36:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5398, loss_cls: 5.6370, loss: 5.6370 +2023-12-26 06:36:59,974 - pyskl - INFO - Epoch [58][2100/3746] lr: 6.786e-02, eta: 2 days, 12:34:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2809, top5_acc: 0.5331, loss_cls: 5.6221, loss: 5.6221 +2023-12-26 06:37:59,579 - pyskl - INFO - Epoch [58][2200/3746] lr: 6.783e-02, eta: 2 days, 12:33:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2909, top5_acc: 0.5470, loss_cls: 5.5795, loss: 5.5795 +2023-12-26 06:38:58,976 - pyskl - INFO - Epoch [58][2300/3746] lr: 6.781e-02, eta: 2 days, 12:32:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2930, top5_acc: 0.5502, loss_cls: 5.5819, loss: 5.5819 +2023-12-26 06:39:58,942 - pyskl - INFO - Epoch [58][2400/3746] lr: 6.778e-02, eta: 2 days, 12:31:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5431, loss_cls: 5.6108, loss: 5.6108 +2023-12-26 06:40:58,548 - pyskl - INFO - Epoch [58][2500/3746] lr: 6.775e-02, eta: 2 days, 12:30:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2814, top5_acc: 0.5406, loss_cls: 5.6293, loss: 5.6293 +2023-12-26 06:41:59,335 - pyskl - INFO - Epoch [58][2600/3746] lr: 6.773e-02, eta: 2 days, 12:29:15, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5386, loss_cls: 5.6244, loss: 5.6244 +2023-12-26 06:42:59,731 - pyskl - INFO - Epoch [58][2700/3746] lr: 6.770e-02, eta: 2 days, 12:28:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5367, loss_cls: 5.6404, loss: 5.6404 +2023-12-26 06:43:59,481 - pyskl - INFO - Epoch [58][2800/3746] lr: 6.768e-02, eta: 2 days, 12:27:00, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2863, top5_acc: 0.5472, loss_cls: 5.5902, loss: 5.5902 +2023-12-26 06:44:58,790 - pyskl - INFO - Epoch [58][2900/3746] lr: 6.765e-02, eta: 2 days, 12:25:51, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2867, top5_acc: 0.5439, loss_cls: 5.6142, loss: 5.6142 +2023-12-26 06:45:58,259 - pyskl - INFO - Epoch [58][3000/3746] lr: 6.762e-02, eta: 2 days, 12:24:43, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2766, top5_acc: 0.5359, loss_cls: 5.6366, loss: 5.6366 +2023-12-26 06:46:57,861 - pyskl - INFO - Epoch [58][3100/3746] lr: 6.760e-02, eta: 2 days, 12:23:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2722, top5_acc: 0.5323, loss_cls: 5.6891, loss: 5.6891 +2023-12-26 06:47:57,515 - pyskl - INFO - Epoch [58][3200/3746] lr: 6.757e-02, eta: 2 days, 12:22:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5391, loss_cls: 5.6332, loss: 5.6332 +2023-12-26 06:48:57,306 - pyskl - INFO - Epoch [58][3300/3746] lr: 6.755e-02, eta: 2 days, 12:21:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2822, top5_acc: 0.5431, loss_cls: 5.6077, loss: 5.6077 +2023-12-26 06:49:56,993 - pyskl - INFO - Epoch [58][3400/3746] lr: 6.752e-02, eta: 2 days, 12:20:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2895, top5_acc: 0.5519, loss_cls: 5.5729, loss: 5.5729 +2023-12-26 06:50:57,871 - pyskl - INFO - Epoch [58][3500/3746] lr: 6.749e-02, eta: 2 days, 12:19:03, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5480, loss_cls: 5.5639, loss: 5.5639 +2023-12-26 06:51:57,918 - pyskl - INFO - Epoch [58][3600/3746] lr: 6.747e-02, eta: 2 days, 12:17:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5359, loss_cls: 5.6240, loss: 5.6240 +2023-12-26 06:52:58,156 - pyskl - INFO - Epoch [58][3700/3746] lr: 6.744e-02, eta: 2 days, 12:16:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5537, loss_cls: 5.5790, loss: 5.5790 +2023-12-26 06:53:28,143 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-26 06:55:24,953 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 06:55:25,998 - pyskl - INFO - +top1_acc 0.1949 +top5_acc 0.4243 +2023-12-26 06:55:25,998 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 06:55:26,037 - pyskl - INFO - +mean_acc 0.1949 +2023-12-26 06:55:26,045 - pyskl - INFO - Epoch(val) [58][309] top1_acc: 0.1949, top5_acc: 0.4243, mean_class_accuracy: 0.1949 +2023-12-26 06:58:44,972 - pyskl - INFO - Epoch [59][100/3746] lr: 6.740e-02, eta: 2 days, 12:18:06, time: 1.989, data_time: 1.387, memory: 16180, top1_acc: 0.2909, top5_acc: 0.5498, loss_cls: 5.5549, loss: 5.5549 +2023-12-26 06:59:44,706 - pyskl - INFO - Epoch [59][200/3746] lr: 6.738e-02, eta: 2 days, 12:16:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5578, loss_cls: 5.5234, loss: 5.5234 +2023-12-26 07:00:44,668 - pyskl - INFO - Epoch [59][300/3746] lr: 6.735e-02, eta: 2 days, 12:15:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3020, top5_acc: 0.5500, loss_cls: 5.5355, loss: 5.5355 +2023-12-26 07:01:44,307 - pyskl - INFO - Epoch [59][400/3746] lr: 6.732e-02, eta: 2 days, 12:14:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2875, top5_acc: 0.5427, loss_cls: 5.6001, loss: 5.6001 +2023-12-26 07:02:43,947 - pyskl - INFO - Epoch [59][500/3746] lr: 6.730e-02, eta: 2 days, 12:13:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5470, loss_cls: 5.5824, loss: 5.5824 +2023-12-26 07:03:43,350 - pyskl - INFO - Epoch [59][600/3746] lr: 6.727e-02, eta: 2 days, 12:12:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2889, top5_acc: 0.5505, loss_cls: 5.5731, loss: 5.5731 +2023-12-26 07:04:43,106 - pyskl - INFO - Epoch [59][700/3746] lr: 6.725e-02, eta: 2 days, 12:11:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2889, top5_acc: 0.5487, loss_cls: 5.5684, loss: 5.5684 +2023-12-26 07:05:43,385 - pyskl - INFO - Epoch [59][800/3746] lr: 6.722e-02, eta: 2 days, 12:10:09, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2933, top5_acc: 0.5466, loss_cls: 5.5995, loss: 5.5995 +2023-12-26 07:06:43,061 - pyskl - INFO - Epoch [59][900/3746] lr: 6.719e-02, eta: 2 days, 12:09:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5548, loss_cls: 5.5521, loss: 5.5521 +2023-12-26 07:07:42,736 - pyskl - INFO - Epoch [59][1000/3746] lr: 6.717e-02, eta: 2 days, 12:07:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5403, loss_cls: 5.6003, loss: 5.6003 +2023-12-26 07:08:43,204 - pyskl - INFO - Epoch [59][1100/3746] lr: 6.714e-02, eta: 2 days, 12:06:46, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2780, top5_acc: 0.5417, loss_cls: 5.6047, loss: 5.6047 +2023-12-26 07:09:42,952 - pyskl - INFO - Epoch [59][1200/3746] lr: 6.711e-02, eta: 2 days, 12:05:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5309, loss_cls: 5.6264, loss: 5.6264 +2023-12-26 07:10:42,717 - pyskl - INFO - Epoch [59][1300/3746] lr: 6.709e-02, eta: 2 days, 12:04:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5511, loss_cls: 5.5878, loss: 5.5878 +2023-12-26 07:11:42,353 - pyskl - INFO - Epoch [59][1400/3746] lr: 6.706e-02, eta: 2 days, 12:03:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2850, top5_acc: 0.5492, loss_cls: 5.5956, loss: 5.5956 +2023-12-26 07:12:42,105 - pyskl - INFO - Epoch [59][1500/3746] lr: 6.704e-02, eta: 2 days, 12:02:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2917, top5_acc: 0.5464, loss_cls: 5.5989, loss: 5.5989 +2023-12-26 07:13:41,827 - pyskl - INFO - Epoch [59][1600/3746] lr: 6.701e-02, eta: 2 days, 12:01:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5519, loss_cls: 5.5534, loss: 5.5534 +2023-12-26 07:14:41,313 - pyskl - INFO - Epoch [59][1700/3746] lr: 6.698e-02, eta: 2 days, 11:59:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5463, loss_cls: 5.6014, loss: 5.6014 +2023-12-26 07:15:41,705 - pyskl - INFO - Epoch [59][1800/3746] lr: 6.696e-02, eta: 2 days, 11:58:50, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2917, top5_acc: 0.5478, loss_cls: 5.5752, loss: 5.5752 +2023-12-26 07:16:41,789 - pyskl - INFO - Epoch [59][1900/3746] lr: 6.693e-02, eta: 2 days, 11:57:42, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2886, top5_acc: 0.5411, loss_cls: 5.5982, loss: 5.5982 +2023-12-26 07:17:42,310 - pyskl - INFO - Epoch [59][2000/3746] lr: 6.690e-02, eta: 2 days, 11:56:36, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5459, loss_cls: 5.5877, loss: 5.5877 +2023-12-26 07:18:42,284 - pyskl - INFO - Epoch [59][2100/3746] lr: 6.688e-02, eta: 2 days, 11:55:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5366, loss_cls: 5.6357, loss: 5.6357 +2023-12-26 07:19:42,170 - pyskl - INFO - Epoch [59][2200/3746] lr: 6.685e-02, eta: 2 days, 11:54:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2884, top5_acc: 0.5417, loss_cls: 5.5982, loss: 5.5982 +2023-12-26 07:20:41,876 - pyskl - INFO - Epoch [59][2300/3746] lr: 6.682e-02, eta: 2 days, 11:53:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2909, top5_acc: 0.5530, loss_cls: 5.5561, loss: 5.5561 +2023-12-26 07:21:41,579 - pyskl - INFO - Epoch [59][2400/3746] lr: 6.680e-02, eta: 2 days, 11:52:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5442, loss_cls: 5.5810, loss: 5.5810 +2023-12-26 07:22:41,820 - pyskl - INFO - Epoch [59][2500/3746] lr: 6.677e-02, eta: 2 days, 11:50:57, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2939, top5_acc: 0.5634, loss_cls: 5.5306, loss: 5.5306 +2023-12-26 07:23:41,625 - pyskl - INFO - Epoch [59][2600/3746] lr: 6.675e-02, eta: 2 days, 11:49:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2866, top5_acc: 0.5444, loss_cls: 5.5721, loss: 5.5721 +2023-12-26 07:24:41,302 - pyskl - INFO - Epoch [59][2700/3746] lr: 6.672e-02, eta: 2 days, 11:48:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2805, top5_acc: 0.5483, loss_cls: 5.5787, loss: 5.5787 +2023-12-26 07:25:41,127 - pyskl - INFO - Epoch [59][2800/3746] lr: 6.669e-02, eta: 2 days, 11:47:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5548, loss_cls: 5.5576, loss: 5.5576 +2023-12-26 07:26:40,671 - pyskl - INFO - Epoch [59][2900/3746] lr: 6.667e-02, eta: 2 days, 11:46:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5309, loss_cls: 5.6439, loss: 5.6439 +2023-12-26 07:27:40,356 - pyskl - INFO - Epoch [59][3000/3746] lr: 6.664e-02, eta: 2 days, 11:45:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5458, loss_cls: 5.6257, loss: 5.6257 +2023-12-26 07:28:40,041 - pyskl - INFO - Epoch [59][3100/3746] lr: 6.661e-02, eta: 2 days, 11:44:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2903, top5_acc: 0.5420, loss_cls: 5.5844, loss: 5.5844 +2023-12-26 07:29:39,869 - pyskl - INFO - Epoch [59][3200/3746] lr: 6.659e-02, eta: 2 days, 11:43:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5425, loss_cls: 5.6318, loss: 5.6318 +2023-12-26 07:30:39,161 - pyskl - INFO - Epoch [59][3300/3746] lr: 6.656e-02, eta: 2 days, 11:41:52, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5417, loss_cls: 5.6171, loss: 5.6171 +2023-12-26 07:31:38,672 - pyskl - INFO - Epoch [59][3400/3746] lr: 6.653e-02, eta: 2 days, 11:40:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5563, loss_cls: 5.5421, loss: 5.5421 +2023-12-26 07:32:38,029 - pyskl - INFO - Epoch [59][3500/3746] lr: 6.651e-02, eta: 2 days, 11:39:35, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2956, top5_acc: 0.5539, loss_cls: 5.5638, loss: 5.5638 +2023-12-26 07:33:37,729 - pyskl - INFO - Epoch [59][3600/3746] lr: 6.648e-02, eta: 2 days, 11:38:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5419, loss_cls: 5.6289, loss: 5.6289 +2023-12-26 07:34:37,443 - pyskl - INFO - Epoch [59][3700/3746] lr: 6.646e-02, eta: 2 days, 11:37:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2927, top5_acc: 0.5464, loss_cls: 5.5990, loss: 5.5990 +2023-12-26 07:35:07,252 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-26 07:37:08,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 07:37:08,895 - pyskl - INFO - +top1_acc 0.1908 +top5_acc 0.4133 +2023-12-26 07:37:08,896 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 07:37:08,929 - pyskl - INFO - +mean_acc 0.1905 +2023-12-26 07:37:08,938 - pyskl - INFO - Epoch(val) [59][309] top1_acc: 0.1908, top5_acc: 0.4133, mean_class_accuracy: 0.1905 +2023-12-26 07:40:36,931 - pyskl - INFO - Epoch [60][100/3746] lr: 6.642e-02, eta: 2 days, 11:38:46, time: 2.080, data_time: 1.471, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5570, loss_cls: 5.5397, loss: 5.5397 +2023-12-26 07:41:37,178 - pyskl - INFO - Epoch [60][200/3746] lr: 6.639e-02, eta: 2 days, 11:37:39, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5498, loss_cls: 5.5467, loss: 5.5467 +2023-12-26 07:42:37,243 - pyskl - INFO - Epoch [60][300/3746] lr: 6.636e-02, eta: 2 days, 11:36:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2875, top5_acc: 0.5481, loss_cls: 5.5858, loss: 5.5858 +2023-12-26 07:43:37,264 - pyskl - INFO - Epoch [60][400/3746] lr: 6.634e-02, eta: 2 days, 11:35:24, time: 0.600, data_time: 0.001, memory: 16180, top1_acc: 0.2955, top5_acc: 0.5500, loss_cls: 5.5620, loss: 5.5620 +2023-12-26 07:44:37,076 - pyskl - INFO - Epoch [60][500/3746] lr: 6.631e-02, eta: 2 days, 11:34:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2816, top5_acc: 0.5366, loss_cls: 5.6138, loss: 5.6138 +2023-12-26 07:45:36,476 - pyskl - INFO - Epoch [60][600/3746] lr: 6.629e-02, eta: 2 days, 11:33:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2903, top5_acc: 0.5536, loss_cls: 5.5698, loss: 5.5698 +2023-12-26 07:46:36,595 - pyskl - INFO - Epoch [60][700/3746] lr: 6.626e-02, eta: 2 days, 11:32:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2808, top5_acc: 0.5444, loss_cls: 5.5793, loss: 5.5793 +2023-12-26 07:47:37,224 - pyskl - INFO - Epoch [60][800/3746] lr: 6.623e-02, eta: 2 days, 11:30:53, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2797, top5_acc: 0.5442, loss_cls: 5.6223, loss: 5.6223 +2023-12-26 07:48:37,525 - pyskl - INFO - Epoch [60][900/3746] lr: 6.621e-02, eta: 2 days, 11:29:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2970, top5_acc: 0.5600, loss_cls: 5.5336, loss: 5.5336 +2023-12-26 07:49:37,316 - pyskl - INFO - Epoch [60][1000/3746] lr: 6.618e-02, eta: 2 days, 11:28:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5533, loss_cls: 5.5897, loss: 5.5897 +2023-12-26 07:50:37,667 - pyskl - INFO - Epoch [60][1100/3746] lr: 6.615e-02, eta: 2 days, 11:27:31, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2995, top5_acc: 0.5495, loss_cls: 5.5773, loss: 5.5773 +2023-12-26 07:51:37,324 - pyskl - INFO - Epoch [60][1200/3746] lr: 6.613e-02, eta: 2 days, 11:26:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5441, loss_cls: 5.5819, loss: 5.5819 +2023-12-26 07:52:36,853 - pyskl - INFO - Epoch [60][1300/3746] lr: 6.610e-02, eta: 2 days, 11:25:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5436, loss_cls: 5.6153, loss: 5.6153 +2023-12-26 07:53:36,731 - pyskl - INFO - Epoch [60][1400/3746] lr: 6.607e-02, eta: 2 days, 11:24:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2969, top5_acc: 0.5547, loss_cls: 5.5558, loss: 5.5558 +2023-12-26 07:54:35,821 - pyskl - INFO - Epoch [60][1500/3746] lr: 6.605e-02, eta: 2 days, 11:22:58, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5530, loss_cls: 5.5444, loss: 5.5444 +2023-12-26 07:55:34,940 - pyskl - INFO - Epoch [60][1600/3746] lr: 6.602e-02, eta: 2 days, 11:21:49, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5436, loss_cls: 5.5974, loss: 5.5974 +2023-12-26 07:56:34,276 - pyskl - INFO - Epoch [60][1700/3746] lr: 6.599e-02, eta: 2 days, 11:20:41, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2831, top5_acc: 0.5459, loss_cls: 5.6043, loss: 5.6043 +2023-12-26 07:57:33,587 - pyskl - INFO - Epoch [60][1800/3746] lr: 6.597e-02, eta: 2 days, 11:19:32, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2825, top5_acc: 0.5423, loss_cls: 5.6162, loss: 5.6162 +2023-12-26 07:58:33,037 - pyskl - INFO - Epoch [60][1900/3746] lr: 6.594e-02, eta: 2 days, 11:18:24, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2906, top5_acc: 0.5469, loss_cls: 5.5819, loss: 5.5819 +2023-12-26 07:59:32,642 - pyskl - INFO - Epoch [60][2000/3746] lr: 6.591e-02, eta: 2 days, 11:17:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5359, loss_cls: 5.6099, loss: 5.6099 +2023-12-26 08:00:32,298 - pyskl - INFO - Epoch [60][2100/3746] lr: 6.589e-02, eta: 2 days, 11:16:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2841, top5_acc: 0.5456, loss_cls: 5.5938, loss: 5.5938 +2023-12-26 08:01:31,507 - pyskl - INFO - Epoch [60][2200/3746] lr: 6.586e-02, eta: 2 days, 11:14:59, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2859, top5_acc: 0.5497, loss_cls: 5.5867, loss: 5.5867 +2023-12-26 08:02:31,366 - pyskl - INFO - Epoch [60][2300/3746] lr: 6.584e-02, eta: 2 days, 11:13:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2906, top5_acc: 0.5506, loss_cls: 5.5596, loss: 5.5596 +2023-12-26 08:03:31,068 - pyskl - INFO - Epoch [60][2400/3746] lr: 6.581e-02, eta: 2 days, 11:12:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5491, loss_cls: 5.5749, loss: 5.5749 +2023-12-26 08:04:30,792 - pyskl - INFO - Epoch [60][2500/3746] lr: 6.578e-02, eta: 2 days, 11:11:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2878, top5_acc: 0.5422, loss_cls: 5.5895, loss: 5.5895 +2023-12-26 08:05:30,507 - pyskl - INFO - Epoch [60][2600/3746] lr: 6.576e-02, eta: 2 days, 11:10:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2931, top5_acc: 0.5503, loss_cls: 5.5711, loss: 5.5711 +2023-12-26 08:06:30,143 - pyskl - INFO - Epoch [60][2700/3746] lr: 6.573e-02, eta: 2 days, 11:09:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5477, loss_cls: 5.5617, loss: 5.5617 +2023-12-26 08:07:29,762 - pyskl - INFO - Epoch [60][2800/3746] lr: 6.570e-02, eta: 2 days, 11:08:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5580, loss_cls: 5.5441, loss: 5.5441 +2023-12-26 08:08:29,510 - pyskl - INFO - Epoch [60][2900/3746] lr: 6.568e-02, eta: 2 days, 11:07:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5467, loss_cls: 5.5959, loss: 5.5959 +2023-12-26 08:09:29,001 - pyskl - INFO - Epoch [60][3000/3746] lr: 6.565e-02, eta: 2 days, 11:05:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2855, top5_acc: 0.5444, loss_cls: 5.6057, loss: 5.6057 +2023-12-26 08:10:28,427 - pyskl - INFO - Epoch [60][3100/3746] lr: 6.562e-02, eta: 2 days, 11:04:47, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5528, loss_cls: 5.5737, loss: 5.5737 +2023-12-26 08:11:27,885 - pyskl - INFO - Epoch [60][3200/3746] lr: 6.560e-02, eta: 2 days, 11:03:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5461, loss_cls: 5.5770, loss: 5.5770 +2023-12-26 08:12:27,329 - pyskl - INFO - Epoch [60][3300/3746] lr: 6.557e-02, eta: 2 days, 11:02:30, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5483, loss_cls: 5.5855, loss: 5.5855 +2023-12-26 08:13:27,151 - pyskl - INFO - Epoch [60][3400/3746] lr: 6.554e-02, eta: 2 days, 11:01:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5517, loss_cls: 5.6207, loss: 5.6207 +2023-12-26 08:14:26,893 - pyskl - INFO - Epoch [60][3500/3746] lr: 6.552e-02, eta: 2 days, 11:00:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5622, loss_cls: 5.5217, loss: 5.5217 +2023-12-26 08:15:26,923 - pyskl - INFO - Epoch [60][3600/3746] lr: 6.549e-02, eta: 2 days, 10:59:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2817, top5_acc: 0.5395, loss_cls: 5.6254, loss: 5.6254 +2023-12-26 08:16:26,425 - pyskl - INFO - Epoch [60][3700/3746] lr: 6.546e-02, eta: 2 days, 10:57:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5391, loss_cls: 5.6416, loss: 5.6416 +2023-12-26 08:16:57,096 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-26 08:18:57,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 08:18:59,027 - pyskl - INFO - +top1_acc 0.2068 +top5_acc 0.4455 +2023-12-26 08:18:59,027 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 08:18:59,069 - pyskl - INFO - +mean_acc 0.2066 +2023-12-26 08:18:59,081 - pyskl - INFO - Epoch(val) [60][309] top1_acc: 0.2068, top5_acc: 0.4455, mean_class_accuracy: 0.2066 +2023-12-26 08:22:26,495 - pyskl - INFO - Epoch [61][100/3746] lr: 6.542e-02, eta: 2 days, 10:59:21, time: 2.074, data_time: 1.475, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5544, loss_cls: 5.5348, loss: 5.5348 +2023-12-26 08:23:26,052 - pyskl - INFO - Epoch [61][200/3746] lr: 6.540e-02, eta: 2 days, 10:58:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5528, loss_cls: 5.5585, loss: 5.5585 +2023-12-26 08:24:25,599 - pyskl - INFO - Epoch [61][300/3746] lr: 6.537e-02, eta: 2 days, 10:57:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3075, top5_acc: 0.5700, loss_cls: 5.4881, loss: 5.4881 +2023-12-26 08:25:25,125 - pyskl - INFO - Epoch [61][400/3746] lr: 6.534e-02, eta: 2 days, 10:55:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3013, top5_acc: 0.5698, loss_cls: 5.5009, loss: 5.5009 +2023-12-26 08:26:25,009 - pyskl - INFO - Epoch [61][500/3746] lr: 6.532e-02, eta: 2 days, 10:54:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5522, loss_cls: 5.5679, loss: 5.5679 +2023-12-26 08:27:24,732 - pyskl - INFO - Epoch [61][600/3746] lr: 6.529e-02, eta: 2 days, 10:53:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5558, loss_cls: 5.5297, loss: 5.5297 +2023-12-26 08:28:24,593 - pyskl - INFO - Epoch [61][700/3746] lr: 6.526e-02, eta: 2 days, 10:52:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2931, top5_acc: 0.5523, loss_cls: 5.5576, loss: 5.5576 +2023-12-26 08:29:24,991 - pyskl - INFO - Epoch [61][800/3746] lr: 6.524e-02, eta: 2 days, 10:51:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5514, loss_cls: 5.5453, loss: 5.5453 +2023-12-26 08:30:25,388 - pyskl - INFO - Epoch [61][900/3746] lr: 6.521e-02, eta: 2 days, 10:50:19, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2927, top5_acc: 0.5550, loss_cls: 5.5702, loss: 5.5702 +2023-12-26 08:31:25,755 - pyskl - INFO - Epoch [61][1000/3746] lr: 6.519e-02, eta: 2 days, 10:49:12, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5492, loss_cls: 5.5733, loss: 5.5733 +2023-12-26 08:32:26,357 - pyskl - INFO - Epoch [61][1100/3746] lr: 6.516e-02, eta: 2 days, 10:48:06, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2933, top5_acc: 0.5436, loss_cls: 5.6100, loss: 5.6100 +2023-12-26 08:33:26,089 - pyskl - INFO - Epoch [61][1200/3746] lr: 6.513e-02, eta: 2 days, 10:46:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5584, loss_cls: 5.5445, loss: 5.5445 +2023-12-26 08:34:25,858 - pyskl - INFO - Epoch [61][1300/3746] lr: 6.511e-02, eta: 2 days, 10:45:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3016, top5_acc: 0.5527, loss_cls: 5.5509, loss: 5.5509 +2023-12-26 08:35:26,292 - pyskl - INFO - Epoch [61][1400/3746] lr: 6.508e-02, eta: 2 days, 10:44:43, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5600, loss_cls: 5.5399, loss: 5.5399 +2023-12-26 08:36:26,113 - pyskl - INFO - Epoch [61][1500/3746] lr: 6.505e-02, eta: 2 days, 10:43:35, time: 0.598, data_time: 0.001, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5489, loss_cls: 5.5725, loss: 5.5725 +2023-12-26 08:37:25,598 - pyskl - INFO - Epoch [61][1600/3746] lr: 6.503e-02, eta: 2 days, 10:42:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2902, top5_acc: 0.5389, loss_cls: 5.5984, loss: 5.5984 +2023-12-26 08:38:25,159 - pyskl - INFO - Epoch [61][1700/3746] lr: 6.500e-02, eta: 2 days, 10:41:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5522, loss_cls: 5.5763, loss: 5.5763 +2023-12-26 08:39:24,655 - pyskl - INFO - Epoch [61][1800/3746] lr: 6.497e-02, eta: 2 days, 10:40:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5480, loss_cls: 5.5915, loss: 5.5915 +2023-12-26 08:40:24,278 - pyskl - INFO - Epoch [61][1900/3746] lr: 6.495e-02, eta: 2 days, 10:39:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2905, top5_acc: 0.5452, loss_cls: 5.5765, loss: 5.5765 +2023-12-26 08:41:23,840 - pyskl - INFO - Epoch [61][2000/3746] lr: 6.492e-02, eta: 2 days, 10:37:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5591, loss_cls: 5.5755, loss: 5.5755 +2023-12-26 08:42:23,809 - pyskl - INFO - Epoch [61][2100/3746] lr: 6.489e-02, eta: 2 days, 10:36:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5561, loss_cls: 5.5506, loss: 5.5506 +2023-12-26 08:43:23,398 - pyskl - INFO - Epoch [61][2200/3746] lr: 6.487e-02, eta: 2 days, 10:35:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2919, top5_acc: 0.5470, loss_cls: 5.5901, loss: 5.5901 +2023-12-26 08:44:22,639 - pyskl - INFO - Epoch [61][2300/3746] lr: 6.484e-02, eta: 2 days, 10:34:31, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5525, loss_cls: 5.5549, loss: 5.5549 +2023-12-26 08:45:21,898 - pyskl - INFO - Epoch [61][2400/3746] lr: 6.481e-02, eta: 2 days, 10:33:23, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5478, loss_cls: 5.5956, loss: 5.5956 +2023-12-26 08:46:21,143 - pyskl - INFO - Epoch [61][2500/3746] lr: 6.478e-02, eta: 2 days, 10:32:14, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2725, top5_acc: 0.5373, loss_cls: 5.6449, loss: 5.6449 +2023-12-26 08:47:20,779 - pyskl - INFO - Epoch [61][2600/3746] lr: 6.476e-02, eta: 2 days, 10:31:06, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2922, top5_acc: 0.5486, loss_cls: 5.5525, loss: 5.5525 +2023-12-26 08:48:20,402 - pyskl - INFO - Epoch [61][2700/3746] lr: 6.473e-02, eta: 2 days, 10:29:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5464, loss_cls: 5.5800, loss: 5.5800 +2023-12-26 08:49:20,042 - pyskl - INFO - Epoch [61][2800/3746] lr: 6.470e-02, eta: 2 days, 10:28:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5419, loss_cls: 5.5905, loss: 5.5905 +2023-12-26 08:50:20,309 - pyskl - INFO - Epoch [61][2900/3746] lr: 6.468e-02, eta: 2 days, 10:27:44, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5558, loss_cls: 5.5508, loss: 5.5508 +2023-12-26 08:51:20,074 - pyskl - INFO - Epoch [61][3000/3746] lr: 6.465e-02, eta: 2 days, 10:26:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2872, top5_acc: 0.5414, loss_cls: 5.6084, loss: 5.6084 +2023-12-26 08:52:19,718 - pyskl - INFO - Epoch [61][3100/3746] lr: 6.462e-02, eta: 2 days, 10:25:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2798, top5_acc: 0.5366, loss_cls: 5.6096, loss: 5.6096 +2023-12-26 08:53:19,557 - pyskl - INFO - Epoch [61][3200/3746] lr: 6.460e-02, eta: 2 days, 10:24:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5514, loss_cls: 5.5532, loss: 5.5532 +2023-12-26 08:54:18,907 - pyskl - INFO - Epoch [61][3300/3746] lr: 6.457e-02, eta: 2 days, 10:23:12, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2870, top5_acc: 0.5397, loss_cls: 5.6311, loss: 5.6311 +2023-12-26 08:55:18,094 - pyskl - INFO - Epoch [61][3400/3746] lr: 6.454e-02, eta: 2 days, 10:22:04, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5480, loss_cls: 5.5956, loss: 5.5956 +2023-12-26 08:56:17,431 - pyskl - INFO - Epoch [61][3500/3746] lr: 6.452e-02, eta: 2 days, 10:20:56, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2848, top5_acc: 0.5389, loss_cls: 5.6162, loss: 5.6162 +2023-12-26 08:57:17,104 - pyskl - INFO - Epoch [61][3600/3746] lr: 6.449e-02, eta: 2 days, 10:19:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2906, top5_acc: 0.5600, loss_cls: 5.5436, loss: 5.5436 +2023-12-26 08:58:16,630 - pyskl - INFO - Epoch [61][3700/3746] lr: 6.446e-02, eta: 2 days, 10:18:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2844, top5_acc: 0.5478, loss_cls: 5.5866, loss: 5.5866 +2023-12-26 08:58:46,373 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-26 09:00:46,538 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 09:00:47,585 - pyskl - INFO - +top1_acc 0.2255 +top5_acc 0.4590 +2023-12-26 09:00:47,585 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 09:00:47,625 - pyskl - INFO - +mean_acc 0.2255 +2023-12-26 09:00:47,631 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_44.pth was removed +2023-12-26 09:00:47,950 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_61.pth. +2023-12-26 09:00:47,950 - pyskl - INFO - Best top1_acc is 0.2255 at 61 epoch. +2023-12-26 09:00:47,959 - pyskl - INFO - Epoch(val) [61][309] top1_acc: 0.2255, top5_acc: 0.4590, mean_class_accuracy: 0.2255 +2023-12-26 09:04:17,589 - pyskl - INFO - Epoch [62][100/3746] lr: 6.443e-02, eta: 2 days, 10:19:59, time: 2.096, data_time: 1.492, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5673, loss_cls: 5.4892, loss: 5.4892 +2023-12-26 09:05:17,204 - pyskl - INFO - Epoch [62][200/3746] lr: 6.440e-02, eta: 2 days, 10:18:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5586, loss_cls: 5.5078, loss: 5.5078 +2023-12-26 09:06:17,312 - pyskl - INFO - Epoch [62][300/3746] lr: 6.437e-02, eta: 2 days, 10:17:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5466, loss_cls: 5.6079, loss: 5.6079 +2023-12-26 09:07:16,925 - pyskl - INFO - Epoch [62][400/3746] lr: 6.434e-02, eta: 2 days, 10:16:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5467, loss_cls: 5.5652, loss: 5.5652 +2023-12-26 09:08:16,853 - pyskl - INFO - Epoch [62][500/3746] lr: 6.432e-02, eta: 2 days, 10:15:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5456, loss_cls: 5.5819, loss: 5.5819 +2023-12-26 09:09:16,453 - pyskl - INFO - Epoch [62][600/3746] lr: 6.429e-02, eta: 2 days, 10:14:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5634, loss_cls: 5.4982, loss: 5.4982 +2023-12-26 09:10:16,225 - pyskl - INFO - Epoch [62][700/3746] lr: 6.426e-02, eta: 2 days, 10:13:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2991, top5_acc: 0.5639, loss_cls: 5.5201, loss: 5.5201 +2023-12-26 09:11:16,193 - pyskl - INFO - Epoch [62][800/3746] lr: 6.424e-02, eta: 2 days, 10:12:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5444, loss_cls: 5.5849, loss: 5.5849 +2023-12-26 09:12:16,194 - pyskl - INFO - Epoch [62][900/3746] lr: 6.421e-02, eta: 2 days, 10:10:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5592, loss_cls: 5.5211, loss: 5.5211 +2023-12-26 09:13:16,023 - pyskl - INFO - Epoch [62][1000/3746] lr: 6.418e-02, eta: 2 days, 10:09:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2895, top5_acc: 0.5587, loss_cls: 5.5512, loss: 5.5512 +2023-12-26 09:14:16,515 - pyskl - INFO - Epoch [62][1100/3746] lr: 6.416e-02, eta: 2 days, 10:08:44, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5477, loss_cls: 5.5864, loss: 5.5864 +2023-12-26 09:15:16,337 - pyskl - INFO - Epoch [62][1200/3746] lr: 6.413e-02, eta: 2 days, 10:07:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3016, top5_acc: 0.5584, loss_cls: 5.5191, loss: 5.5191 +2023-12-26 09:16:15,931 - pyskl - INFO - Epoch [62][1300/3746] lr: 6.410e-02, eta: 2 days, 10:06:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5498, loss_cls: 5.5604, loss: 5.5604 +2023-12-26 09:17:15,585 - pyskl - INFO - Epoch [62][1400/3746] lr: 6.408e-02, eta: 2 days, 10:05:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2961, top5_acc: 0.5477, loss_cls: 5.5851, loss: 5.5851 +2023-12-26 09:18:15,077 - pyskl - INFO - Epoch [62][1500/3746] lr: 6.405e-02, eta: 2 days, 10:04:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5589, loss_cls: 5.5577, loss: 5.5577 +2023-12-26 09:19:14,489 - pyskl - INFO - Epoch [62][1600/3746] lr: 6.402e-02, eta: 2 days, 10:03:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2919, top5_acc: 0.5511, loss_cls: 5.5645, loss: 5.5645 +2023-12-26 09:20:13,830 - pyskl - INFO - Epoch [62][1700/3746] lr: 6.400e-02, eta: 2 days, 10:01:57, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3050, top5_acc: 0.5555, loss_cls: 5.5388, loss: 5.5388 +2023-12-26 09:21:13,292 - pyskl - INFO - Epoch [62][1800/3746] lr: 6.397e-02, eta: 2 days, 10:00:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2963, top5_acc: 0.5475, loss_cls: 5.5772, loss: 5.5772 +2023-12-26 09:22:12,835 - pyskl - INFO - Epoch [62][1900/3746] lr: 6.394e-02, eta: 2 days, 9:59:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5487, loss_cls: 5.5745, loss: 5.5745 +2023-12-26 09:23:12,427 - pyskl - INFO - Epoch [62][2000/3746] lr: 6.392e-02, eta: 2 days, 9:58:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2852, top5_acc: 0.5508, loss_cls: 5.5946, loss: 5.5946 +2023-12-26 09:24:12,093 - pyskl - INFO - Epoch [62][2100/3746] lr: 6.389e-02, eta: 2 days, 9:57:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2952, top5_acc: 0.5567, loss_cls: 5.5629, loss: 5.5629 +2023-12-26 09:25:11,694 - pyskl - INFO - Epoch [62][2200/3746] lr: 6.386e-02, eta: 2 days, 9:56:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5497, loss_cls: 5.5598, loss: 5.5598 +2023-12-26 09:26:11,814 - pyskl - INFO - Epoch [62][2300/3746] lr: 6.384e-02, eta: 2 days, 9:55:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2953, top5_acc: 0.5591, loss_cls: 5.5319, loss: 5.5319 +2023-12-26 09:27:12,009 - pyskl - INFO - Epoch [62][2400/3746] lr: 6.381e-02, eta: 2 days, 9:54:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2861, top5_acc: 0.5439, loss_cls: 5.6170, loss: 5.6170 +2023-12-26 09:28:11,753 - pyskl - INFO - Epoch [62][2500/3746] lr: 6.378e-02, eta: 2 days, 9:52:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2877, top5_acc: 0.5500, loss_cls: 5.5638, loss: 5.5638 +2023-12-26 09:29:11,439 - pyskl - INFO - Epoch [62][2600/3746] lr: 6.375e-02, eta: 2 days, 9:51:48, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5517, loss_cls: 5.5675, loss: 5.5675 +2023-12-26 09:30:11,318 - pyskl - INFO - Epoch [62][2700/3746] lr: 6.373e-02, eta: 2 days, 9:50:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5581, loss_cls: 5.5523, loss: 5.5523 +2023-12-26 09:31:11,107 - pyskl - INFO - Epoch [62][2800/3746] lr: 6.370e-02, eta: 2 days, 9:49:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2898, top5_acc: 0.5527, loss_cls: 5.5774, loss: 5.5774 +2023-12-26 09:32:10,749 - pyskl - INFO - Epoch [62][2900/3746] lr: 6.367e-02, eta: 2 days, 9:48:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5469, loss_cls: 5.5903, loss: 5.5903 +2023-12-26 09:33:10,741 - pyskl - INFO - Epoch [62][3000/3746] lr: 6.365e-02, eta: 2 days, 9:47:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2853, top5_acc: 0.5422, loss_cls: 5.5914, loss: 5.5914 +2023-12-26 09:34:10,771 - pyskl - INFO - Epoch [62][3100/3746] lr: 6.362e-02, eta: 2 days, 9:46:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5519, loss_cls: 5.5805, loss: 5.5805 +2023-12-26 09:35:11,327 - pyskl - INFO - Epoch [62][3200/3746] lr: 6.359e-02, eta: 2 days, 9:45:04, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5578, loss_cls: 5.5268, loss: 5.5268 +2023-12-26 09:36:11,840 - pyskl - INFO - Epoch [62][3300/3746] lr: 6.357e-02, eta: 2 days, 9:43:58, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2892, top5_acc: 0.5425, loss_cls: 5.5716, loss: 5.5716 +2023-12-26 09:37:11,818 - pyskl - INFO - Epoch [62][3400/3746] lr: 6.354e-02, eta: 2 days, 9:42:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5494, loss_cls: 5.5772, loss: 5.5772 +2023-12-26 09:38:11,378 - pyskl - INFO - Epoch [62][3500/3746] lr: 6.351e-02, eta: 2 days, 9:41:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5469, loss_cls: 5.5716, loss: 5.5716 +2023-12-26 09:39:10,567 - pyskl - INFO - Epoch [62][3600/3746] lr: 6.349e-02, eta: 2 days, 9:40:35, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5430, loss_cls: 5.5854, loss: 5.5854 +2023-12-26 09:40:09,924 - pyskl - INFO - Epoch [62][3700/3746] lr: 6.346e-02, eta: 2 days, 9:39:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5508, loss_cls: 5.5664, loss: 5.5664 +2023-12-26 09:40:40,224 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-26 09:42:40,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 09:42:41,429 - pyskl - INFO - +top1_acc 0.2289 +top5_acc 0.4692 +2023-12-26 09:42:41,430 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 09:42:41,461 - pyskl - INFO - +mean_acc 0.2287 +2023-12-26 09:42:41,467 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_61.pth was removed +2023-12-26 09:42:41,704 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. +2023-12-26 09:42:41,704 - pyskl - INFO - Best top1_acc is 0.2289 at 62 epoch. +2023-12-26 09:42:41,712 - pyskl - INFO - Epoch(val) [62][309] top1_acc: 0.2289, top5_acc: 0.4692, mean_class_accuracy: 0.2287 +2023-12-26 09:46:01,098 - pyskl - INFO - Epoch [63][100/3746] lr: 6.342e-02, eta: 2 days, 9:40:27, time: 1.994, data_time: 1.393, memory: 16180, top1_acc: 0.2964, top5_acc: 0.5605, loss_cls: 5.5421, loss: 5.5421 +2023-12-26 09:47:01,179 - pyskl - INFO - Epoch [63][200/3746] lr: 6.339e-02, eta: 2 days, 9:39:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5547, loss_cls: 5.5576, loss: 5.5576 +2023-12-26 09:48:01,385 - pyskl - INFO - Epoch [63][300/3746] lr: 6.337e-02, eta: 2 days, 9:38:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5528, loss_cls: 5.5538, loss: 5.5538 +2023-12-26 09:49:00,847 - pyskl - INFO - Epoch [63][400/3746] lr: 6.334e-02, eta: 2 days, 9:37:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2922, top5_acc: 0.5520, loss_cls: 5.5779, loss: 5.5779 +2023-12-26 09:50:00,590 - pyskl - INFO - Epoch [63][500/3746] lr: 6.331e-02, eta: 2 days, 9:35:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3072, top5_acc: 0.5545, loss_cls: 5.5289, loss: 5.5289 +2023-12-26 09:51:00,142 - pyskl - INFO - Epoch [63][600/3746] lr: 6.328e-02, eta: 2 days, 9:34:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2977, top5_acc: 0.5480, loss_cls: 5.5279, loss: 5.5279 +2023-12-26 09:51:59,702 - pyskl - INFO - Epoch [63][700/3746] lr: 6.326e-02, eta: 2 days, 9:33:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2864, top5_acc: 0.5439, loss_cls: 5.5922, loss: 5.5922 +2023-12-26 09:53:00,184 - pyskl - INFO - Epoch [63][800/3746] lr: 6.323e-02, eta: 2 days, 9:32:35, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5545, loss_cls: 5.5435, loss: 5.5435 +2023-12-26 09:54:00,869 - pyskl - INFO - Epoch [63][900/3746] lr: 6.320e-02, eta: 2 days, 9:31:29, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2889, top5_acc: 0.5572, loss_cls: 5.5539, loss: 5.5539 +2023-12-26 09:55:00,438 - pyskl - INFO - Epoch [63][1000/3746] lr: 6.318e-02, eta: 2 days, 9:30:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2936, top5_acc: 0.5575, loss_cls: 5.5425, loss: 5.5425 +2023-12-26 09:56:00,333 - pyskl - INFO - Epoch [63][1100/3746] lr: 6.315e-02, eta: 2 days, 9:29:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5536, loss_cls: 5.5571, loss: 5.5571 +2023-12-26 09:57:00,734 - pyskl - INFO - Epoch [63][1200/3746] lr: 6.312e-02, eta: 2 days, 9:28:07, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2945, top5_acc: 0.5475, loss_cls: 5.5785, loss: 5.5785 +2023-12-26 09:58:00,242 - pyskl - INFO - Epoch [63][1300/3746] lr: 6.310e-02, eta: 2 days, 9:26:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2917, top5_acc: 0.5575, loss_cls: 5.5295, loss: 5.5295 +2023-12-26 09:58:59,982 - pyskl - INFO - Epoch [63][1400/3746] lr: 6.307e-02, eta: 2 days, 9:25:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3050, top5_acc: 0.5709, loss_cls: 5.5068, loss: 5.5068 +2023-12-26 09:59:59,285 - pyskl - INFO - Epoch [63][1500/3746] lr: 6.304e-02, eta: 2 days, 9:24:43, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3031, top5_acc: 0.5544, loss_cls: 5.5353, loss: 5.5353 +2023-12-26 10:00:58,403 - pyskl - INFO - Epoch [63][1600/3746] lr: 6.301e-02, eta: 2 days, 9:23:35, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.2856, top5_acc: 0.5508, loss_cls: 5.5981, loss: 5.5981 +2023-12-26 10:01:57,854 - pyskl - INFO - Epoch [63][1700/3746] lr: 6.299e-02, eta: 2 days, 9:22:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2917, top5_acc: 0.5566, loss_cls: 5.5289, loss: 5.5289 +2023-12-26 10:02:57,605 - pyskl - INFO - Epoch [63][1800/3746] lr: 6.296e-02, eta: 2 days, 9:21:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5577, loss_cls: 5.5439, loss: 5.5439 +2023-12-26 10:03:57,467 - pyskl - INFO - Epoch [63][1900/3746] lr: 6.293e-02, eta: 2 days, 9:20:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2934, top5_acc: 0.5663, loss_cls: 5.5303, loss: 5.5303 +2023-12-26 10:04:58,162 - pyskl - INFO - Epoch [63][2000/3746] lr: 6.291e-02, eta: 2 days, 9:19:06, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2997, top5_acc: 0.5520, loss_cls: 5.5709, loss: 5.5709 +2023-12-26 10:05:58,525 - pyskl - INFO - Epoch [63][2100/3746] lr: 6.288e-02, eta: 2 days, 9:17:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2988, top5_acc: 0.5605, loss_cls: 5.5177, loss: 5.5177 +2023-12-26 10:06:58,569 - pyskl - INFO - Epoch [63][2200/3746] lr: 6.285e-02, eta: 2 days, 9:16:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5463, loss_cls: 5.5569, loss: 5.5569 +2023-12-26 10:07:57,985 - pyskl - INFO - Epoch [63][2300/3746] lr: 6.283e-02, eta: 2 days, 9:15:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5487, loss_cls: 5.5808, loss: 5.5808 +2023-12-26 10:08:57,521 - pyskl - INFO - Epoch [63][2400/3746] lr: 6.280e-02, eta: 2 days, 9:14:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2969, top5_acc: 0.5548, loss_cls: 5.5549, loss: 5.5549 +2023-12-26 10:09:57,336 - pyskl - INFO - Epoch [63][2500/3746] lr: 6.277e-02, eta: 2 days, 9:13:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5511, loss_cls: 5.5894, loss: 5.5894 +2023-12-26 10:10:57,003 - pyskl - INFO - Epoch [63][2600/3746] lr: 6.274e-02, eta: 2 days, 9:12:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2925, top5_acc: 0.5527, loss_cls: 5.5372, loss: 5.5372 +2023-12-26 10:11:56,793 - pyskl - INFO - Epoch [63][2700/3746] lr: 6.272e-02, eta: 2 days, 9:11:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5605, loss_cls: 5.5629, loss: 5.5629 +2023-12-26 10:12:57,016 - pyskl - INFO - Epoch [63][2800/3746] lr: 6.269e-02, eta: 2 days, 9:10:07, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5628, loss_cls: 5.5379, loss: 5.5379 +2023-12-26 10:13:57,025 - pyskl - INFO - Epoch [63][2900/3746] lr: 6.266e-02, eta: 2 days, 9:09:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2934, top5_acc: 0.5450, loss_cls: 5.5887, loss: 5.5887 +2023-12-26 10:14:56,726 - pyskl - INFO - Epoch [63][3000/3746] lr: 6.264e-02, eta: 2 days, 9:07:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2909, top5_acc: 0.5473, loss_cls: 5.5493, loss: 5.5493 +2023-12-26 10:15:56,601 - pyskl - INFO - Epoch [63][3100/3746] lr: 6.261e-02, eta: 2 days, 9:06:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5684, loss_cls: 5.4968, loss: 5.4968 +2023-12-26 10:16:56,373 - pyskl - INFO - Epoch [63][3200/3746] lr: 6.258e-02, eta: 2 days, 9:05:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5578, loss_cls: 5.5321, loss: 5.5321 +2023-12-26 10:17:56,137 - pyskl - INFO - Epoch [63][3300/3746] lr: 6.256e-02, eta: 2 days, 9:04:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3016, top5_acc: 0.5555, loss_cls: 5.5252, loss: 5.5252 +2023-12-26 10:18:56,406 - pyskl - INFO - Epoch [63][3400/3746] lr: 6.253e-02, eta: 2 days, 9:03:24, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5470, loss_cls: 5.5980, loss: 5.5980 +2023-12-26 10:19:56,499 - pyskl - INFO - Epoch [63][3500/3746] lr: 6.250e-02, eta: 2 days, 9:02:17, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5441, loss_cls: 5.5726, loss: 5.5726 +2023-12-26 10:20:56,252 - pyskl - INFO - Epoch [63][3600/3746] lr: 6.247e-02, eta: 2 days, 9:01:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3045, top5_acc: 0.5556, loss_cls: 5.5553, loss: 5.5553 +2023-12-26 10:21:55,921 - pyskl - INFO - Epoch [63][3700/3746] lr: 6.245e-02, eta: 2 days, 9:00:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2931, top5_acc: 0.5436, loss_cls: 5.5899, loss: 5.5899 +2023-12-26 10:22:25,880 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-26 10:24:27,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 10:24:28,132 - pyskl - INFO - +top1_acc 0.2241 +top5_acc 0.4726 +2023-12-26 10:24:28,133 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 10:24:28,172 - pyskl - INFO - +mean_acc 0.2239 +2023-12-26 10:24:28,183 - pyskl - INFO - Epoch(val) [63][309] top1_acc: 0.2241, top5_acc: 0.4726, mean_class_accuracy: 0.2239 +2023-12-26 10:27:55,455 - pyskl - INFO - Epoch [64][100/3746] lr: 6.241e-02, eta: 2 days, 9:01:10, time: 2.073, data_time: 1.470, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5534, loss_cls: 5.5170, loss: 5.5170 +2023-12-26 10:28:55,276 - pyskl - INFO - Epoch [64][200/3746] lr: 6.238e-02, eta: 2 days, 9:00:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5573, loss_cls: 5.5036, loss: 5.5036 +2023-12-26 10:29:55,185 - pyskl - INFO - Epoch [64][300/3746] lr: 6.235e-02, eta: 2 days, 8:58:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5602, loss_cls: 5.5150, loss: 5.5150 +2023-12-26 10:30:55,189 - pyskl - INFO - Epoch [64][400/3746] lr: 6.233e-02, eta: 2 days, 8:57:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2975, top5_acc: 0.5564, loss_cls: 5.5452, loss: 5.5452 +2023-12-26 10:31:55,092 - pyskl - INFO - Epoch [64][500/3746] lr: 6.230e-02, eta: 2 days, 8:56:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2988, top5_acc: 0.5564, loss_cls: 5.5308, loss: 5.5308 +2023-12-26 10:32:54,493 - pyskl - INFO - Epoch [64][600/3746] lr: 6.227e-02, eta: 2 days, 8:55:33, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5525, loss_cls: 5.5538, loss: 5.5538 +2023-12-26 10:33:54,058 - pyskl - INFO - Epoch [64][700/3746] lr: 6.225e-02, eta: 2 days, 8:54:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5617, loss_cls: 5.4860, loss: 5.4860 +2023-12-26 10:34:54,025 - pyskl - INFO - Epoch [64][800/3746] lr: 6.222e-02, eta: 2 days, 8:53:18, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5628, loss_cls: 5.4884, loss: 5.4884 +2023-12-26 10:35:54,053 - pyskl - INFO - Epoch [64][900/3746] lr: 6.219e-02, eta: 2 days, 8:52:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2916, top5_acc: 0.5572, loss_cls: 5.5326, loss: 5.5326 +2023-12-26 10:36:53,624 - pyskl - INFO - Epoch [64][1000/3746] lr: 6.216e-02, eta: 2 days, 8:51:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3063, top5_acc: 0.5684, loss_cls: 5.4816, loss: 5.4816 +2023-12-26 10:37:53,944 - pyskl - INFO - Epoch [64][1100/3746] lr: 6.214e-02, eta: 2 days, 8:49:56, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3013, top5_acc: 0.5598, loss_cls: 5.5235, loss: 5.5235 +2023-12-26 10:38:54,506 - pyskl - INFO - Epoch [64][1200/3746] lr: 6.211e-02, eta: 2 days, 8:48:50, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2923, top5_acc: 0.5511, loss_cls: 5.5562, loss: 5.5562 +2023-12-26 10:39:54,215 - pyskl - INFO - Epoch [64][1300/3746] lr: 6.208e-02, eta: 2 days, 8:47:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2858, top5_acc: 0.5487, loss_cls: 5.5847, loss: 5.5847 +2023-12-26 10:40:53,564 - pyskl - INFO - Epoch [64][1400/3746] lr: 6.206e-02, eta: 2 days, 8:46:35, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3003, top5_acc: 0.5592, loss_cls: 5.5267, loss: 5.5267 +2023-12-26 10:41:52,955 - pyskl - INFO - Epoch [64][1500/3746] lr: 6.203e-02, eta: 2 days, 8:45:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5616, loss_cls: 5.5145, loss: 5.5145 +2023-12-26 10:42:52,432 - pyskl - INFO - Epoch [64][1600/3746] lr: 6.200e-02, eta: 2 days, 8:44:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5547, loss_cls: 5.5411, loss: 5.5411 +2023-12-26 10:43:52,110 - pyskl - INFO - Epoch [64][1700/3746] lr: 6.197e-02, eta: 2 days, 8:43:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5439, loss_cls: 5.6297, loss: 5.6297 +2023-12-26 10:44:52,000 - pyskl - INFO - Epoch [64][1800/3746] lr: 6.195e-02, eta: 2 days, 8:42:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5406, loss_cls: 5.5884, loss: 5.5884 +2023-12-26 10:45:52,127 - pyskl - INFO - Epoch [64][1900/3746] lr: 6.192e-02, eta: 2 days, 8:40:57, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2919, top5_acc: 0.5544, loss_cls: 5.5496, loss: 5.5496 +2023-12-26 10:46:52,626 - pyskl - INFO - Epoch [64][2000/3746] lr: 6.189e-02, eta: 2 days, 8:39:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3002, top5_acc: 0.5573, loss_cls: 5.5314, loss: 5.5314 +2023-12-26 10:47:52,997 - pyskl - INFO - Epoch [64][2100/3746] lr: 6.187e-02, eta: 2 days, 8:38:44, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2991, top5_acc: 0.5611, loss_cls: 5.5104, loss: 5.5104 +2023-12-26 10:48:52,953 - pyskl - INFO - Epoch [64][2200/3746] lr: 6.184e-02, eta: 2 days, 8:37:37, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2928, top5_acc: 0.5478, loss_cls: 5.5651, loss: 5.5651 +2023-12-26 10:49:53,369 - pyskl - INFO - Epoch [64][2300/3746] lr: 6.181e-02, eta: 2 days, 8:36:31, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5575, loss_cls: 5.5523, loss: 5.5523 +2023-12-26 10:50:53,534 - pyskl - INFO - Epoch [64][2400/3746] lr: 6.178e-02, eta: 2 days, 8:35:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5652, loss_cls: 5.5169, loss: 5.5169 +2023-12-26 10:51:53,104 - pyskl - INFO - Epoch [64][2500/3746] lr: 6.176e-02, eta: 2 days, 8:34:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3098, top5_acc: 0.5627, loss_cls: 5.5313, loss: 5.5313 +2023-12-26 10:52:52,631 - pyskl - INFO - Epoch [64][2600/3746] lr: 6.173e-02, eta: 2 days, 8:33:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2872, top5_acc: 0.5550, loss_cls: 5.5527, loss: 5.5527 +2023-12-26 10:53:52,192 - pyskl - INFO - Epoch [64][2700/3746] lr: 6.170e-02, eta: 2 days, 8:32:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5530, loss_cls: 5.5756, loss: 5.5756 +2023-12-26 10:54:51,557 - pyskl - INFO - Epoch [64][2800/3746] lr: 6.168e-02, eta: 2 days, 8:30:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5566, loss_cls: 5.5422, loss: 5.5422 +2023-12-26 10:55:51,275 - pyskl - INFO - Epoch [64][2900/3746] lr: 6.165e-02, eta: 2 days, 8:29:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5569, loss_cls: 5.5361, loss: 5.5361 +2023-12-26 10:56:51,507 - pyskl - INFO - Epoch [64][3000/3746] lr: 6.162e-02, eta: 2 days, 8:28:39, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2925, top5_acc: 0.5514, loss_cls: 5.5817, loss: 5.5817 +2023-12-26 10:57:51,037 - pyskl - INFO - Epoch [64][3100/3746] lr: 6.159e-02, eta: 2 days, 8:27:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2956, top5_acc: 0.5583, loss_cls: 5.5504, loss: 5.5504 +2023-12-26 10:58:50,683 - pyskl - INFO - Epoch [64][3200/3746] lr: 6.157e-02, eta: 2 days, 8:26:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5547, loss_cls: 5.5357, loss: 5.5357 +2023-12-26 10:59:50,245 - pyskl - INFO - Epoch [64][3300/3746] lr: 6.154e-02, eta: 2 days, 8:25:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2900, top5_acc: 0.5453, loss_cls: 5.5825, loss: 5.5825 +2023-12-26 11:00:49,797 - pyskl - INFO - Epoch [64][3400/3746] lr: 6.151e-02, eta: 2 days, 8:24:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5486, loss_cls: 5.5459, loss: 5.5459 +2023-12-26 11:01:49,203 - pyskl - INFO - Epoch [64][3500/3746] lr: 6.148e-02, eta: 2 days, 8:23:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2833, top5_acc: 0.5497, loss_cls: 5.5875, loss: 5.5875 +2023-12-26 11:02:48,740 - pyskl - INFO - Epoch [64][3600/3746] lr: 6.146e-02, eta: 2 days, 8:21:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5611, loss_cls: 5.5602, loss: 5.5602 +2023-12-26 11:03:48,433 - pyskl - INFO - Epoch [64][3700/3746] lr: 6.143e-02, eta: 2 days, 8:20:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5625, loss_cls: 5.5425, loss: 5.5425 +2023-12-26 11:04:18,652 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-26 11:06:20,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:06:21,345 - pyskl - INFO - +top1_acc 0.2034 +top5_acc 0.4344 +2023-12-26 11:06:21,345 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 11:06:21,383 - pyskl - INFO - +mean_acc 0.2033 +2023-12-26 11:06:21,392 - pyskl - INFO - Epoch(val) [64][309] top1_acc: 0.2034, top5_acc: 0.4344, mean_class_accuracy: 0.2033 +2023-12-26 11:09:46,024 - pyskl - INFO - Epoch [65][100/3746] lr: 6.139e-02, eta: 2 days, 8:21:46, time: 2.046, data_time: 1.444, memory: 16180, top1_acc: 0.3003, top5_acc: 0.5586, loss_cls: 5.5341, loss: 5.5341 +2023-12-26 11:10:45,942 - pyskl - INFO - Epoch [65][200/3746] lr: 6.136e-02, eta: 2 days, 8:20:39, time: 0.599, data_time: 0.001, memory: 16180, top1_acc: 0.3036, top5_acc: 0.5669, loss_cls: 5.4897, loss: 5.4897 +2023-12-26 11:11:45,694 - pyskl - INFO - Epoch [65][300/3746] lr: 6.134e-02, eta: 2 days, 8:19:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5598, loss_cls: 5.5020, loss: 5.5020 +2023-12-26 11:12:45,442 - pyskl - INFO - Epoch [65][400/3746] lr: 6.131e-02, eta: 2 days, 8:18:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5584, loss_cls: 5.5378, loss: 5.5378 +2023-12-26 11:13:45,302 - pyskl - INFO - Epoch [65][500/3746] lr: 6.128e-02, eta: 2 days, 8:17:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2991, top5_acc: 0.5533, loss_cls: 5.5382, loss: 5.5382 +2023-12-26 11:14:45,149 - pyskl - INFO - Epoch [65][600/3746] lr: 6.125e-02, eta: 2 days, 8:16:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5628, loss_cls: 5.5061, loss: 5.5061 +2023-12-26 11:15:44,947 - pyskl - INFO - Epoch [65][700/3746] lr: 6.123e-02, eta: 2 days, 8:15:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2995, top5_acc: 0.5578, loss_cls: 5.5163, loss: 5.5163 +2023-12-26 11:16:44,995 - pyskl - INFO - Epoch [65][800/3746] lr: 6.120e-02, eta: 2 days, 8:13:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3161, top5_acc: 0.5669, loss_cls: 5.4768, loss: 5.4768 +2023-12-26 11:17:45,519 - pyskl - INFO - Epoch [65][900/3746] lr: 6.117e-02, eta: 2 days, 8:12:49, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2913, top5_acc: 0.5637, loss_cls: 5.5195, loss: 5.5195 +2023-12-26 11:18:45,685 - pyskl - INFO - Epoch [65][1000/3746] lr: 6.115e-02, eta: 2 days, 8:11:42, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5531, loss_cls: 5.5404, loss: 5.5404 +2023-12-26 11:19:45,872 - pyskl - INFO - Epoch [65][1100/3746] lr: 6.112e-02, eta: 2 days, 8:10:36, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3039, top5_acc: 0.5609, loss_cls: 5.5328, loss: 5.5328 +2023-12-26 11:20:46,106 - pyskl - INFO - Epoch [65][1200/3746] lr: 6.109e-02, eta: 2 days, 8:09:29, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2922, top5_acc: 0.5634, loss_cls: 5.5431, loss: 5.5431 +2023-12-26 11:21:46,107 - pyskl - INFO - Epoch [65][1300/3746] lr: 6.106e-02, eta: 2 days, 8:08:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2980, top5_acc: 0.5519, loss_cls: 5.5803, loss: 5.5803 +2023-12-26 11:22:45,813 - pyskl - INFO - Epoch [65][1400/3746] lr: 6.104e-02, eta: 2 days, 8:07:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5633, loss_cls: 5.5299, loss: 5.5299 +2023-12-26 11:23:45,985 - pyskl - INFO - Epoch [65][1500/3746] lr: 6.101e-02, eta: 2 days, 8:06:08, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5542, loss_cls: 5.5629, loss: 5.5629 +2023-12-26 11:24:45,515 - pyskl - INFO - Epoch [65][1600/3746] lr: 6.098e-02, eta: 2 days, 8:05:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3011, top5_acc: 0.5552, loss_cls: 5.5277, loss: 5.5277 +2023-12-26 11:25:44,933 - pyskl - INFO - Epoch [65][1700/3746] lr: 6.095e-02, eta: 2 days, 8:03:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3000, top5_acc: 0.5584, loss_cls: 5.5191, loss: 5.5191 +2023-12-26 11:26:44,703 - pyskl - INFO - Epoch [65][1800/3746] lr: 6.093e-02, eta: 2 days, 8:02:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3075, top5_acc: 0.5716, loss_cls: 5.4852, loss: 5.4852 +2023-12-26 11:27:44,359 - pyskl - INFO - Epoch [65][1900/3746] lr: 6.090e-02, eta: 2 days, 8:01:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3048, top5_acc: 0.5502, loss_cls: 5.5464, loss: 5.5464 +2023-12-26 11:28:45,204 - pyskl - INFO - Epoch [65][2000/3746] lr: 6.087e-02, eta: 2 days, 8:00:32, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3020, top5_acc: 0.5608, loss_cls: 5.5209, loss: 5.5209 +2023-12-26 11:29:45,343 - pyskl - INFO - Epoch [65][2100/3746] lr: 6.085e-02, eta: 2 days, 7:59:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5541, loss_cls: 5.5551, loss: 5.5551 +2023-12-26 11:30:45,147 - pyskl - INFO - Epoch [65][2200/3746] lr: 6.082e-02, eta: 2 days, 7:58:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5494, loss_cls: 5.5476, loss: 5.5476 +2023-12-26 11:31:45,369 - pyskl - INFO - Epoch [65][2300/3746] lr: 6.079e-02, eta: 2 days, 7:57:12, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5581, loss_cls: 5.5057, loss: 5.5057 +2023-12-26 11:32:45,405 - pyskl - INFO - Epoch [65][2400/3746] lr: 6.076e-02, eta: 2 days, 7:56:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2986, top5_acc: 0.5580, loss_cls: 5.5420, loss: 5.5420 +2023-12-26 11:33:45,070 - pyskl - INFO - Epoch [65][2500/3746] lr: 6.074e-02, eta: 2 days, 7:54:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3067, top5_acc: 0.5637, loss_cls: 5.5279, loss: 5.5279 +2023-12-26 11:34:44,590 - pyskl - INFO - Epoch [65][2600/3746] lr: 6.071e-02, eta: 2 days, 7:53:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5633, loss_cls: 5.5275, loss: 5.5275 +2023-12-26 11:35:44,436 - pyskl - INFO - Epoch [65][2700/3746] lr: 6.068e-02, eta: 2 days, 7:52:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5542, loss_cls: 5.5361, loss: 5.5361 +2023-12-26 11:36:44,939 - pyskl - INFO - Epoch [65][2800/3746] lr: 6.065e-02, eta: 2 days, 7:51:37, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3022, top5_acc: 0.5506, loss_cls: 5.5300, loss: 5.5300 +2023-12-26 11:37:45,327 - pyskl - INFO - Epoch [65][2900/3746] lr: 6.063e-02, eta: 2 days, 7:50:30, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2919, top5_acc: 0.5483, loss_cls: 5.5755, loss: 5.5755 +2023-12-26 11:38:45,294 - pyskl - INFO - Epoch [65][3000/3746] lr: 6.060e-02, eta: 2 days, 7:49:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5644, loss_cls: 5.5242, loss: 5.5242 +2023-12-26 11:39:44,630 - pyskl - INFO - Epoch [65][3100/3746] lr: 6.057e-02, eta: 2 days, 7:48:16, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5595, loss_cls: 5.5199, loss: 5.5199 +2023-12-26 11:40:44,465 - pyskl - INFO - Epoch [65][3200/3746] lr: 6.055e-02, eta: 2 days, 7:47:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5602, loss_cls: 5.5078, loss: 5.5078 +2023-12-26 11:41:44,273 - pyskl - INFO - Epoch [65][3300/3746] lr: 6.052e-02, eta: 2 days, 7:46:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2950, top5_acc: 0.5548, loss_cls: 5.5502, loss: 5.5502 +2023-12-26 11:42:43,909 - pyskl - INFO - Epoch [65][3400/3746] lr: 6.049e-02, eta: 2 days, 7:44:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5527, loss_cls: 5.5395, loss: 5.5395 +2023-12-26 11:43:43,597 - pyskl - INFO - Epoch [65][3500/3746] lr: 6.046e-02, eta: 2 days, 7:43:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2927, top5_acc: 0.5547, loss_cls: 5.5378, loss: 5.5378 +2023-12-26 11:44:43,152 - pyskl - INFO - Epoch [65][3600/3746] lr: 6.044e-02, eta: 2 days, 7:42:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5508, loss_cls: 5.5537, loss: 5.5537 +2023-12-26 11:45:42,865 - pyskl - INFO - Epoch [65][3700/3746] lr: 6.041e-02, eta: 2 days, 7:41:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2806, top5_acc: 0.5453, loss_cls: 5.5986, loss: 5.5986 +2023-12-26 11:46:12,727 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-26 11:48:14,075 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 11:48:15,230 - pyskl - INFO - +top1_acc 0.2423 +top5_acc 0.4866 +2023-12-26 11:48:15,231 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 11:48:15,271 - pyskl - INFO - +mean_acc 0.2421 +2023-12-26 11:48:15,280 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_62.pth was removed +2023-12-26 11:48:15,576 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_65.pth. +2023-12-26 11:48:15,577 - pyskl - INFO - Best top1_acc is 0.2423 at 65 epoch. +2023-12-26 11:48:15,587 - pyskl - INFO - Epoch(val) [65][309] top1_acc: 0.2423, top5_acc: 0.4866, mean_class_accuracy: 0.2421 +2023-12-26 11:51:44,148 - pyskl - INFO - Epoch [66][100/3746] lr: 6.037e-02, eta: 2 days, 7:42:33, time: 2.085, data_time: 1.485, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5636, loss_cls: 5.4963, loss: 5.4963 +2023-12-26 11:52:44,062 - pyskl - INFO - Epoch [66][200/3746] lr: 6.034e-02, eta: 2 days, 7:41:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3056, top5_acc: 0.5691, loss_cls: 5.4867, loss: 5.4867 +2023-12-26 11:53:44,064 - pyskl - INFO - Epoch [66][300/3746] lr: 6.031e-02, eta: 2 days, 7:40:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3095, top5_acc: 0.5769, loss_cls: 5.4667, loss: 5.4667 +2023-12-26 11:54:43,576 - pyskl - INFO - Epoch [66][400/3746] lr: 6.029e-02, eta: 2 days, 7:39:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2953, top5_acc: 0.5659, loss_cls: 5.4843, loss: 5.4843 +2023-12-26 11:55:43,139 - pyskl - INFO - Epoch [66][500/3746] lr: 6.026e-02, eta: 2 days, 7:38:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5547, loss_cls: 5.5293, loss: 5.5293 +2023-12-26 11:56:42,787 - pyskl - INFO - Epoch [66][600/3746] lr: 6.023e-02, eta: 2 days, 7:36:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2981, top5_acc: 0.5577, loss_cls: 5.5300, loss: 5.5300 +2023-12-26 11:57:42,123 - pyskl - INFO - Epoch [66][700/3746] lr: 6.020e-02, eta: 2 days, 7:35:49, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5630, loss_cls: 5.5206, loss: 5.5206 +2023-12-26 11:58:41,483 - pyskl - INFO - Epoch [66][800/3746] lr: 6.018e-02, eta: 2 days, 7:34:41, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3020, top5_acc: 0.5544, loss_cls: 5.5491, loss: 5.5491 +2023-12-26 11:59:41,803 - pyskl - INFO - Epoch [66][900/3746] lr: 6.015e-02, eta: 2 days, 7:33:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5573, loss_cls: 5.5356, loss: 5.5356 +2023-12-26 12:00:42,208 - pyskl - INFO - Epoch [66][1000/3746] lr: 6.012e-02, eta: 2 days, 7:32:28, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5522, loss_cls: 5.5407, loss: 5.5407 +2023-12-26 12:01:42,146 - pyskl - INFO - Epoch [66][1100/3746] lr: 6.009e-02, eta: 2 days, 7:31:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5541, loss_cls: 5.5197, loss: 5.5197 +2023-12-26 12:02:42,233 - pyskl - INFO - Epoch [66][1200/3746] lr: 6.007e-02, eta: 2 days, 7:30:14, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5691, loss_cls: 5.4818, loss: 5.4818 +2023-12-26 12:03:42,131 - pyskl - INFO - Epoch [66][1300/3746] lr: 6.004e-02, eta: 2 days, 7:29:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5653, loss_cls: 5.5132, loss: 5.5132 +2023-12-26 12:04:41,751 - pyskl - INFO - Epoch [66][1400/3746] lr: 6.001e-02, eta: 2 days, 7:28:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2977, top5_acc: 0.5566, loss_cls: 5.5308, loss: 5.5308 +2023-12-26 12:05:41,912 - pyskl - INFO - Epoch [66][1500/3746] lr: 5.999e-02, eta: 2 days, 7:26:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5559, loss_cls: 5.5399, loss: 5.5399 +2023-12-26 12:06:41,543 - pyskl - INFO - Epoch [66][1600/3746] lr: 5.996e-02, eta: 2 days, 7:25:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5570, loss_cls: 5.5273, loss: 5.5273 +2023-12-26 12:07:41,259 - pyskl - INFO - Epoch [66][1700/3746] lr: 5.993e-02, eta: 2 days, 7:24:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2911, top5_acc: 0.5511, loss_cls: 5.5627, loss: 5.5627 +2023-12-26 12:08:40,683 - pyskl - INFO - Epoch [66][1800/3746] lr: 5.990e-02, eta: 2 days, 7:23:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2953, top5_acc: 0.5486, loss_cls: 5.5706, loss: 5.5706 +2023-12-26 12:09:40,283 - pyskl - INFO - Epoch [66][1900/3746] lr: 5.988e-02, eta: 2 days, 7:22:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5637, loss_cls: 5.5007, loss: 5.5007 +2023-12-26 12:10:39,926 - pyskl - INFO - Epoch [66][2000/3746] lr: 5.985e-02, eta: 2 days, 7:21:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3064, top5_acc: 0.5652, loss_cls: 5.5017, loss: 5.5017 +2023-12-26 12:11:39,471 - pyskl - INFO - Epoch [66][2100/3746] lr: 5.982e-02, eta: 2 days, 7:20:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5650, loss_cls: 5.5179, loss: 5.5179 +2023-12-26 12:12:39,163 - pyskl - INFO - Epoch [66][2200/3746] lr: 5.979e-02, eta: 2 days, 7:19:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5509, loss_cls: 5.5496, loss: 5.5496 +2023-12-26 12:13:38,973 - pyskl - INFO - Epoch [66][2300/3746] lr: 5.977e-02, eta: 2 days, 7:17:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3073, top5_acc: 0.5605, loss_cls: 5.4870, loss: 5.4870 +2023-12-26 12:14:38,566 - pyskl - INFO - Epoch [66][2400/3746] lr: 5.974e-02, eta: 2 days, 7:16:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3042, top5_acc: 0.5587, loss_cls: 5.5313, loss: 5.5313 +2023-12-26 12:15:38,731 - pyskl - INFO - Epoch [66][2500/3746] lr: 5.971e-02, eta: 2 days, 7:15:41, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5473, loss_cls: 5.5793, loss: 5.5793 +2023-12-26 12:16:39,230 - pyskl - INFO - Epoch [66][2600/3746] lr: 5.968e-02, eta: 2 days, 7:14:35, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2952, top5_acc: 0.5552, loss_cls: 5.5482, loss: 5.5482 +2023-12-26 12:17:39,564 - pyskl - INFO - Epoch [66][2700/3746] lr: 5.966e-02, eta: 2 days, 7:13:28, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3048, top5_acc: 0.5555, loss_cls: 5.5476, loss: 5.5476 +2023-12-26 12:18:39,299 - pyskl - INFO - Epoch [66][2800/3746] lr: 5.963e-02, eta: 2 days, 7:12:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2972, top5_acc: 0.5664, loss_cls: 5.4822, loss: 5.4822 +2023-12-26 12:19:39,815 - pyskl - INFO - Epoch [66][2900/3746] lr: 5.960e-02, eta: 2 days, 7:11:15, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5531, loss_cls: 5.5452, loss: 5.5452 +2023-12-26 12:20:40,594 - pyskl - INFO - Epoch [66][3000/3746] lr: 5.957e-02, eta: 2 days, 7:10:09, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.2869, top5_acc: 0.5467, loss_cls: 5.5904, loss: 5.5904 +2023-12-26 12:21:40,499 - pyskl - INFO - Epoch [66][3100/3746] lr: 5.955e-02, eta: 2 days, 7:09:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2828, top5_acc: 0.5497, loss_cls: 5.5699, loss: 5.5699 +2023-12-26 12:22:40,020 - pyskl - INFO - Epoch [66][3200/3746] lr: 5.952e-02, eta: 2 days, 7:07:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5531, loss_cls: 5.5340, loss: 5.5340 +2023-12-26 12:23:39,601 - pyskl - INFO - Epoch [66][3300/3746] lr: 5.949e-02, eta: 2 days, 7:06:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5573, loss_cls: 5.5386, loss: 5.5386 +2023-12-26 12:24:40,009 - pyskl - INFO - Epoch [66][3400/3746] lr: 5.946e-02, eta: 2 days, 7:05:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2939, top5_acc: 0.5492, loss_cls: 5.5754, loss: 5.5754 +2023-12-26 12:25:39,472 - pyskl - INFO - Epoch [66][3500/3746] lr: 5.944e-02, eta: 2 days, 7:04:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3083, top5_acc: 0.5666, loss_cls: 5.5110, loss: 5.5110 +2023-12-26 12:26:39,147 - pyskl - INFO - Epoch [66][3600/3746] lr: 5.941e-02, eta: 2 days, 7:03:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3055, top5_acc: 0.5617, loss_cls: 5.5183, loss: 5.5183 +2023-12-26 12:27:38,885 - pyskl - INFO - Epoch [66][3700/3746] lr: 5.938e-02, eta: 2 days, 7:02:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5583, loss_cls: 5.5238, loss: 5.5238 +2023-12-26 12:28:08,609 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-26 12:30:09,311 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 12:30:10,126 - pyskl - INFO - +top1_acc 0.2227 +top5_acc 0.4675 +2023-12-26 12:30:10,126 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 12:30:10,159 - pyskl - INFO - +mean_acc 0.2227 +2023-12-26 12:30:10,167 - pyskl - INFO - Epoch(val) [66][309] top1_acc: 0.2227, top5_acc: 0.4675, mean_class_accuracy: 0.2227 +2023-12-26 12:33:32,148 - pyskl - INFO - Epoch [67][100/3746] lr: 5.934e-02, eta: 2 days, 7:03:08, time: 2.020, data_time: 1.421, memory: 16180, top1_acc: 0.3173, top5_acc: 0.5813, loss_cls: 5.4288, loss: 5.4288 +2023-12-26 12:34:32,019 - pyskl - INFO - Epoch [67][200/3746] lr: 5.931e-02, eta: 2 days, 7:02:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5620, loss_cls: 5.4947, loss: 5.4947 +2023-12-26 12:35:31,904 - pyskl - INFO - Epoch [67][300/3746] lr: 5.929e-02, eta: 2 days, 7:00:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5669, loss_cls: 5.4851, loss: 5.4851 +2023-12-26 12:36:31,689 - pyskl - INFO - Epoch [67][400/3746] lr: 5.926e-02, eta: 2 days, 6:59:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3106, top5_acc: 0.5722, loss_cls: 5.4681, loss: 5.4681 +2023-12-26 12:37:31,259 - pyskl - INFO - Epoch [67][500/3746] lr: 5.923e-02, eta: 2 days, 6:58:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5583, loss_cls: 5.4838, loss: 5.4838 +2023-12-26 12:38:30,750 - pyskl - INFO - Epoch [67][600/3746] lr: 5.920e-02, eta: 2 days, 6:57:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2963, top5_acc: 0.5675, loss_cls: 5.5174, loss: 5.5174 +2023-12-26 12:39:30,231 - pyskl - INFO - Epoch [67][700/3746] lr: 5.918e-02, eta: 2 days, 6:56:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2966, top5_acc: 0.5542, loss_cls: 5.5319, loss: 5.5319 +2023-12-26 12:40:29,602 - pyskl - INFO - Epoch [67][800/3746] lr: 5.915e-02, eta: 2 days, 6:55:17, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3075, top5_acc: 0.5613, loss_cls: 5.5091, loss: 5.5091 +2023-12-26 12:41:29,840 - pyskl - INFO - Epoch [67][900/3746] lr: 5.912e-02, eta: 2 days, 6:54:11, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5561, loss_cls: 5.5551, loss: 5.5551 +2023-12-26 12:42:30,626 - pyskl - INFO - Epoch [67][1000/3746] lr: 5.909e-02, eta: 2 days, 6:53:05, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5622, loss_cls: 5.4992, loss: 5.4992 +2023-12-26 12:43:30,498 - pyskl - INFO - Epoch [67][1100/3746] lr: 5.907e-02, eta: 2 days, 6:51:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5642, loss_cls: 5.5001, loss: 5.5001 +2023-12-26 12:44:30,816 - pyskl - INFO - Epoch [67][1200/3746] lr: 5.904e-02, eta: 2 days, 6:50:52, time: 0.603, data_time: 0.001, memory: 16180, top1_acc: 0.3094, top5_acc: 0.5625, loss_cls: 5.4936, loss: 5.4936 +2023-12-26 12:45:30,652 - pyskl - INFO - Epoch [67][1300/3746] lr: 5.901e-02, eta: 2 days, 6:49:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5603, loss_cls: 5.5075, loss: 5.5075 +2023-12-26 12:46:30,075 - pyskl - INFO - Epoch [67][1400/3746] lr: 5.898e-02, eta: 2 days, 6:48:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2983, top5_acc: 0.5656, loss_cls: 5.5006, loss: 5.5006 +2023-12-26 12:47:29,836 - pyskl - INFO - Epoch [67][1500/3746] lr: 5.896e-02, eta: 2 days, 6:47:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2959, top5_acc: 0.5539, loss_cls: 5.5574, loss: 5.5574 +2023-12-26 12:48:29,195 - pyskl - INFO - Epoch [67][1600/3746] lr: 5.893e-02, eta: 2 days, 6:46:23, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5630, loss_cls: 5.4837, loss: 5.4837 +2023-12-26 12:49:28,696 - pyskl - INFO - Epoch [67][1700/3746] lr: 5.890e-02, eta: 2 days, 6:45:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5394, loss_cls: 5.5905, loss: 5.5905 +2023-12-26 12:50:28,169 - pyskl - INFO - Epoch [67][1800/3746] lr: 5.887e-02, eta: 2 days, 6:44:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5597, loss_cls: 5.5137, loss: 5.5137 +2023-12-26 12:51:27,483 - pyskl - INFO - Epoch [67][1900/3746] lr: 5.885e-02, eta: 2 days, 6:43:00, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5567, loss_cls: 5.5491, loss: 5.5491 +2023-12-26 12:52:27,105 - pyskl - INFO - Epoch [67][2000/3746] lr: 5.882e-02, eta: 2 days, 6:41:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5691, loss_cls: 5.5051, loss: 5.5051 +2023-12-26 12:53:26,612 - pyskl - INFO - Epoch [67][2100/3746] lr: 5.879e-02, eta: 2 days, 6:40:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5600, loss_cls: 5.5005, loss: 5.5005 +2023-12-26 12:54:26,657 - pyskl - INFO - Epoch [67][2200/3746] lr: 5.876e-02, eta: 2 days, 6:39:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5528, loss_cls: 5.5415, loss: 5.5415 +2023-12-26 12:55:26,147 - pyskl - INFO - Epoch [67][2300/3746] lr: 5.874e-02, eta: 2 days, 6:38:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3100, top5_acc: 0.5639, loss_cls: 5.4663, loss: 5.4663 +2023-12-26 12:56:25,459 - pyskl - INFO - Epoch [67][2400/3746] lr: 5.871e-02, eta: 2 days, 6:37:24, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.2908, top5_acc: 0.5542, loss_cls: 5.5786, loss: 5.5786 +2023-12-26 12:57:24,920 - pyskl - INFO - Epoch [67][2500/3746] lr: 5.868e-02, eta: 2 days, 6:36:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3088, top5_acc: 0.5622, loss_cls: 5.5130, loss: 5.5130 +2023-12-26 12:58:24,495 - pyskl - INFO - Epoch [67][2600/3746] lr: 5.865e-02, eta: 2 days, 6:35:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2920, top5_acc: 0.5603, loss_cls: 5.5170, loss: 5.5170 +2023-12-26 12:59:24,179 - pyskl - INFO - Epoch [67][2700/3746] lr: 5.863e-02, eta: 2 days, 6:34:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5578, loss_cls: 5.5172, loss: 5.5172 +2023-12-26 13:00:24,357 - pyskl - INFO - Epoch [67][2800/3746] lr: 5.860e-02, eta: 2 days, 6:32:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5544, loss_cls: 5.5054, loss: 5.5054 +2023-12-26 13:01:24,005 - pyskl - INFO - Epoch [67][2900/3746] lr: 5.857e-02, eta: 2 days, 6:31:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2847, top5_acc: 0.5509, loss_cls: 5.5759, loss: 5.5759 +2023-12-26 13:02:23,593 - pyskl - INFO - Epoch [67][3000/3746] lr: 5.854e-02, eta: 2 days, 6:30:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5528, loss_cls: 5.5644, loss: 5.5644 +2023-12-26 13:03:23,150 - pyskl - INFO - Epoch [67][3100/3746] lr: 5.852e-02, eta: 2 days, 6:29:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3023, top5_acc: 0.5613, loss_cls: 5.5076, loss: 5.5076 +2023-12-26 13:04:22,700 - pyskl - INFO - Epoch [67][3200/3746] lr: 5.849e-02, eta: 2 days, 6:28:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5587, loss_cls: 5.5232, loss: 5.5232 +2023-12-26 13:05:22,456 - pyskl - INFO - Epoch [67][3300/3746] lr: 5.846e-02, eta: 2 days, 6:27:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2983, top5_acc: 0.5555, loss_cls: 5.5591, loss: 5.5591 +2023-12-26 13:06:21,911 - pyskl - INFO - Epoch [67][3400/3746] lr: 5.843e-02, eta: 2 days, 6:26:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.2934, top5_acc: 0.5516, loss_cls: 5.5612, loss: 5.5612 +2023-12-26 13:07:21,626 - pyskl - INFO - Epoch [67][3500/3746] lr: 5.841e-02, eta: 2 days, 6:25:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3005, top5_acc: 0.5592, loss_cls: 5.4970, loss: 5.4970 +2023-12-26 13:08:21,489 - pyskl - INFO - Epoch [67][3600/3746] lr: 5.838e-02, eta: 2 days, 6:23:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5594, loss_cls: 5.5293, loss: 5.5293 +2023-12-26 13:09:22,360 - pyskl - INFO - Epoch [67][3700/3746] lr: 5.835e-02, eta: 2 days, 6:22:54, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3075, top5_acc: 0.5634, loss_cls: 5.4940, loss: 5.4940 +2023-12-26 13:09:52,976 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-26 13:11:52,533 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 13:11:53,593 - pyskl - INFO - +top1_acc 0.2321 +top5_acc 0.4809 +2023-12-26 13:11:53,593 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 13:11:53,635 - pyskl - INFO - +mean_acc 0.2321 +2023-12-26 13:11:53,645 - pyskl - INFO - Epoch(val) [67][309] top1_acc: 0.2321, top5_acc: 0.4809, mean_class_accuracy: 0.2321 +2023-12-26 13:15:21,894 - pyskl - INFO - Epoch [68][100/3746] lr: 5.831e-02, eta: 2 days, 6:23:46, time: 2.082, data_time: 1.486, memory: 16180, top1_acc: 0.3091, top5_acc: 0.5697, loss_cls: 5.4623, loss: 5.4623 +2023-12-26 13:16:21,677 - pyskl - INFO - Epoch [68][200/3746] lr: 5.828e-02, eta: 2 days, 6:22:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5723, loss_cls: 5.4802, loss: 5.4802 +2023-12-26 13:17:21,514 - pyskl - INFO - Epoch [68][300/3746] lr: 5.826e-02, eta: 2 days, 6:21:32, time: 0.598, data_time: 0.001, memory: 16180, top1_acc: 0.3086, top5_acc: 0.5769, loss_cls: 5.4357, loss: 5.4357 +2023-12-26 13:18:21,155 - pyskl - INFO - Epoch [68][400/3746] lr: 5.823e-02, eta: 2 days, 6:20:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3070, top5_acc: 0.5687, loss_cls: 5.4756, loss: 5.4756 +2023-12-26 13:19:20,756 - pyskl - INFO - Epoch [68][500/3746] lr: 5.820e-02, eta: 2 days, 6:19:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2977, top5_acc: 0.5678, loss_cls: 5.4816, loss: 5.4816 +2023-12-26 13:20:20,212 - pyskl - INFO - Epoch [68][600/3746] lr: 5.817e-02, eta: 2 days, 6:18:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5692, loss_cls: 5.4739, loss: 5.4739 +2023-12-26 13:21:19,608 - pyskl - INFO - Epoch [68][700/3746] lr: 5.815e-02, eta: 2 days, 6:17:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5639, loss_cls: 5.4697, loss: 5.4697 +2023-12-26 13:22:19,197 - pyskl - INFO - Epoch [68][800/3746] lr: 5.812e-02, eta: 2 days, 6:15:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5641, loss_cls: 5.5146, loss: 5.5146 +2023-12-26 13:23:19,000 - pyskl - INFO - Epoch [68][900/3746] lr: 5.809e-02, eta: 2 days, 6:14:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2992, top5_acc: 0.5600, loss_cls: 5.5304, loss: 5.5304 +2023-12-26 13:24:19,322 - pyskl - INFO - Epoch [68][1000/3746] lr: 5.806e-02, eta: 2 days, 6:13:42, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2986, top5_acc: 0.5613, loss_cls: 5.5194, loss: 5.5194 +2023-12-26 13:25:19,154 - pyskl - INFO - Epoch [68][1100/3746] lr: 5.804e-02, eta: 2 days, 6:12:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5609, loss_cls: 5.4952, loss: 5.4952 +2023-12-26 13:26:19,262 - pyskl - INFO - Epoch [68][1200/3746] lr: 5.801e-02, eta: 2 days, 6:11:29, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3045, top5_acc: 0.5605, loss_cls: 5.5172, loss: 5.5172 +2023-12-26 13:27:19,360 - pyskl - INFO - Epoch [68][1300/3746] lr: 5.798e-02, eta: 2 days, 6:10:22, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5606, loss_cls: 5.5239, loss: 5.5239 +2023-12-26 13:28:18,915 - pyskl - INFO - Epoch [68][1400/3746] lr: 5.795e-02, eta: 2 days, 6:09:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2873, top5_acc: 0.5547, loss_cls: 5.5603, loss: 5.5603 +2023-12-26 13:29:18,348 - pyskl - INFO - Epoch [68][1500/3746] lr: 5.792e-02, eta: 2 days, 6:08:08, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5748, loss_cls: 5.4702, loss: 5.4702 +2023-12-26 13:30:17,953 - pyskl - INFO - Epoch [68][1600/3746] lr: 5.790e-02, eta: 2 days, 6:07:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2994, top5_acc: 0.5578, loss_cls: 5.5208, loss: 5.5208 +2023-12-26 13:31:17,377 - pyskl - INFO - Epoch [68][1700/3746] lr: 5.787e-02, eta: 2 days, 6:05:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3063, top5_acc: 0.5645, loss_cls: 5.4818, loss: 5.4818 +2023-12-26 13:32:16,727 - pyskl - INFO - Epoch [68][1800/3746] lr: 5.784e-02, eta: 2 days, 6:04:46, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3045, top5_acc: 0.5630, loss_cls: 5.5034, loss: 5.5034 +2023-12-26 13:33:16,287 - pyskl - INFO - Epoch [68][1900/3746] lr: 5.781e-02, eta: 2 days, 6:03:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5620, loss_cls: 5.4646, loss: 5.4646 +2023-12-26 13:34:15,930 - pyskl - INFO - Epoch [68][2000/3746] lr: 5.779e-02, eta: 2 days, 6:02:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5683, loss_cls: 5.5208, loss: 5.5208 +2023-12-26 13:35:15,813 - pyskl - INFO - Epoch [68][2100/3746] lr: 5.776e-02, eta: 2 days, 6:01:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2897, top5_acc: 0.5548, loss_cls: 5.5754, loss: 5.5754 +2023-12-26 13:36:15,500 - pyskl - INFO - Epoch [68][2200/3746] lr: 5.773e-02, eta: 2 days, 6:00:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3109, top5_acc: 0.5609, loss_cls: 5.4857, loss: 5.4857 +2023-12-26 13:37:15,897 - pyskl - INFO - Epoch [68][2300/3746] lr: 5.770e-02, eta: 2 days, 5:59:12, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2947, top5_acc: 0.5583, loss_cls: 5.5431, loss: 5.5431 +2023-12-26 13:38:15,862 - pyskl - INFO - Epoch [68][2400/3746] lr: 5.768e-02, eta: 2 days, 5:58:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3106, top5_acc: 0.5714, loss_cls: 5.4834, loss: 5.4834 +2023-12-26 13:39:15,581 - pyskl - INFO - Epoch [68][2500/3746] lr: 5.765e-02, eta: 2 days, 5:56:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5536, loss_cls: 5.5375, loss: 5.5375 +2023-12-26 13:40:15,837 - pyskl - INFO - Epoch [68][2600/3746] lr: 5.762e-02, eta: 2 days, 5:55:52, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5581, loss_cls: 5.5053, loss: 5.5053 +2023-12-26 13:41:16,062 - pyskl - INFO - Epoch [68][2700/3746] lr: 5.759e-02, eta: 2 days, 5:54:46, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3086, top5_acc: 0.5670, loss_cls: 5.5066, loss: 5.5066 +2023-12-26 13:42:15,746 - pyskl - INFO - Epoch [68][2800/3746] lr: 5.757e-02, eta: 2 days, 5:53:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3144, top5_acc: 0.5639, loss_cls: 5.4858, loss: 5.4858 +2023-12-26 13:43:16,074 - pyskl - INFO - Epoch [68][2900/3746] lr: 5.754e-02, eta: 2 days, 5:52:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5720, loss_cls: 5.5056, loss: 5.5056 +2023-12-26 13:44:16,404 - pyskl - INFO - Epoch [68][3000/3746] lr: 5.751e-02, eta: 2 days, 5:51:26, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5606, loss_cls: 5.5547, loss: 5.5547 +2023-12-26 13:45:16,629 - pyskl - INFO - Epoch [68][3100/3746] lr: 5.748e-02, eta: 2 days, 5:50:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3105, top5_acc: 0.5692, loss_cls: 5.4725, loss: 5.4725 +2023-12-26 13:46:16,074 - pyskl - INFO - Epoch [68][3200/3746] lr: 5.746e-02, eta: 2 days, 5:49:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5586, loss_cls: 5.5041, loss: 5.5041 +2023-12-26 13:47:15,737 - pyskl - INFO - Epoch [68][3300/3746] lr: 5.743e-02, eta: 2 days, 5:48:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2970, top5_acc: 0.5500, loss_cls: 5.5540, loss: 5.5540 +2023-12-26 13:48:16,494 - pyskl - INFO - Epoch [68][3400/3746] lr: 5.740e-02, eta: 2 days, 5:47:00, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3014, top5_acc: 0.5698, loss_cls: 5.5001, loss: 5.5001 +2023-12-26 13:49:16,894 - pyskl - INFO - Epoch [68][3500/3746] lr: 5.737e-02, eta: 2 days, 5:45:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5533, loss_cls: 5.5518, loss: 5.5518 +2023-12-26 13:50:16,952 - pyskl - INFO - Epoch [68][3600/3746] lr: 5.734e-02, eta: 2 days, 5:44:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2944, top5_acc: 0.5570, loss_cls: 5.5219, loss: 5.5219 +2023-12-26 13:51:17,060 - pyskl - INFO - Epoch [68][3700/3746] lr: 5.732e-02, eta: 2 days, 5:43:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2927, top5_acc: 0.5545, loss_cls: 5.5542, loss: 5.5542 +2023-12-26 13:51:47,773 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-26 13:53:49,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 13:53:49,990 - pyskl - INFO - +top1_acc 0.2358 +top5_acc 0.4813 +2023-12-26 13:53:49,990 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 13:53:50,026 - pyskl - INFO - +mean_acc 0.2356 +2023-12-26 13:53:50,036 - pyskl - INFO - Epoch(val) [68][309] top1_acc: 0.2358, top5_acc: 0.4813, mean_class_accuracy: 0.2356 +2023-12-26 13:57:14,479 - pyskl - INFO - Epoch [69][100/3746] lr: 5.728e-02, eta: 2 days, 5:44:25, time: 2.044, data_time: 1.440, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5641, loss_cls: 5.4859, loss: 5.4859 +2023-12-26 13:58:14,747 - pyskl - INFO - Epoch [69][200/3746] lr: 5.725e-02, eta: 2 days, 5:43:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5697, loss_cls: 5.4940, loss: 5.4940 +2023-12-26 13:59:15,172 - pyskl - INFO - Epoch [69][300/3746] lr: 5.722e-02, eta: 2 days, 5:42:13, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5694, loss_cls: 5.4650, loss: 5.4650 +2023-12-26 14:00:15,022 - pyskl - INFO - Epoch [69][400/3746] lr: 5.719e-02, eta: 2 days, 5:41:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5753, loss_cls: 5.4575, loss: 5.4575 +2023-12-26 14:01:14,635 - pyskl - INFO - Epoch [69][500/3746] lr: 5.717e-02, eta: 2 days, 5:39:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3002, top5_acc: 0.5586, loss_cls: 5.5369, loss: 5.5369 +2023-12-26 14:02:14,013 - pyskl - INFO - Epoch [69][600/3746] lr: 5.714e-02, eta: 2 days, 5:38:51, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.2984, top5_acc: 0.5544, loss_cls: 5.5144, loss: 5.5144 +2023-12-26 14:03:13,784 - pyskl - INFO - Epoch [69][700/3746] lr: 5.711e-02, eta: 2 days, 5:37:44, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5653, loss_cls: 5.4628, loss: 5.4628 +2023-12-26 14:04:13,728 - pyskl - INFO - Epoch [69][800/3746] lr: 5.708e-02, eta: 2 days, 5:36:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3169, top5_acc: 0.5687, loss_cls: 5.4528, loss: 5.4528 +2023-12-26 14:05:14,110 - pyskl - INFO - Epoch [69][900/3746] lr: 5.706e-02, eta: 2 days, 5:35:32, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3094, top5_acc: 0.5573, loss_cls: 5.5010, loss: 5.5010 +2023-12-26 14:06:14,781 - pyskl - INFO - Epoch [69][1000/3746] lr: 5.703e-02, eta: 2 days, 5:34:26, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2978, top5_acc: 0.5497, loss_cls: 5.5441, loss: 5.5441 +2023-12-26 14:07:15,053 - pyskl - INFO - Epoch [69][1100/3746] lr: 5.700e-02, eta: 2 days, 5:33:20, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5631, loss_cls: 5.4941, loss: 5.4941 +2023-12-26 14:08:15,266 - pyskl - INFO - Epoch [69][1200/3746] lr: 5.697e-02, eta: 2 days, 5:32:13, time: 0.602, data_time: 0.001, memory: 16180, top1_acc: 0.3050, top5_acc: 0.5702, loss_cls: 5.4822, loss: 5.4822 +2023-12-26 14:09:15,143 - pyskl - INFO - Epoch [69][1300/3746] lr: 5.694e-02, eta: 2 days, 5:31:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5792, loss_cls: 5.4475, loss: 5.4475 +2023-12-26 14:10:15,536 - pyskl - INFO - Epoch [69][1400/3746] lr: 5.692e-02, eta: 2 days, 5:30:01, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3114, top5_acc: 0.5713, loss_cls: 5.4888, loss: 5.4888 +2023-12-26 14:11:15,164 - pyskl - INFO - Epoch [69][1500/3746] lr: 5.689e-02, eta: 2 days, 5:28:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3055, top5_acc: 0.5628, loss_cls: 5.5114, loss: 5.5114 +2023-12-26 14:12:15,393 - pyskl - INFO - Epoch [69][1600/3746] lr: 5.686e-02, eta: 2 days, 5:27:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3027, top5_acc: 0.5655, loss_cls: 5.4932, loss: 5.4932 +2023-12-26 14:13:15,216 - pyskl - INFO - Epoch [69][1700/3746] lr: 5.683e-02, eta: 2 days, 5:26:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.2977, top5_acc: 0.5647, loss_cls: 5.5244, loss: 5.5244 +2023-12-26 14:14:15,019 - pyskl - INFO - Epoch [69][1800/3746] lr: 5.681e-02, eta: 2 days, 5:25:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5548, loss_cls: 5.5234, loss: 5.5234 +2023-12-26 14:15:15,088 - pyskl - INFO - Epoch [69][1900/3746] lr: 5.678e-02, eta: 2 days, 5:24:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.2888, top5_acc: 0.5539, loss_cls: 5.5678, loss: 5.5678 +2023-12-26 14:16:14,969 - pyskl - INFO - Epoch [69][2000/3746] lr: 5.675e-02, eta: 2 days, 5:23:21, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3091, top5_acc: 0.5623, loss_cls: 5.4954, loss: 5.4954 +2023-12-26 14:17:14,562 - pyskl - INFO - Epoch [69][2100/3746] lr: 5.672e-02, eta: 2 days, 5:22:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3089, top5_acc: 0.5675, loss_cls: 5.4679, loss: 5.4679 +2023-12-26 14:18:14,256 - pyskl - INFO - Epoch [69][2200/3746] lr: 5.670e-02, eta: 2 days, 5:21:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3061, top5_acc: 0.5561, loss_cls: 5.5117, loss: 5.5117 +2023-12-26 14:19:14,167 - pyskl - INFO - Epoch [69][2300/3746] lr: 5.667e-02, eta: 2 days, 5:20:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3075, top5_acc: 0.5709, loss_cls: 5.4808, loss: 5.4808 +2023-12-26 14:20:13,795 - pyskl - INFO - Epoch [69][2400/3746] lr: 5.664e-02, eta: 2 days, 5:18:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2953, top5_acc: 0.5564, loss_cls: 5.5439, loss: 5.5439 +2023-12-26 14:21:13,604 - pyskl - INFO - Epoch [69][2500/3746] lr: 5.661e-02, eta: 2 days, 5:17:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3019, top5_acc: 0.5613, loss_cls: 5.5275, loss: 5.5275 +2023-12-26 14:22:13,366 - pyskl - INFO - Epoch [69][2600/3746] lr: 5.658e-02, eta: 2 days, 5:16:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5708, loss_cls: 5.4712, loss: 5.4712 +2023-12-26 14:23:13,005 - pyskl - INFO - Epoch [69][2700/3746] lr: 5.656e-02, eta: 2 days, 5:15:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2963, top5_acc: 0.5642, loss_cls: 5.5085, loss: 5.5085 +2023-12-26 14:24:12,696 - pyskl - INFO - Epoch [69][2800/3746] lr: 5.653e-02, eta: 2 days, 5:14:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2973, top5_acc: 0.5542, loss_cls: 5.5349, loss: 5.5349 +2023-12-26 14:25:12,658 - pyskl - INFO - Epoch [69][2900/3746] lr: 5.650e-02, eta: 2 days, 5:13:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3063, top5_acc: 0.5663, loss_cls: 5.4838, loss: 5.4838 +2023-12-26 14:26:12,544 - pyskl - INFO - Epoch [69][3000/3746] lr: 5.647e-02, eta: 2 days, 5:12:13, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3089, top5_acc: 0.5739, loss_cls: 5.4855, loss: 5.4855 +2023-12-26 14:27:12,010 - pyskl - INFO - Epoch [69][3100/3746] lr: 5.645e-02, eta: 2 days, 5:11:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5677, loss_cls: 5.4781, loss: 5.4781 +2023-12-26 14:28:11,884 - pyskl - INFO - Epoch [69][3200/3746] lr: 5.642e-02, eta: 2 days, 5:09:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3009, top5_acc: 0.5720, loss_cls: 5.4950, loss: 5.4950 +2023-12-26 14:29:11,694 - pyskl - INFO - Epoch [69][3300/3746] lr: 5.639e-02, eta: 2 days, 5:08:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3039, top5_acc: 0.5667, loss_cls: 5.5047, loss: 5.5047 +2023-12-26 14:30:11,408 - pyskl - INFO - Epoch [69][3400/3746] lr: 5.636e-02, eta: 2 days, 5:07:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3094, top5_acc: 0.5755, loss_cls: 5.4427, loss: 5.4427 +2023-12-26 14:31:10,973 - pyskl - INFO - Epoch [69][3500/3746] lr: 5.634e-02, eta: 2 days, 5:06:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3119, top5_acc: 0.5713, loss_cls: 5.4586, loss: 5.4586 +2023-12-26 14:32:10,672 - pyskl - INFO - Epoch [69][3600/3746] lr: 5.631e-02, eta: 2 days, 5:05:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3006, top5_acc: 0.5583, loss_cls: 5.5277, loss: 5.5277 +2023-12-26 14:33:10,651 - pyskl - INFO - Epoch [69][3700/3746] lr: 5.628e-02, eta: 2 days, 5:04:25, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5605, loss_cls: 5.5009, loss: 5.5009 +2023-12-26 14:33:41,005 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-26 14:35:43,006 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 14:35:43,804 - pyskl - INFO - +top1_acc 0.2463 +top5_acc 0.4930 +2023-12-26 14:35:43,805 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 14:35:43,843 - pyskl - INFO - +mean_acc 0.2463 +2023-12-26 14:35:43,850 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_65.pth was removed +2023-12-26 14:35:44,172 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2023-12-26 14:35:44,173 - pyskl - INFO - Best top1_acc is 0.2463 at 69 epoch. +2023-12-26 14:35:44,187 - pyskl - INFO - Epoch(val) [69][309] top1_acc: 0.2463, top5_acc: 0.4930, mean_class_accuracy: 0.2463 +2023-12-26 14:39:11,621 - pyskl - INFO - Epoch [70][100/3746] lr: 5.624e-02, eta: 2 days, 5:05:09, time: 2.074, data_time: 1.471, memory: 16180, top1_acc: 0.3192, top5_acc: 0.5787, loss_cls: 5.4143, loss: 5.4143 +2023-12-26 14:40:11,148 - pyskl - INFO - Epoch [70][200/3746] lr: 5.621e-02, eta: 2 days, 5:04:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3091, top5_acc: 0.5844, loss_cls: 5.4372, loss: 5.4372 +2023-12-26 14:41:11,488 - pyskl - INFO - Epoch [70][300/3746] lr: 5.618e-02, eta: 2 days, 5:02:56, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3080, top5_acc: 0.5630, loss_cls: 5.4741, loss: 5.4741 +2023-12-26 14:42:11,363 - pyskl - INFO - Epoch [70][400/3746] lr: 5.616e-02, eta: 2 days, 5:01:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5645, loss_cls: 5.4903, loss: 5.4903 +2023-12-26 14:43:11,310 - pyskl - INFO - Epoch [70][500/3746] lr: 5.613e-02, eta: 2 days, 5:00:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3100, top5_acc: 0.5748, loss_cls: 5.4626, loss: 5.4626 +2023-12-26 14:44:10,989 - pyskl - INFO - Epoch [70][600/3746] lr: 5.610e-02, eta: 2 days, 4:59:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3109, top5_acc: 0.5647, loss_cls: 5.4752, loss: 5.4752 +2023-12-26 14:45:10,519 - pyskl - INFO - Epoch [70][700/3746] lr: 5.607e-02, eta: 2 days, 4:58:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3120, top5_acc: 0.5652, loss_cls: 5.4618, loss: 5.4618 +2023-12-26 14:46:10,203 - pyskl - INFO - Epoch [70][800/3746] lr: 5.605e-02, eta: 2 days, 4:57:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.5698, loss_cls: 5.4728, loss: 5.4728 +2023-12-26 14:47:10,001 - pyskl - INFO - Epoch [70][900/3746] lr: 5.602e-02, eta: 2 days, 4:56:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3030, top5_acc: 0.5641, loss_cls: 5.5090, loss: 5.5090 +2023-12-26 14:48:10,477 - pyskl - INFO - Epoch [70][1000/3746] lr: 5.599e-02, eta: 2 days, 4:55:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3114, top5_acc: 0.5681, loss_cls: 5.4904, loss: 5.4904 +2023-12-26 14:49:11,460 - pyskl - INFO - Epoch [70][1100/3746] lr: 5.596e-02, eta: 2 days, 4:54:04, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3019, top5_acc: 0.5650, loss_cls: 5.4769, loss: 5.4769 +2023-12-26 14:50:12,026 - pyskl - INFO - Epoch [70][1200/3746] lr: 5.593e-02, eta: 2 days, 4:52:58, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.2903, top5_acc: 0.5541, loss_cls: 5.5538, loss: 5.5538 +2023-12-26 14:51:12,442 - pyskl - INFO - Epoch [70][1300/3746] lr: 5.591e-02, eta: 2 days, 4:51:52, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2977, top5_acc: 0.5575, loss_cls: 5.5238, loss: 5.5238 +2023-12-26 14:52:12,280 - pyskl - INFO - Epoch [70][1400/3746] lr: 5.588e-02, eta: 2 days, 4:50:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5636, loss_cls: 5.4826, loss: 5.4826 +2023-12-26 14:53:11,839 - pyskl - INFO - Epoch [70][1500/3746] lr: 5.585e-02, eta: 2 days, 4:49:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3167, top5_acc: 0.5739, loss_cls: 5.4693, loss: 5.4693 +2023-12-26 14:54:11,481 - pyskl - INFO - Epoch [70][1600/3746] lr: 5.582e-02, eta: 2 days, 4:48:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3077, top5_acc: 0.5591, loss_cls: 5.5169, loss: 5.5169 +2023-12-26 14:55:11,172 - pyskl - INFO - Epoch [70][1700/3746] lr: 5.580e-02, eta: 2 days, 4:47:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3073, top5_acc: 0.5761, loss_cls: 5.4493, loss: 5.4493 +2023-12-26 14:56:10,955 - pyskl - INFO - Epoch [70][1800/3746] lr: 5.577e-02, eta: 2 days, 4:46:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5763, loss_cls: 5.4784, loss: 5.4784 +2023-12-26 14:57:10,596 - pyskl - INFO - Epoch [70][1900/3746] lr: 5.574e-02, eta: 2 days, 4:45:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3031, top5_acc: 0.5650, loss_cls: 5.4820, loss: 5.4820 +2023-12-26 14:58:10,082 - pyskl - INFO - Epoch [70][2000/3746] lr: 5.571e-02, eta: 2 days, 4:44:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3131, top5_acc: 0.5763, loss_cls: 5.4758, loss: 5.4758 +2023-12-26 14:59:09,708 - pyskl - INFO - Epoch [70][2100/3746] lr: 5.568e-02, eta: 2 days, 4:42:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3141, top5_acc: 0.5692, loss_cls: 5.4737, loss: 5.4737 +2023-12-26 15:00:09,010 - pyskl - INFO - Epoch [70][2200/3746] lr: 5.566e-02, eta: 2 days, 4:41:50, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3003, top5_acc: 0.5705, loss_cls: 5.4814, loss: 5.4814 +2023-12-26 15:01:08,580 - pyskl - INFO - Epoch [70][2300/3746] lr: 5.563e-02, eta: 2 days, 4:40:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3038, top5_acc: 0.5683, loss_cls: 5.4902, loss: 5.4902 +2023-12-26 15:02:08,118 - pyskl - INFO - Epoch [70][2400/3746] lr: 5.560e-02, eta: 2 days, 4:39:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5639, loss_cls: 5.4993, loss: 5.4993 +2023-12-26 15:03:07,423 - pyskl - INFO - Epoch [70][2500/3746] lr: 5.557e-02, eta: 2 days, 4:38:29, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3020, top5_acc: 0.5566, loss_cls: 5.5096, loss: 5.5096 +2023-12-26 15:04:07,166 - pyskl - INFO - Epoch [70][2600/3746] lr: 5.555e-02, eta: 2 days, 4:37:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5667, loss_cls: 5.4877, loss: 5.4877 +2023-12-26 15:05:06,833 - pyskl - INFO - Epoch [70][2700/3746] lr: 5.552e-02, eta: 2 days, 4:36:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2980, top5_acc: 0.5486, loss_cls: 5.5421, loss: 5.5421 +2023-12-26 15:06:06,428 - pyskl - INFO - Epoch [70][2800/3746] lr: 5.549e-02, eta: 2 days, 4:35:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2998, top5_acc: 0.5622, loss_cls: 5.4920, loss: 5.4920 +2023-12-26 15:07:06,090 - pyskl - INFO - Epoch [70][2900/3746] lr: 5.546e-02, eta: 2 days, 4:34:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3072, top5_acc: 0.5753, loss_cls: 5.4716, loss: 5.4716 +2023-12-26 15:08:05,748 - pyskl - INFO - Epoch [70][3000/3746] lr: 5.543e-02, eta: 2 days, 4:32:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5670, loss_cls: 5.4794, loss: 5.4794 +2023-12-26 15:09:05,515 - pyskl - INFO - Epoch [70][3100/3746] lr: 5.541e-02, eta: 2 days, 4:31:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5620, loss_cls: 5.5092, loss: 5.5092 +2023-12-26 15:10:05,066 - pyskl - INFO - Epoch [70][3200/3746] lr: 5.538e-02, eta: 2 days, 4:30:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.2938, top5_acc: 0.5567, loss_cls: 5.5251, loss: 5.5251 +2023-12-26 15:11:04,685 - pyskl - INFO - Epoch [70][3300/3746] lr: 5.535e-02, eta: 2 days, 4:29:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3047, top5_acc: 0.5691, loss_cls: 5.4794, loss: 5.4794 +2023-12-26 15:12:04,535 - pyskl - INFO - Epoch [70][3400/3746] lr: 5.532e-02, eta: 2 days, 4:28:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3116, top5_acc: 0.5669, loss_cls: 5.4890, loss: 5.4890 +2023-12-26 15:13:04,332 - pyskl - INFO - Epoch [70][3500/3746] lr: 5.530e-02, eta: 2 days, 4:27:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5639, loss_cls: 5.5014, loss: 5.5014 +2023-12-26 15:14:04,291 - pyskl - INFO - Epoch [70][3600/3746] lr: 5.527e-02, eta: 2 days, 4:26:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5678, loss_cls: 5.4824, loss: 5.4824 +2023-12-26 15:15:04,795 - pyskl - INFO - Epoch [70][3700/3746] lr: 5.524e-02, eta: 2 days, 4:25:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3016, top5_acc: 0.5669, loss_cls: 5.4980, loss: 5.4980 +2023-12-26 15:15:35,026 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-26 15:17:34,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 15:17:35,653 - pyskl - INFO - +top1_acc 0.2303 +top5_acc 0.4749 +2023-12-26 15:17:35,653 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 15:17:35,704 - pyskl - INFO - +mean_acc 0.2301 +2023-12-26 15:17:35,717 - pyskl - INFO - Epoch(val) [70][309] top1_acc: 0.2303, top5_acc: 0.4749, mean_class_accuracy: 0.2301 +2023-12-26 15:21:00,305 - pyskl - INFO - Epoch [71][100/3746] lr: 5.520e-02, eta: 2 days, 4:25:46, time: 2.046, data_time: 1.446, memory: 16180, top1_acc: 0.3156, top5_acc: 0.5867, loss_cls: 5.4166, loss: 5.4166 +2023-12-26 15:21:59,946 - pyskl - INFO - Epoch [71][200/3746] lr: 5.517e-02, eta: 2 days, 4:24:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3098, top5_acc: 0.5644, loss_cls: 5.4614, loss: 5.4614 +2023-12-26 15:22:59,832 - pyskl - INFO - Epoch [71][300/3746] lr: 5.514e-02, eta: 2 days, 4:23:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5764, loss_cls: 5.4280, loss: 5.4280 +2023-12-26 15:23:59,432 - pyskl - INFO - Epoch [71][400/3746] lr: 5.512e-02, eta: 2 days, 4:22:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5741, loss_cls: 5.4547, loss: 5.4547 +2023-12-26 15:24:58,927 - pyskl - INFO - Epoch [71][500/3746] lr: 5.509e-02, eta: 2 days, 4:21:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5722, loss_cls: 5.4566, loss: 5.4566 +2023-12-26 15:25:58,323 - pyskl - INFO - Epoch [71][600/3746] lr: 5.506e-02, eta: 2 days, 4:20:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3045, top5_acc: 0.5709, loss_cls: 5.5007, loss: 5.5007 +2023-12-26 15:26:57,814 - pyskl - INFO - Epoch [71][700/3746] lr: 5.503e-02, eta: 2 days, 4:19:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5623, loss_cls: 5.4811, loss: 5.4811 +2023-12-26 15:27:57,192 - pyskl - INFO - Epoch [71][800/3746] lr: 5.500e-02, eta: 2 days, 4:17:58, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3034, top5_acc: 0.5686, loss_cls: 5.4787, loss: 5.4787 +2023-12-26 15:28:56,554 - pyskl - INFO - Epoch [71][900/3746] lr: 5.498e-02, eta: 2 days, 4:16:50, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3058, top5_acc: 0.5711, loss_cls: 5.4733, loss: 5.4733 +2023-12-26 15:29:56,971 - pyskl - INFO - Epoch [71][1000/3746] lr: 5.495e-02, eta: 2 days, 4:15:44, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3050, top5_acc: 0.5602, loss_cls: 5.5006, loss: 5.5006 +2023-12-26 15:30:57,667 - pyskl - INFO - Epoch [71][1100/3746] lr: 5.492e-02, eta: 2 days, 4:14:39, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5620, loss_cls: 5.4933, loss: 5.4933 +2023-12-26 15:31:57,509 - pyskl - INFO - Epoch [71][1200/3746] lr: 5.489e-02, eta: 2 days, 4:13:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3150, top5_acc: 0.5669, loss_cls: 5.4856, loss: 5.4856 +2023-12-26 15:32:57,380 - pyskl - INFO - Epoch [71][1300/3746] lr: 5.487e-02, eta: 2 days, 4:12:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3127, top5_acc: 0.5708, loss_cls: 5.4725, loss: 5.4725 +2023-12-26 15:33:57,309 - pyskl - INFO - Epoch [71][1400/3746] lr: 5.484e-02, eta: 2 days, 4:11:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.2989, top5_acc: 0.5709, loss_cls: 5.4911, loss: 5.4911 +2023-12-26 15:34:57,328 - pyskl - INFO - Epoch [71][1500/3746] lr: 5.481e-02, eta: 2 days, 4:10:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5683, loss_cls: 5.4643, loss: 5.4643 +2023-12-26 15:35:56,780 - pyskl - INFO - Epoch [71][1600/3746] lr: 5.478e-02, eta: 2 days, 4:09:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3139, top5_acc: 0.5609, loss_cls: 5.4951, loss: 5.4951 +2023-12-26 15:36:56,600 - pyskl - INFO - Epoch [71][1700/3746] lr: 5.475e-02, eta: 2 days, 4:07:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3022, top5_acc: 0.5678, loss_cls: 5.5020, loss: 5.5020 +2023-12-26 15:37:56,297 - pyskl - INFO - Epoch [71][1800/3746] lr: 5.473e-02, eta: 2 days, 4:06:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.2948, top5_acc: 0.5606, loss_cls: 5.5175, loss: 5.5175 +2023-12-26 15:38:56,189 - pyskl - INFO - Epoch [71][1900/3746] lr: 5.470e-02, eta: 2 days, 4:05:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3052, top5_acc: 0.5656, loss_cls: 5.5119, loss: 5.5119 +2023-12-26 15:39:55,925 - pyskl - INFO - Epoch [71][2000/3746] lr: 5.467e-02, eta: 2 days, 4:04:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3083, top5_acc: 0.5634, loss_cls: 5.4937, loss: 5.4937 +2023-12-26 15:40:55,617 - pyskl - INFO - Epoch [71][2100/3746] lr: 5.464e-02, eta: 2 days, 4:03:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3144, top5_acc: 0.5684, loss_cls: 5.4754, loss: 5.4754 +2023-12-26 15:41:55,180 - pyskl - INFO - Epoch [71][2200/3746] lr: 5.461e-02, eta: 2 days, 4:02:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5730, loss_cls: 5.4491, loss: 5.4491 +2023-12-26 15:42:54,687 - pyskl - INFO - Epoch [71][2300/3746] lr: 5.459e-02, eta: 2 days, 4:01:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3128, top5_acc: 0.5706, loss_cls: 5.4418, loss: 5.4418 +2023-12-26 15:43:54,654 - pyskl - INFO - Epoch [71][2400/3746] lr: 5.456e-02, eta: 2 days, 4:00:13, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.2967, top5_acc: 0.5642, loss_cls: 5.5043, loss: 5.5043 +2023-12-26 15:44:54,179 - pyskl - INFO - Epoch [71][2500/3746] lr: 5.453e-02, eta: 2 days, 3:59:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3141, top5_acc: 0.5681, loss_cls: 5.4412, loss: 5.4412 +2023-12-26 15:45:53,856 - pyskl - INFO - Epoch [71][2600/3746] lr: 5.450e-02, eta: 2 days, 3:57:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5650, loss_cls: 5.5028, loss: 5.5028 +2023-12-26 15:46:53,507 - pyskl - INFO - Epoch [71][2700/3746] lr: 5.448e-02, eta: 2 days, 3:56:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3208, top5_acc: 0.5820, loss_cls: 5.4131, loss: 5.4131 +2023-12-26 15:47:53,221 - pyskl - INFO - Epoch [71][2800/3746] lr: 5.445e-02, eta: 2 days, 3:55:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3094, top5_acc: 0.5708, loss_cls: 5.4588, loss: 5.4588 +2023-12-26 15:48:52,661 - pyskl - INFO - Epoch [71][2900/3746] lr: 5.442e-02, eta: 2 days, 3:54:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3158, top5_acc: 0.5773, loss_cls: 5.4590, loss: 5.4590 +2023-12-26 15:49:52,237 - pyskl - INFO - Epoch [71][3000/3746] lr: 5.439e-02, eta: 2 days, 3:53:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5622, loss_cls: 5.5115, loss: 5.5115 +2023-12-26 15:50:51,895 - pyskl - INFO - Epoch [71][3100/3746] lr: 5.436e-02, eta: 2 days, 3:52:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3011, top5_acc: 0.5556, loss_cls: 5.5331, loss: 5.5331 +2023-12-26 15:51:51,332 - pyskl - INFO - Epoch [71][3200/3746] lr: 5.434e-02, eta: 2 days, 3:51:19, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5600, loss_cls: 5.5258, loss: 5.5258 +2023-12-26 15:52:50,937 - pyskl - INFO - Epoch [71][3300/3746] lr: 5.431e-02, eta: 2 days, 3:50:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3128, top5_acc: 0.5766, loss_cls: 5.4427, loss: 5.4427 +2023-12-26 15:53:50,373 - pyskl - INFO - Epoch [71][3400/3746] lr: 5.428e-02, eta: 2 days, 3:49:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5686, loss_cls: 5.4699, loss: 5.4699 +2023-12-26 15:54:50,770 - pyskl - INFO - Epoch [71][3500/3746] lr: 5.425e-02, eta: 2 days, 3:47:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.2941, top5_acc: 0.5497, loss_cls: 5.5726, loss: 5.5726 +2023-12-26 15:55:50,695 - pyskl - INFO - Epoch [71][3600/3746] lr: 5.422e-02, eta: 2 days, 3:46:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3106, top5_acc: 0.5661, loss_cls: 5.4755, loss: 5.4755 +2023-12-26 15:56:50,860 - pyskl - INFO - Epoch [71][3700/3746] lr: 5.420e-02, eta: 2 days, 3:45:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3155, top5_acc: 0.5748, loss_cls: 5.4130, loss: 5.4130 +2023-12-26 15:57:21,167 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-26 15:59:22,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 15:59:23,148 - pyskl - INFO - +top1_acc 0.2344 +top5_acc 0.4824 +2023-12-26 15:59:23,148 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 15:59:23,181 - pyskl - INFO - +mean_acc 0.2342 +2023-12-26 15:59:23,192 - pyskl - INFO - Epoch(val) [71][309] top1_acc: 0.2344, top5_acc: 0.4824, mean_class_accuracy: 0.2342 +2023-12-26 16:02:50,607 - pyskl - INFO - Epoch [72][100/3746] lr: 5.416e-02, eta: 2 days, 3:46:23, time: 2.074, data_time: 1.473, memory: 16180, top1_acc: 0.3137, top5_acc: 0.5756, loss_cls: 5.4360, loss: 5.4360 +2023-12-26 16:03:49,850 - pyskl - INFO - Epoch [72][200/3746] lr: 5.413e-02, eta: 2 days, 3:45:16, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3050, top5_acc: 0.5719, loss_cls: 5.4739, loss: 5.4739 +2023-12-26 16:04:49,312 - pyskl - INFO - Epoch [72][300/3746] lr: 5.410e-02, eta: 2 days, 3:44:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3092, top5_acc: 0.5727, loss_cls: 5.4565, loss: 5.4565 +2023-12-26 16:05:48,688 - pyskl - INFO - Epoch [72][400/3746] lr: 5.407e-02, eta: 2 days, 3:43:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3178, top5_acc: 0.5736, loss_cls: 5.4574, loss: 5.4574 +2023-12-26 16:06:48,233 - pyskl - INFO - Epoch [72][500/3746] lr: 5.404e-02, eta: 2 days, 3:41:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3119, top5_acc: 0.5825, loss_cls: 5.4335, loss: 5.4335 +2023-12-26 16:07:47,757 - pyskl - INFO - Epoch [72][600/3746] lr: 5.402e-02, eta: 2 days, 3:40:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3028, top5_acc: 0.5628, loss_cls: 5.4972, loss: 5.4972 +2023-12-26 16:08:47,200 - pyskl - INFO - Epoch [72][700/3746] lr: 5.399e-02, eta: 2 days, 3:39:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3039, top5_acc: 0.5650, loss_cls: 5.4940, loss: 5.4940 +2023-12-26 16:09:46,565 - pyskl - INFO - Epoch [72][800/3746] lr: 5.396e-02, eta: 2 days, 3:38:35, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3136, top5_acc: 0.5819, loss_cls: 5.4245, loss: 5.4245 +2023-12-26 16:10:46,043 - pyskl - INFO - Epoch [72][900/3746] lr: 5.393e-02, eta: 2 days, 3:37:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3228, top5_acc: 0.5752, loss_cls: 5.4170, loss: 5.4170 +2023-12-26 16:11:45,735 - pyskl - INFO - Epoch [72][1000/3746] lr: 5.391e-02, eta: 2 days, 3:36:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5745, loss_cls: 5.4480, loss: 5.4480 +2023-12-26 16:12:45,891 - pyskl - INFO - Epoch [72][1100/3746] lr: 5.388e-02, eta: 2 days, 3:35:15, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5716, loss_cls: 5.4677, loss: 5.4677 +2023-12-26 16:13:45,950 - pyskl - INFO - Epoch [72][1200/3746] lr: 5.385e-02, eta: 2 days, 3:34:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3128, top5_acc: 0.5673, loss_cls: 5.4928, loss: 5.4928 +2023-12-26 16:14:46,486 - pyskl - INFO - Epoch [72][1300/3746] lr: 5.382e-02, eta: 2 days, 3:33:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5673, loss_cls: 5.4730, loss: 5.4730 +2023-12-26 16:15:46,506 - pyskl - INFO - Epoch [72][1400/3746] lr: 5.379e-02, eta: 2 days, 3:31:57, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3080, top5_acc: 0.5744, loss_cls: 5.4588, loss: 5.4588 +2023-12-26 16:16:45,971 - pyskl - INFO - Epoch [72][1500/3746] lr: 5.377e-02, eta: 2 days, 3:30:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5659, loss_cls: 5.5041, loss: 5.5041 +2023-12-26 16:17:46,102 - pyskl - INFO - Epoch [72][1600/3746] lr: 5.374e-02, eta: 2 days, 3:29:44, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3189, top5_acc: 0.5750, loss_cls: 5.4227, loss: 5.4227 +2023-12-26 16:18:45,450 - pyskl - INFO - Epoch [72][1700/3746] lr: 5.371e-02, eta: 2 days, 3:28:37, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3141, top5_acc: 0.5700, loss_cls: 5.4827, loss: 5.4827 +2023-12-26 16:19:45,169 - pyskl - INFO - Epoch [72][1800/3746] lr: 5.368e-02, eta: 2 days, 3:27:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3070, top5_acc: 0.5727, loss_cls: 5.4575, loss: 5.4575 +2023-12-26 16:20:44,514 - pyskl - INFO - Epoch [72][1900/3746] lr: 5.365e-02, eta: 2 days, 3:26:23, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3011, top5_acc: 0.5634, loss_cls: 5.5042, loss: 5.5042 +2023-12-26 16:21:44,049 - pyskl - INFO - Epoch [72][2000/3746] lr: 5.363e-02, eta: 2 days, 3:25:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3134, top5_acc: 0.5764, loss_cls: 5.4522, loss: 5.4522 +2023-12-26 16:22:43,428 - pyskl - INFO - Epoch [72][2100/3746] lr: 5.360e-02, eta: 2 days, 3:24:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3086, top5_acc: 0.5700, loss_cls: 5.4666, loss: 5.4666 +2023-12-26 16:23:42,767 - pyskl - INFO - Epoch [72][2200/3746] lr: 5.357e-02, eta: 2 days, 3:23:03, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3083, top5_acc: 0.5697, loss_cls: 5.4721, loss: 5.4721 +2023-12-26 16:24:42,304 - pyskl - INFO - Epoch [72][2300/3746] lr: 5.354e-02, eta: 2 days, 3:21:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3212, top5_acc: 0.5758, loss_cls: 5.4369, loss: 5.4369 +2023-12-26 16:25:41,864 - pyskl - INFO - Epoch [72][2400/3746] lr: 5.352e-02, eta: 2 days, 3:20:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3100, top5_acc: 0.5700, loss_cls: 5.4800, loss: 5.4800 +2023-12-26 16:26:41,506 - pyskl - INFO - Epoch [72][2500/3746] lr: 5.349e-02, eta: 2 days, 3:19:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3070, top5_acc: 0.5741, loss_cls: 5.4686, loss: 5.4686 +2023-12-26 16:27:40,974 - pyskl - INFO - Epoch [72][2600/3746] lr: 5.346e-02, eta: 2 days, 3:18:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3142, top5_acc: 0.5700, loss_cls: 5.4463, loss: 5.4463 +2023-12-26 16:28:40,741 - pyskl - INFO - Epoch [72][2700/3746] lr: 5.343e-02, eta: 2 days, 3:17:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5683, loss_cls: 5.4776, loss: 5.4776 +2023-12-26 16:29:39,870 - pyskl - INFO - Epoch [72][2800/3746] lr: 5.340e-02, eta: 2 days, 3:16:22, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3011, top5_acc: 0.5652, loss_cls: 5.5193, loss: 5.5193 +2023-12-26 16:30:39,441 - pyskl - INFO - Epoch [72][2900/3746] lr: 5.338e-02, eta: 2 days, 3:15:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3070, top5_acc: 0.5644, loss_cls: 5.4713, loss: 5.4713 +2023-12-26 16:31:38,901 - pyskl - INFO - Epoch [72][3000/3746] lr: 5.335e-02, eta: 2 days, 3:14:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3156, top5_acc: 0.5748, loss_cls: 5.4413, loss: 5.4413 +2023-12-26 16:32:38,105 - pyskl - INFO - Epoch [72][3100/3746] lr: 5.332e-02, eta: 2 days, 3:13:02, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5681, loss_cls: 5.4688, loss: 5.4688 +2023-12-26 16:33:37,814 - pyskl - INFO - Epoch [72][3200/3746] lr: 5.329e-02, eta: 2 days, 3:11:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5734, loss_cls: 5.4535, loss: 5.4535 +2023-12-26 16:34:37,444 - pyskl - INFO - Epoch [72][3300/3746] lr: 5.326e-02, eta: 2 days, 3:10:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3131, top5_acc: 0.5733, loss_cls: 5.4395, loss: 5.4395 +2023-12-26 16:35:36,918 - pyskl - INFO - Epoch [72][3400/3746] lr: 5.324e-02, eta: 2 days, 3:09:42, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5628, loss_cls: 5.5195, loss: 5.5195 +2023-12-26 16:36:36,429 - pyskl - INFO - Epoch [72][3500/3746] lr: 5.321e-02, eta: 2 days, 3:08:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5753, loss_cls: 5.4457, loss: 5.4457 +2023-12-26 16:37:35,951 - pyskl - INFO - Epoch [72][3600/3746] lr: 5.318e-02, eta: 2 days, 3:07:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3131, top5_acc: 0.5761, loss_cls: 5.4340, loss: 5.4340 +2023-12-26 16:38:35,918 - pyskl - INFO - Epoch [72][3700/3746] lr: 5.315e-02, eta: 2 days, 3:06:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3127, top5_acc: 0.5723, loss_cls: 5.4606, loss: 5.4606 +2023-12-26 16:39:06,309 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-26 16:41:04,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 16:41:05,892 - pyskl - INFO - +top1_acc 0.2393 +top5_acc 0.4869 +2023-12-26 16:41:05,892 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 16:41:05,933 - pyskl - INFO - +mean_acc 0.2392 +2023-12-26 16:41:05,944 - pyskl - INFO - Epoch(val) [72][309] top1_acc: 0.2393, top5_acc: 0.4869, mean_class_accuracy: 0.2392 +2023-12-26 16:44:27,125 - pyskl - INFO - Epoch [73][100/3746] lr: 5.311e-02, eta: 2 days, 3:06:49, time: 2.012, data_time: 1.410, memory: 16180, top1_acc: 0.3170, top5_acc: 0.5887, loss_cls: 5.3968, loss: 5.3968 +2023-12-26 16:45:27,092 - pyskl - INFO - Epoch [73][200/3746] lr: 5.308e-02, eta: 2 days, 3:05:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3105, top5_acc: 0.5833, loss_cls: 5.4273, loss: 5.4273 +2023-12-26 16:46:26,940 - pyskl - INFO - Epoch [73][300/3746] lr: 5.306e-02, eta: 2 days, 3:04:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3192, top5_acc: 0.5783, loss_cls: 5.4407, loss: 5.4407 +2023-12-26 16:47:26,787 - pyskl - INFO - Epoch [73][400/3746] lr: 5.303e-02, eta: 2 days, 3:03:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5802, loss_cls: 5.4212, loss: 5.4212 +2023-12-26 16:48:26,726 - pyskl - INFO - Epoch [73][500/3746] lr: 5.300e-02, eta: 2 days, 3:02:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3177, top5_acc: 0.5805, loss_cls: 5.4298, loss: 5.4298 +2023-12-26 16:49:26,098 - pyskl - INFO - Epoch [73][600/3746] lr: 5.297e-02, eta: 2 days, 3:01:16, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3309, top5_acc: 0.5906, loss_cls: 5.3762, loss: 5.3762 +2023-12-26 16:50:25,856 - pyskl - INFO - Epoch [73][700/3746] lr: 5.294e-02, eta: 2 days, 3:00:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3097, top5_acc: 0.5691, loss_cls: 5.4364, loss: 5.4364 +2023-12-26 16:51:25,431 - pyskl - INFO - Epoch [73][800/3746] lr: 5.292e-02, eta: 2 days, 2:59:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3147, top5_acc: 0.5773, loss_cls: 5.4335, loss: 5.4335 +2023-12-26 16:52:25,252 - pyskl - INFO - Epoch [73][900/3746] lr: 5.289e-02, eta: 2 days, 2:57:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3088, top5_acc: 0.5791, loss_cls: 5.4261, loss: 5.4261 +2023-12-26 16:53:25,264 - pyskl - INFO - Epoch [73][1000/3746] lr: 5.286e-02, eta: 2 days, 2:56:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3119, top5_acc: 0.5853, loss_cls: 5.4413, loss: 5.4413 +2023-12-26 16:54:25,566 - pyskl - INFO - Epoch [73][1100/3746] lr: 5.283e-02, eta: 2 days, 2:55:45, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.2942, top5_acc: 0.5555, loss_cls: 5.5070, loss: 5.5070 +2023-12-26 16:55:25,637 - pyskl - INFO - Epoch [73][1200/3746] lr: 5.280e-02, eta: 2 days, 2:54:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3220, top5_acc: 0.5769, loss_cls: 5.4525, loss: 5.4525 +2023-12-26 16:56:26,123 - pyskl - INFO - Epoch [73][1300/3746] lr: 5.278e-02, eta: 2 days, 2:53:33, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3127, top5_acc: 0.5741, loss_cls: 5.4742, loss: 5.4742 +2023-12-26 16:57:25,787 - pyskl - INFO - Epoch [73][1400/3746] lr: 5.275e-02, eta: 2 days, 2:52:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3200, top5_acc: 0.5781, loss_cls: 5.4269, loss: 5.4269 +2023-12-26 16:58:25,566 - pyskl - INFO - Epoch [73][1500/3746] lr: 5.272e-02, eta: 2 days, 2:51:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3109, top5_acc: 0.5667, loss_cls: 5.4762, loss: 5.4762 +2023-12-26 16:59:25,097 - pyskl - INFO - Epoch [73][1600/3746] lr: 5.269e-02, eta: 2 days, 2:50:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5713, loss_cls: 5.4805, loss: 5.4805 +2023-12-26 17:00:24,574 - pyskl - INFO - Epoch [73][1700/3746] lr: 5.267e-02, eta: 2 days, 2:49:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3105, top5_acc: 0.5700, loss_cls: 5.4774, loss: 5.4774 +2023-12-26 17:01:24,134 - pyskl - INFO - Epoch [73][1800/3746] lr: 5.264e-02, eta: 2 days, 2:48:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5711, loss_cls: 5.4516, loss: 5.4516 +2023-12-26 17:02:23,710 - pyskl - INFO - Epoch [73][1900/3746] lr: 5.261e-02, eta: 2 days, 2:46:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3153, top5_acc: 0.5658, loss_cls: 5.4477, loss: 5.4477 +2023-12-26 17:03:23,329 - pyskl - INFO - Epoch [73][2000/3746] lr: 5.258e-02, eta: 2 days, 2:45:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3173, top5_acc: 0.5836, loss_cls: 5.4224, loss: 5.4224 +2023-12-26 17:04:22,893 - pyskl - INFO - Epoch [73][2100/3746] lr: 5.255e-02, eta: 2 days, 2:44:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3155, top5_acc: 0.5652, loss_cls: 5.4869, loss: 5.4869 +2023-12-26 17:05:22,407 - pyskl - INFO - Epoch [73][2200/3746] lr: 5.253e-02, eta: 2 days, 2:43:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5659, loss_cls: 5.4870, loss: 5.4870 +2023-12-26 17:06:22,034 - pyskl - INFO - Epoch [73][2300/3746] lr: 5.250e-02, eta: 2 days, 2:42:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3056, top5_acc: 0.5616, loss_cls: 5.4835, loss: 5.4835 +2023-12-26 17:07:21,514 - pyskl - INFO - Epoch [73][2400/3746] lr: 5.247e-02, eta: 2 days, 2:41:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3045, top5_acc: 0.5687, loss_cls: 5.4621, loss: 5.4621 +2023-12-26 17:08:21,210 - pyskl - INFO - Epoch [73][2500/3746] lr: 5.244e-02, eta: 2 days, 2:40:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3158, top5_acc: 0.5722, loss_cls: 5.4495, loss: 5.4495 +2023-12-26 17:09:20,760 - pyskl - INFO - Epoch [73][2600/3746] lr: 5.241e-02, eta: 2 days, 2:39:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3158, top5_acc: 0.5778, loss_cls: 5.4422, loss: 5.4422 +2023-12-26 17:10:20,329 - pyskl - INFO - Epoch [73][2700/3746] lr: 5.239e-02, eta: 2 days, 2:38:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3088, top5_acc: 0.5703, loss_cls: 5.4702, loss: 5.4702 +2023-12-26 17:11:20,022 - pyskl - INFO - Epoch [73][2800/3746] lr: 5.236e-02, eta: 2 days, 2:36:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3044, top5_acc: 0.5647, loss_cls: 5.5030, loss: 5.5030 +2023-12-26 17:12:19,814 - pyskl - INFO - Epoch [73][2900/3746] lr: 5.233e-02, eta: 2 days, 2:35:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5737, loss_cls: 5.4517, loss: 5.4517 +2023-12-26 17:13:19,371 - pyskl - INFO - Epoch [73][3000/3746] lr: 5.230e-02, eta: 2 days, 2:34:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5725, loss_cls: 5.4754, loss: 5.4754 +2023-12-26 17:14:19,079 - pyskl - INFO - Epoch [73][3100/3746] lr: 5.227e-02, eta: 2 days, 2:33:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5650, loss_cls: 5.5410, loss: 5.5410 +2023-12-26 17:15:18,506 - pyskl - INFO - Epoch [73][3200/3746] lr: 5.225e-02, eta: 2 days, 2:32:28, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3144, top5_acc: 0.5816, loss_cls: 5.4463, loss: 5.4463 +2023-12-26 17:16:18,017 - pyskl - INFO - Epoch [73][3300/3746] lr: 5.222e-02, eta: 2 days, 2:31:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3050, top5_acc: 0.5689, loss_cls: 5.4943, loss: 5.4943 +2023-12-26 17:17:17,559 - pyskl - INFO - Epoch [73][3400/3746] lr: 5.219e-02, eta: 2 days, 2:30:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3113, top5_acc: 0.5734, loss_cls: 5.4532, loss: 5.4532 +2023-12-26 17:18:17,875 - pyskl - INFO - Epoch [73][3500/3746] lr: 5.216e-02, eta: 2 days, 2:29:09, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3123, top5_acc: 0.5836, loss_cls: 5.4608, loss: 5.4608 +2023-12-26 17:19:18,324 - pyskl - INFO - Epoch [73][3600/3746] lr: 5.213e-02, eta: 2 days, 2:28:04, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5664, loss_cls: 5.4781, loss: 5.4781 +2023-12-26 17:20:18,420 - pyskl - INFO - Epoch [73][3700/3746] lr: 5.211e-02, eta: 2 days, 2:26:58, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3173, top5_acc: 0.5737, loss_cls: 5.4407, loss: 5.4407 +2023-12-26 17:20:48,944 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-26 17:22:48,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 17:22:49,341 - pyskl - INFO - +top1_acc 0.2304 +top5_acc 0.4749 +2023-12-26 17:22:49,341 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 17:22:49,380 - pyskl - INFO - +mean_acc 0.2304 +2023-12-26 17:22:49,391 - pyskl - INFO - Epoch(val) [73][309] top1_acc: 0.2304, top5_acc: 0.4749, mean_class_accuracy: 0.2304 +2023-12-26 17:26:15,888 - pyskl - INFO - Epoch [74][100/3746] lr: 5.207e-02, eta: 2 days, 2:27:26, time: 2.065, data_time: 1.467, memory: 16180, top1_acc: 0.3231, top5_acc: 0.5958, loss_cls: 5.3841, loss: 5.3841 +2023-12-26 17:27:15,477 - pyskl - INFO - Epoch [74][200/3746] lr: 5.204e-02, eta: 2 days, 2:26:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3252, top5_acc: 0.5805, loss_cls: 5.3889, loss: 5.3889 +2023-12-26 17:28:15,151 - pyskl - INFO - Epoch [74][300/3746] lr: 5.201e-02, eta: 2 days, 2:25:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3063, top5_acc: 0.5713, loss_cls: 5.4737, loss: 5.4737 +2023-12-26 17:29:14,632 - pyskl - INFO - Epoch [74][400/3746] lr: 5.198e-02, eta: 2 days, 2:24:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3177, top5_acc: 0.5897, loss_cls: 5.3890, loss: 5.3890 +2023-12-26 17:30:14,694 - pyskl - INFO - Epoch [74][500/3746] lr: 5.195e-02, eta: 2 days, 2:23:01, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3198, top5_acc: 0.5811, loss_cls: 5.3946, loss: 5.3946 +2023-12-26 17:31:14,155 - pyskl - INFO - Epoch [74][600/3746] lr: 5.193e-02, eta: 2 days, 2:21:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3177, top5_acc: 0.5664, loss_cls: 5.4357, loss: 5.4357 +2023-12-26 17:32:14,470 - pyskl - INFO - Epoch [74][700/3746] lr: 5.190e-02, eta: 2 days, 2:20:48, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3173, top5_acc: 0.5689, loss_cls: 5.4627, loss: 5.4627 +2023-12-26 17:33:14,160 - pyskl - INFO - Epoch [74][800/3746] lr: 5.187e-02, eta: 2 days, 2:19:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5728, loss_cls: 5.4557, loss: 5.4557 +2023-12-26 17:34:13,950 - pyskl - INFO - Epoch [74][900/3746] lr: 5.184e-02, eta: 2 days, 2:18:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3167, top5_acc: 0.5780, loss_cls: 5.4465, loss: 5.4465 +2023-12-26 17:35:13,606 - pyskl - INFO - Epoch [74][1000/3746] lr: 5.181e-02, eta: 2 days, 2:17:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3155, top5_acc: 0.5767, loss_cls: 5.4451, loss: 5.4451 +2023-12-26 17:36:13,782 - pyskl - INFO - Epoch [74][1100/3746] lr: 5.179e-02, eta: 2 days, 2:16:23, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3217, top5_acc: 0.5748, loss_cls: 5.4343, loss: 5.4343 +2023-12-26 17:37:14,230 - pyskl - INFO - Epoch [74][1200/3746] lr: 5.176e-02, eta: 2 days, 2:15:17, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3042, top5_acc: 0.5670, loss_cls: 5.4934, loss: 5.4934 +2023-12-26 17:38:14,512 - pyskl - INFO - Epoch [74][1300/3746] lr: 5.173e-02, eta: 2 days, 2:14:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5787, loss_cls: 5.4512, loss: 5.4512 +2023-12-26 17:39:14,084 - pyskl - INFO - Epoch [74][1400/3746] lr: 5.170e-02, eta: 2 days, 2:13:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3169, top5_acc: 0.5708, loss_cls: 5.4725, loss: 5.4725 +2023-12-26 17:40:13,832 - pyskl - INFO - Epoch [74][1500/3746] lr: 5.168e-02, eta: 2 days, 2:11:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3136, top5_acc: 0.5733, loss_cls: 5.4219, loss: 5.4219 +2023-12-26 17:41:13,475 - pyskl - INFO - Epoch [74][1600/3746] lr: 5.165e-02, eta: 2 days, 2:10:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.5795, loss_cls: 5.4141, loss: 5.4141 +2023-12-26 17:42:12,762 - pyskl - INFO - Epoch [74][1700/3746] lr: 5.162e-02, eta: 2 days, 2:09:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3206, top5_acc: 0.5803, loss_cls: 5.4130, loss: 5.4130 +2023-12-26 17:43:12,162 - pyskl - INFO - Epoch [74][1800/3746] lr: 5.159e-02, eta: 2 days, 2:08:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3153, top5_acc: 0.5667, loss_cls: 5.4499, loss: 5.4499 +2023-12-26 17:44:11,695 - pyskl - INFO - Epoch [74][1900/3746] lr: 5.156e-02, eta: 2 days, 2:07:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3233, top5_acc: 0.5770, loss_cls: 5.4079, loss: 5.4079 +2023-12-26 17:45:11,004 - pyskl - INFO - Epoch [74][2000/3746] lr: 5.154e-02, eta: 2 days, 2:06:25, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3033, top5_acc: 0.5592, loss_cls: 5.5109, loss: 5.5109 +2023-12-26 17:46:10,376 - pyskl - INFO - Epoch [74][2100/3746] lr: 5.151e-02, eta: 2 days, 2:05:18, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3088, top5_acc: 0.5747, loss_cls: 5.4569, loss: 5.4569 +2023-12-26 17:47:09,990 - pyskl - INFO - Epoch [74][2200/3746] lr: 5.148e-02, eta: 2 days, 2:04:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3125, top5_acc: 0.5686, loss_cls: 5.4717, loss: 5.4717 +2023-12-26 17:48:09,600 - pyskl - INFO - Epoch [74][2300/3746] lr: 5.145e-02, eta: 2 days, 2:03:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3086, top5_acc: 0.5711, loss_cls: 5.4835, loss: 5.4835 +2023-12-26 17:49:09,176 - pyskl - INFO - Epoch [74][2400/3746] lr: 5.142e-02, eta: 2 days, 2:01:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5713, loss_cls: 5.4603, loss: 5.4603 +2023-12-26 17:50:08,542 - pyskl - INFO - Epoch [74][2500/3746] lr: 5.140e-02, eta: 2 days, 2:00:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3156, top5_acc: 0.5750, loss_cls: 5.4364, loss: 5.4364 +2023-12-26 17:51:08,129 - pyskl - INFO - Epoch [74][2600/3746] lr: 5.137e-02, eta: 2 days, 1:59:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3167, top5_acc: 0.5786, loss_cls: 5.4157, loss: 5.4157 +2023-12-26 17:52:07,450 - pyskl - INFO - Epoch [74][2700/3746] lr: 5.134e-02, eta: 2 days, 1:58:39, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3059, top5_acc: 0.5650, loss_cls: 5.4827, loss: 5.4827 +2023-12-26 17:53:07,032 - pyskl - INFO - Epoch [74][2800/3746] lr: 5.131e-02, eta: 2 days, 1:57:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3120, top5_acc: 0.5727, loss_cls: 5.4932, loss: 5.4932 +2023-12-26 17:54:06,598 - pyskl - INFO - Epoch [74][2900/3746] lr: 5.128e-02, eta: 2 days, 1:56:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3122, top5_acc: 0.5661, loss_cls: 5.4827, loss: 5.4827 +2023-12-26 17:55:06,150 - pyskl - INFO - Epoch [74][3000/3746] lr: 5.126e-02, eta: 2 days, 1:55:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3169, top5_acc: 0.5766, loss_cls: 5.4557, loss: 5.4557 +2023-12-26 17:56:05,914 - pyskl - INFO - Epoch [74][3100/3746] lr: 5.123e-02, eta: 2 days, 1:54:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3116, top5_acc: 0.5730, loss_cls: 5.4688, loss: 5.4688 +2023-12-26 17:57:05,582 - pyskl - INFO - Epoch [74][3200/3746] lr: 5.120e-02, eta: 2 days, 1:53:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3194, top5_acc: 0.5827, loss_cls: 5.4073, loss: 5.4073 +2023-12-26 17:58:05,257 - pyskl - INFO - Epoch [74][3300/3746] lr: 5.117e-02, eta: 2 days, 1:52:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3167, top5_acc: 0.5734, loss_cls: 5.4495, loss: 5.4495 +2023-12-26 17:59:04,852 - pyskl - INFO - Epoch [74][3400/3746] lr: 5.114e-02, eta: 2 days, 1:50:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3148, top5_acc: 0.5720, loss_cls: 5.4426, loss: 5.4426 +2023-12-26 18:00:04,440 - pyskl - INFO - Epoch [74][3500/3746] lr: 5.112e-02, eta: 2 days, 1:49:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3100, top5_acc: 0.5775, loss_cls: 5.4237, loss: 5.4237 +2023-12-26 18:01:04,365 - pyskl - INFO - Epoch [74][3600/3746] lr: 5.109e-02, eta: 2 days, 1:48:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3064, top5_acc: 0.5678, loss_cls: 5.5016, loss: 5.5016 +2023-12-26 18:02:04,882 - pyskl - INFO - Epoch [74][3700/3746] lr: 5.106e-02, eta: 2 days, 1:47:36, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3011, top5_acc: 0.5623, loss_cls: 5.4741, loss: 5.4741 +2023-12-26 18:02:34,858 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-26 18:04:33,970 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 18:04:34,749 - pyskl - INFO - +top1_acc 0.2302 +top5_acc 0.4775 +2023-12-26 18:04:34,749 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 18:04:34,782 - pyskl - INFO - +mean_acc 0.2303 +2023-12-26 18:04:34,792 - pyskl - INFO - Epoch(val) [74][309] top1_acc: 0.2302, top5_acc: 0.4775, mean_class_accuracy: 0.2303 +2023-12-26 18:08:01,193 - pyskl - INFO - Epoch [75][100/3746] lr: 5.102e-02, eta: 2 days, 1:48:02, time: 2.064, data_time: 1.465, memory: 16180, top1_acc: 0.3292, top5_acc: 0.5841, loss_cls: 5.3739, loss: 5.3739 +2023-12-26 18:09:00,746 - pyskl - INFO - Epoch [75][200/3746] lr: 5.099e-02, eta: 2 days, 1:46:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3241, top5_acc: 0.5900, loss_cls: 5.3609, loss: 5.3609 +2023-12-26 18:10:00,771 - pyskl - INFO - Epoch [75][300/3746] lr: 5.096e-02, eta: 2 days, 1:45:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3225, top5_acc: 0.5770, loss_cls: 5.4213, loss: 5.4213 +2023-12-26 18:11:00,186 - pyskl - INFO - Epoch [75][400/3746] lr: 5.094e-02, eta: 2 days, 1:44:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3070, top5_acc: 0.5728, loss_cls: 5.4454, loss: 5.4454 +2023-12-26 18:11:59,402 - pyskl - INFO - Epoch [75][500/3746] lr: 5.091e-02, eta: 2 days, 1:43:36, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3217, top5_acc: 0.5858, loss_cls: 5.4064, loss: 5.4064 +2023-12-26 18:12:58,875 - pyskl - INFO - Epoch [75][600/3746] lr: 5.088e-02, eta: 2 days, 1:42:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3214, top5_acc: 0.5773, loss_cls: 5.4174, loss: 5.4174 +2023-12-26 18:13:58,570 - pyskl - INFO - Epoch [75][700/3746] lr: 5.085e-02, eta: 2 days, 1:41:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3072, top5_acc: 0.5681, loss_cls: 5.4648, loss: 5.4648 +2023-12-26 18:14:58,124 - pyskl - INFO - Epoch [75][800/3746] lr: 5.082e-02, eta: 2 days, 1:40:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3120, top5_acc: 0.5773, loss_cls: 5.4650, loss: 5.4650 +2023-12-26 18:15:57,645 - pyskl - INFO - Epoch [75][900/3746] lr: 5.080e-02, eta: 2 days, 1:39:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3148, top5_acc: 0.5753, loss_cls: 5.4303, loss: 5.4303 +2023-12-26 18:16:57,367 - pyskl - INFO - Epoch [75][1000/3746] lr: 5.077e-02, eta: 2 days, 1:38:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3203, top5_acc: 0.5809, loss_cls: 5.3982, loss: 5.3982 +2023-12-26 18:17:57,612 - pyskl - INFO - Epoch [75][1100/3746] lr: 5.074e-02, eta: 2 days, 1:36:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5678, loss_cls: 5.4635, loss: 5.4635 +2023-12-26 18:18:58,164 - pyskl - INFO - Epoch [75][1200/3746] lr: 5.071e-02, eta: 2 days, 1:35:52, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3039, top5_acc: 0.5706, loss_cls: 5.4714, loss: 5.4714 +2023-12-26 18:19:57,919 - pyskl - INFO - Epoch [75][1300/3746] lr: 5.068e-02, eta: 2 days, 1:34:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5777, loss_cls: 5.4366, loss: 5.4366 +2023-12-26 18:20:57,553 - pyskl - INFO - Epoch [75][1400/3746] lr: 5.066e-02, eta: 2 days, 1:33:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5667, loss_cls: 5.4823, loss: 5.4823 +2023-12-26 18:21:57,226 - pyskl - INFO - Epoch [75][1500/3746] lr: 5.063e-02, eta: 2 days, 1:32:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3108, top5_acc: 0.5703, loss_cls: 5.4339, loss: 5.4339 +2023-12-26 18:22:56,672 - pyskl - INFO - Epoch [75][1600/3746] lr: 5.060e-02, eta: 2 days, 1:31:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3066, top5_acc: 0.5736, loss_cls: 5.4556, loss: 5.4556 +2023-12-26 18:23:56,330 - pyskl - INFO - Epoch [75][1700/3746] lr: 5.057e-02, eta: 2 days, 1:30:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3113, top5_acc: 0.5666, loss_cls: 5.4648, loss: 5.4648 +2023-12-26 18:24:55,772 - pyskl - INFO - Epoch [75][1800/3746] lr: 5.054e-02, eta: 2 days, 1:29:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3086, top5_acc: 0.5667, loss_cls: 5.4789, loss: 5.4789 +2023-12-26 18:25:55,087 - pyskl - INFO - Epoch [75][1900/3746] lr: 5.052e-02, eta: 2 days, 1:28:07, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3209, top5_acc: 0.5848, loss_cls: 5.3870, loss: 5.3870 +2023-12-26 18:26:54,905 - pyskl - INFO - Epoch [75][2000/3746] lr: 5.049e-02, eta: 2 days, 1:27:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3139, top5_acc: 0.5728, loss_cls: 5.4492, loss: 5.4492 +2023-12-26 18:27:54,813 - pyskl - INFO - Epoch [75][2100/3746] lr: 5.046e-02, eta: 2 days, 1:25:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3128, top5_acc: 0.5756, loss_cls: 5.4425, loss: 5.4425 +2023-12-26 18:28:54,302 - pyskl - INFO - Epoch [75][2200/3746] lr: 5.043e-02, eta: 2 days, 1:24:48, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3236, top5_acc: 0.5791, loss_cls: 5.4307, loss: 5.4307 +2023-12-26 18:29:53,775 - pyskl - INFO - Epoch [75][2300/3746] lr: 5.040e-02, eta: 2 days, 1:23:42, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3255, top5_acc: 0.5917, loss_cls: 5.3453, loss: 5.3453 +2023-12-26 18:30:53,418 - pyskl - INFO - Epoch [75][2400/3746] lr: 5.038e-02, eta: 2 days, 1:22:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3237, top5_acc: 0.5752, loss_cls: 5.4445, loss: 5.4445 +2023-12-26 18:31:52,807 - pyskl - INFO - Epoch [75][2500/3746] lr: 5.035e-02, eta: 2 days, 1:21:29, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3159, top5_acc: 0.5716, loss_cls: 5.4294, loss: 5.4294 +2023-12-26 18:32:52,394 - pyskl - INFO - Epoch [75][2600/3746] lr: 5.032e-02, eta: 2 days, 1:20:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3102, top5_acc: 0.5689, loss_cls: 5.4744, loss: 5.4744 +2023-12-26 18:33:52,437 - pyskl - INFO - Epoch [75][2700/3746] lr: 5.029e-02, eta: 2 days, 1:19:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3177, top5_acc: 0.5728, loss_cls: 5.4558, loss: 5.4558 +2023-12-26 18:34:53,086 - pyskl - INFO - Epoch [75][2800/3746] lr: 5.026e-02, eta: 2 days, 1:18:11, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3053, top5_acc: 0.5705, loss_cls: 5.4892, loss: 5.4892 +2023-12-26 18:35:53,596 - pyskl - INFO - Epoch [75][2900/3746] lr: 5.024e-02, eta: 2 days, 1:17:06, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3142, top5_acc: 0.5783, loss_cls: 5.4402, loss: 5.4402 +2023-12-26 18:36:53,997 - pyskl - INFO - Epoch [75][3000/3746] lr: 5.021e-02, eta: 2 days, 1:16:00, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3072, top5_acc: 0.5631, loss_cls: 5.5011, loss: 5.5011 +2023-12-26 18:37:54,300 - pyskl - INFO - Epoch [75][3100/3746] lr: 5.018e-02, eta: 2 days, 1:14:55, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3192, top5_acc: 0.5705, loss_cls: 5.4398, loss: 5.4398 +2023-12-26 18:38:54,147 - pyskl - INFO - Epoch [75][3200/3746] lr: 5.015e-02, eta: 2 days, 1:13:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3209, top5_acc: 0.5755, loss_cls: 5.4359, loss: 5.4359 +2023-12-26 18:39:53,766 - pyskl - INFO - Epoch [75][3300/3746] lr: 5.012e-02, eta: 2 days, 1:12:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3191, top5_acc: 0.5813, loss_cls: 5.4392, loss: 5.4392 +2023-12-26 18:40:53,427 - pyskl - INFO - Epoch [75][3400/3746] lr: 5.010e-02, eta: 2 days, 1:11:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3136, top5_acc: 0.5742, loss_cls: 5.4384, loss: 5.4384 +2023-12-26 18:41:53,426 - pyskl - INFO - Epoch [75][3500/3746] lr: 5.007e-02, eta: 2 days, 1:10:30, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5753, loss_cls: 5.4692, loss: 5.4692 +2023-12-26 18:42:53,009 - pyskl - INFO - Epoch [75][3600/3746] lr: 5.004e-02, eta: 2 days, 1:09:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3189, top5_acc: 0.5758, loss_cls: 5.4232, loss: 5.4232 +2023-12-26 18:43:52,680 - pyskl - INFO - Epoch [75][3700/3746] lr: 5.001e-02, eta: 2 days, 1:08:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3158, top5_acc: 0.5761, loss_cls: 5.4331, loss: 5.4331 +2023-12-26 18:44:22,872 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-26 18:46:21,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 18:46:22,601 - pyskl - INFO - +top1_acc 0.2243 +top5_acc 0.4606 +2023-12-26 18:46:22,601 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 18:46:22,641 - pyskl - INFO - +mean_acc 0.2240 +2023-12-26 18:46:22,652 - pyskl - INFO - Epoch(val) [75][309] top1_acc: 0.2243, top5_acc: 0.4606, mean_class_accuracy: 0.2240 +2023-12-26 18:49:52,844 - pyskl - INFO - Epoch [76][100/3746] lr: 4.997e-02, eta: 2 days, 1:08:44, time: 2.102, data_time: 1.499, memory: 16180, top1_acc: 0.3191, top5_acc: 0.5813, loss_cls: 5.4106, loss: 5.4106 +2023-12-26 18:50:52,661 - pyskl - INFO - Epoch [76][200/3746] lr: 4.994e-02, eta: 2 days, 1:07:38, time: 0.598, data_time: 0.001, memory: 16180, top1_acc: 0.3186, top5_acc: 0.5938, loss_cls: 5.3556, loss: 5.3556 +2023-12-26 18:51:52,503 - pyskl - INFO - Epoch [76][300/3746] lr: 4.992e-02, eta: 2 days, 1:06:32, time: 0.598, data_time: 0.001, memory: 16180, top1_acc: 0.3084, top5_acc: 0.5784, loss_cls: 5.4358, loss: 5.4358 +2023-12-26 18:52:52,404 - pyskl - INFO - Epoch [76][400/3746] lr: 4.989e-02, eta: 2 days, 1:05:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3197, top5_acc: 0.5852, loss_cls: 5.4100, loss: 5.4100 +2023-12-26 18:53:52,120 - pyskl - INFO - Epoch [76][500/3746] lr: 4.986e-02, eta: 2 days, 1:04:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3261, top5_acc: 0.5830, loss_cls: 5.3703, loss: 5.3703 +2023-12-26 18:54:51,705 - pyskl - INFO - Epoch [76][600/3746] lr: 4.983e-02, eta: 2 days, 1:03:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3098, top5_acc: 0.5769, loss_cls: 5.4389, loss: 5.4389 +2023-12-26 18:55:51,679 - pyskl - INFO - Epoch [76][700/3746] lr: 4.980e-02, eta: 2 days, 1:02:07, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3225, top5_acc: 0.5792, loss_cls: 5.4247, loss: 5.4247 +2023-12-26 18:56:51,391 - pyskl - INFO - Epoch [76][800/3746] lr: 4.978e-02, eta: 2 days, 1:01:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3228, top5_acc: 0.5803, loss_cls: 5.4149, loss: 5.4149 +2023-12-26 18:57:51,933 - pyskl - INFO - Epoch [76][900/3746] lr: 4.975e-02, eta: 2 days, 0:59:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3212, top5_acc: 0.5852, loss_cls: 5.4144, loss: 5.4144 +2023-12-26 18:58:51,844 - pyskl - INFO - Epoch [76][1000/3746] lr: 4.972e-02, eta: 2 days, 0:58:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3237, top5_acc: 0.5811, loss_cls: 5.4183, loss: 5.4183 +2023-12-26 18:59:52,400 - pyskl - INFO - Epoch [76][1100/3746] lr: 4.969e-02, eta: 2 days, 0:57:44, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3131, top5_acc: 0.5730, loss_cls: 5.4238, loss: 5.4238 +2023-12-26 19:00:53,445 - pyskl - INFO - Epoch [76][1200/3746] lr: 4.966e-02, eta: 2 days, 0:56:39, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3089, top5_acc: 0.5686, loss_cls: 5.4755, loss: 5.4755 +2023-12-26 19:01:53,686 - pyskl - INFO - Epoch [76][1300/3746] lr: 4.964e-02, eta: 2 days, 0:55:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5802, loss_cls: 5.4491, loss: 5.4491 +2023-12-26 19:02:53,313 - pyskl - INFO - Epoch [76][1400/3746] lr: 4.961e-02, eta: 2 days, 0:54:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3175, top5_acc: 0.5813, loss_cls: 5.4121, loss: 5.4121 +2023-12-26 19:03:53,364 - pyskl - INFO - Epoch [76][1500/3746] lr: 4.958e-02, eta: 2 days, 0:53:21, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3202, top5_acc: 0.5756, loss_cls: 5.4289, loss: 5.4289 +2023-12-26 19:04:53,449 - pyskl - INFO - Epoch [76][1600/3746] lr: 4.955e-02, eta: 2 days, 0:52:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3194, top5_acc: 0.5808, loss_cls: 5.4209, loss: 5.4209 +2023-12-26 19:05:52,969 - pyskl - INFO - Epoch [76][1700/3746] lr: 4.953e-02, eta: 2 days, 0:51:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3158, top5_acc: 0.5736, loss_cls: 5.4436, loss: 5.4436 +2023-12-26 19:06:52,360 - pyskl - INFO - Epoch [76][1800/3746] lr: 4.950e-02, eta: 2 days, 0:50:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3287, top5_acc: 0.5842, loss_cls: 5.3821, loss: 5.3821 +2023-12-26 19:07:52,218 - pyskl - INFO - Epoch [76][1900/3746] lr: 4.947e-02, eta: 2 days, 0:48:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3166, top5_acc: 0.5786, loss_cls: 5.4310, loss: 5.4310 +2023-12-26 19:08:51,877 - pyskl - INFO - Epoch [76][2000/3746] lr: 4.944e-02, eta: 2 days, 0:47:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3123, top5_acc: 0.5694, loss_cls: 5.4761, loss: 5.4761 +2023-12-26 19:09:51,591 - pyskl - INFO - Epoch [76][2100/3746] lr: 4.941e-02, eta: 2 days, 0:46:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3041, top5_acc: 0.5763, loss_cls: 5.4695, loss: 5.4695 +2023-12-26 19:10:51,828 - pyskl - INFO - Epoch [76][2200/3746] lr: 4.939e-02, eta: 2 days, 0:45:38, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3153, top5_acc: 0.5825, loss_cls: 5.4190, loss: 5.4190 +2023-12-26 19:11:51,443 - pyskl - INFO - Epoch [76][2300/3746] lr: 4.936e-02, eta: 2 days, 0:44:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3025, top5_acc: 0.5642, loss_cls: 5.4862, loss: 5.4862 +2023-12-26 19:12:51,178 - pyskl - INFO - Epoch [76][2400/3746] lr: 4.933e-02, eta: 2 days, 0:43:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3287, top5_acc: 0.5780, loss_cls: 5.4076, loss: 5.4076 +2023-12-26 19:13:50,804 - pyskl - INFO - Epoch [76][2500/3746] lr: 4.930e-02, eta: 2 days, 0:42:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3142, top5_acc: 0.5723, loss_cls: 5.4227, loss: 5.4227 +2023-12-26 19:14:50,301 - pyskl - INFO - Epoch [76][2600/3746] lr: 4.927e-02, eta: 2 days, 0:41:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3192, top5_acc: 0.5745, loss_cls: 5.4578, loss: 5.4578 +2023-12-26 19:15:49,817 - pyskl - INFO - Epoch [76][2700/3746] lr: 4.925e-02, eta: 2 days, 0:40:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3237, top5_acc: 0.5778, loss_cls: 5.4286, loss: 5.4286 +2023-12-26 19:16:49,352 - pyskl - INFO - Epoch [76][2800/3746] lr: 4.922e-02, eta: 2 days, 0:39:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3202, top5_acc: 0.5842, loss_cls: 5.3935, loss: 5.3935 +2023-12-26 19:17:48,533 - pyskl - INFO - Epoch [76][2900/3746] lr: 4.919e-02, eta: 2 days, 0:37:54, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3219, top5_acc: 0.5761, loss_cls: 5.4451, loss: 5.4451 +2023-12-26 19:18:47,835 - pyskl - INFO - Epoch [76][3000/3746] lr: 4.916e-02, eta: 2 days, 0:36:47, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3119, top5_acc: 0.5778, loss_cls: 5.4264, loss: 5.4264 +2023-12-26 19:19:47,531 - pyskl - INFO - Epoch [76][3100/3746] lr: 4.913e-02, eta: 2 days, 0:35:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3153, top5_acc: 0.5783, loss_cls: 5.4225, loss: 5.4225 +2023-12-26 19:20:47,503 - pyskl - INFO - Epoch [76][3200/3746] lr: 4.911e-02, eta: 2 days, 0:34:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3094, top5_acc: 0.5727, loss_cls: 5.4414, loss: 5.4414 +2023-12-26 19:21:47,175 - pyskl - INFO - Epoch [76][3300/3746] lr: 4.908e-02, eta: 2 days, 0:33:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3113, top5_acc: 0.5753, loss_cls: 5.4127, loss: 5.4127 +2023-12-26 19:22:46,610 - pyskl - INFO - Epoch [76][3400/3746] lr: 4.905e-02, eta: 2 days, 0:32:22, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3081, top5_acc: 0.5670, loss_cls: 5.4894, loss: 5.4894 +2023-12-26 19:23:46,325 - pyskl - INFO - Epoch [76][3500/3746] lr: 4.902e-02, eta: 2 days, 0:31:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3169, top5_acc: 0.5852, loss_cls: 5.4213, loss: 5.4213 +2023-12-26 19:24:46,298 - pyskl - INFO - Epoch [76][3600/3746] lr: 4.899e-02, eta: 2 days, 0:30:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3122, top5_acc: 0.5744, loss_cls: 5.4437, loss: 5.4437 +2023-12-26 19:25:46,224 - pyskl - INFO - Epoch [76][3700/3746] lr: 4.897e-02, eta: 2 days, 0:29:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3117, top5_acc: 0.5689, loss_cls: 5.4719, loss: 5.4719 +2023-12-26 19:26:16,393 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-26 19:28:15,853 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 19:28:16,633 - pyskl - INFO - +top1_acc 0.2631 +top5_acc 0.5176 +2023-12-26 19:28:16,633 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 19:28:16,667 - pyskl - INFO - +mean_acc 0.2630 +2023-12-26 19:28:16,673 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_69.pth was removed +2023-12-26 19:28:16,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2023-12-26 19:28:16,919 - pyskl - INFO - Best top1_acc is 0.2631 at 76 epoch. +2023-12-26 19:28:16,929 - pyskl - INFO - Epoch(val) [76][309] top1_acc: 0.2631, top5_acc: 0.5176, mean_class_accuracy: 0.2630 +2023-12-26 19:31:39,721 - pyskl - INFO - Epoch [77][100/3746] lr: 4.893e-02, eta: 2 days, 0:29:20, time: 2.028, data_time: 1.427, memory: 16180, top1_acc: 0.3244, top5_acc: 0.5898, loss_cls: 5.3548, loss: 5.3548 +2023-12-26 19:32:39,608 - pyskl - INFO - Epoch [77][200/3746] lr: 4.890e-02, eta: 2 days, 0:28:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3323, top5_acc: 0.5873, loss_cls: 5.3769, loss: 5.3769 +2023-12-26 19:33:39,236 - pyskl - INFO - Epoch [77][300/3746] lr: 4.887e-02, eta: 2 days, 0:27:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3128, top5_acc: 0.5841, loss_cls: 5.4120, loss: 5.4120 +2023-12-26 19:34:38,880 - pyskl - INFO - Epoch [77][400/3746] lr: 4.884e-02, eta: 2 days, 0:26:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3223, top5_acc: 0.5827, loss_cls: 5.3923, loss: 5.3923 +2023-12-26 19:35:38,539 - pyskl - INFO - Epoch [77][500/3746] lr: 4.881e-02, eta: 2 days, 0:24:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3248, top5_acc: 0.5898, loss_cls: 5.3675, loss: 5.3675 +2023-12-26 19:36:38,341 - pyskl - INFO - Epoch [77][600/3746] lr: 4.879e-02, eta: 2 days, 0:23:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3231, top5_acc: 0.5884, loss_cls: 5.3758, loss: 5.3758 +2023-12-26 19:37:38,365 - pyskl - INFO - Epoch [77][700/3746] lr: 4.876e-02, eta: 2 days, 0:22:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3175, top5_acc: 0.5719, loss_cls: 5.4437, loss: 5.4437 +2023-12-26 19:38:37,948 - pyskl - INFO - Epoch [77][800/3746] lr: 4.873e-02, eta: 2 days, 0:21:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3225, top5_acc: 0.5820, loss_cls: 5.3840, loss: 5.3840 +2023-12-26 19:39:37,458 - pyskl - INFO - Epoch [77][900/3746] lr: 4.870e-02, eta: 2 days, 0:20:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3177, top5_acc: 0.5792, loss_cls: 5.4280, loss: 5.4280 +2023-12-26 19:40:36,941 - pyskl - INFO - Epoch [77][1000/3746] lr: 4.867e-02, eta: 2 days, 0:19:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3289, top5_acc: 0.5889, loss_cls: 5.3755, loss: 5.3755 +2023-12-26 19:41:36,795 - pyskl - INFO - Epoch [77][1100/3746] lr: 4.865e-02, eta: 2 days, 0:18:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3227, top5_acc: 0.5822, loss_cls: 5.3886, loss: 5.3886 +2023-12-26 19:42:36,930 - pyskl - INFO - Epoch [77][1200/3746] lr: 4.862e-02, eta: 2 days, 0:17:13, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3275, top5_acc: 0.5877, loss_cls: 5.3833, loss: 5.3833 +2023-12-26 19:43:37,451 - pyskl - INFO - Epoch [77][1300/3746] lr: 4.859e-02, eta: 2 days, 0:16:08, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3209, top5_acc: 0.5820, loss_cls: 5.4030, loss: 5.4030 +2023-12-26 19:44:36,980 - pyskl - INFO - Epoch [77][1400/3746] lr: 4.856e-02, eta: 2 days, 0:15:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3128, top5_acc: 0.5794, loss_cls: 5.4227, loss: 5.4227 +2023-12-26 19:45:36,612 - pyskl - INFO - Epoch [77][1500/3746] lr: 4.853e-02, eta: 2 days, 0:13:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3187, top5_acc: 0.5703, loss_cls: 5.4332, loss: 5.4332 +2023-12-26 19:46:36,555 - pyskl - INFO - Epoch [77][1600/3746] lr: 4.851e-02, eta: 2 days, 0:12:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3237, top5_acc: 0.5866, loss_cls: 5.3828, loss: 5.3828 +2023-12-26 19:47:36,327 - pyskl - INFO - Epoch [77][1700/3746] lr: 4.848e-02, eta: 2 days, 0:11:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3256, top5_acc: 0.5831, loss_cls: 5.3838, loss: 5.3838 +2023-12-26 19:48:36,025 - pyskl - INFO - Epoch [77][1800/3746] lr: 4.845e-02, eta: 2 days, 0:10:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3281, top5_acc: 0.5822, loss_cls: 5.3971, loss: 5.3971 +2023-12-26 19:49:35,184 - pyskl - INFO - Epoch [77][1900/3746] lr: 4.842e-02, eta: 2 days, 0:09:30, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3180, top5_acc: 0.5753, loss_cls: 5.4197, loss: 5.4197 +2023-12-26 19:50:34,726 - pyskl - INFO - Epoch [77][2000/3746] lr: 4.839e-02, eta: 2 days, 0:08:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3244, top5_acc: 0.5870, loss_cls: 5.4058, loss: 5.4058 +2023-12-26 19:51:34,307 - pyskl - INFO - Epoch [77][2100/3746] lr: 4.837e-02, eta: 2 days, 0:07:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3247, top5_acc: 0.5905, loss_cls: 5.4028, loss: 5.4028 +2023-12-26 19:52:33,702 - pyskl - INFO - Epoch [77][2200/3746] lr: 4.834e-02, eta: 2 days, 0:06:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3203, top5_acc: 0.5725, loss_cls: 5.4039, loss: 5.4039 +2023-12-26 19:53:33,752 - pyskl - INFO - Epoch [77][2300/3746] lr: 4.831e-02, eta: 2 days, 0:05:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3128, top5_acc: 0.5842, loss_cls: 5.4412, loss: 5.4412 +2023-12-26 19:54:33,597 - pyskl - INFO - Epoch [77][2400/3746] lr: 4.828e-02, eta: 2 days, 0:04:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3017, top5_acc: 0.5697, loss_cls: 5.4754, loss: 5.4754 +2023-12-26 19:55:33,720 - pyskl - INFO - Epoch [77][2500/3746] lr: 4.825e-02, eta: 2 days, 0:02:54, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3236, top5_acc: 0.5791, loss_cls: 5.4072, loss: 5.4072 +2023-12-26 19:56:33,362 - pyskl - INFO - Epoch [77][2600/3746] lr: 4.823e-02, eta: 2 days, 0:01:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3175, top5_acc: 0.5869, loss_cls: 5.4288, loss: 5.4288 +2023-12-26 19:57:33,046 - pyskl - INFO - Epoch [77][2700/3746] lr: 4.820e-02, eta: 2 days, 0:00:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3039, top5_acc: 0.5711, loss_cls: 5.4588, loss: 5.4588 +2023-12-26 19:58:32,633 - pyskl - INFO - Epoch [77][2800/3746] lr: 4.817e-02, eta: 1 day, 23:59:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3181, top5_acc: 0.5830, loss_cls: 5.4085, loss: 5.4085 +2023-12-26 19:59:32,235 - pyskl - INFO - Epoch [77][2900/3746] lr: 4.814e-02, eta: 1 day, 23:58:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3069, top5_acc: 0.5650, loss_cls: 5.4842, loss: 5.4842 +2023-12-26 20:00:31,771 - pyskl - INFO - Epoch [77][3000/3746] lr: 4.811e-02, eta: 1 day, 23:57:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3120, top5_acc: 0.5813, loss_cls: 5.4500, loss: 5.4500 +2023-12-26 20:01:31,083 - pyskl - INFO - Epoch [77][3100/3746] lr: 4.809e-02, eta: 1 day, 23:56:17, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3239, top5_acc: 0.5797, loss_cls: 5.3983, loss: 5.3983 +2023-12-26 20:02:30,600 - pyskl - INFO - Epoch [77][3200/3746] lr: 4.806e-02, eta: 1 day, 23:55:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3233, top5_acc: 0.5820, loss_cls: 5.4449, loss: 5.4449 +2023-12-26 20:03:30,245 - pyskl - INFO - Epoch [77][3300/3746] lr: 4.803e-02, eta: 1 day, 23:54:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3100, top5_acc: 0.5794, loss_cls: 5.4270, loss: 5.4270 +2023-12-26 20:04:29,656 - pyskl - INFO - Epoch [77][3400/3746] lr: 4.800e-02, eta: 1 day, 23:52:58, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3125, top5_acc: 0.5792, loss_cls: 5.4268, loss: 5.4268 +2023-12-26 20:05:29,163 - pyskl - INFO - Epoch [77][3500/3746] lr: 4.798e-02, eta: 1 day, 23:51:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3137, top5_acc: 0.5700, loss_cls: 5.4744, loss: 5.4744 +2023-12-26 20:06:28,554 - pyskl - INFO - Epoch [77][3600/3746] lr: 4.795e-02, eta: 1 day, 23:50:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3111, top5_acc: 0.5622, loss_cls: 5.4877, loss: 5.4877 +2023-12-26 20:07:27,908 - pyskl - INFO - Epoch [77][3700/3746] lr: 4.792e-02, eta: 1 day, 23:49:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3234, top5_acc: 0.5795, loss_cls: 5.4151, loss: 5.4151 +2023-12-26 20:07:58,382 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-26 20:09:59,151 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 20:10:00,192 - pyskl - INFO - +top1_acc 0.2307 +top5_acc 0.4766 +2023-12-26 20:10:00,192 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 20:10:00,241 - pyskl - INFO - +mean_acc 0.2306 +2023-12-26 20:10:00,255 - pyskl - INFO - Epoch(val) [77][309] top1_acc: 0.2307, top5_acc: 0.4766, mean_class_accuracy: 0.2306 +2023-12-26 20:13:28,799 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 1 day, 23:49:58, time: 2.085, data_time: 1.483, memory: 16180, top1_acc: 0.3330, top5_acc: 0.5934, loss_cls: 5.3259, loss: 5.3259 +2023-12-26 20:14:28,328 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 1 day, 23:48:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3227, top5_acc: 0.5920, loss_cls: 5.3566, loss: 5.3566 +2023-12-26 20:15:27,791 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 1 day, 23:47:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3202, top5_acc: 0.5789, loss_cls: 5.4114, loss: 5.4114 +2023-12-26 20:16:27,138 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 1 day, 23:46:39, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3253, top5_acc: 0.5933, loss_cls: 5.3665, loss: 5.3665 +2023-12-26 20:17:27,025 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 1 day, 23:45:33, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3205, top5_acc: 0.5798, loss_cls: 5.4015, loss: 5.4015 +2023-12-26 20:18:26,788 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 1 day, 23:44:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3239, top5_acc: 0.5758, loss_cls: 5.4273, loss: 5.4273 +2023-12-26 20:19:26,370 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 1 day, 23:43:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3217, top5_acc: 0.5827, loss_cls: 5.3907, loss: 5.3907 +2023-12-26 20:20:25,823 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 1 day, 23:42:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3267, top5_acc: 0.5875, loss_cls: 5.3934, loss: 5.3934 +2023-12-26 20:21:25,365 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 1 day, 23:41:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3278, top5_acc: 0.5883, loss_cls: 5.4022, loss: 5.4022 +2023-12-26 20:22:25,022 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 1 day, 23:40:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3225, top5_acc: 0.5798, loss_cls: 5.4159, loss: 5.4159 +2023-12-26 20:23:25,087 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 1 day, 23:38:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3353, top5_acc: 0.5900, loss_cls: 5.3804, loss: 5.3804 +2023-12-26 20:24:25,270 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 1 day, 23:37:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.5884, loss_cls: 5.4062, loss: 5.4062 +2023-12-26 20:25:26,338 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 1 day, 23:36:46, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.3078, top5_acc: 0.5864, loss_cls: 5.4207, loss: 5.4207 +2023-12-26 20:26:25,889 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 1 day, 23:35:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3141, top5_acc: 0.5822, loss_cls: 5.4093, loss: 5.4093 +2023-12-26 20:27:25,887 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 1 day, 23:34:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3289, top5_acc: 0.5920, loss_cls: 5.3741, loss: 5.3741 +2023-12-26 20:28:26,117 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 1 day, 23:33:28, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3169, top5_acc: 0.5836, loss_cls: 5.4238, loss: 5.4238 +2023-12-26 20:29:25,411 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 1 day, 23:32:22, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3173, top5_acc: 0.5813, loss_cls: 5.4297, loss: 5.4297 +2023-12-26 20:30:24,764 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 1 day, 23:31:15, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3189, top5_acc: 0.5828, loss_cls: 5.4003, loss: 5.4003 +2023-12-26 20:31:24,167 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 1 day, 23:30:09, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3088, top5_acc: 0.5720, loss_cls: 5.4666, loss: 5.4666 +2023-12-26 20:32:23,734 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 1 day, 23:29:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3228, top5_acc: 0.5772, loss_cls: 5.4220, loss: 5.4220 +2023-12-26 20:33:23,719 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 1 day, 23:27:57, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3206, top5_acc: 0.5797, loss_cls: 5.4132, loss: 5.4132 +2023-12-26 20:34:23,357 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 1 day, 23:26:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.5794, loss_cls: 5.4089, loss: 5.4089 +2023-12-26 20:35:22,856 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 1 day, 23:25:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3244, top5_acc: 0.5859, loss_cls: 5.4030, loss: 5.4030 +2023-12-26 20:36:22,370 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 1 day, 23:24:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3297, top5_acc: 0.5903, loss_cls: 5.3976, loss: 5.3976 +2023-12-26 20:37:21,864 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 1 day, 23:23:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3219, top5_acc: 0.5781, loss_cls: 5.4271, loss: 5.4271 +2023-12-26 20:38:21,371 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 1 day, 23:22:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3161, top5_acc: 0.5806, loss_cls: 5.4207, loss: 5.4207 +2023-12-26 20:39:20,853 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 1 day, 23:21:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3187, top5_acc: 0.5803, loss_cls: 5.4069, loss: 5.4069 +2023-12-26 20:40:20,264 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 1 day, 23:20:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3253, top5_acc: 0.5833, loss_cls: 5.3970, loss: 5.3970 +2023-12-26 20:41:19,523 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 1 day, 23:19:07, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3219, top5_acc: 0.5861, loss_cls: 5.3741, loss: 5.3741 +2023-12-26 20:42:18,851 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 1 day, 23:18:01, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3205, top5_acc: 0.5794, loss_cls: 5.4211, loss: 5.4211 +2023-12-26 20:43:18,480 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 1 day, 23:16:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3175, top5_acc: 0.5703, loss_cls: 5.4665, loss: 5.4665 +2023-12-26 20:44:18,189 - pyskl - INFO - Epoch [78][3200/3746] lr: 4.701e-02, eta: 1 day, 23:15:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3283, top5_acc: 0.5820, loss_cls: 5.3773, loss: 5.3773 +2023-12-26 20:45:17,757 - pyskl - INFO - Epoch [78][3300/3746] lr: 4.699e-02, eta: 1 day, 23:14:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3262, top5_acc: 0.5806, loss_cls: 5.3975, loss: 5.3975 +2023-12-26 20:46:17,145 - pyskl - INFO - Epoch [78][3400/3746] lr: 4.696e-02, eta: 1 day, 23:13:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3209, top5_acc: 0.5742, loss_cls: 5.4030, loss: 5.4030 +2023-12-26 20:47:16,706 - pyskl - INFO - Epoch [78][3500/3746] lr: 4.693e-02, eta: 1 day, 23:12:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3328, top5_acc: 0.5823, loss_cls: 5.3797, loss: 5.3797 +2023-12-26 20:48:16,251 - pyskl - INFO - Epoch [78][3600/3746] lr: 4.690e-02, eta: 1 day, 23:11:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3139, top5_acc: 0.5780, loss_cls: 5.4059, loss: 5.4059 +2023-12-26 20:49:16,549 - pyskl - INFO - Epoch [78][3700/3746] lr: 4.687e-02, eta: 1 day, 23:10:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3166, top5_acc: 0.5719, loss_cls: 5.4232, loss: 5.4232 +2023-12-26 20:49:47,243 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-26 20:51:45,523 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 20:51:46,522 - pyskl - INFO - +top1_acc 0.2395 +top5_acc 0.4769 +2023-12-26 20:51:46,523 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 20:51:46,563 - pyskl - INFO - +mean_acc 0.2393 +2023-12-26 20:51:46,573 - pyskl - INFO - Epoch(val) [78][309] top1_acc: 0.2395, top5_acc: 0.4769, mean_class_accuracy: 0.2393 +2023-12-26 20:55:15,486 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 1 day, 23:10:35, time: 2.089, data_time: 1.489, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5898, loss_cls: 5.3565, loss: 5.3565 +2023-12-26 20:56:15,110 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 1 day, 23:09:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3237, top5_acc: 0.5836, loss_cls: 5.3880, loss: 5.3880 +2023-12-26 20:57:14,633 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 1 day, 23:08:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3255, top5_acc: 0.5780, loss_cls: 5.4073, loss: 5.4073 +2023-12-26 20:58:13,900 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 1 day, 23:07:16, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3208, top5_acc: 0.5891, loss_cls: 5.3823, loss: 5.3823 +2023-12-26 20:59:13,620 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 1 day, 23:06:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3300, top5_acc: 0.5955, loss_cls: 5.3551, loss: 5.3551 +2023-12-26 21:00:12,771 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 1 day, 23:05:04, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3248, top5_acc: 0.5886, loss_cls: 5.3834, loss: 5.3834 +2023-12-26 21:01:12,229 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 1 day, 23:03:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3264, top5_acc: 0.5816, loss_cls: 5.4046, loss: 5.4046 +2023-12-26 21:02:12,212 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 1 day, 23:02:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3239, top5_acc: 0.5819, loss_cls: 5.3926, loss: 5.3926 +2023-12-26 21:03:12,572 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 1 day, 23:01:47, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3200, top5_acc: 0.5805, loss_cls: 5.4100, loss: 5.4100 +2023-12-26 21:04:12,606 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 1 day, 23:00:41, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3277, top5_acc: 0.5959, loss_cls: 5.3552, loss: 5.3552 +2023-12-26 21:05:12,627 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 1 day, 22:59:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3334, top5_acc: 0.5872, loss_cls: 5.3751, loss: 5.3751 +2023-12-26 21:06:12,841 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 1 day, 22:58:30, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3242, top5_acc: 0.5745, loss_cls: 5.4280, loss: 5.4280 +2023-12-26 21:07:13,763 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 1 day, 22:57:25, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3155, top5_acc: 0.5841, loss_cls: 5.4109, loss: 5.4109 +2023-12-26 21:08:13,997 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 1 day, 22:56:19, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3331, top5_acc: 0.5914, loss_cls: 5.3538, loss: 5.3538 +2023-12-26 21:09:13,603 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 1 day, 22:55:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3250, top5_acc: 0.5853, loss_cls: 5.3964, loss: 5.3964 +2023-12-26 21:10:13,305 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 1 day, 22:54:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3178, top5_acc: 0.5861, loss_cls: 5.4144, loss: 5.4144 +2023-12-26 21:11:13,184 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 1 day, 22:53:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3228, top5_acc: 0.5802, loss_cls: 5.4142, loss: 5.4142 +2023-12-26 21:12:12,631 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 1 day, 22:51:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3234, top5_acc: 0.5834, loss_cls: 5.3886, loss: 5.3886 +2023-12-26 21:13:12,626 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 1 day, 22:50:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3222, top5_acc: 0.5770, loss_cls: 5.3915, loss: 5.3915 +2023-12-26 21:14:12,790 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 1 day, 22:49:44, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3187, top5_acc: 0.5792, loss_cls: 5.4217, loss: 5.4217 +2023-12-26 21:15:13,289 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 1 day, 22:48:39, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3148, top5_acc: 0.5816, loss_cls: 5.4227, loss: 5.4227 +2023-12-26 21:16:13,498 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 1 day, 22:47:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3200, top5_acc: 0.5822, loss_cls: 5.3973, loss: 5.3973 +2023-12-26 21:17:13,654 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 1 day, 22:46:28, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3316, top5_acc: 0.5841, loss_cls: 5.3912, loss: 5.3912 +2023-12-26 21:18:14,010 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 1 day, 22:45:22, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3219, top5_acc: 0.5839, loss_cls: 5.3962, loss: 5.3962 +2023-12-26 21:19:14,795 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 1 day, 22:44:17, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3270, top5_acc: 0.5872, loss_cls: 5.3737, loss: 5.3737 +2023-12-26 21:20:14,522 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 1 day, 22:43:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3256, top5_acc: 0.5895, loss_cls: 5.3483, loss: 5.3483 +2023-12-26 21:21:14,703 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 1 day, 22:42:06, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3133, top5_acc: 0.5714, loss_cls: 5.4357, loss: 5.4357 +2023-12-26 21:22:14,959 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 1 day, 22:41:01, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3297, top5_acc: 0.5813, loss_cls: 5.3708, loss: 5.3708 +2023-12-26 21:23:14,510 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 1 day, 22:39:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3269, top5_acc: 0.5887, loss_cls: 5.3763, loss: 5.3763 +2023-12-26 21:24:14,032 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 1 day, 22:38:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5902, loss_cls: 5.3567, loss: 5.3567 +2023-12-26 21:25:13,775 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 1 day, 22:37:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3187, top5_acc: 0.5802, loss_cls: 5.3950, loss: 5.3950 +2023-12-26 21:26:13,364 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 1 day, 22:36:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3245, top5_acc: 0.5795, loss_cls: 5.4179, loss: 5.4179 +2023-12-26 21:27:13,036 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 1 day, 22:35:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5867, loss_cls: 5.4179, loss: 5.4179 +2023-12-26 21:28:12,984 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 1 day, 22:34:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3192, top5_acc: 0.5792, loss_cls: 5.4211, loss: 5.4211 +2023-12-26 21:29:12,469 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 1 day, 22:33:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3127, top5_acc: 0.5806, loss_cls: 5.4153, loss: 5.4153 +2023-12-26 21:30:11,985 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 1 day, 22:32:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.5758, loss_cls: 5.4203, loss: 5.4203 +2023-12-26 21:31:11,842 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 1 day, 22:31:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3245, top5_acc: 0.5798, loss_cls: 5.4239, loss: 5.4239 +2023-12-26 21:31:42,315 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-26 21:33:41,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 21:33:41,917 - pyskl - INFO - +top1_acc 0.2667 +top5_acc 0.5178 +2023-12-26 21:33:41,917 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 21:33:41,949 - pyskl - INFO - +mean_acc 0.2663 +2023-12-26 21:33:41,954 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_76.pth was removed +2023-12-26 21:33:42,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_79.pth. +2023-12-26 21:33:42,197 - pyskl - INFO - Best top1_acc is 0.2667 at 79 epoch. +2023-12-26 21:33:42,206 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2667, top5_acc: 0.5178, mean_class_accuracy: 0.2663 +2023-12-26 21:37:13,380 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 1 day, 22:31:22, time: 2.112, data_time: 1.508, memory: 16180, top1_acc: 0.3344, top5_acc: 0.5905, loss_cls: 5.3230, loss: 5.3230 +2023-12-26 21:38:12,882 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 1 day, 22:30:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3383, top5_acc: 0.6014, loss_cls: 5.3180, loss: 5.3180 +2023-12-26 21:39:12,901 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 1 day, 22:29:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3305, top5_acc: 0.5909, loss_cls: 5.3353, loss: 5.3353 +2023-12-26 21:40:12,555 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 1 day, 22:28:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3258, top5_acc: 0.5869, loss_cls: 5.3628, loss: 5.3628 +2023-12-26 21:41:12,190 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 1 day, 22:26:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3269, top5_acc: 0.5891, loss_cls: 5.3677, loss: 5.3677 +2023-12-26 21:42:11,967 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 1 day, 22:25:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3286, top5_acc: 0.5908, loss_cls: 5.3738, loss: 5.3738 +2023-12-26 21:43:11,517 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 1 day, 22:24:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3216, top5_acc: 0.5883, loss_cls: 5.3785, loss: 5.3785 +2023-12-26 21:44:11,420 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 1 day, 22:23:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3103, top5_acc: 0.5775, loss_cls: 5.4236, loss: 5.4236 +2023-12-26 21:45:11,038 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 1 day, 22:22:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3341, top5_acc: 0.5905, loss_cls: 5.3510, loss: 5.3510 +2023-12-26 21:46:10,468 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 1 day, 22:21:29, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3261, top5_acc: 0.5909, loss_cls: 5.3684, loss: 5.3684 +2023-12-26 21:47:09,965 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 1 day, 22:20:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3291, top5_acc: 0.5913, loss_cls: 5.3746, loss: 5.3746 +2023-12-26 21:48:10,138 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 1 day, 22:19:17, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5880, loss_cls: 5.3691, loss: 5.3691 +2023-12-26 21:49:11,162 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 1 day, 22:18:12, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3309, top5_acc: 0.5884, loss_cls: 5.3674, loss: 5.3674 +2023-12-26 21:50:11,678 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 1 day, 22:17:07, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3203, top5_acc: 0.5837, loss_cls: 5.3998, loss: 5.3998 +2023-12-26 21:51:11,050 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 1 day, 22:16:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3275, top5_acc: 0.5850, loss_cls: 5.3928, loss: 5.3928 +2023-12-26 21:52:11,191 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 1 day, 22:14:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3281, top5_acc: 0.5895, loss_cls: 5.3612, loss: 5.3612 +2023-12-26 21:53:10,883 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 1 day, 22:13:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3242, top5_acc: 0.5889, loss_cls: 5.3850, loss: 5.3850 +2023-12-26 21:54:09,861 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 1 day, 22:12:43, time: 0.590, data_time: 0.000, memory: 16180, top1_acc: 0.3152, top5_acc: 0.5756, loss_cls: 5.4344, loss: 5.4344 +2023-12-26 21:55:09,315 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 1 day, 22:11:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3208, top5_acc: 0.5866, loss_cls: 5.4127, loss: 5.4127 +2023-12-26 21:56:08,945 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 1 day, 22:10:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3252, top5_acc: 0.5842, loss_cls: 5.3941, loss: 5.3941 +2023-12-26 21:57:08,733 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 1 day, 22:09:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3280, top5_acc: 0.5847, loss_cls: 5.3800, loss: 5.3800 +2023-12-26 21:58:08,353 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 1 day, 22:08:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3266, top5_acc: 0.5894, loss_cls: 5.3876, loss: 5.3876 +2023-12-26 21:59:08,019 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 1 day, 22:07:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3312, top5_acc: 0.5875, loss_cls: 5.3597, loss: 5.3597 +2023-12-26 22:00:07,555 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 1 day, 22:06:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3158, top5_acc: 0.5708, loss_cls: 5.4488, loss: 5.4488 +2023-12-26 22:01:07,189 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 1 day, 22:05:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3228, top5_acc: 0.5889, loss_cls: 5.3763, loss: 5.3763 +2023-12-26 22:02:06,866 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 1 day, 22:03:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3186, top5_acc: 0.5791, loss_cls: 5.4024, loss: 5.4024 +2023-12-26 22:03:06,931 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 1 day, 22:02:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3144, top5_acc: 0.5775, loss_cls: 5.4241, loss: 5.4241 +2023-12-26 22:04:06,499 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 1 day, 22:01:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3164, top5_acc: 0.5763, loss_cls: 5.4229, loss: 5.4229 +2023-12-26 22:05:06,151 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 1 day, 22:00:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3173, top5_acc: 0.5875, loss_cls: 5.3824, loss: 5.3824 +2023-12-26 22:06:06,553 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 1 day, 21:59:33, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5884, loss_cls: 5.3721, loss: 5.3721 +2023-12-26 22:07:07,177 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 1 day, 21:58:28, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3194, top5_acc: 0.5850, loss_cls: 5.4008, loss: 5.4008 +2023-12-26 22:08:07,450 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 1 day, 21:57:23, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3212, top5_acc: 0.5880, loss_cls: 5.3929, loss: 5.3929 +2023-12-26 22:09:07,011 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 1 day, 21:56:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3308, top5_acc: 0.5941, loss_cls: 5.3567, loss: 5.3567 +2023-12-26 22:10:06,526 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 1 day, 21:55:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3275, top5_acc: 0.5819, loss_cls: 5.3821, loss: 5.3821 +2023-12-26 22:11:06,532 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 1 day, 21:54:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3281, top5_acc: 0.5853, loss_cls: 5.3704, loss: 5.3704 +2023-12-26 22:12:06,783 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 1 day, 21:53:00, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3170, top5_acc: 0.5802, loss_cls: 5.4187, loss: 5.4187 +2023-12-26 22:13:07,355 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 1 day, 21:51:55, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3292, top5_acc: 0.5913, loss_cls: 5.3541, loss: 5.3541 +2023-12-26 22:13:37,962 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-26 22:15:36,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:15:37,278 - pyskl - INFO - +top1_acc 0.2442 +top5_acc 0.4923 +2023-12-26 22:15:37,279 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 22:15:37,321 - pyskl - INFO - +mean_acc 0.2439 +2023-12-26 22:15:37,332 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2442, top5_acc: 0.4923, mean_class_accuracy: 0.2439 +2023-12-26 22:18:55,020 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 1 day, 21:51:55, time: 1.977, data_time: 1.380, memory: 16180, top1_acc: 0.3425, top5_acc: 0.5997, loss_cls: 5.3166, loss: 5.3166 +2023-12-26 22:19:54,702 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 1 day, 21:50:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3317, top5_acc: 0.5972, loss_cls: 5.3546, loss: 5.3546 +2023-12-26 22:20:54,119 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 1 day, 21:49:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3233, top5_acc: 0.5945, loss_cls: 5.3490, loss: 5.3490 +2023-12-26 22:21:53,870 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 1 day, 21:48:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3364, top5_acc: 0.5908, loss_cls: 5.3374, loss: 5.3374 +2023-12-26 22:22:53,539 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 1 day, 21:47:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3258, top5_acc: 0.5831, loss_cls: 5.3826, loss: 5.3826 +2023-12-26 22:23:52,960 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 1 day, 21:46:26, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3342, top5_acc: 0.5916, loss_cls: 5.3573, loss: 5.3573 +2023-12-26 22:24:52,656 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 1 day, 21:45:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3344, top5_acc: 0.5958, loss_cls: 5.3504, loss: 5.3504 +2023-12-26 22:25:52,182 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 1 day, 21:44:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3219, top5_acc: 0.5797, loss_cls: 5.3920, loss: 5.3920 +2023-12-26 22:26:52,224 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 1 day, 21:43:08, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3273, top5_acc: 0.5869, loss_cls: 5.3741, loss: 5.3741 +2023-12-26 22:27:52,074 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 1 day, 21:42:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3256, top5_acc: 0.5848, loss_cls: 5.3572, loss: 5.3572 +2023-12-26 22:28:51,613 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 1 day, 21:40:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3250, top5_acc: 0.5777, loss_cls: 5.3954, loss: 5.3954 +2023-12-26 22:29:51,376 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 1 day, 21:39:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3291, top5_acc: 0.5837, loss_cls: 5.3956, loss: 5.3956 +2023-12-26 22:30:52,838 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 1 day, 21:38:46, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.3362, top5_acc: 0.5983, loss_cls: 5.3307, loss: 5.3307 +2023-12-26 22:31:54,078 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 1 day, 21:37:42, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.3262, top5_acc: 0.5984, loss_cls: 5.3431, loss: 5.3431 +2023-12-26 22:32:53,792 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 1 day, 21:36:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3334, top5_acc: 0.5883, loss_cls: 5.3430, loss: 5.3430 +2023-12-26 22:33:53,229 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 1 day, 21:35:30, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3191, top5_acc: 0.5861, loss_cls: 5.3943, loss: 5.3943 +2023-12-26 22:34:53,305 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 1 day, 21:34:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3259, top5_acc: 0.5872, loss_cls: 5.3818, loss: 5.3818 +2023-12-26 22:35:52,729 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 1 day, 21:33:19, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3242, top5_acc: 0.5886, loss_cls: 5.3748, loss: 5.3748 +2023-12-26 22:36:52,463 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 1 day, 21:32:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3186, top5_acc: 0.5894, loss_cls: 5.3674, loss: 5.3674 +2023-12-26 22:37:52,777 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 1 day, 21:31:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3297, top5_acc: 0.5864, loss_cls: 5.3677, loss: 5.3677 +2023-12-26 22:38:52,669 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 1 day, 21:30:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3258, top5_acc: 0.5853, loss_cls: 5.3826, loss: 5.3826 +2023-12-26 22:39:52,399 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 1 day, 21:28:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3262, top5_acc: 0.5836, loss_cls: 5.3859, loss: 5.3859 +2023-12-26 22:40:51,845 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 1 day, 21:27:50, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3191, top5_acc: 0.5877, loss_cls: 5.3926, loss: 5.3926 +2023-12-26 22:41:51,225 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 1 day, 21:26:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3183, top5_acc: 0.5802, loss_cls: 5.3933, loss: 5.3933 +2023-12-26 22:42:50,982 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 1 day, 21:25:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.5859, loss_cls: 5.3896, loss: 5.3896 +2023-12-26 22:43:50,969 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 1 day, 21:24:33, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3183, top5_acc: 0.5825, loss_cls: 5.4014, loss: 5.4014 +2023-12-26 22:44:50,807 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 1 day, 21:23:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3386, top5_acc: 0.5973, loss_cls: 5.3317, loss: 5.3317 +2023-12-26 22:45:50,605 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 1 day, 21:22:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3303, top5_acc: 0.5919, loss_cls: 5.3661, loss: 5.3661 +2023-12-26 22:46:50,272 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 1 day, 21:21:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3212, top5_acc: 0.5803, loss_cls: 5.4113, loss: 5.4113 +2023-12-26 22:47:49,727 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 1 day, 21:20:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3259, top5_acc: 0.5908, loss_cls: 5.3694, loss: 5.3694 +2023-12-26 22:48:49,228 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 1 day, 21:19:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3312, top5_acc: 0.5897, loss_cls: 5.3390, loss: 5.3390 +2023-12-26 22:49:48,810 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 1 day, 21:17:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3233, top5_acc: 0.5887, loss_cls: 5.3842, loss: 5.3842 +2023-12-26 22:50:48,354 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 1 day, 21:16:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3202, top5_acc: 0.5811, loss_cls: 5.4083, loss: 5.4083 +2023-12-26 22:51:48,128 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 1 day, 21:15:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3300, top5_acc: 0.5948, loss_cls: 5.3475, loss: 5.3475 +2023-12-26 22:52:47,916 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 1 day, 21:14:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3309, top5_acc: 0.5892, loss_cls: 5.3749, loss: 5.3749 +2023-12-26 22:53:47,914 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 1 day, 21:13:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3237, top5_acc: 0.5930, loss_cls: 5.3591, loss: 5.3591 +2023-12-26 22:54:48,369 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 1 day, 21:12:30, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3227, top5_acc: 0.5856, loss_cls: 5.3899, loss: 5.3899 +2023-12-26 22:55:18,979 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-26 22:57:19,119 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 22:57:20,164 - pyskl - INFO - +top1_acc 0.2301 +top5_acc 0.4765 +2023-12-26 22:57:20,164 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 22:57:20,202 - pyskl - INFO - +mean_acc 0.2298 +2023-12-26 22:57:20,211 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.2301, top5_acc: 0.4765, mean_class_accuracy: 0.2298 +2023-12-26 23:00:48,121 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 1 day, 21:12:37, time: 2.079, data_time: 1.479, memory: 16180, top1_acc: 0.3314, top5_acc: 0.6012, loss_cls: 5.3312, loss: 5.3312 +2023-12-26 23:01:47,851 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 1 day, 21:11:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3334, top5_acc: 0.5914, loss_cls: 5.3485, loss: 5.3485 +2023-12-26 23:02:47,753 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 1 day, 21:10:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3345, top5_acc: 0.5922, loss_cls: 5.3404, loss: 5.3404 +2023-12-26 23:03:47,576 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 1 day, 21:09:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3327, top5_acc: 0.5973, loss_cls: 5.3311, loss: 5.3311 +2023-12-26 23:04:47,317 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 1 day, 21:08:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3305, top5_acc: 0.6047, loss_cls: 5.3267, loss: 5.3267 +2023-12-26 23:05:46,877 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 1 day, 21:07:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3255, top5_acc: 0.5983, loss_cls: 5.3501, loss: 5.3501 +2023-12-26 23:06:46,385 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 1 day, 21:06:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3330, top5_acc: 0.5938, loss_cls: 5.3435, loss: 5.3435 +2023-12-26 23:07:45,863 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 1 day, 21:04:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3317, top5_acc: 0.5958, loss_cls: 5.3257, loss: 5.3257 +2023-12-26 23:08:45,581 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 1 day, 21:03:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3278, top5_acc: 0.5925, loss_cls: 5.3487, loss: 5.3487 +2023-12-26 23:09:44,868 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 1 day, 21:02:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3381, top5_acc: 0.5973, loss_cls: 5.3401, loss: 5.3401 +2023-12-26 23:10:44,234 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 1 day, 21:01:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3387, top5_acc: 0.5977, loss_cls: 5.3148, loss: 5.3148 +2023-12-26 23:11:43,777 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 1 day, 21:00:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3342, top5_acc: 0.5911, loss_cls: 5.3563, loss: 5.3563 +2023-12-26 23:12:44,448 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 1 day, 20:59:28, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3317, top5_acc: 0.6002, loss_cls: 5.3130, loss: 5.3130 +2023-12-26 23:13:45,487 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 1 day, 20:58:23, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3366, top5_acc: 0.5992, loss_cls: 5.3297, loss: 5.3297 +2023-12-26 23:14:45,263 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 1 day, 20:57:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3327, top5_acc: 0.5941, loss_cls: 5.3361, loss: 5.3361 +2023-12-26 23:15:44,924 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 1 day, 20:56:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3328, top5_acc: 0.5939, loss_cls: 5.3410, loss: 5.3410 +2023-12-26 23:16:44,705 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 1 day, 20:55:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3336, top5_acc: 0.5900, loss_cls: 5.3703, loss: 5.3703 +2023-12-26 23:17:44,154 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 1 day, 20:54:00, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3328, top5_acc: 0.5855, loss_cls: 5.3567, loss: 5.3567 +2023-12-26 23:18:43,905 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 1 day, 20:52:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3305, top5_acc: 0.5928, loss_cls: 5.3905, loss: 5.3905 +2023-12-26 23:19:43,384 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 1 day, 20:51:48, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3270, top5_acc: 0.5913, loss_cls: 5.3736, loss: 5.3736 +2023-12-26 23:20:43,011 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 1 day, 20:50:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3283, top5_acc: 0.5878, loss_cls: 5.3894, loss: 5.3894 +2023-12-26 23:21:42,474 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 1 day, 20:49:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.6006, loss_cls: 5.3430, loss: 5.3430 +2023-12-26 23:22:42,095 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 1 day, 20:48:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3261, top5_acc: 0.5828, loss_cls: 5.3858, loss: 5.3858 +2023-12-26 23:23:42,092 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 1 day, 20:47:25, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3289, top5_acc: 0.5864, loss_cls: 5.3681, loss: 5.3681 +2023-12-26 23:24:41,677 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 1 day, 20:46:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3316, top5_acc: 0.5905, loss_cls: 5.3717, loss: 5.3717 +2023-12-26 23:25:41,257 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 1 day, 20:45:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3330, top5_acc: 0.5898, loss_cls: 5.3633, loss: 5.3633 +2023-12-26 23:26:40,993 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 1 day, 20:44:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3231, top5_acc: 0.5880, loss_cls: 5.3956, loss: 5.3956 +2023-12-26 23:27:40,821 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 1 day, 20:43:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3333, top5_acc: 0.5894, loss_cls: 5.3421, loss: 5.3421 +2023-12-26 23:28:40,755 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 1 day, 20:41:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3314, top5_acc: 0.5928, loss_cls: 5.3575, loss: 5.3575 +2023-12-26 23:29:41,451 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 1 day, 20:40:52, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3342, top5_acc: 0.5945, loss_cls: 5.3505, loss: 5.3505 +2023-12-26 23:30:41,516 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 1 day, 20:39:47, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3205, top5_acc: 0.5884, loss_cls: 5.4057, loss: 5.4057 +2023-12-26 23:31:41,030 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 1 day, 20:38:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3269, top5_acc: 0.5922, loss_cls: 5.3652, loss: 5.3652 +2023-12-26 23:32:40,507 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 1 day, 20:37:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3378, top5_acc: 0.5961, loss_cls: 5.3263, loss: 5.3263 +2023-12-26 23:33:39,928 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 1 day, 20:36:29, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3306, top5_acc: 0.5850, loss_cls: 5.3842, loss: 5.3842 +2023-12-26 23:34:39,234 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 1 day, 20:35:23, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3283, top5_acc: 0.5814, loss_cls: 5.3803, loss: 5.3803 +2023-12-26 23:35:38,770 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 1 day, 20:34:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3231, top5_acc: 0.5873, loss_cls: 5.3900, loss: 5.3900 +2023-12-26 23:36:39,488 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 1 day, 20:33:13, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3239, top5_acc: 0.5831, loss_cls: 5.3771, loss: 5.3771 +2023-12-26 23:37:10,379 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-26 23:39:12,766 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-26 23:39:13,848 - pyskl - INFO - +top1_acc 0.2676 +top5_acc 0.5166 +2023-12-26 23:39:13,848 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-26 23:39:13,891 - pyskl - INFO - +mean_acc 0.2673 +2023-12-26 23:39:13,898 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_79.pth was removed +2023-12-26 23:39:14,160 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_82.pth. +2023-12-26 23:39:14,161 - pyskl - INFO - Best top1_acc is 0.2676 at 82 epoch. +2023-12-26 23:39:14,169 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2676, top5_acc: 0.5166, mean_class_accuracy: 0.2673 +2023-12-26 23:42:37,830 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 1 day, 20:33:13, time: 2.037, data_time: 1.440, memory: 16180, top1_acc: 0.3483, top5_acc: 0.5981, loss_cls: 5.2966, loss: 5.2966 +2023-12-26 23:43:37,729 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 1 day, 20:32:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3373, top5_acc: 0.6003, loss_cls: 5.2831, loss: 5.2831 +2023-12-26 23:44:37,860 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 1 day, 20:31:02, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3289, top5_acc: 0.5903, loss_cls: 5.3728, loss: 5.3728 +2023-12-26 23:45:37,494 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 1 day, 20:29:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3419, top5_acc: 0.6008, loss_cls: 5.3036, loss: 5.3036 +2023-12-26 23:46:37,545 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 1 day, 20:28:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3353, top5_acc: 0.6041, loss_cls: 5.3238, loss: 5.3238 +2023-12-26 23:47:36,891 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 1 day, 20:27:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3333, top5_acc: 0.5975, loss_cls: 5.3258, loss: 5.3258 +2023-12-26 23:48:36,557 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 1 day, 20:26:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3237, top5_acc: 0.5897, loss_cls: 5.3543, loss: 5.3543 +2023-12-26 23:49:36,094 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 1 day, 20:25:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3172, top5_acc: 0.5837, loss_cls: 5.4015, loss: 5.4015 +2023-12-26 23:50:35,581 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 1 day, 20:24:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3405, top5_acc: 0.6017, loss_cls: 5.3072, loss: 5.3072 +2023-12-26 23:51:35,222 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 1 day, 20:23:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3409, top5_acc: 0.6042, loss_cls: 5.2794, loss: 5.2794 +2023-12-26 23:52:34,690 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 1 day, 20:22:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3339, top5_acc: 0.5870, loss_cls: 5.3666, loss: 5.3666 +2023-12-26 23:53:34,330 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 1 day, 20:21:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3309, top5_acc: 0.5988, loss_cls: 5.3374, loss: 5.3374 +2023-12-26 23:54:34,975 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 1 day, 20:20:06, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3366, top5_acc: 0.5966, loss_cls: 5.3371, loss: 5.3371 +2023-12-26 23:55:36,535 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 1 day, 20:19:01, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.3414, top5_acc: 0.6034, loss_cls: 5.2972, loss: 5.2972 +2023-12-26 23:56:36,811 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 1 day, 20:17:56, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3314, top5_acc: 0.5952, loss_cls: 5.3469, loss: 5.3469 +2023-12-26 23:57:36,529 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 1 day, 20:16:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3267, top5_acc: 0.5909, loss_cls: 5.3444, loss: 5.3444 +2023-12-26 23:58:36,355 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 1 day, 20:15:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3250, top5_acc: 0.5927, loss_cls: 5.3447, loss: 5.3447 +2023-12-26 23:59:35,836 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 1 day, 20:14:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3420, top5_acc: 0.6041, loss_cls: 5.2975, loss: 5.2975 +2023-12-27 00:00:35,660 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 1 day, 20:13:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3417, top5_acc: 0.5941, loss_cls: 5.2995, loss: 5.2995 +2023-12-27 00:01:35,651 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 1 day, 20:12:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3253, top5_acc: 0.5889, loss_cls: 5.3788, loss: 5.3788 +2023-12-27 00:02:35,407 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 1 day, 20:11:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3280, top5_acc: 0.5831, loss_cls: 5.3842, loss: 5.3842 +2023-12-27 00:03:34,868 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 1 day, 20:10:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3230, top5_acc: 0.5930, loss_cls: 5.3674, loss: 5.3674 +2023-12-27 00:04:34,602 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 1 day, 20:09:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3359, top5_acc: 0.5930, loss_cls: 5.3351, loss: 5.3351 +2023-12-27 00:05:34,171 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 1 day, 20:08:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3319, top5_acc: 0.5898, loss_cls: 5.3518, loss: 5.3518 +2023-12-27 00:06:33,614 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 1 day, 20:07:00, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3242, top5_acc: 0.5856, loss_cls: 5.3844, loss: 5.3844 +2023-12-27 00:07:32,974 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 1 day, 20:05:54, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5825, loss_cls: 5.4142, loss: 5.4142 +2023-12-27 00:08:32,389 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 1 day, 20:04:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3241, top5_acc: 0.5873, loss_cls: 5.3592, loss: 5.3592 +2023-12-27 00:09:31,717 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 1 day, 20:03:42, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3416, top5_acc: 0.5980, loss_cls: 5.3115, loss: 5.3115 +2023-12-27 00:10:31,451 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 1 day, 20:02:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3305, top5_acc: 0.5906, loss_cls: 5.3516, loss: 5.3516 +2023-12-27 00:11:31,206 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 1 day, 20:01:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3262, top5_acc: 0.5859, loss_cls: 5.3903, loss: 5.3903 +2023-12-27 00:12:30,668 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 1 day, 20:00:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3334, top5_acc: 0.5988, loss_cls: 5.3460, loss: 5.3460 +2023-12-27 00:13:30,358 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 1 day, 19:59:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3352, top5_acc: 0.5983, loss_cls: 5.3252, loss: 5.3252 +2023-12-27 00:14:30,019 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 1 day, 19:58:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3259, top5_acc: 0.5848, loss_cls: 5.3921, loss: 5.3921 +2023-12-27 00:15:29,484 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 1 day, 19:57:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3333, top5_acc: 0.5947, loss_cls: 5.3698, loss: 5.3698 +2023-12-27 00:16:28,832 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 1 day, 19:56:02, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3177, top5_acc: 0.5864, loss_cls: 5.3868, loss: 5.3868 +2023-12-27 00:17:28,199 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 1 day, 19:54:56, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3291, top5_acc: 0.5931, loss_cls: 5.3428, loss: 5.3428 +2023-12-27 00:18:28,356 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 1 day, 19:53:51, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3358, top5_acc: 0.5956, loss_cls: 5.3449, loss: 5.3449 +2023-12-27 00:18:58,297 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-27 00:20:55,139 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 00:20:56,185 - pyskl - INFO - +top1_acc 0.2640 +top5_acc 0.5152 +2023-12-27 00:20:56,185 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 00:20:56,227 - pyskl - INFO - +mean_acc 0.2638 +2023-12-27 00:20:56,236 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2640, top5_acc: 0.5152, mean_class_accuracy: 0.2638 +2023-12-27 00:24:22,415 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 1 day, 19:53:51, time: 2.062, data_time: 1.460, memory: 16180, top1_acc: 0.3369, top5_acc: 0.6069, loss_cls: 5.2908, loss: 5.2908 +2023-12-27 00:25:21,934 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 1 day, 19:52:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3473, top5_acc: 0.6091, loss_cls: 5.2751, loss: 5.2751 +2023-12-27 00:26:21,434 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 1 day, 19:51:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3372, top5_acc: 0.6061, loss_cls: 5.3100, loss: 5.3100 +2023-12-27 00:27:21,018 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 1 day, 19:50:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3427, top5_acc: 0.6061, loss_cls: 5.2718, loss: 5.2718 +2023-12-27 00:28:20,385 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 1 day, 19:49:28, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3356, top5_acc: 0.5930, loss_cls: 5.3213, loss: 5.3213 +2023-12-27 00:29:19,686 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 1 day, 19:48:22, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3508, top5_acc: 0.6114, loss_cls: 5.2604, loss: 5.2604 +2023-12-27 00:30:19,196 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 1 day, 19:47:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3389, top5_acc: 0.5964, loss_cls: 5.2954, loss: 5.2954 +2023-12-27 00:31:18,742 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 1 day, 19:46:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3481, top5_acc: 0.6125, loss_cls: 5.2613, loss: 5.2613 +2023-12-27 00:32:18,131 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 1 day, 19:45:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3322, top5_acc: 0.5991, loss_cls: 5.3386, loss: 5.3386 +2023-12-27 00:33:17,695 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 1 day, 19:43:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3287, top5_acc: 0.5847, loss_cls: 5.3647, loss: 5.3647 +2023-12-27 00:34:17,034 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 1 day, 19:42:53, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3297, top5_acc: 0.5967, loss_cls: 5.3418, loss: 5.3418 +2023-12-27 00:35:16,314 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 1 day, 19:41:47, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3319, top5_acc: 0.5872, loss_cls: 5.3599, loss: 5.3599 +2023-12-27 00:36:16,569 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 1 day, 19:40:42, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3283, top5_acc: 0.5848, loss_cls: 5.3687, loss: 5.3687 +2023-12-27 00:37:17,884 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 1 day, 19:39:38, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.3362, top5_acc: 0.6064, loss_cls: 5.3255, loss: 5.3255 +2023-12-27 00:38:17,600 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 1 day, 19:38:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3391, top5_acc: 0.6081, loss_cls: 5.2881, loss: 5.2881 +2023-12-27 00:39:17,144 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 1 day, 19:37:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3273, top5_acc: 0.5961, loss_cls: 5.3527, loss: 5.3527 +2023-12-27 00:40:16,310 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 1 day, 19:36:20, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3367, top5_acc: 0.6034, loss_cls: 5.3325, loss: 5.3325 +2023-12-27 00:41:15,636 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 1 day, 19:35:15, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3347, top5_acc: 0.6014, loss_cls: 5.3273, loss: 5.3273 +2023-12-27 00:42:14,986 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 1 day, 19:34:09, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3372, top5_acc: 0.5933, loss_cls: 5.3346, loss: 5.3346 +2023-12-27 00:43:14,442 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 1 day, 19:33:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3330, top5_acc: 0.5955, loss_cls: 5.3382, loss: 5.3382 +2023-12-27 00:44:14,302 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 1 day, 19:31:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3431, top5_acc: 0.6044, loss_cls: 5.2996, loss: 5.2996 +2023-12-27 00:45:13,675 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 1 day, 19:30:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3208, top5_acc: 0.5902, loss_cls: 5.3740, loss: 5.3740 +2023-12-27 00:46:13,110 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 1 day, 19:29:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3242, top5_acc: 0.5892, loss_cls: 5.3806, loss: 5.3806 +2023-12-27 00:47:12,501 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 1 day, 19:28:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3319, top5_acc: 0.5925, loss_cls: 5.3349, loss: 5.3349 +2023-12-27 00:48:11,936 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 1 day, 19:27:34, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3345, top5_acc: 0.5877, loss_cls: 5.3584, loss: 5.3584 +2023-12-27 00:49:11,384 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 1 day, 19:26:29, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3398, top5_acc: 0.6080, loss_cls: 5.2976, loss: 5.2976 +2023-12-27 00:50:10,809 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 1 day, 19:25:23, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3350, top5_acc: 0.5933, loss_cls: 5.3415, loss: 5.3415 +2023-12-27 00:51:10,118 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 1 day, 19:24:17, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5873, loss_cls: 5.3573, loss: 5.3573 +2023-12-27 00:52:09,550 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 1 day, 19:23:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3298, top5_acc: 0.5923, loss_cls: 5.3398, loss: 5.3398 +2023-12-27 00:53:08,719 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 1 day, 19:22:05, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3208, top5_acc: 0.5866, loss_cls: 5.3855, loss: 5.3855 +2023-12-27 00:54:08,279 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 1 day, 19:21:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3317, top5_acc: 0.5911, loss_cls: 5.3797, loss: 5.3797 +2023-12-27 00:55:07,419 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 1 day, 19:19:54, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3325, top5_acc: 0.5973, loss_cls: 5.3245, loss: 5.3245 +2023-12-27 00:56:06,777 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 1 day, 19:18:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3341, top5_acc: 0.5981, loss_cls: 5.3435, loss: 5.3435 +2023-12-27 00:57:06,271 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 1 day, 19:17:42, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3211, top5_acc: 0.5858, loss_cls: 5.3735, loss: 5.3735 +2023-12-27 00:58:06,512 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 1 day, 19:16:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3264, top5_acc: 0.5948, loss_cls: 5.3321, loss: 5.3321 +2023-12-27 00:59:06,141 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 1 day, 19:15:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3248, top5_acc: 0.6017, loss_cls: 5.3390, loss: 5.3390 +2023-12-27 01:00:05,904 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 1 day, 19:14:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3277, top5_acc: 0.5922, loss_cls: 5.3522, loss: 5.3522 +2023-12-27 01:00:36,219 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-27 01:02:33,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 01:02:34,883 - pyskl - INFO - +top1_acc 0.2707 +top5_acc 0.5217 +2023-12-27 01:02:34,883 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 01:02:34,922 - pyskl - INFO - +mean_acc 0.2707 +2023-12-27 01:02:34,928 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_82.pth was removed +2023-12-27 01:02:35,227 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2023-12-27 01:02:35,228 - pyskl - INFO - Best top1_acc is 0.2707 at 84 epoch. +2023-12-27 01:02:35,237 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2707, top5_acc: 0.5217, mean_class_accuracy: 0.2707 +2023-12-27 01:06:02,577 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 1 day, 19:14:25, time: 2.073, data_time: 1.471, memory: 16180, top1_acc: 0.3409, top5_acc: 0.6089, loss_cls: 5.2642, loss: 5.2642 +2023-12-27 01:07:01,987 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 1 day, 19:13:19, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3419, top5_acc: 0.6003, loss_cls: 5.2897, loss: 5.2897 +2023-12-27 01:08:01,593 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 1 day, 19:12:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3339, top5_acc: 0.6056, loss_cls: 5.3036, loss: 5.3036 +2023-12-27 01:09:01,016 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 1 day, 19:11:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3345, top5_acc: 0.6008, loss_cls: 5.3136, loss: 5.3136 +2023-12-27 01:10:00,989 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 1 day, 19:10:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3358, top5_acc: 0.6041, loss_cls: 5.3210, loss: 5.3210 +2023-12-27 01:11:00,931 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 1 day, 19:08:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3342, top5_acc: 0.5989, loss_cls: 5.3039, loss: 5.3039 +2023-12-27 01:12:00,422 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 1 day, 19:07:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3291, top5_acc: 0.5962, loss_cls: 5.3193, loss: 5.3193 +2023-12-27 01:13:00,246 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 1 day, 19:06:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3359, top5_acc: 0.6012, loss_cls: 5.3248, loss: 5.3248 +2023-12-27 01:13:59,746 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 1 day, 19:05:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3397, top5_acc: 0.5947, loss_cls: 5.3046, loss: 5.3046 +2023-12-27 01:14:59,082 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 1 day, 19:04:34, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3319, top5_acc: 0.5997, loss_cls: 5.3030, loss: 5.3030 +2023-12-27 01:15:58,505 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 1 day, 19:03:28, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3348, top5_acc: 0.5967, loss_cls: 5.3139, loss: 5.3139 +2023-12-27 01:16:58,106 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 1 day, 19:02:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3463, top5_acc: 0.6112, loss_cls: 5.2821, loss: 5.2821 +2023-12-27 01:17:57,900 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 1 day, 19:01:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3425, top5_acc: 0.6003, loss_cls: 5.2855, loss: 5.2855 +2023-12-27 01:18:58,194 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 1 day, 19:00:12, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3242, top5_acc: 0.5966, loss_cls: 5.3371, loss: 5.3371 +2023-12-27 01:19:58,325 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 1 day, 18:59:07, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3464, top5_acc: 0.5973, loss_cls: 5.2911, loss: 5.2911 +2023-12-27 01:20:57,735 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 1 day, 18:58:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3348, top5_acc: 0.5920, loss_cls: 5.3225, loss: 5.3225 +2023-12-27 01:21:57,516 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 1 day, 18:56:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3292, top5_acc: 0.6019, loss_cls: 5.3309, loss: 5.3309 +2023-12-27 01:22:57,248 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 1 day, 18:55:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3486, top5_acc: 0.6030, loss_cls: 5.2778, loss: 5.2778 +2023-12-27 01:23:56,685 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 1 day, 18:54:45, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3356, top5_acc: 0.5962, loss_cls: 5.3272, loss: 5.3272 +2023-12-27 01:24:56,169 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 1 day, 18:53:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3305, top5_acc: 0.5959, loss_cls: 5.3358, loss: 5.3358 +2023-12-27 01:25:55,683 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 1 day, 18:52:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3291, top5_acc: 0.5861, loss_cls: 5.3767, loss: 5.3767 +2023-12-27 01:26:55,207 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 1 day, 18:51:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3266, top5_acc: 0.5880, loss_cls: 5.3645, loss: 5.3645 +2023-12-27 01:27:54,942 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 1 day, 18:50:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3281, top5_acc: 0.6052, loss_cls: 5.3321, loss: 5.3321 +2023-12-27 01:28:54,478 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 1 day, 18:49:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3225, top5_acc: 0.5886, loss_cls: 5.3883, loss: 5.3883 +2023-12-27 01:29:53,774 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 1 day, 18:48:11, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3275, top5_acc: 0.5942, loss_cls: 5.3537, loss: 5.3537 +2023-12-27 01:30:53,792 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 1 day, 18:47:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3344, top5_acc: 0.5955, loss_cls: 5.3323, loss: 5.3323 +2023-12-27 01:31:53,706 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 1 day, 18:46:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3344, top5_acc: 0.6028, loss_cls: 5.3096, loss: 5.3096 +2023-12-27 01:32:53,251 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 1 day, 18:44:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3372, top5_acc: 0.5914, loss_cls: 5.3526, loss: 5.3526 +2023-12-27 01:33:52,726 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 1 day, 18:43:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3377, top5_acc: 0.6078, loss_cls: 5.2725, loss: 5.2725 +2023-12-27 01:34:52,035 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 1 day, 18:42:43, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3222, top5_acc: 0.5927, loss_cls: 5.3774, loss: 5.3774 +2023-12-27 01:35:51,381 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 1 day, 18:41:38, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3386, top5_acc: 0.6050, loss_cls: 5.2912, loss: 5.2912 +2023-12-27 01:36:51,169 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 1 day, 18:40:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3420, top5_acc: 0.5863, loss_cls: 5.3383, loss: 5.3383 +2023-12-27 01:37:50,474 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 1 day, 18:39:26, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3400, top5_acc: 0.6033, loss_cls: 5.3216, loss: 5.3216 +2023-12-27 01:38:49,882 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 1 day, 18:38:21, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3355, top5_acc: 0.6055, loss_cls: 5.2788, loss: 5.2788 +2023-12-27 01:39:49,445 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 1 day, 18:37:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3303, top5_acc: 0.5873, loss_cls: 5.3681, loss: 5.3681 +2023-12-27 01:40:49,124 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 1 day, 18:36:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3353, top5_acc: 0.6019, loss_cls: 5.3443, loss: 5.3443 +2023-12-27 01:41:48,942 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 1 day, 18:35:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3391, top5_acc: 0.6042, loss_cls: 5.2846, loss: 5.2846 +2023-12-27 01:42:18,826 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-27 01:44:17,052 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 01:44:18,028 - pyskl - INFO - +top1_acc 0.2777 +top5_acc 0.5355 +2023-12-27 01:44:18,028 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 01:44:18,070 - pyskl - INFO - +mean_acc 0.2775 +2023-12-27 01:44:18,076 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_84.pth was removed +2023-12-27 01:44:18,396 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2023-12-27 01:44:18,397 - pyskl - INFO - Best top1_acc is 0.2777 at 85 epoch. +2023-12-27 01:44:18,425 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2777, top5_acc: 0.5355, mean_class_accuracy: 0.2775 +2023-12-27 01:47:43,200 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 1 day, 18:34:59, time: 2.048, data_time: 1.450, memory: 16180, top1_acc: 0.3458, top5_acc: 0.6111, loss_cls: 5.2631, loss: 5.2631 +2023-12-27 01:48:43,215 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 1 day, 18:33:53, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3409, top5_acc: 0.6083, loss_cls: 5.2645, loss: 5.2645 +2023-12-27 01:49:42,429 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 1 day, 18:32:48, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3406, top5_acc: 0.6059, loss_cls: 5.2830, loss: 5.2830 +2023-12-27 01:50:42,331 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 1 day, 18:31:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3459, top5_acc: 0.6089, loss_cls: 5.2807, loss: 5.2807 +2023-12-27 01:51:42,163 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 1 day, 18:30:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3298, top5_acc: 0.6002, loss_cls: 5.3105, loss: 5.3105 +2023-12-27 01:52:41,584 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 1 day, 18:29:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3455, top5_acc: 0.6069, loss_cls: 5.2760, loss: 5.2760 +2023-12-27 01:53:40,797 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 1 day, 18:28:25, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3314, top5_acc: 0.6003, loss_cls: 5.3313, loss: 5.3313 +2023-12-27 01:54:40,179 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 1 day, 18:27:20, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3355, top5_acc: 0.6078, loss_cls: 5.3076, loss: 5.3076 +2023-12-27 01:55:39,927 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 1 day, 18:26:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3434, top5_acc: 0.6092, loss_cls: 5.2589, loss: 5.2589 +2023-12-27 01:56:39,672 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 1 day, 18:25:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3270, top5_acc: 0.5994, loss_cls: 5.3382, loss: 5.3382 +2023-12-27 01:57:39,785 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 1 day, 18:24:04, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5922, loss_cls: 5.3703, loss: 5.3703 +2023-12-27 01:58:39,279 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 1 day, 18:22:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3403, top5_acc: 0.6008, loss_cls: 5.3097, loss: 5.3097 +2023-12-27 01:59:39,206 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 1 day, 18:21:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3448, top5_acc: 0.5970, loss_cls: 5.3248, loss: 5.3248 +2023-12-27 02:00:39,883 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 1 day, 18:20:48, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3361, top5_acc: 0.5962, loss_cls: 5.3088, loss: 5.3088 +2023-12-27 02:01:40,501 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 1 day, 18:19:43, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3347, top5_acc: 0.5958, loss_cls: 5.3174, loss: 5.3174 +2023-12-27 02:02:40,135 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 1 day, 18:18:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3352, top5_acc: 0.6016, loss_cls: 5.3026, loss: 5.3026 +2023-12-27 02:03:40,202 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 1 day, 18:17:33, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3366, top5_acc: 0.5967, loss_cls: 5.3232, loss: 5.3232 +2023-12-27 02:04:39,545 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 1 day, 18:16:27, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3387, top5_acc: 0.6020, loss_cls: 5.3025, loss: 5.3025 +2023-12-27 02:05:38,872 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 1 day, 18:15:21, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3513, top5_acc: 0.6134, loss_cls: 5.2523, loss: 5.2523 +2023-12-27 02:06:38,289 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 1 day, 18:14:16, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3358, top5_acc: 0.6062, loss_cls: 5.3040, loss: 5.3040 +2023-12-27 02:07:37,763 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 1 day, 18:13:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3423, top5_acc: 0.5997, loss_cls: 5.2883, loss: 5.2883 +2023-12-27 02:08:37,261 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 1 day, 18:12:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3442, top5_acc: 0.5984, loss_cls: 5.2960, loss: 5.2960 +2023-12-27 02:09:36,757 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 1 day, 18:10:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3361, top5_acc: 0.5970, loss_cls: 5.3374, loss: 5.3374 +2023-12-27 02:10:36,105 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 1 day, 18:09:53, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3284, top5_acc: 0.5908, loss_cls: 5.3738, loss: 5.3738 +2023-12-27 02:11:35,953 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 1 day, 18:08:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3394, top5_acc: 0.6072, loss_cls: 5.3052, loss: 5.3052 +2023-12-27 02:12:35,544 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 1 day, 18:07:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3319, top5_acc: 0.5945, loss_cls: 5.3222, loss: 5.3222 +2023-12-27 02:13:35,220 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 1 day, 18:06:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3444, top5_acc: 0.6092, loss_cls: 5.2798, loss: 5.2798 +2023-12-27 02:14:34,747 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 1 day, 18:05:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3336, top5_acc: 0.5956, loss_cls: 5.3493, loss: 5.3493 +2023-12-27 02:15:34,652 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 1 day, 18:04:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3331, top5_acc: 0.6045, loss_cls: 5.3209, loss: 5.3209 +2023-12-27 02:16:34,129 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 1 day, 18:03:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3316, top5_acc: 0.5953, loss_cls: 5.3295, loss: 5.3295 +2023-12-27 02:17:33,597 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 1 day, 18:02:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3488, top5_acc: 0.6016, loss_cls: 5.2799, loss: 5.2799 +2023-12-27 02:18:33,074 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 1 day, 18:01:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3405, top5_acc: 0.6120, loss_cls: 5.2695, loss: 5.2695 +2023-12-27 02:19:32,659 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 1 day, 18:00:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3345, top5_acc: 0.5939, loss_cls: 5.3367, loss: 5.3367 +2023-12-27 02:20:32,402 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 1 day, 17:58:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3394, top5_acc: 0.6033, loss_cls: 5.3192, loss: 5.3192 +2023-12-27 02:21:31,896 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 1 day, 17:57:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3225, top5_acc: 0.5959, loss_cls: 5.3502, loss: 5.3502 +2023-12-27 02:22:31,862 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 1 day, 17:56:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3377, top5_acc: 0.6044, loss_cls: 5.3208, loss: 5.3208 +2023-12-27 02:23:32,044 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 1 day, 17:55:43, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3398, top5_acc: 0.6023, loss_cls: 5.3083, loss: 5.3083 +2023-12-27 02:24:02,785 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-27 02:26:00,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 02:26:01,343 - pyskl - INFO - +top1_acc 0.2898 +top5_acc 0.5417 +2023-12-27 02:26:01,344 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 02:26:01,384 - pyskl - INFO - +mean_acc 0.2895 +2023-12-27 02:26:01,392 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_85.pth was removed +2023-12-27 02:26:01,656 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2023-12-27 02:26:01,656 - pyskl - INFO - Best top1_acc is 0.2898 at 86 epoch. +2023-12-27 02:26:01,666 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2898, top5_acc: 0.5417, mean_class_accuracy: 0.2895 +2023-12-27 02:29:27,803 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 1 day, 17:55:36, time: 2.061, data_time: 1.458, memory: 16180, top1_acc: 0.3517, top5_acc: 0.6156, loss_cls: 5.2331, loss: 5.2331 +2023-12-27 02:30:27,408 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 1 day, 17:54:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3438, top5_acc: 0.6033, loss_cls: 5.2806, loss: 5.2806 +2023-12-27 02:31:27,262 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 1 day, 17:53:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3505, top5_acc: 0.6112, loss_cls: 5.2549, loss: 5.2549 +2023-12-27 02:32:27,177 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 1 day, 17:52:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3531, top5_acc: 0.6055, loss_cls: 5.2578, loss: 5.2578 +2023-12-27 02:33:26,958 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 1 day, 17:51:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3453, top5_acc: 0.6078, loss_cls: 5.2509, loss: 5.2509 +2023-12-27 02:34:26,805 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 1 day, 17:50:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3350, top5_acc: 0.6022, loss_cls: 5.3156, loss: 5.3156 +2023-12-27 02:35:26,649 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 1 day, 17:49:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3445, top5_acc: 0.6109, loss_cls: 5.2691, loss: 5.2691 +2023-12-27 02:36:26,227 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 1 day, 17:47:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3402, top5_acc: 0.6128, loss_cls: 5.2453, loss: 5.2453 +2023-12-27 02:37:26,622 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 1 day, 17:46:54, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3417, top5_acc: 0.6022, loss_cls: 5.2835, loss: 5.2835 +2023-12-27 02:38:27,468 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 1 day, 17:45:49, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3402, top5_acc: 0.6016, loss_cls: 5.3214, loss: 5.3214 +2023-12-27 02:39:27,822 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 1 day, 17:44:44, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3559, top5_acc: 0.6075, loss_cls: 5.2671, loss: 5.2671 +2023-12-27 02:40:28,330 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 1 day, 17:43:39, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3453, top5_acc: 0.6148, loss_cls: 5.2516, loss: 5.2516 +2023-12-27 02:41:29,118 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 1 day, 17:42:35, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3378, top5_acc: 0.6033, loss_cls: 5.2901, loss: 5.2901 +2023-12-27 02:42:29,996 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 1 day, 17:41:30, time: 0.609, data_time: 0.001, memory: 16180, top1_acc: 0.3361, top5_acc: 0.5959, loss_cls: 5.3461, loss: 5.3461 +2023-12-27 02:43:30,823 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 1 day, 17:40:26, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3353, top5_acc: 0.6027, loss_cls: 5.3003, loss: 5.3003 +2023-12-27 02:44:30,595 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 1 day, 17:39:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3372, top5_acc: 0.5875, loss_cls: 5.3291, loss: 5.3291 +2023-12-27 02:45:30,776 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 1 day, 17:38:15, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3364, top5_acc: 0.5950, loss_cls: 5.3181, loss: 5.3181 +2023-12-27 02:46:30,729 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 1 day, 17:37:10, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3467, top5_acc: 0.6042, loss_cls: 5.2894, loss: 5.2894 +2023-12-27 02:47:30,238 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 1 day, 17:36:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3452, top5_acc: 0.6095, loss_cls: 5.2889, loss: 5.2889 +2023-12-27 02:48:29,773 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 1 day, 17:34:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3358, top5_acc: 0.6003, loss_cls: 5.3172, loss: 5.3172 +2023-12-27 02:49:29,278 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 1 day, 17:33:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3428, top5_acc: 0.6025, loss_cls: 5.2730, loss: 5.2730 +2023-12-27 02:50:29,753 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 1 day, 17:32:49, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3389, top5_acc: 0.5902, loss_cls: 5.3430, loss: 5.3430 +2023-12-27 02:51:30,420 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 1 day, 17:31:44, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3473, top5_acc: 0.6177, loss_cls: 5.2325, loss: 5.2325 +2023-12-27 02:52:30,553 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 1 day, 17:30:39, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3441, top5_acc: 0.6073, loss_cls: 5.2615, loss: 5.2615 +2023-12-27 02:53:30,127 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 1 day, 17:29:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3344, top5_acc: 0.5919, loss_cls: 5.3367, loss: 5.3367 +2023-12-27 02:54:29,962 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 1 day, 17:28:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3380, top5_acc: 0.5961, loss_cls: 5.3080, loss: 5.3080 +2023-12-27 02:55:29,759 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 1 day, 17:27:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3344, top5_acc: 0.5966, loss_cls: 5.3314, loss: 5.3314 +2023-12-27 02:56:30,104 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 1 day, 17:26:18, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3456, top5_acc: 0.6017, loss_cls: 5.2909, loss: 5.2909 +2023-12-27 02:57:30,537 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 1 day, 17:25:14, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3322, top5_acc: 0.5878, loss_cls: 5.3713, loss: 5.3713 +2023-12-27 02:58:30,593 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 1 day, 17:24:08, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3391, top5_acc: 0.5942, loss_cls: 5.3450, loss: 5.3450 +2023-12-27 02:59:30,484 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 1 day, 17:23:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3461, top5_acc: 0.5995, loss_cls: 5.2886, loss: 5.2886 +2023-12-27 03:00:30,073 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 1 day, 17:21:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3431, top5_acc: 0.6005, loss_cls: 5.2949, loss: 5.2949 +2023-12-27 03:01:29,642 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 1 day, 17:20:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3438, top5_acc: 0.6105, loss_cls: 5.2510, loss: 5.2510 +2023-12-27 03:02:29,236 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 1 day, 17:19:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3409, top5_acc: 0.5955, loss_cls: 5.3135, loss: 5.3135 +2023-12-27 03:03:29,146 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 1 day, 17:18:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3353, top5_acc: 0.5980, loss_cls: 5.3230, loss: 5.3230 +2023-12-27 03:04:29,032 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 1 day, 17:17:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3333, top5_acc: 0.6020, loss_cls: 5.3189, loss: 5.3189 +2023-12-27 03:05:29,686 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 1 day, 17:16:32, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3367, top5_acc: 0.5973, loss_cls: 5.3227, loss: 5.3227 +2023-12-27 03:06:00,780 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-27 03:07:57,513 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 03:07:58,564 - pyskl - INFO - +top1_acc 0.2707 +top5_acc 0.5263 +2023-12-27 03:07:58,565 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 03:07:58,609 - pyskl - INFO - +mean_acc 0.2705 +2023-12-27 03:07:58,618 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2707, top5_acc: 0.5263, mean_class_accuracy: 0.2705 +2023-12-27 03:11:21,282 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 1 day, 17:16:20, time: 2.027, data_time: 1.428, memory: 16180, top1_acc: 0.3503, top5_acc: 0.6134, loss_cls: 5.2040, loss: 5.2040 +2023-12-27 03:12:21,238 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 1 day, 17:15:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3680, top5_acc: 0.6216, loss_cls: 5.1633, loss: 5.1633 +2023-12-27 03:13:20,701 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 1 day, 17:14:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3355, top5_acc: 0.6012, loss_cls: 5.2926, loss: 5.2926 +2023-12-27 03:14:20,564 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 1 day, 17:13:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3459, top5_acc: 0.6120, loss_cls: 5.2582, loss: 5.2582 +2023-12-27 03:15:20,270 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 1 day, 17:11:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3475, top5_acc: 0.6086, loss_cls: 5.2590, loss: 5.2590 +2023-12-27 03:16:19,784 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 1 day, 17:10:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3430, top5_acc: 0.6062, loss_cls: 5.2627, loss: 5.2627 +2023-12-27 03:17:19,210 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 1 day, 17:09:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3423, top5_acc: 0.6089, loss_cls: 5.2773, loss: 5.2773 +2023-12-27 03:18:18,762 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 1 day, 17:08:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3394, top5_acc: 0.5961, loss_cls: 5.2883, loss: 5.2883 +2023-12-27 03:19:18,455 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 1 day, 17:07:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3416, top5_acc: 0.6112, loss_cls: 5.2467, loss: 5.2467 +2023-12-27 03:20:18,141 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 1 day, 17:06:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3411, top5_acc: 0.6048, loss_cls: 5.2578, loss: 5.2578 +2023-12-27 03:21:17,758 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 1 day, 17:05:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3475, top5_acc: 0.6061, loss_cls: 5.2723, loss: 5.2723 +2023-12-27 03:22:17,220 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 1 day, 17:04:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3389, top5_acc: 0.6142, loss_cls: 5.2432, loss: 5.2432 +2023-12-27 03:23:16,886 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 1 day, 17:03:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3408, top5_acc: 0.6062, loss_cls: 5.2745, loss: 5.2745 +2023-12-27 03:24:17,436 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 1 day, 17:02:11, time: 0.605, data_time: 0.001, memory: 16180, top1_acc: 0.3416, top5_acc: 0.6064, loss_cls: 5.2887, loss: 5.2887 +2023-12-27 03:25:18,902 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 1 day, 17:01:07, time: 0.615, data_time: 0.000, memory: 16180, top1_acc: 0.3287, top5_acc: 0.5903, loss_cls: 5.3340, loss: 5.3340 +2023-12-27 03:26:18,350 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 1 day, 17:00:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3361, top5_acc: 0.6091, loss_cls: 5.2619, loss: 5.2619 +2023-12-27 03:27:18,027 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 1 day, 16:58:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3456, top5_acc: 0.6089, loss_cls: 5.2698, loss: 5.2698 +2023-12-27 03:28:17,980 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 1 day, 16:57:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3352, top5_acc: 0.5928, loss_cls: 5.3259, loss: 5.3259 +2023-12-27 03:29:17,100 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 1 day, 16:56:45, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3372, top5_acc: 0.6069, loss_cls: 5.3043, loss: 5.3043 +2023-12-27 03:30:16,553 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 1 day, 16:55:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3359, top5_acc: 0.5948, loss_cls: 5.3149, loss: 5.3149 +2023-12-27 03:31:16,016 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 1 day, 16:54:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3352, top5_acc: 0.6012, loss_cls: 5.3080, loss: 5.3080 +2023-12-27 03:32:15,676 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 1 day, 16:53:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3394, top5_acc: 0.5978, loss_cls: 5.2993, loss: 5.2993 +2023-12-27 03:33:15,325 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 1 day, 16:52:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3411, top5_acc: 0.5991, loss_cls: 5.3034, loss: 5.3034 +2023-12-27 03:34:15,004 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 1 day, 16:51:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3423, top5_acc: 0.6012, loss_cls: 5.2982, loss: 5.2982 +2023-12-27 03:35:14,697 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 1 day, 16:50:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3333, top5_acc: 0.6012, loss_cls: 5.3083, loss: 5.3083 +2023-12-27 03:36:14,610 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 1 day, 16:49:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3448, top5_acc: 0.6012, loss_cls: 5.2808, loss: 5.2808 +2023-12-27 03:37:14,392 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 1 day, 16:48:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3298, top5_acc: 0.5902, loss_cls: 5.3358, loss: 5.3358 +2023-12-27 03:38:14,593 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 1 day, 16:46:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3350, top5_acc: 0.6058, loss_cls: 5.2880, loss: 5.2880 +2023-12-27 03:39:15,414 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 1 day, 16:45:53, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3420, top5_acc: 0.5977, loss_cls: 5.2923, loss: 5.2923 +2023-12-27 03:40:15,742 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 1 day, 16:44:48, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3367, top5_acc: 0.6067, loss_cls: 5.2949, loss: 5.2949 +2023-12-27 03:41:15,634 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 1 day, 16:43:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3427, top5_acc: 0.6075, loss_cls: 5.2895, loss: 5.2895 +2023-12-27 03:42:15,933 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 1 day, 16:42:39, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3534, top5_acc: 0.6188, loss_cls: 5.2095, loss: 5.2095 +2023-12-27 03:43:16,585 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 1 day, 16:41:34, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3417, top5_acc: 0.6072, loss_cls: 5.2937, loss: 5.2937 +2023-12-27 03:44:16,410 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 1 day, 16:40:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3389, top5_acc: 0.6073, loss_cls: 5.2840, loss: 5.2840 +2023-12-27 03:45:15,730 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 1 day, 16:39:23, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3291, top5_acc: 0.5948, loss_cls: 5.3460, loss: 5.3460 +2023-12-27 03:46:15,376 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 1 day, 16:38:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3366, top5_acc: 0.6031, loss_cls: 5.3092, loss: 5.3092 +2023-12-27 03:47:15,566 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 1 day, 16:37:13, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3448, top5_acc: 0.6077, loss_cls: 5.2867, loss: 5.2867 +2023-12-27 03:47:46,140 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-27 03:49:44,452 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 03:49:45,509 - pyskl - INFO - +top1_acc 0.2842 +top5_acc 0.5384 +2023-12-27 03:49:45,509 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 03:49:45,554 - pyskl - INFO - +mean_acc 0.2840 +2023-12-27 03:49:45,563 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2842, top5_acc: 0.5384, mean_class_accuracy: 0.2840 +2023-12-27 03:53:12,575 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 1 day, 16:37:02, time: 2.070, data_time: 1.473, memory: 16180, top1_acc: 0.3464, top5_acc: 0.6089, loss_cls: 5.2543, loss: 5.2543 +2023-12-27 03:54:12,113 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 1 day, 16:35:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3514, top5_acc: 0.6156, loss_cls: 5.2585, loss: 5.2585 +2023-12-27 03:55:12,237 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 1 day, 16:34:52, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3427, top5_acc: 0.6166, loss_cls: 5.2466, loss: 5.2466 +2023-12-27 03:56:11,957 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 1 day, 16:33:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3480, top5_acc: 0.6098, loss_cls: 5.2585, loss: 5.2585 +2023-12-27 03:57:11,548 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 1 day, 16:32:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3389, top5_acc: 0.6091, loss_cls: 5.2618, loss: 5.2618 +2023-12-27 03:58:11,437 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 1 day, 16:31:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3481, top5_acc: 0.6078, loss_cls: 5.2598, loss: 5.2598 +2023-12-27 03:59:11,188 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 1 day, 16:30:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3455, top5_acc: 0.6036, loss_cls: 5.2933, loss: 5.2933 +2023-12-27 04:00:10,790 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 1 day, 16:29:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3408, top5_acc: 0.6012, loss_cls: 5.2980, loss: 5.2980 +2023-12-27 04:01:10,826 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 1 day, 16:28:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3411, top5_acc: 0.6111, loss_cls: 5.2580, loss: 5.2580 +2023-12-27 04:02:10,843 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 1 day, 16:27:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3428, top5_acc: 0.6103, loss_cls: 5.2692, loss: 5.2692 +2023-12-27 04:03:11,478 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 1 day, 16:26:11, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3381, top5_acc: 0.6131, loss_cls: 5.2599, loss: 5.2599 +2023-12-27 04:04:11,336 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 1 day, 16:25:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3433, top5_acc: 0.6094, loss_cls: 5.2651, loss: 5.2651 +2023-12-27 04:05:10,986 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 1 day, 16:24:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3488, top5_acc: 0.6134, loss_cls: 5.2494, loss: 5.2494 +2023-12-27 04:06:12,067 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 1 day, 16:22:56, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.3511, top5_acc: 0.6103, loss_cls: 5.2483, loss: 5.2483 +2023-12-27 04:07:14,136 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 1 day, 16:21:52, time: 0.621, data_time: 0.000, memory: 16180, top1_acc: 0.3531, top5_acc: 0.6030, loss_cls: 5.2646, loss: 5.2646 +2023-12-27 04:08:14,730 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 1 day, 16:20:48, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3450, top5_acc: 0.6138, loss_cls: 5.2666, loss: 5.2666 +2023-12-27 04:09:14,284 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 1 day, 16:19:42, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3409, top5_acc: 0.5978, loss_cls: 5.2890, loss: 5.2890 +2023-12-27 04:10:14,830 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 1 day, 16:18:38, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3545, top5_acc: 0.6122, loss_cls: 5.2631, loss: 5.2631 +2023-12-27 04:11:14,303 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 1 day, 16:17:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3417, top5_acc: 0.6056, loss_cls: 5.2750, loss: 5.2750 +2023-12-27 04:12:13,961 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 1 day, 16:16:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3497, top5_acc: 0.6125, loss_cls: 5.2470, loss: 5.2470 +2023-12-27 04:13:13,577 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 1 day, 16:15:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3377, top5_acc: 0.6058, loss_cls: 5.2947, loss: 5.2947 +2023-12-27 04:14:13,338 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 1 day, 16:14:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3358, top5_acc: 0.6055, loss_cls: 5.2828, loss: 5.2828 +2023-12-27 04:15:12,941 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 1 day, 16:13:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3416, top5_acc: 0.6033, loss_cls: 5.2936, loss: 5.2936 +2023-12-27 04:16:12,704 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 1 day, 16:12:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3423, top5_acc: 0.6025, loss_cls: 5.2641, loss: 5.2641 +2023-12-27 04:17:12,327 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 1 day, 16:11:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3506, top5_acc: 0.6008, loss_cls: 5.2877, loss: 5.2877 +2023-12-27 04:18:12,537 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 1 day, 16:09:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3400, top5_acc: 0.6162, loss_cls: 5.2588, loss: 5.2588 +2023-12-27 04:19:13,061 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 1 day, 16:08:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3478, top5_acc: 0.6077, loss_cls: 5.2566, loss: 5.2566 +2023-12-27 04:20:12,409 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 1 day, 16:07:46, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3417, top5_acc: 0.6067, loss_cls: 5.2633, loss: 5.2633 +2023-12-27 04:21:11,889 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 1 day, 16:06:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3459, top5_acc: 0.6144, loss_cls: 5.2775, loss: 5.2775 +2023-12-27 04:22:11,627 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 1 day, 16:05:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3503, top5_acc: 0.6108, loss_cls: 5.2497, loss: 5.2497 +2023-12-27 04:23:11,524 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 1 day, 16:04:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3378, top5_acc: 0.5959, loss_cls: 5.3091, loss: 5.3091 +2023-12-27 04:24:11,213 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 1 day, 16:03:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3433, top5_acc: 0.5975, loss_cls: 5.2862, loss: 5.2862 +2023-12-27 04:25:10,611 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 1 day, 16:02:20, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3391, top5_acc: 0.6094, loss_cls: 5.2880, loss: 5.2880 +2023-12-27 04:26:09,867 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 1 day, 16:01:14, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3425, top5_acc: 0.6077, loss_cls: 5.2922, loss: 5.2922 +2023-12-27 04:27:09,292 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 1 day, 16:00:09, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3478, top5_acc: 0.6117, loss_cls: 5.2520, loss: 5.2520 +2023-12-27 04:28:08,702 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 1 day, 15:59:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3469, top5_acc: 0.6088, loss_cls: 5.2882, loss: 5.2882 +2023-12-27 04:29:08,895 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 1 day, 15:57:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3430, top5_acc: 0.6088, loss_cls: 5.2968, loss: 5.2968 +2023-12-27 04:29:39,184 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-27 04:31:35,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 04:31:36,980 - pyskl - INFO - +top1_acc 0.2839 +top5_acc 0.5358 +2023-12-27 04:31:36,980 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 04:31:37,021 - pyskl - INFO - +mean_acc 0.2836 +2023-12-27 04:31:37,030 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2839, top5_acc: 0.5358, mean_class_accuracy: 0.2836 +2023-12-27 04:35:01,490 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 1 day, 15:57:44, time: 2.044, data_time: 1.444, memory: 16180, top1_acc: 0.3602, top5_acc: 0.6203, loss_cls: 5.1624, loss: 5.1624 +2023-12-27 04:36:01,269 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 1 day, 15:56:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3569, top5_acc: 0.6112, loss_cls: 5.2284, loss: 5.2284 +2023-12-27 04:37:00,852 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 1 day, 15:55:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3517, top5_acc: 0.6083, loss_cls: 5.2380, loss: 5.2380 +2023-12-27 04:38:00,411 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 1 day, 15:54:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3495, top5_acc: 0.6094, loss_cls: 5.2567, loss: 5.2567 +2023-12-27 04:38:59,857 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 1 day, 15:53:22, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3461, top5_acc: 0.6114, loss_cls: 5.2603, loss: 5.2603 +2023-12-27 04:39:59,215 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 1 day, 15:52:17, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3436, top5_acc: 0.6080, loss_cls: 5.2544, loss: 5.2544 +2023-12-27 04:40:58,766 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 1 day, 15:51:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3516, top5_acc: 0.6080, loss_cls: 5.2675, loss: 5.2675 +2023-12-27 04:41:57,921 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 1 day, 15:50:06, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3539, top5_acc: 0.6114, loss_cls: 5.2421, loss: 5.2421 +2023-12-27 04:42:57,412 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 1 day, 15:49:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3495, top5_acc: 0.6088, loss_cls: 5.2437, loss: 5.2437 +2023-12-27 04:43:56,824 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 1 day, 15:47:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3534, top5_acc: 0.6114, loss_cls: 5.2401, loss: 5.2401 +2023-12-27 04:44:56,607 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 1 day, 15:46:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3411, top5_acc: 0.6080, loss_cls: 5.2665, loss: 5.2665 +2023-12-27 04:45:56,018 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 1 day, 15:45:45, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3416, top5_acc: 0.6006, loss_cls: 5.2900, loss: 5.2900 +2023-12-27 04:46:55,492 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 1 day, 15:44:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3489, top5_acc: 0.6141, loss_cls: 5.2580, loss: 5.2580 +2023-12-27 04:47:55,542 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 1 day, 15:43:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3503, top5_acc: 0.6188, loss_cls: 5.2301, loss: 5.2301 +2023-12-27 04:48:56,838 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 1 day, 15:42:30, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.3539, top5_acc: 0.6202, loss_cls: 5.1944, loss: 5.1944 +2023-12-27 04:49:57,496 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 1 day, 15:41:26, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3458, top5_acc: 0.6112, loss_cls: 5.2534, loss: 5.2534 +2023-12-27 04:50:57,086 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 1 day, 15:40:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3358, top5_acc: 0.5977, loss_cls: 5.3240, loss: 5.3240 +2023-12-27 04:51:56,915 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 1 day, 15:39:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3381, top5_acc: 0.5995, loss_cls: 5.2989, loss: 5.2989 +2023-12-27 04:52:56,291 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 1 day, 15:38:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3402, top5_acc: 0.6034, loss_cls: 5.2961, loss: 5.2961 +2023-12-27 04:53:55,908 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 1 day, 15:37:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3550, top5_acc: 0.6042, loss_cls: 5.2612, loss: 5.2612 +2023-12-27 04:54:55,310 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 1 day, 15:35:59, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3448, top5_acc: 0.6048, loss_cls: 5.2509, loss: 5.2509 +2023-12-27 04:55:54,572 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 1 day, 15:34:54, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3508, top5_acc: 0.6089, loss_cls: 5.2394, loss: 5.2394 +2023-12-27 04:56:54,194 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 1 day, 15:33:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3570, top5_acc: 0.6031, loss_cls: 5.2575, loss: 5.2575 +2023-12-27 04:57:53,943 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 1 day, 15:32:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3492, top5_acc: 0.6123, loss_cls: 5.2538, loss: 5.2538 +2023-12-27 04:58:53,384 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 1 day, 15:31:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3353, top5_acc: 0.6064, loss_cls: 5.2779, loss: 5.2779 +2023-12-27 04:59:52,765 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 1 day, 15:30:33, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3459, top5_acc: 0.6152, loss_cls: 5.2448, loss: 5.2448 +2023-12-27 05:00:52,084 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 1 day, 15:29:27, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3442, top5_acc: 0.6094, loss_cls: 5.2733, loss: 5.2733 +2023-12-27 05:01:51,827 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 1 day, 15:28:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3472, top5_acc: 0.6056, loss_cls: 5.2568, loss: 5.2568 +2023-12-27 05:02:51,549 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 1 day, 15:27:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3514, top5_acc: 0.6042, loss_cls: 5.2648, loss: 5.2648 +2023-12-27 05:03:51,156 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 1 day, 15:26:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3458, top5_acc: 0.6072, loss_cls: 5.2554, loss: 5.2554 +2023-12-27 05:04:50,771 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 1 day, 15:25:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3447, top5_acc: 0.6041, loss_cls: 5.2692, loss: 5.2692 +2023-12-27 05:05:50,055 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 1 day, 15:24:01, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3503, top5_acc: 0.6125, loss_cls: 5.2539, loss: 5.2539 +2023-12-27 05:06:49,532 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 1 day, 15:22:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3550, top5_acc: 0.6064, loss_cls: 5.2817, loss: 5.2817 +2023-12-27 05:07:48,822 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 1 day, 15:21:51, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3442, top5_acc: 0.6188, loss_cls: 5.2373, loss: 5.2373 +2023-12-27 05:08:48,185 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 1 day, 15:20:45, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3464, top5_acc: 0.6061, loss_cls: 5.2705, loss: 5.2705 +2023-12-27 05:09:47,594 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 1 day, 15:19:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3517, top5_acc: 0.6114, loss_cls: 5.2532, loss: 5.2532 +2023-12-27 05:10:48,038 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 1 day, 15:18:35, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3455, top5_acc: 0.6116, loss_cls: 5.2595, loss: 5.2595 +2023-12-27 05:11:18,547 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-27 05:13:15,487 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 05:13:16,568 - pyskl - INFO - +top1_acc 0.2600 +top5_acc 0.5101 +2023-12-27 05:13:16,568 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 05:13:16,608 - pyskl - INFO - +mean_acc 0.2600 +2023-12-27 05:13:16,618 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.2600, top5_acc: 0.5101, mean_class_accuracy: 0.2600 +2023-12-27 05:16:43,279 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 1 day, 15:18:20, time: 2.067, data_time: 1.467, memory: 16180, top1_acc: 0.3542, top5_acc: 0.6247, loss_cls: 5.1910, loss: 5.1910 +2023-12-27 05:17:42,885 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 1 day, 15:17:15, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3575, top5_acc: 0.6214, loss_cls: 5.2068, loss: 5.2068 +2023-12-27 05:18:42,270 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 1 day, 15:16:09, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3445, top5_acc: 0.6220, loss_cls: 5.2091, loss: 5.2091 +2023-12-27 05:19:41,816 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 1 day, 15:15:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3439, top5_acc: 0.6070, loss_cls: 5.2700, loss: 5.2700 +2023-12-27 05:20:41,502 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 1 day, 15:13:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3594, top5_acc: 0.6223, loss_cls: 5.2079, loss: 5.2079 +2023-12-27 05:21:41,063 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 1 day, 15:12:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3472, top5_acc: 0.6141, loss_cls: 5.2246, loss: 5.2246 +2023-12-27 05:22:40,452 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 1 day, 15:11:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3498, top5_acc: 0.6141, loss_cls: 5.2475, loss: 5.2475 +2023-12-27 05:23:39,653 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 1 day, 15:10:43, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3439, top5_acc: 0.6066, loss_cls: 5.2625, loss: 5.2625 +2023-12-27 05:24:39,071 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 1 day, 15:09:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3500, top5_acc: 0.6205, loss_cls: 5.2267, loss: 5.2267 +2023-12-27 05:25:38,760 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 1 day, 15:08:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3486, top5_acc: 0.6100, loss_cls: 5.2480, loss: 5.2480 +2023-12-27 05:26:38,855 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 1 day, 15:07:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3566, top5_acc: 0.6130, loss_cls: 5.2134, loss: 5.2134 +2023-12-27 05:27:39,489 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 1 day, 15:06:23, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3497, top5_acc: 0.6173, loss_cls: 5.2398, loss: 5.2398 +2023-12-27 05:28:39,221 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 1 day, 15:05:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3503, top5_acc: 0.6128, loss_cls: 5.2462, loss: 5.2462 +2023-12-27 05:29:38,912 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 1 day, 15:04:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3444, top5_acc: 0.6111, loss_cls: 5.2682, loss: 5.2682 +2023-12-27 05:30:39,484 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 1 day, 15:03:08, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3547, top5_acc: 0.6119, loss_cls: 5.2214, loss: 5.2214 +2023-12-27 05:31:40,725 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 1 day, 15:02:04, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.3534, top5_acc: 0.6180, loss_cls: 5.2166, loss: 5.2166 +2023-12-27 05:32:40,437 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 1 day, 15:00:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3372, top5_acc: 0.6058, loss_cls: 5.2854, loss: 5.2854 +2023-12-27 05:33:39,630 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 1 day, 14:59:53, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3581, top5_acc: 0.6141, loss_cls: 5.2134, loss: 5.2134 +2023-12-27 05:34:39,541 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 1 day, 14:58:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3466, top5_acc: 0.6245, loss_cls: 5.2106, loss: 5.2106 +2023-12-27 05:35:38,967 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 1 day, 14:57:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3441, top5_acc: 0.6019, loss_cls: 5.2728, loss: 5.2728 +2023-12-27 05:36:38,739 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 1 day, 14:56:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3578, top5_acc: 0.6127, loss_cls: 5.2132, loss: 5.2132 +2023-12-27 05:37:38,442 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 1 day, 14:55:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3528, top5_acc: 0.6114, loss_cls: 5.2403, loss: 5.2403 +2023-12-27 05:38:38,289 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 1 day, 14:54:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3514, top5_acc: 0.6155, loss_cls: 5.2321, loss: 5.2321 +2023-12-27 05:39:37,916 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 1 day, 14:53:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3481, top5_acc: 0.6188, loss_cls: 5.2054, loss: 5.2054 +2023-12-27 05:40:37,731 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 1 day, 14:52:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3445, top5_acc: 0.6127, loss_cls: 5.2642, loss: 5.2642 +2023-12-27 05:41:37,203 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 1 day, 14:51:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3434, top5_acc: 0.6156, loss_cls: 5.2637, loss: 5.2637 +2023-12-27 05:42:36,546 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 1 day, 14:50:07, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3566, top5_acc: 0.6167, loss_cls: 5.2431, loss: 5.2431 +2023-12-27 05:43:36,217 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 1 day, 14:49:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3497, top5_acc: 0.6070, loss_cls: 5.2718, loss: 5.2718 +2023-12-27 05:44:35,861 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 1 day, 14:47:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3520, top5_acc: 0.6131, loss_cls: 5.2613, loss: 5.2613 +2023-12-27 05:45:35,544 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 1 day, 14:46:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3383, top5_acc: 0.5997, loss_cls: 5.3166, loss: 5.3166 +2023-12-27 05:46:34,938 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 1 day, 14:45:47, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3445, top5_acc: 0.6066, loss_cls: 5.2409, loss: 5.2409 +2023-12-27 05:47:34,410 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 1 day, 14:44:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3442, top5_acc: 0.6073, loss_cls: 5.2802, loss: 5.2802 +2023-12-27 05:48:34,021 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 1 day, 14:43:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3461, top5_acc: 0.6155, loss_cls: 5.2238, loss: 5.2238 +2023-12-27 05:49:33,458 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 1 day, 14:42:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3416, top5_acc: 0.6064, loss_cls: 5.2743, loss: 5.2743 +2023-12-27 05:50:32,802 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 1 day, 14:41:26, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3581, top5_acc: 0.6116, loss_cls: 5.2547, loss: 5.2547 +2023-12-27 05:51:33,020 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 1 day, 14:40:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3394, top5_acc: 0.6061, loss_cls: 5.2834, loss: 5.2834 +2023-12-27 05:52:33,723 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 1 day, 14:39:17, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.3614, top5_acc: 0.6102, loss_cls: 5.2252, loss: 5.2252 +2023-12-27 05:53:03,933 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-27 05:55:01,368 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 05:55:02,438 - pyskl - INFO - +top1_acc 0.2903 +top5_acc 0.5496 +2023-12-27 05:55:02,439 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 05:55:02,476 - pyskl - INFO - +mean_acc 0.2901 +2023-12-27 05:55:02,483 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_86.pth was removed +2023-12-27 05:55:02,811 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2023-12-27 05:55:02,811 - pyskl - INFO - Best top1_acc is 0.2903 at 91 epoch. +2023-12-27 05:55:02,820 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2903, top5_acc: 0.5496, mean_class_accuracy: 0.2901 +2023-12-27 05:58:31,967 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 1 day, 14:39:01, time: 2.091, data_time: 1.486, memory: 16180, top1_acc: 0.3638, top5_acc: 0.6247, loss_cls: 5.1622, loss: 5.1622 +2023-12-27 05:59:31,944 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 1 day, 14:37:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3620, top5_acc: 0.6250, loss_cls: 5.1924, loss: 5.1924 +2023-12-27 06:00:31,281 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 1 day, 14:36:50, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3695, top5_acc: 0.6273, loss_cls: 5.1633, loss: 5.1633 +2023-12-27 06:01:30,705 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 1 day, 14:35:45, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3578, top5_acc: 0.6162, loss_cls: 5.2023, loss: 5.2023 +2023-12-27 06:02:30,398 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 1 day, 14:34:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3528, top5_acc: 0.6127, loss_cls: 5.2146, loss: 5.2146 +2023-12-27 06:03:29,578 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 1 day, 14:33:35, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3472, top5_acc: 0.6159, loss_cls: 5.2279, loss: 5.2279 +2023-12-27 06:04:29,161 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 1 day, 14:32:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3561, top5_acc: 0.6098, loss_cls: 5.2383, loss: 5.2383 +2023-12-27 06:05:28,490 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 1 day, 14:31:24, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3573, top5_acc: 0.6253, loss_cls: 5.1924, loss: 5.1924 +2023-12-27 06:06:27,964 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 1 day, 14:30:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3555, top5_acc: 0.6177, loss_cls: 5.2145, loss: 5.2145 +2023-12-27 06:07:27,667 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 1 day, 14:29:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3628, top5_acc: 0.6223, loss_cls: 5.1816, loss: 5.1816 +2023-12-27 06:08:27,077 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 1 day, 14:28:08, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3536, top5_acc: 0.6147, loss_cls: 5.2414, loss: 5.2414 +2023-12-27 06:09:26,703 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 1 day, 14:27:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3513, top5_acc: 0.6155, loss_cls: 5.2239, loss: 5.2239 +2023-12-27 06:10:26,332 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 1 day, 14:25:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3412, top5_acc: 0.6053, loss_cls: 5.2805, loss: 5.2805 +2023-12-27 06:11:26,028 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 1 day, 14:24:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3620, top5_acc: 0.6206, loss_cls: 5.2140, loss: 5.2140 +2023-12-27 06:12:26,434 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 1 day, 14:23:49, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3520, top5_acc: 0.6148, loss_cls: 5.2447, loss: 5.2447 +2023-12-27 06:13:28,468 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 1 day, 14:22:45, time: 0.620, data_time: 0.000, memory: 16180, top1_acc: 0.3534, top5_acc: 0.6153, loss_cls: 5.2152, loss: 5.2152 +2023-12-27 06:14:28,251 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 1 day, 14:21:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3425, top5_acc: 0.6134, loss_cls: 5.2483, loss: 5.2483 +2023-12-27 06:15:28,319 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 1 day, 14:20:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3489, top5_acc: 0.6081, loss_cls: 5.2468, loss: 5.2468 +2023-12-27 06:16:28,523 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 1 day, 14:19:30, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3461, top5_acc: 0.6111, loss_cls: 5.2573, loss: 5.2573 +2023-12-27 06:17:27,950 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 1 day, 14:18:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3481, top5_acc: 0.6111, loss_cls: 5.2574, loss: 5.2574 +2023-12-27 06:18:27,975 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 1 day, 14:17:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3458, top5_acc: 0.6144, loss_cls: 5.2338, loss: 5.2338 +2023-12-27 06:19:27,503 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 1 day, 14:16:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3545, top5_acc: 0.6231, loss_cls: 5.2051, loss: 5.2051 +2023-12-27 06:20:27,009 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 1 day, 14:15:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3483, top5_acc: 0.6075, loss_cls: 5.2810, loss: 5.2810 +2023-12-27 06:21:26,290 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 1 day, 14:14:05, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3559, top5_acc: 0.6208, loss_cls: 5.1923, loss: 5.1923 +2023-12-27 06:22:25,851 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 1 day, 14:13:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3553, top5_acc: 0.6158, loss_cls: 5.1994, loss: 5.1994 +2023-12-27 06:23:26,223 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 1 day, 14:11:55, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3366, top5_acc: 0.6053, loss_cls: 5.2661, loss: 5.2661 +2023-12-27 06:24:26,635 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 1 day, 14:10:50, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3419, top5_acc: 0.6089, loss_cls: 5.2605, loss: 5.2605 +2023-12-27 06:25:26,890 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 1 day, 14:09:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3484, top5_acc: 0.6172, loss_cls: 5.2313, loss: 5.2313 +2023-12-27 06:26:26,719 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 1 day, 14:08:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3497, top5_acc: 0.6122, loss_cls: 5.2571, loss: 5.2571 +2023-12-27 06:27:26,085 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 1 day, 14:07:36, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3545, top5_acc: 0.6206, loss_cls: 5.2146, loss: 5.2146 +2023-12-27 06:28:25,643 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 1 day, 14:06:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3423, top5_acc: 0.6022, loss_cls: 5.2777, loss: 5.2777 +2023-12-27 06:29:25,302 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 1 day, 14:05:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3472, top5_acc: 0.6183, loss_cls: 5.2332, loss: 5.2332 +2023-12-27 06:30:24,880 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 1 day, 14:04:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3478, top5_acc: 0.6081, loss_cls: 5.2900, loss: 5.2900 +2023-12-27 06:31:24,259 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 1 day, 14:03:15, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3630, top5_acc: 0.6253, loss_cls: 5.1914, loss: 5.1914 +2023-12-27 06:32:23,413 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 1 day, 14:02:10, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3506, top5_acc: 0.6116, loss_cls: 5.2488, loss: 5.2488 +2023-12-27 06:33:22,725 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 1 day, 14:01:04, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3617, top5_acc: 0.6148, loss_cls: 5.2180, loss: 5.2180 +2023-12-27 06:34:22,361 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 1 day, 13:59:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3422, top5_acc: 0.6067, loss_cls: 5.2713, loss: 5.2713 +2023-12-27 06:34:52,108 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-27 06:36:50,662 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 06:36:51,633 - pyskl - INFO - +top1_acc 0.2657 +top5_acc 0.5176 +2023-12-27 06:36:51,633 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 06:36:51,667 - pyskl - INFO - +mean_acc 0.2656 +2023-12-27 06:36:51,676 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.2657, top5_acc: 0.5176, mean_class_accuracy: 0.2656 +2023-12-27 06:40:19,089 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 1 day, 13:59:40, time: 2.074, data_time: 1.470, memory: 16180, top1_acc: 0.3538, top5_acc: 0.6186, loss_cls: 5.2066, loss: 5.2066 +2023-12-27 06:41:19,236 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 1 day, 13:58:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3559, top5_acc: 0.6222, loss_cls: 5.1763, loss: 5.1763 +2023-12-27 06:42:18,875 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 1 day, 13:57:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3781, top5_acc: 0.6347, loss_cls: 5.1068, loss: 5.1068 +2023-12-27 06:43:18,462 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 1 day, 13:56:25, time: 0.596, data_time: 0.001, memory: 16180, top1_acc: 0.3539, top5_acc: 0.6223, loss_cls: 5.1871, loss: 5.1871 +2023-12-27 06:44:18,310 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 1 day, 13:55:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3564, top5_acc: 0.6152, loss_cls: 5.2134, loss: 5.2134 +2023-12-27 06:45:17,669 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 1 day, 13:54:15, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3520, top5_acc: 0.6169, loss_cls: 5.2065, loss: 5.2065 +2023-12-27 06:46:17,374 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 1 day, 13:53:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3617, top5_acc: 0.6161, loss_cls: 5.1948, loss: 5.1948 +2023-12-27 06:47:17,046 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 1 day, 13:52:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3463, top5_acc: 0.6225, loss_cls: 5.2056, loss: 5.2056 +2023-12-27 06:48:16,541 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 1 day, 13:51:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3513, top5_acc: 0.6100, loss_cls: 5.2573, loss: 5.2573 +2023-12-27 06:49:16,124 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 1 day, 13:49:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3558, top5_acc: 0.6164, loss_cls: 5.2019, loss: 5.2019 +2023-12-27 06:50:15,534 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 1 day, 13:48:50, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3638, top5_acc: 0.6250, loss_cls: 5.1731, loss: 5.1731 +2023-12-27 06:51:14,849 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 1 day, 13:47:44, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3597, top5_acc: 0.6114, loss_cls: 5.2196, loss: 5.2196 +2023-12-27 06:52:14,275 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 1 day, 13:46:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3547, top5_acc: 0.6305, loss_cls: 5.1832, loss: 5.1832 +2023-12-27 06:53:14,033 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 1 day, 13:45:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3486, top5_acc: 0.6089, loss_cls: 5.2276, loss: 5.2276 +2023-12-27 06:54:14,023 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 1 day, 13:44:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3511, top5_acc: 0.6159, loss_cls: 5.2235, loss: 5.2235 +2023-12-27 06:55:15,090 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 1 day, 13:43:25, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.3505, top5_acc: 0.6184, loss_cls: 5.2247, loss: 5.2247 +2023-12-27 06:56:15,510 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 1 day, 13:42:21, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3525, top5_acc: 0.6136, loss_cls: 5.2534, loss: 5.2534 +2023-12-27 06:57:15,472 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 1 day, 13:41:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3495, top5_acc: 0.6219, loss_cls: 5.2142, loss: 5.2142 +2023-12-27 06:58:15,164 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 1 day, 13:40:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3369, top5_acc: 0.6131, loss_cls: 5.2472, loss: 5.2472 +2023-12-27 06:59:14,619 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 1 day, 13:39:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3555, top5_acc: 0.6173, loss_cls: 5.2087, loss: 5.2087 +2023-12-27 07:00:14,076 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 1 day, 13:38:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3556, top5_acc: 0.6097, loss_cls: 5.2545, loss: 5.2545 +2023-12-27 07:01:13,665 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 1 day, 13:36:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3473, top5_acc: 0.6116, loss_cls: 5.2437, loss: 5.2437 +2023-12-27 07:02:13,204 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 1 day, 13:35:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3538, top5_acc: 0.6227, loss_cls: 5.2099, loss: 5.2099 +2023-12-27 07:03:12,533 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 1 day, 13:34:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3461, top5_acc: 0.6050, loss_cls: 5.2484, loss: 5.2484 +2023-12-27 07:04:11,932 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 1 day, 13:33:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3492, top5_acc: 0.6202, loss_cls: 5.2176, loss: 5.2176 +2023-12-27 07:05:11,492 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 1 day, 13:32:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3598, top5_acc: 0.6303, loss_cls: 5.1632, loss: 5.1632 +2023-12-27 07:06:11,045 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 1 day, 13:31:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3466, top5_acc: 0.6141, loss_cls: 5.2373, loss: 5.2373 +2023-12-27 07:07:10,590 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 1 day, 13:30:25, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3636, top5_acc: 0.6286, loss_cls: 5.1645, loss: 5.1645 +2023-12-27 07:08:10,601 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 1 day, 13:29:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3539, top5_acc: 0.6184, loss_cls: 5.2554, loss: 5.2554 +2023-12-27 07:09:10,272 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 1 day, 13:28:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3544, top5_acc: 0.6250, loss_cls: 5.1983, loss: 5.1983 +2023-12-27 07:10:09,977 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 1 day, 13:27:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3456, top5_acc: 0.6202, loss_cls: 5.2238, loss: 5.2238 +2023-12-27 07:11:09,642 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 1 day, 13:26:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3647, top5_acc: 0.6175, loss_cls: 5.1890, loss: 5.1890 +2023-12-27 07:12:09,232 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 1 day, 13:25:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3517, top5_acc: 0.6155, loss_cls: 5.2661, loss: 5.2661 +2023-12-27 07:13:09,523 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 1 day, 13:23:55, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3481, top5_acc: 0.6098, loss_cls: 5.2284, loss: 5.2284 +2023-12-27 07:14:09,089 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 1 day, 13:22:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3488, top5_acc: 0.6155, loss_cls: 5.2518, loss: 5.2518 +2023-12-27 07:15:08,851 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 1 day, 13:21:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3553, top5_acc: 0.6184, loss_cls: 5.2329, loss: 5.2329 +2023-12-27 07:16:09,234 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 1 day, 13:20:41, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3445, top5_acc: 0.6039, loss_cls: 5.2744, loss: 5.2744 +2023-12-27 07:16:39,749 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-27 07:18:35,820 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 07:18:36,841 - pyskl - INFO - +top1_acc 0.2849 +top5_acc 0.5393 +2023-12-27 07:18:36,841 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 07:18:36,874 - pyskl - INFO - +mean_acc 0.2845 +2023-12-27 07:18:36,884 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.2849, top5_acc: 0.5393, mean_class_accuracy: 0.2845 +2023-12-27 07:22:03,313 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 1 day, 13:20:19, time: 2.064, data_time: 1.463, memory: 16180, top1_acc: 0.3541, top5_acc: 0.6188, loss_cls: 5.1985, loss: 5.1985 +2023-12-27 07:23:02,870 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 1 day, 13:19:14, time: 0.596, data_time: 0.001, memory: 16180, top1_acc: 0.3752, top5_acc: 0.6328, loss_cls: 5.1341, loss: 5.1341 +2023-12-27 07:24:02,445 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 1 day, 13:18:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3652, top5_acc: 0.6216, loss_cls: 5.1799, loss: 5.1799 +2023-12-27 07:25:02,363 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 1 day, 13:17:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3609, top5_acc: 0.6212, loss_cls: 5.1705, loss: 5.1705 +2023-12-27 07:26:02,086 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 1 day, 13:15:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3520, top5_acc: 0.6184, loss_cls: 5.2058, loss: 5.2058 +2023-12-27 07:27:01,313 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 1 day, 13:14:54, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3702, top5_acc: 0.6328, loss_cls: 5.1484, loss: 5.1484 +2023-12-27 07:28:00,576 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 1 day, 13:13:49, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3669, top5_acc: 0.6219, loss_cls: 5.1861, loss: 5.1861 +2023-12-27 07:28:59,721 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 1 day, 13:12:43, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3645, top5_acc: 0.6209, loss_cls: 5.1783, loss: 5.1783 +2023-12-27 07:29:58,960 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 1 day, 13:11:38, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3620, top5_acc: 0.6314, loss_cls: 5.1812, loss: 5.1812 +2023-12-27 07:30:58,536 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 1 day, 13:10:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3670, top5_acc: 0.6275, loss_cls: 5.1816, loss: 5.1816 +2023-12-27 07:31:58,049 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 1 day, 13:09:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3486, top5_acc: 0.6109, loss_cls: 5.2532, loss: 5.2532 +2023-12-27 07:32:57,510 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 1 day, 13:08:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3566, top5_acc: 0.6186, loss_cls: 5.2294, loss: 5.2294 +2023-12-27 07:33:56,749 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 1 day, 13:07:18, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3566, top5_acc: 0.6270, loss_cls: 5.2151, loss: 5.2151 +2023-12-27 07:34:56,214 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 1 day, 13:06:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3616, top5_acc: 0.6170, loss_cls: 5.2096, loss: 5.2096 +2023-12-27 07:35:56,022 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 1 day, 13:05:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3525, top5_acc: 0.6161, loss_cls: 5.2329, loss: 5.2329 +2023-12-27 07:36:57,040 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 1 day, 13:04:03, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3634, top5_acc: 0.6222, loss_cls: 5.1783, loss: 5.1783 +2023-12-27 07:37:58,987 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 1 day, 13:03:00, time: 0.619, data_time: 0.000, memory: 16180, top1_acc: 0.3530, top5_acc: 0.6078, loss_cls: 5.2351, loss: 5.2351 +2023-12-27 07:38:58,743 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 1 day, 13:01:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3503, top5_acc: 0.6080, loss_cls: 5.2536, loss: 5.2536 +2023-12-27 07:39:58,470 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 1 day, 13:00:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3638, top5_acc: 0.6225, loss_cls: 5.1865, loss: 5.1865 +2023-12-27 07:40:58,223 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 1 day, 12:59:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3522, top5_acc: 0.6117, loss_cls: 5.2287, loss: 5.2287 +2023-12-27 07:41:58,121 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 1 day, 12:58:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3536, top5_acc: 0.6111, loss_cls: 5.2257, loss: 5.2257 +2023-12-27 07:42:57,953 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 1 day, 12:57:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3511, top5_acc: 0.6255, loss_cls: 5.2175, loss: 5.2175 +2023-12-27 07:43:58,119 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 1 day, 12:56:31, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3567, top5_acc: 0.6170, loss_cls: 5.2095, loss: 5.2095 +2023-12-27 07:44:58,451 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 1 day, 12:55:26, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3623, top5_acc: 0.6241, loss_cls: 5.1784, loss: 5.1784 +2023-12-27 07:45:58,047 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 1 day, 12:54:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3570, top5_acc: 0.6223, loss_cls: 5.1993, loss: 5.1993 +2023-12-27 07:46:58,051 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 1 day, 12:53:17, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3653, top5_acc: 0.6253, loss_cls: 5.1616, loss: 5.1616 +2023-12-27 07:47:58,567 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 1 day, 12:52:12, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3589, top5_acc: 0.6222, loss_cls: 5.1851, loss: 5.1851 +2023-12-27 07:48:58,967 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 1 day, 12:51:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3511, top5_acc: 0.6089, loss_cls: 5.2508, loss: 5.2508 +2023-12-27 07:49:58,902 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 1 day, 12:50:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3553, top5_acc: 0.6181, loss_cls: 5.2017, loss: 5.2017 +2023-12-27 07:50:58,435 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 1 day, 12:48:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3602, top5_acc: 0.6211, loss_cls: 5.2031, loss: 5.2031 +2023-12-27 07:51:57,757 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 1 day, 12:47:53, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3334, top5_acc: 0.6047, loss_cls: 5.3043, loss: 5.3043 +2023-12-27 07:52:57,646 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 1 day, 12:46:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3681, top5_acc: 0.6316, loss_cls: 5.1598, loss: 5.1598 +2023-12-27 07:53:57,443 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 1 day, 12:45:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3630, top5_acc: 0.6266, loss_cls: 5.1732, loss: 5.1732 +2023-12-27 07:54:57,144 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 1 day, 12:44:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3614, top5_acc: 0.6306, loss_cls: 5.1900, loss: 5.1900 +2023-12-27 07:55:56,732 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 1 day, 12:43:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3581, top5_acc: 0.6208, loss_cls: 5.2034, loss: 5.2034 +2023-12-27 07:56:56,288 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 1 day, 12:42:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3617, top5_acc: 0.6259, loss_cls: 5.1870, loss: 5.1870 +2023-12-27 07:57:56,900 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 1 day, 12:41:24, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3545, top5_acc: 0.6109, loss_cls: 5.2294, loss: 5.2294 +2023-12-27 07:58:27,594 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-27 08:00:24,693 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:00:25,614 - pyskl - INFO - +top1_acc 0.2800 +top5_acc 0.5384 +2023-12-27 08:00:25,614 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 08:00:25,656 - pyskl - INFO - +mean_acc 0.2800 +2023-12-27 08:00:25,665 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2800, top5_acc: 0.5384, mean_class_accuracy: 0.2800 +2023-12-27 08:03:51,512 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 1 day, 12:41:00, time: 2.058, data_time: 1.456, memory: 16180, top1_acc: 0.3633, top5_acc: 0.6280, loss_cls: 5.1549, loss: 5.1549 +2023-12-27 08:04:51,677 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 1 day, 12:39:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3633, top5_acc: 0.6306, loss_cls: 5.1469, loss: 5.1469 +2023-12-27 08:05:51,370 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 1 day, 12:38:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3727, top5_acc: 0.6308, loss_cls: 5.1260, loss: 5.1260 +2023-12-27 08:06:50,930 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 1 day, 12:37:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3577, top5_acc: 0.6273, loss_cls: 5.1861, loss: 5.1861 +2023-12-27 08:07:50,825 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 1 day, 12:36:40, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3584, top5_acc: 0.6277, loss_cls: 5.1729, loss: 5.1729 +2023-12-27 08:08:50,365 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 1 day, 12:35:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3759, top5_acc: 0.6306, loss_cls: 5.1484, loss: 5.1484 +2023-12-27 08:09:50,444 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 1 day, 12:34:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3555, top5_acc: 0.6272, loss_cls: 5.1803, loss: 5.1803 +2023-12-27 08:10:50,210 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 1 day, 12:33:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3664, top5_acc: 0.6350, loss_cls: 5.1520, loss: 5.1520 +2023-12-27 08:11:49,943 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 1 day, 12:32:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3745, top5_acc: 0.6358, loss_cls: 5.1304, loss: 5.1304 +2023-12-27 08:12:49,584 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 1 day, 12:31:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3634, top5_acc: 0.6281, loss_cls: 5.1710, loss: 5.1710 +2023-12-27 08:13:49,206 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 1 day, 12:30:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3516, top5_acc: 0.6164, loss_cls: 5.2112, loss: 5.2112 +2023-12-27 08:14:48,604 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 1 day, 12:29:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3563, top5_acc: 0.6173, loss_cls: 5.2052, loss: 5.2052 +2023-12-27 08:15:48,115 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 1 day, 12:28:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3525, top5_acc: 0.6145, loss_cls: 5.2122, loss: 5.2122 +2023-12-27 08:16:47,562 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 1 day, 12:26:56, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3759, top5_acc: 0.6408, loss_cls: 5.1151, loss: 5.1151 +2023-12-27 08:17:47,209 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 1 day, 12:25:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3650, top5_acc: 0.6230, loss_cls: 5.1744, loss: 5.1744 +2023-12-27 08:18:47,582 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 1 day, 12:24:46, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3606, top5_acc: 0.6219, loss_cls: 5.1765, loss: 5.1765 +2023-12-27 08:19:48,200 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 1 day, 12:23:42, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3636, top5_acc: 0.6252, loss_cls: 5.1873, loss: 5.1873 +2023-12-27 08:20:47,684 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 1 day, 12:22:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3561, top5_acc: 0.6209, loss_cls: 5.2065, loss: 5.2065 +2023-12-27 08:21:47,920 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 1 day, 12:21:32, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3461, top5_acc: 0.6130, loss_cls: 5.2269, loss: 5.2269 +2023-12-27 08:22:48,265 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 1 day, 12:20:28, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3566, top5_acc: 0.6220, loss_cls: 5.1902, loss: 5.1902 +2023-12-27 08:23:47,930 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 1 day, 12:19:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3478, top5_acc: 0.6134, loss_cls: 5.2329, loss: 5.2329 +2023-12-27 08:24:47,128 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 1 day, 12:18:18, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3603, top5_acc: 0.6131, loss_cls: 5.2150, loss: 5.2150 +2023-12-27 08:25:46,513 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 1 day, 12:17:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3545, top5_acc: 0.6100, loss_cls: 5.2373, loss: 5.2373 +2023-12-27 08:26:46,065 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 1 day, 12:16:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3570, top5_acc: 0.6259, loss_cls: 5.1767, loss: 5.1767 +2023-12-27 08:27:45,444 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 1 day, 12:15:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3625, top5_acc: 0.6355, loss_cls: 5.1323, loss: 5.1323 +2023-12-27 08:28:44,944 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 1 day, 12:13:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3538, top5_acc: 0.6197, loss_cls: 5.2112, loss: 5.2112 +2023-12-27 08:29:44,373 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 1 day, 12:12:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3553, top5_acc: 0.6103, loss_cls: 5.2384, loss: 5.2384 +2023-12-27 08:30:44,315 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 1 day, 12:11:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3706, top5_acc: 0.6300, loss_cls: 5.1591, loss: 5.1591 +2023-12-27 08:31:44,017 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 1 day, 12:10:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3575, top5_acc: 0.6277, loss_cls: 5.1732, loss: 5.1732 +2023-12-27 08:32:43,686 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 1 day, 12:09:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3495, top5_acc: 0.6092, loss_cls: 5.2339, loss: 5.2339 +2023-12-27 08:33:43,893 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 1 day, 12:08:34, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3591, top5_acc: 0.6117, loss_cls: 5.2104, loss: 5.2104 +2023-12-27 08:34:44,280 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 1 day, 12:07:29, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3575, top5_acc: 0.6150, loss_cls: 5.2190, loss: 5.2190 +2023-12-27 08:35:43,936 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 1 day, 12:06:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3542, top5_acc: 0.6197, loss_cls: 5.1795, loss: 5.1795 +2023-12-27 08:36:43,815 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 1 day, 12:05:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3592, top5_acc: 0.6295, loss_cls: 5.1593, loss: 5.1593 +2023-12-27 08:37:43,726 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 1 day, 12:04:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3673, top5_acc: 0.6288, loss_cls: 5.1751, loss: 5.1751 +2023-12-27 08:38:44,232 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 1 day, 12:03:11, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3508, top5_acc: 0.6142, loss_cls: 5.2328, loss: 5.2328 +2023-12-27 08:39:44,697 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 1 day, 12:02:06, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3636, top5_acc: 0.6216, loss_cls: 5.1782, loss: 5.1782 +2023-12-27 08:40:14,854 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-27 08:42:12,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 08:42:14,011 - pyskl - INFO - +top1_acc 0.2830 +top5_acc 0.5338 +2023-12-27 08:42:14,011 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 08:42:14,053 - pyskl - INFO - +mean_acc 0.2829 +2023-12-27 08:42:14,065 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.2830, top5_acc: 0.5338, mean_class_accuracy: 0.2829 +2023-12-27 08:45:37,086 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 1 day, 12:01:39, time: 2.030, data_time: 1.427, memory: 16180, top1_acc: 0.3663, top5_acc: 0.6256, loss_cls: 5.1303, loss: 5.1303 +2023-12-27 08:46:36,632 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 1 day, 12:00:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3669, top5_acc: 0.6327, loss_cls: 5.1560, loss: 5.1560 +2023-12-27 08:47:36,117 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 1 day, 11:59:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3719, top5_acc: 0.6327, loss_cls: 5.1282, loss: 5.1282 +2023-12-27 08:48:36,131 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 1 day, 11:58:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3598, top5_acc: 0.6344, loss_cls: 5.1569, loss: 5.1569 +2023-12-27 08:49:35,765 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 1 day, 11:57:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3623, top5_acc: 0.6236, loss_cls: 5.1685, loss: 5.1685 +2023-12-27 08:50:35,207 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 1 day, 11:56:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3695, top5_acc: 0.6319, loss_cls: 5.1229, loss: 5.1229 +2023-12-27 08:51:34,693 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 1 day, 11:55:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3650, top5_acc: 0.6289, loss_cls: 5.1709, loss: 5.1709 +2023-12-27 08:52:34,417 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 1 day, 11:54:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3638, top5_acc: 0.6230, loss_cls: 5.1807, loss: 5.1807 +2023-12-27 08:53:34,256 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 1 day, 11:52:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3598, top5_acc: 0.6184, loss_cls: 5.1971, loss: 5.1971 +2023-12-27 08:54:34,362 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 1 day, 11:51:55, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3731, top5_acc: 0.6331, loss_cls: 5.1461, loss: 5.1461 +2023-12-27 08:55:33,948 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 1 day, 11:50:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3558, top5_acc: 0.6194, loss_cls: 5.1944, loss: 5.1944 +2023-12-27 08:56:33,598 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 1 day, 11:49:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3558, top5_acc: 0.6259, loss_cls: 5.1983, loss: 5.1983 +2023-12-27 08:57:33,175 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 1 day, 11:48:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3678, top5_acc: 0.6275, loss_cls: 5.1733, loss: 5.1733 +2023-12-27 08:58:33,027 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 1 day, 11:47:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3605, top5_acc: 0.6317, loss_cls: 5.1459, loss: 5.1459 +2023-12-27 08:59:32,744 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 1 day, 11:46:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3542, top5_acc: 0.6191, loss_cls: 5.1971, loss: 5.1971 +2023-12-27 09:00:33,683 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 11:45:26, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3616, top5_acc: 0.6278, loss_cls: 5.1590, loss: 5.1590 +2023-12-27 09:01:35,311 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 11:44:23, time: 0.616, data_time: 0.000, memory: 16180, top1_acc: 0.3611, top5_acc: 0.6195, loss_cls: 5.1757, loss: 5.1757 +2023-12-27 09:02:35,223 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 11:43:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3498, top5_acc: 0.6222, loss_cls: 5.2117, loss: 5.2117 +2023-12-27 09:03:34,965 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 11:42:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3603, top5_acc: 0.6255, loss_cls: 5.1603, loss: 5.1603 +2023-12-27 09:04:35,123 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 11:41:09, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3627, top5_acc: 0.6194, loss_cls: 5.1956, loss: 5.1956 +2023-12-27 09:05:34,614 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 11:40:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3586, top5_acc: 0.6303, loss_cls: 5.1680, loss: 5.1680 +2023-12-27 09:06:34,529 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 11:38:59, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3608, top5_acc: 0.6222, loss_cls: 5.1981, loss: 5.1981 +2023-12-27 09:07:35,070 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 11:37:55, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3684, top5_acc: 0.6334, loss_cls: 5.1637, loss: 5.1637 +2023-12-27 09:08:35,662 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 11:36:50, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3689, top5_acc: 0.6289, loss_cls: 5.1528, loss: 5.1528 +2023-12-27 09:09:36,262 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 11:35:46, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3670, top5_acc: 0.6347, loss_cls: 5.1262, loss: 5.1262 +2023-12-27 09:10:36,416 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 11:34:41, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3525, top5_acc: 0.6191, loss_cls: 5.2196, loss: 5.2196 +2023-12-27 09:11:36,122 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 11:33:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3561, top5_acc: 0.6238, loss_cls: 5.1828, loss: 5.1828 +2023-12-27 09:12:35,669 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 11:32:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3564, top5_acc: 0.6284, loss_cls: 5.1995, loss: 5.1995 +2023-12-27 09:13:35,373 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 11:31:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3664, top5_acc: 0.6283, loss_cls: 5.1653, loss: 5.1653 +2023-12-27 09:14:34,816 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 11:30:22, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3628, top5_acc: 0.6308, loss_cls: 5.1708, loss: 5.1708 +2023-12-27 09:15:34,465 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 11:29:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3539, top5_acc: 0.6231, loss_cls: 5.1958, loss: 5.1958 +2023-12-27 09:16:34,180 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 11:28:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3523, top5_acc: 0.6167, loss_cls: 5.1930, loss: 5.1930 +2023-12-27 09:17:33,630 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 11:27:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3577, top5_acc: 0.6220, loss_cls: 5.1974, loss: 5.1974 +2023-12-27 09:18:33,356 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 11:26:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3577, top5_acc: 0.6192, loss_cls: 5.2081, loss: 5.2081 +2023-12-27 09:19:33,159 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 11:24:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3614, top5_acc: 0.6178, loss_cls: 5.2121, loss: 5.2121 +2023-12-27 09:20:32,693 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 11:23:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3492, top5_acc: 0.6181, loss_cls: 5.2190, loss: 5.2190 +2023-12-27 09:21:32,648 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 11:22:48, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3713, top5_acc: 0.6406, loss_cls: 5.1332, loss: 5.1332 +2023-12-27 09:22:02,795 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-27 09:24:03,455 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 09:24:04,494 - pyskl - INFO - +top1_acc 0.2822 +top5_acc 0.5386 +2023-12-27 09:24:04,494 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 09:24:04,549 - pyskl - INFO - +mean_acc 0.2821 +2023-12-27 09:24:04,563 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.2822, top5_acc: 0.5386, mean_class_accuracy: 0.2821 +2023-12-27 09:27:36,971 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 11:22:24, time: 2.124, data_time: 1.525, memory: 16180, top1_acc: 0.3761, top5_acc: 0.6353, loss_cls: 5.1167, loss: 5.1167 +2023-12-27 09:28:36,965 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 11:21:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3645, top5_acc: 0.6352, loss_cls: 5.1264, loss: 5.1264 +2023-12-27 09:29:36,756 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 11:20:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3745, top5_acc: 0.6330, loss_cls: 5.1160, loss: 5.1160 +2023-12-27 09:30:36,316 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 11:19:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3655, top5_acc: 0.6336, loss_cls: 5.1419, loss: 5.1419 +2023-12-27 09:31:36,239 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 11:18:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3663, top5_acc: 0.6320, loss_cls: 5.1437, loss: 5.1437 +2023-12-27 09:32:35,840 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 11:17:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3608, top5_acc: 0.6289, loss_cls: 5.1437, loss: 5.1437 +2023-12-27 09:33:35,326 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 11:15:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3709, top5_acc: 0.6339, loss_cls: 5.1153, loss: 5.1153 +2023-12-27 09:34:34,975 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 11:14:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3678, top5_acc: 0.6331, loss_cls: 5.1300, loss: 5.1300 +2023-12-27 09:35:34,568 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 11:13:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3666, top5_acc: 0.6166, loss_cls: 5.1697, loss: 5.1697 +2023-12-27 09:36:34,885 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 11:12:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3680, top5_acc: 0.6214, loss_cls: 5.1873, loss: 5.1873 +2023-12-27 09:37:35,145 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 11:11:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3689, top5_acc: 0.6341, loss_cls: 5.1270, loss: 5.1270 +2023-12-27 09:38:34,752 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 11:10:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3730, top5_acc: 0.6331, loss_cls: 5.1437, loss: 5.1437 +2023-12-27 09:39:34,413 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 11:09:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3686, top5_acc: 0.6338, loss_cls: 5.1458, loss: 5.1458 +2023-12-27 09:40:33,939 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 11:08:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3684, top5_acc: 0.6253, loss_cls: 5.1523, loss: 5.1523 +2023-12-27 09:41:33,378 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 11:07:17, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3623, top5_acc: 0.6255, loss_cls: 5.1689, loss: 5.1689 +2023-12-27 09:42:34,011 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 11:06:13, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3636, top5_acc: 0.6242, loss_cls: 5.1843, loss: 5.1843 +2023-12-27 09:43:36,376 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 11:05:10, time: 0.624, data_time: 0.000, memory: 16180, top1_acc: 0.3598, top5_acc: 0.6256, loss_cls: 5.1594, loss: 5.1594 +2023-12-27 09:44:35,997 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 11:04:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3706, top5_acc: 0.6234, loss_cls: 5.1638, loss: 5.1638 +2023-12-27 09:45:35,388 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 11:03:00, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3697, top5_acc: 0.6344, loss_cls: 5.1331, loss: 5.1331 +2023-12-27 09:46:35,194 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 11:01:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3642, top5_acc: 0.6228, loss_cls: 5.1487, loss: 5.1487 +2023-12-27 09:47:34,428 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 11:00:50, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3581, top5_acc: 0.6173, loss_cls: 5.1998, loss: 5.1998 +2023-12-27 09:48:33,749 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 10:59:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3655, top5_acc: 0.6295, loss_cls: 5.1419, loss: 5.1419 +2023-12-27 09:49:33,213 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 10:58:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3714, top5_acc: 0.6214, loss_cls: 5.1711, loss: 5.1711 +2023-12-27 09:50:32,850 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 10:57:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3703, top5_acc: 0.6275, loss_cls: 5.1622, loss: 5.1622 +2023-12-27 09:51:32,691 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 10:56:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3663, top5_acc: 0.6297, loss_cls: 5.1438, loss: 5.1438 +2023-12-27 09:52:32,591 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 10:55:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3744, top5_acc: 0.6333, loss_cls: 5.1204, loss: 5.1204 +2023-12-27 09:53:32,279 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 10:54:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3556, top5_acc: 0.6186, loss_cls: 5.2125, loss: 5.2125 +2023-12-27 09:54:31,947 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 10:53:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3614, top5_acc: 0.6222, loss_cls: 5.1952, loss: 5.1952 +2023-12-27 09:55:31,421 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 10:52:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3688, top5_acc: 0.6341, loss_cls: 5.1440, loss: 5.1440 +2023-12-27 09:56:30,695 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 10:51:07, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3581, top5_acc: 0.6145, loss_cls: 5.2229, loss: 5.2229 +2023-12-27 09:57:30,085 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 10:50:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3722, top5_acc: 0.6375, loss_cls: 5.1054, loss: 5.1054 +2023-12-27 09:58:29,507 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 10:48:57, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3561, top5_acc: 0.6222, loss_cls: 5.1926, loss: 5.1926 +2023-12-27 09:59:29,144 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 10:47:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3675, top5_acc: 0.6209, loss_cls: 5.1784, loss: 5.1784 +2023-12-27 10:00:28,685 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 10:46:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3613, top5_acc: 0.6227, loss_cls: 5.1859, loss: 5.1859 +2023-12-27 10:01:28,126 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 10:45:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3670, top5_acc: 0.6255, loss_cls: 5.1523, loss: 5.1523 +2023-12-27 10:02:27,764 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 10:44:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3580, top5_acc: 0.6231, loss_cls: 5.1707, loss: 5.1707 +2023-12-27 10:03:28,226 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 10:43:33, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3644, top5_acc: 0.6319, loss_cls: 5.1523, loss: 5.1523 +2023-12-27 10:03:59,106 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-27 10:05:57,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 10:05:58,518 - pyskl - INFO - +top1_acc 0.3047 +top5_acc 0.5565 +2023-12-27 10:05:58,518 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 10:05:58,558 - pyskl - INFO - +mean_acc 0.3046 +2023-12-27 10:05:58,565 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_91.pth was removed +2023-12-27 10:05:58,862 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2023-12-27 10:05:58,863 - pyskl - INFO - Best top1_acc is 0.3047 at 97 epoch. +2023-12-27 10:05:58,872 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.3047, top5_acc: 0.5565, mean_class_accuracy: 0.3046 +2023-12-27 10:09:30,703 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 10:43:07, time: 2.118, data_time: 1.518, memory: 16180, top1_acc: 0.3977, top5_acc: 0.6555, loss_cls: 5.0084, loss: 5.0084 +2023-12-27 10:10:30,216 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 10:42:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3714, top5_acc: 0.6361, loss_cls: 5.1085, loss: 5.1085 +2023-12-27 10:11:29,575 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 10:40:57, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3677, top5_acc: 0.6362, loss_cls: 5.1344, loss: 5.1344 +2023-12-27 10:12:29,233 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 10:39:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3688, top5_acc: 0.6386, loss_cls: 5.1010, loss: 5.1010 +2023-12-27 10:13:28,606 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 10:38:47, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3695, top5_acc: 0.6403, loss_cls: 5.0720, loss: 5.0720 +2023-12-27 10:14:27,996 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 10:37:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3705, top5_acc: 0.6341, loss_cls: 5.1364, loss: 5.1364 +2023-12-27 10:15:27,403 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 10:36:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3744, top5_acc: 0.6359, loss_cls: 5.1226, loss: 5.1226 +2023-12-27 10:16:26,730 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 10:35:32, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3720, top5_acc: 0.6372, loss_cls: 5.1119, loss: 5.1119 +2023-12-27 10:17:26,285 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 10:34:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3656, top5_acc: 0.6333, loss_cls: 5.1334, loss: 5.1334 +2023-12-27 10:18:25,762 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 10:33:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3730, top5_acc: 0.6392, loss_cls: 5.1221, loss: 5.1221 +2023-12-27 10:19:25,302 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 10:32:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3675, top5_acc: 0.6336, loss_cls: 5.1332, loss: 5.1332 +2023-12-27 10:20:24,911 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 10:31:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3675, top5_acc: 0.6173, loss_cls: 5.1824, loss: 5.1824 +2023-12-27 10:21:24,736 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 10:30:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3642, top5_acc: 0.6275, loss_cls: 5.1628, loss: 5.1628 +2023-12-27 10:22:24,503 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 10:29:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3616, top5_acc: 0.6292, loss_cls: 5.1690, loss: 5.1690 +2023-12-27 10:23:24,082 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 10:27:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3836, top5_acc: 0.6378, loss_cls: 5.0772, loss: 5.0772 +2023-12-27 10:24:25,325 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 10:26:55, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.3597, top5_acc: 0.6306, loss_cls: 5.1783, loss: 5.1783 +2023-12-27 10:25:27,157 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 10:25:51, time: 0.618, data_time: 0.000, memory: 16180, top1_acc: 0.3738, top5_acc: 0.6350, loss_cls: 5.1327, loss: 5.1327 +2023-12-27 10:26:27,068 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 10:24:47, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3659, top5_acc: 0.6289, loss_cls: 5.1532, loss: 5.1532 +2023-12-27 10:27:26,969 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 10:23:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3725, top5_acc: 0.6344, loss_cls: 5.1170, loss: 5.1170 +2023-12-27 10:28:26,841 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 10:22:37, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3642, top5_acc: 0.6331, loss_cls: 5.1423, loss: 5.1423 +2023-12-27 10:29:26,322 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 10:21:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3680, top5_acc: 0.6288, loss_cls: 5.1634, loss: 5.1634 +2023-12-27 10:30:25,940 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 10:20:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3661, top5_acc: 0.6317, loss_cls: 5.1699, loss: 5.1699 +2023-12-27 10:31:25,536 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 10:19:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3639, top5_acc: 0.6367, loss_cls: 5.1590, loss: 5.1590 +2023-12-27 10:32:25,862 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 10:18:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3661, top5_acc: 0.6189, loss_cls: 5.1725, loss: 5.1725 +2023-12-27 10:33:25,685 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 10:17:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3672, top5_acc: 0.6358, loss_cls: 5.1246, loss: 5.1246 +2023-12-27 10:34:25,395 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 10:16:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3661, top5_acc: 0.6202, loss_cls: 5.1715, loss: 5.1715 +2023-12-27 10:35:24,911 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 10:15:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3602, top5_acc: 0.6269, loss_cls: 5.1879, loss: 5.1879 +2023-12-27 10:36:24,845 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 10:14:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3636, top5_acc: 0.6214, loss_cls: 5.1814, loss: 5.1814 +2023-12-27 10:37:24,853 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 10:12:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3561, top5_acc: 0.6330, loss_cls: 5.1689, loss: 5.1689 +2023-12-27 10:38:25,367 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 10:11:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3663, top5_acc: 0.6295, loss_cls: 5.1754, loss: 5.1754 +2023-12-27 10:39:25,219 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 10:10:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3750, top5_acc: 0.6245, loss_cls: 5.1587, loss: 5.1587 +2023-12-27 10:40:25,098 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 10:09:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3755, top5_acc: 0.6367, loss_cls: 5.1170, loss: 5.1170 +2023-12-27 10:41:25,092 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 10:08:37, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3620, top5_acc: 0.6233, loss_cls: 5.1725, loss: 5.1725 +2023-12-27 10:42:25,209 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 10:07:33, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3658, top5_acc: 0.6284, loss_cls: 5.1432, loss: 5.1432 +2023-12-27 10:43:25,518 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 10:06:28, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3680, top5_acc: 0.6270, loss_cls: 5.1469, loss: 5.1469 +2023-12-27 10:44:25,271 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 10:05:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3613, top5_acc: 0.6259, loss_cls: 5.1802, loss: 5.1802 +2023-12-27 10:45:25,618 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 10:04:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3483, top5_acc: 0.6303, loss_cls: 5.1825, loss: 5.1825 +2023-12-27 10:45:56,045 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-27 10:47:53,291 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 10:47:54,339 - pyskl - INFO - +top1_acc 0.2950 +top5_acc 0.5536 +2023-12-27 10:47:54,339 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 10:47:54,381 - pyskl - INFO - +mean_acc 0.2948 +2023-12-27 10:47:54,391 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.2950, top5_acc: 0.5536, mean_class_accuracy: 0.2948 +2023-12-27 10:51:17,407 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 10:03:46, time: 2.030, data_time: 1.432, memory: 16180, top1_acc: 0.3758, top5_acc: 0.6439, loss_cls: 5.0728, loss: 5.0728 +2023-12-27 10:52:17,434 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 10:02:42, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3772, top5_acc: 0.6456, loss_cls: 5.0517, loss: 5.0517 +2023-12-27 10:53:17,166 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 10:01:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3659, top5_acc: 0.6283, loss_cls: 5.1574, loss: 5.1574 +2023-12-27 10:54:16,807 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 10:00:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3780, top5_acc: 0.6356, loss_cls: 5.1189, loss: 5.1189 +2023-12-27 10:55:16,278 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 9:59:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3798, top5_acc: 0.6416, loss_cls: 5.0735, loss: 5.0735 +2023-12-27 10:56:15,659 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 9:58:23, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3767, top5_acc: 0.6325, loss_cls: 5.1289, loss: 5.1289 +2023-12-27 10:57:15,381 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 9:57:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3709, top5_acc: 0.6298, loss_cls: 5.1337, loss: 5.1337 +2023-12-27 10:58:15,008 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 9:56:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3684, top5_acc: 0.6366, loss_cls: 5.1053, loss: 5.1053 +2023-12-27 10:59:14,891 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 9:55:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3741, top5_acc: 0.6453, loss_cls: 5.1055, loss: 5.1055 +2023-12-27 11:00:15,202 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 9:54:04, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3594, top5_acc: 0.6298, loss_cls: 5.1306, loss: 5.1306 +2023-12-27 11:01:15,849 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 9:53:00, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3725, top5_acc: 0.6395, loss_cls: 5.1161, loss: 5.1161 +2023-12-27 11:02:15,997 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 9:51:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3744, top5_acc: 0.6383, loss_cls: 5.0994, loss: 5.0994 +2023-12-27 11:03:16,368 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 9:50:51, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3664, top5_acc: 0.6334, loss_cls: 5.1195, loss: 5.1195 +2023-12-27 11:04:15,760 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 9:49:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3673, top5_acc: 0.6247, loss_cls: 5.1588, loss: 5.1588 +2023-12-27 11:05:15,144 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 9:48:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3697, top5_acc: 0.6314, loss_cls: 5.1558, loss: 5.1558 +2023-12-27 11:06:15,514 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 9:47:37, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3669, top5_acc: 0.6350, loss_cls: 5.1019, loss: 5.1019 +2023-12-27 11:07:16,912 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 9:46:33, time: 0.614, data_time: 0.000, memory: 16180, top1_acc: 0.3675, top5_acc: 0.6348, loss_cls: 5.1295, loss: 5.1295 +2023-12-27 11:08:16,638 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 9:45:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3689, top5_acc: 0.6245, loss_cls: 5.1493, loss: 5.1493 +2023-12-27 11:09:16,607 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 9:44:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3703, top5_acc: 0.6330, loss_cls: 5.1270, loss: 5.1270 +2023-12-27 11:10:16,692 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 9:43:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3741, top5_acc: 0.6300, loss_cls: 5.1053, loss: 5.1053 +2023-12-27 11:11:16,507 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 9:42:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3755, top5_acc: 0.6342, loss_cls: 5.1071, loss: 5.1071 +2023-12-27 11:12:16,161 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 9:41:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3689, top5_acc: 0.6375, loss_cls: 5.1217, loss: 5.1217 +2023-12-27 11:13:15,585 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 9:40:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3803, top5_acc: 0.6355, loss_cls: 5.1118, loss: 5.1118 +2023-12-27 11:14:14,927 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 9:39:01, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3706, top5_acc: 0.6383, loss_cls: 5.1381, loss: 5.1381 +2023-12-27 11:15:14,301 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 9:37:56, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3686, top5_acc: 0.6320, loss_cls: 5.1427, loss: 5.1427 +2023-12-27 11:16:13,669 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 9:36:51, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3789, top5_acc: 0.6427, loss_cls: 5.0939, loss: 5.0939 +2023-12-27 11:17:13,205 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 9:35:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3783, top5_acc: 0.6389, loss_cls: 5.1230, loss: 5.1230 +2023-12-27 11:18:12,649 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 9:34:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3686, top5_acc: 0.6309, loss_cls: 5.1297, loss: 5.1297 +2023-12-27 11:19:12,364 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 9:33:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3570, top5_acc: 0.6231, loss_cls: 5.1537, loss: 5.1537 +2023-12-27 11:20:11,694 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 9:32:32, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3659, top5_acc: 0.6258, loss_cls: 5.1793, loss: 5.1793 +2023-12-27 11:21:11,390 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 9:31:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3808, top5_acc: 0.6428, loss_cls: 5.0806, loss: 5.0806 +2023-12-27 11:22:11,276 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 9:30:23, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3641, top5_acc: 0.6292, loss_cls: 5.1613, loss: 5.1613 +2023-12-27 11:23:11,125 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 9:29:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3558, top5_acc: 0.6253, loss_cls: 5.2018, loss: 5.2018 +2023-12-27 11:24:11,175 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 9:28:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3686, top5_acc: 0.6297, loss_cls: 5.1536, loss: 5.1536 +2023-12-27 11:25:10,774 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 9:27:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3634, top5_acc: 0.6219, loss_cls: 5.1502, loss: 5.1502 +2023-12-27 11:26:10,400 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 9:26:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3633, top5_acc: 0.6364, loss_cls: 5.1514, loss: 5.1514 +2023-12-27 11:27:10,439 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 9:25:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3573, top5_acc: 0.6256, loss_cls: 5.1903, loss: 5.1903 +2023-12-27 11:27:40,888 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-27 11:29:37,932 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 11:29:39,061 - pyskl - INFO - +top1_acc 0.3042 +top5_acc 0.5582 +2023-12-27 11:29:39,061 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 11:29:39,099 - pyskl - INFO - +mean_acc 0.3037 +2023-12-27 11:29:39,108 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.3042, top5_acc: 0.5582, mean_class_accuracy: 0.3037 +2023-12-27 11:33:01,367 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 9:24:25, time: 2.022, data_time: 1.418, memory: 16180, top1_acc: 0.3753, top5_acc: 0.6472, loss_cls: 5.0663, loss: 5.0663 +2023-12-27 11:34:01,243 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 9:23:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3900, top5_acc: 0.6514, loss_cls: 5.0183, loss: 5.0183 +2023-12-27 11:35:00,742 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 9:22:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3816, top5_acc: 0.6492, loss_cls: 5.0676, loss: 5.0676 +2023-12-27 11:36:00,294 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 9:21:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3670, top5_acc: 0.6381, loss_cls: 5.1199, loss: 5.1199 +2023-12-27 11:37:00,063 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 9:20:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3841, top5_acc: 0.6577, loss_cls: 5.0309, loss: 5.0309 +2023-12-27 11:37:59,339 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 9:19:01, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3681, top5_acc: 0.6325, loss_cls: 5.1162, loss: 5.1162 +2023-12-27 11:38:58,834 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 9:17:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3702, top5_acc: 0.6364, loss_cls: 5.1146, loss: 5.1146 +2023-12-27 11:39:58,245 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 9:16:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3780, top5_acc: 0.6412, loss_cls: 5.0847, loss: 5.0847 +2023-12-27 11:40:57,812 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 9:15:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3792, top5_acc: 0.6384, loss_cls: 5.0923, loss: 5.0923 +2023-12-27 11:41:57,494 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 9:14:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3709, top5_acc: 0.6381, loss_cls: 5.1079, loss: 5.1079 +2023-12-27 11:42:56,941 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 9:13:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3770, top5_acc: 0.6350, loss_cls: 5.1180, loss: 5.1180 +2023-12-27 11:43:56,724 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 9:12:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3833, top5_acc: 0.6444, loss_cls: 5.0563, loss: 5.0563 +2023-12-27 11:44:56,555 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 9:11:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3748, top5_acc: 0.6314, loss_cls: 5.1128, loss: 5.1128 +2023-12-27 11:45:57,382 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 9:10:24, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3730, top5_acc: 0.6348, loss_cls: 5.1349, loss: 5.1349 +2023-12-27 11:46:57,067 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 9:09:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3789, top5_acc: 0.6411, loss_cls: 5.0972, loss: 5.0972 +2023-12-27 11:47:57,143 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 9:08:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3648, top5_acc: 0.6338, loss_cls: 5.1349, loss: 5.1349 +2023-12-27 11:48:58,427 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 9:07:11, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.3808, top5_acc: 0.6405, loss_cls: 5.1013, loss: 5.1013 +2023-12-27 11:49:58,843 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 9:06:07, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3600, top5_acc: 0.6319, loss_cls: 5.1454, loss: 5.1454 +2023-12-27 11:50:58,583 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 9:05:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3691, top5_acc: 0.6347, loss_cls: 5.1384, loss: 5.1384 +2023-12-27 11:51:58,512 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 9:03:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3786, top5_acc: 0.6462, loss_cls: 5.0759, loss: 5.0759 +2023-12-27 11:52:58,268 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 9:02:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3820, top5_acc: 0.6398, loss_cls: 5.1053, loss: 5.1053 +2023-12-27 11:53:57,761 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 9:01:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3787, top5_acc: 0.6392, loss_cls: 5.0954, loss: 5.0954 +2023-12-27 11:54:57,199 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 9:00:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3731, top5_acc: 0.6358, loss_cls: 5.1183, loss: 5.1183 +2023-12-27 11:55:57,133 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 8:59:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3623, top5_acc: 0.6453, loss_cls: 5.1241, loss: 5.1241 +2023-12-27 11:56:57,084 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 8:58:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3733, top5_acc: 0.6391, loss_cls: 5.1157, loss: 5.1157 +2023-12-27 11:57:56,738 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 8:57:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3719, top5_acc: 0.6372, loss_cls: 5.1003, loss: 5.1003 +2023-12-27 11:58:56,656 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 8:56:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3625, top5_acc: 0.6262, loss_cls: 5.1657, loss: 5.1657 +2023-12-27 11:59:56,409 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 8:55:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3625, top5_acc: 0.6212, loss_cls: 5.1618, loss: 5.1618 +2023-12-27 12:00:56,054 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 8:54:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3698, top5_acc: 0.6314, loss_cls: 5.1307, loss: 5.1307 +2023-12-27 12:01:55,464 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 8:53:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3778, top5_acc: 0.6411, loss_cls: 5.1049, loss: 5.1049 +2023-12-27 12:02:55,373 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 8:52:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3700, top5_acc: 0.6236, loss_cls: 5.1426, loss: 5.1426 +2023-12-27 12:03:54,976 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 8:51:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3678, top5_acc: 0.6261, loss_cls: 5.1795, loss: 5.1795 +2023-12-27 12:04:54,864 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 8:49:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3777, top5_acc: 0.6300, loss_cls: 5.1380, loss: 5.1380 +2023-12-27 12:05:54,307 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 8:48:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3748, top5_acc: 0.6392, loss_cls: 5.1193, loss: 5.1193 +2023-12-27 12:06:53,841 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 8:47:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3752, top5_acc: 0.6297, loss_cls: 5.1355, loss: 5.1355 +2023-12-27 12:07:53,542 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 8:46:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3814, top5_acc: 0.6411, loss_cls: 5.0889, loss: 5.0889 +2023-12-27 12:08:53,811 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 8:45:40, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3777, top5_acc: 0.6353, loss_cls: 5.1090, loss: 5.1090 +2023-12-27 12:09:24,146 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-27 12:11:24,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 12:11:25,211 - pyskl - INFO - +top1_acc 0.3038 +top5_acc 0.5617 +2023-12-27 12:11:25,211 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 12:11:25,262 - pyskl - INFO - +mean_acc 0.3036 +2023-12-27 12:11:25,274 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.3038, top5_acc: 0.5617, mean_class_accuracy: 0.3036 +2023-12-27 12:14:53,774 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 8:45:06, time: 2.085, data_time: 1.485, memory: 16180, top1_acc: 0.3778, top5_acc: 0.6505, loss_cls: 5.0393, loss: 5.0393 +2023-12-27 12:15:53,599 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 8:44:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3792, top5_acc: 0.6472, loss_cls: 5.0678, loss: 5.0678 +2023-12-27 12:16:53,482 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 8:42:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3853, top5_acc: 0.6511, loss_cls: 5.0445, loss: 5.0445 +2023-12-27 12:17:53,177 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 8:41:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3800, top5_acc: 0.6558, loss_cls: 5.0024, loss: 5.0024 +2023-12-27 12:18:53,355 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 8:40:48, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3852, top5_acc: 0.6495, loss_cls: 5.0627, loss: 5.0627 +2023-12-27 12:19:52,740 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 8:39:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3762, top5_acc: 0.6466, loss_cls: 5.0735, loss: 5.0735 +2023-12-27 12:20:52,175 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 8:38:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3700, top5_acc: 0.6383, loss_cls: 5.1179, loss: 5.1179 +2023-12-27 12:21:52,034 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 8:37:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3675, top5_acc: 0.6403, loss_cls: 5.1155, loss: 5.1155 +2023-12-27 12:22:51,436 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 8:36:29, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3748, top5_acc: 0.6294, loss_cls: 5.1142, loss: 5.1142 +2023-12-27 12:23:50,878 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 8:35:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3783, top5_acc: 0.6366, loss_cls: 5.0881, loss: 5.0881 +2023-12-27 12:24:50,726 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 8:34:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3761, top5_acc: 0.6420, loss_cls: 5.0949, loss: 5.0949 +2023-12-27 12:25:50,260 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 8:33:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3853, top5_acc: 0.6541, loss_cls: 5.0610, loss: 5.0610 +2023-12-27 12:26:50,325 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 8:32:11, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3783, top5_acc: 0.6472, loss_cls: 5.0861, loss: 5.0861 +2023-12-27 12:27:50,119 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 8:31:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3833, top5_acc: 0.6497, loss_cls: 5.0762, loss: 5.0762 +2023-12-27 12:28:50,001 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 8:30:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3741, top5_acc: 0.6283, loss_cls: 5.1311, loss: 5.1311 +2023-12-27 12:29:50,024 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 8:28:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3903, top5_acc: 0.6414, loss_cls: 5.0494, loss: 5.0494 +2023-12-27 12:30:51,033 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 8:27:54, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.3762, top5_acc: 0.6377, loss_cls: 5.1069, loss: 5.1069 +2023-12-27 12:31:51,082 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 8:26:49, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3759, top5_acc: 0.6473, loss_cls: 5.0529, loss: 5.0529 +2023-12-27 12:32:50,741 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 8:25:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3739, top5_acc: 0.6375, loss_cls: 5.0942, loss: 5.0942 +2023-12-27 12:33:50,156 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 8:24:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3673, top5_acc: 0.6442, loss_cls: 5.0994, loss: 5.0994 +2023-12-27 12:34:49,716 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 8:23:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3705, top5_acc: 0.6416, loss_cls: 5.0935, loss: 5.0935 +2023-12-27 12:35:49,162 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 8:22:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3778, top5_acc: 0.6453, loss_cls: 5.1045, loss: 5.1045 +2023-12-27 12:36:48,901 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 8:21:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3803, top5_acc: 0.6466, loss_cls: 5.0810, loss: 5.0810 +2023-12-27 12:37:48,372 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 8:20:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3861, top5_acc: 0.6491, loss_cls: 5.0597, loss: 5.0597 +2023-12-27 12:38:47,872 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 8:19:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3653, top5_acc: 0.6320, loss_cls: 5.1388, loss: 5.1388 +2023-12-27 12:39:47,635 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 8:18:12, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3625, top5_acc: 0.6330, loss_cls: 5.1134, loss: 5.1134 +2023-12-27 12:40:47,208 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 8:17:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3822, top5_acc: 0.6420, loss_cls: 5.0667, loss: 5.0667 +2023-12-27 12:41:46,992 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 8:16:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3688, top5_acc: 0.6386, loss_cls: 5.1485, loss: 5.1485 +2023-12-27 12:42:46,711 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 8:14:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3819, top5_acc: 0.6409, loss_cls: 5.1135, loss: 5.1135 +2023-12-27 12:43:46,423 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 8:13:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3766, top5_acc: 0.6327, loss_cls: 5.1359, loss: 5.1359 +2023-12-27 12:44:46,125 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 8:12:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3731, top5_acc: 0.6414, loss_cls: 5.1178, loss: 5.1178 +2023-12-27 12:45:45,847 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 8:11:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3803, top5_acc: 0.6367, loss_cls: 5.1270, loss: 5.1270 +2023-12-27 12:46:45,483 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 8:10:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3764, top5_acc: 0.6319, loss_cls: 5.1234, loss: 5.1234 +2023-12-27 12:47:45,093 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 8:09:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3711, top5_acc: 0.6295, loss_cls: 5.1585, loss: 5.1585 +2023-12-27 12:48:45,184 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 8:08:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3814, top5_acc: 0.6450, loss_cls: 5.0614, loss: 5.0614 +2023-12-27 12:49:45,521 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 8:07:27, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3769, top5_acc: 0.6367, loss_cls: 5.1111, loss: 5.1111 +2023-12-27 12:50:46,760 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 8:06:23, time: 0.612, data_time: 0.000, memory: 16180, top1_acc: 0.3688, top5_acc: 0.6228, loss_cls: 5.1425, loss: 5.1425 +2023-12-27 12:51:17,147 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-27 12:53:15,098 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 12:53:15,920 - pyskl - INFO - +top1_acc 0.2958 +top5_acc 0.5542 +2023-12-27 12:53:15,920 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 12:53:15,961 - pyskl - INFO - +mean_acc 0.2956 +2023-12-27 12:53:15,973 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.2958, top5_acc: 0.5542, mean_class_accuracy: 0.2956 +2023-12-27 12:56:43,617 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 8:05:47, time: 2.076, data_time: 1.474, memory: 16180, top1_acc: 0.3927, top5_acc: 0.6486, loss_cls: 5.0398, loss: 5.0398 +2023-12-27 12:57:43,278 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 8:04:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3894, top5_acc: 0.6470, loss_cls: 5.0282, loss: 5.0282 +2023-12-27 12:58:42,976 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 8:03:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3903, top5_acc: 0.6472, loss_cls: 5.0485, loss: 5.0485 +2023-12-27 12:59:42,757 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 8:02:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3766, top5_acc: 0.6452, loss_cls: 5.0737, loss: 5.0737 +2023-12-27 13:00:42,582 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 8:01:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3870, top5_acc: 0.6562, loss_cls: 5.0110, loss: 5.0110 +2023-12-27 13:01:42,195 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 8:00:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3872, top5_acc: 0.6572, loss_cls: 5.0361, loss: 5.0361 +2023-12-27 13:02:41,687 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 7:59:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3858, top5_acc: 0.6466, loss_cls: 5.0418, loss: 5.0418 +2023-12-27 13:03:41,408 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 7:58:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3789, top5_acc: 0.6428, loss_cls: 5.0611, loss: 5.0611 +2023-12-27 13:04:41,024 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 7:57:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3752, top5_acc: 0.6406, loss_cls: 5.0559, loss: 5.0559 +2023-12-27 13:05:40,500 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 7:56:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3803, top5_acc: 0.6498, loss_cls: 5.0581, loss: 5.0581 +2023-12-27 13:06:40,155 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 7:55:02, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3748, top5_acc: 0.6441, loss_cls: 5.0827, loss: 5.0827 +2023-12-27 13:07:39,607 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 7:53:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3855, top5_acc: 0.6427, loss_cls: 5.0539, loss: 5.0539 +2023-12-27 13:08:39,153 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 7:52:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3752, top5_acc: 0.6392, loss_cls: 5.1041, loss: 5.1041 +2023-12-27 13:09:38,783 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 7:51:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3700, top5_acc: 0.6328, loss_cls: 5.1398, loss: 5.1398 +2023-12-27 13:10:38,462 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 7:50:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3852, top5_acc: 0.6455, loss_cls: 5.0579, loss: 5.0579 +2023-12-27 13:11:38,466 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 7:49:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3892, top5_acc: 0.6489, loss_cls: 5.0596, loss: 5.0596 +2023-12-27 13:12:39,725 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 7:48:35, time: 0.613, data_time: 0.000, memory: 16180, top1_acc: 0.3844, top5_acc: 0.6497, loss_cls: 5.0548, loss: 5.0548 +2023-12-27 13:13:40,331 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 7:47:31, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3720, top5_acc: 0.6402, loss_cls: 5.1184, loss: 5.1184 +2023-12-27 13:14:40,187 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 7:46:26, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3831, top5_acc: 0.6386, loss_cls: 5.0904, loss: 5.0904 +2023-12-27 13:15:40,763 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 7:45:22, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3836, top5_acc: 0.6367, loss_cls: 5.0803, loss: 5.0803 +2023-12-27 13:16:40,573 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 7:44:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3677, top5_acc: 0.6353, loss_cls: 5.1305, loss: 5.1305 +2023-12-27 13:17:40,277 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 7:43:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3805, top5_acc: 0.6314, loss_cls: 5.0944, loss: 5.0944 +2023-12-27 13:18:39,726 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 7:42:09, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3800, top5_acc: 0.6505, loss_cls: 5.0571, loss: 5.0571 +2023-12-27 13:19:39,037 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 7:41:04, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3722, top5_acc: 0.6372, loss_cls: 5.0957, loss: 5.0957 +2023-12-27 13:20:39,093 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 7:40:00, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3764, top5_acc: 0.6456, loss_cls: 5.0894, loss: 5.0894 +2023-12-27 13:21:38,682 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 7:38:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3787, top5_acc: 0.6362, loss_cls: 5.0765, loss: 5.0765 +2023-12-27 13:22:38,467 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 7:37:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3847, top5_acc: 0.6475, loss_cls: 5.0688, loss: 5.0688 +2023-12-27 13:23:38,032 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 7:36:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3889, top5_acc: 0.6384, loss_cls: 5.0536, loss: 5.0536 +2023-12-27 13:24:37,544 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 7:35:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3778, top5_acc: 0.6391, loss_cls: 5.1139, loss: 5.1139 +2023-12-27 13:25:37,117 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 7:34:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3713, top5_acc: 0.6389, loss_cls: 5.1170, loss: 5.1170 +2023-12-27 13:26:36,719 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 7:33:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3783, top5_acc: 0.6355, loss_cls: 5.1115, loss: 5.1115 +2023-12-27 13:27:36,805 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 7:32:28, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3795, top5_acc: 0.6447, loss_cls: 5.0754, loss: 5.0754 +2023-12-27 13:28:36,622 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 7:31:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3780, top5_acc: 0.6420, loss_cls: 5.1023, loss: 5.1023 +2023-12-27 13:29:36,443 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 7:30:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3738, top5_acc: 0.6366, loss_cls: 5.1152, loss: 5.1152 +2023-12-27 13:30:35,949 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 7:29:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3811, top5_acc: 0.6364, loss_cls: 5.1021, loss: 5.1021 +2023-12-27 13:31:35,500 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 7:28:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3727, top5_acc: 0.6470, loss_cls: 5.0956, loss: 5.0956 +2023-12-27 13:32:35,520 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 7:27:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3814, top5_acc: 0.6342, loss_cls: 5.1134, loss: 5.1134 +2023-12-27 13:33:05,775 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-27 13:35:08,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 13:35:09,068 - pyskl - INFO - +top1_acc 0.2964 +top5_acc 0.5520 +2023-12-27 13:35:09,068 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 13:35:09,107 - pyskl - INFO - +mean_acc 0.2962 +2023-12-27 13:35:09,117 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.2964, top5_acc: 0.5520, mean_class_accuracy: 0.2962 +2023-12-27 13:38:36,902 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 7:26:28, time: 2.078, data_time: 1.472, memory: 16180, top1_acc: 0.3930, top5_acc: 0.6553, loss_cls: 4.9998, loss: 4.9998 +2023-12-27 13:39:36,354 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 7:25:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3998, top5_acc: 0.6713, loss_cls: 4.9483, loss: 4.9483 +2023-12-27 13:40:36,012 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 7:24:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3912, top5_acc: 0.6505, loss_cls: 5.0266, loss: 5.0266 +2023-12-27 13:41:35,574 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 7:23:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3912, top5_acc: 0.6592, loss_cls: 5.0097, loss: 5.0097 +2023-12-27 13:42:35,136 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 7:22:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3716, top5_acc: 0.6358, loss_cls: 5.0967, loss: 5.0967 +2023-12-27 13:43:34,507 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 7:21:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3931, top5_acc: 0.6533, loss_cls: 5.0271, loss: 5.0271 +2023-12-27 13:44:34,196 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 7:20:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3852, top5_acc: 0.6483, loss_cls: 5.0367, loss: 5.0367 +2023-12-27 13:45:34,026 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 7:18:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3925, top5_acc: 0.6602, loss_cls: 5.0083, loss: 5.0083 +2023-12-27 13:46:33,596 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 7:17:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3783, top5_acc: 0.6505, loss_cls: 5.0531, loss: 5.0531 +2023-12-27 13:47:33,359 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 7:16:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3787, top5_acc: 0.6388, loss_cls: 5.0985, loss: 5.0985 +2023-12-27 13:48:32,973 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 7:15:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3809, top5_acc: 0.6564, loss_cls: 5.0628, loss: 5.0628 +2023-12-27 13:49:32,551 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 7:14:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3766, top5_acc: 0.6439, loss_cls: 5.0733, loss: 5.0733 +2023-12-27 13:50:32,067 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 7:13:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3791, top5_acc: 0.6384, loss_cls: 5.1083, loss: 5.1083 +2023-12-27 13:51:31,598 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 7:12:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3848, top5_acc: 0.6491, loss_cls: 5.0505, loss: 5.0505 +2023-12-27 13:52:31,247 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 7:11:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3892, top5_acc: 0.6539, loss_cls: 5.0317, loss: 5.0317 +2023-12-27 13:53:31,304 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 7:10:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3831, top5_acc: 0.6461, loss_cls: 5.0781, loss: 5.0781 +2023-12-27 13:54:31,853 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 7:09:16, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3823, top5_acc: 0.6498, loss_cls: 5.0374, loss: 5.0374 +2023-12-27 13:55:32,149 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 7:08:12, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3831, top5_acc: 0.6406, loss_cls: 5.0868, loss: 5.0868 +2023-12-27 13:56:32,172 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 7:07:07, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3852, top5_acc: 0.6389, loss_cls: 5.0638, loss: 5.0638 +2023-12-27 13:57:31,686 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 7:06:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3705, top5_acc: 0.6406, loss_cls: 5.0766, loss: 5.0766 +2023-12-27 13:58:31,556 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 7:04:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3659, top5_acc: 0.6355, loss_cls: 5.1210, loss: 5.1210 +2023-12-27 13:59:31,330 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 7:03:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3842, top5_acc: 0.6419, loss_cls: 5.0670, loss: 5.0670 +2023-12-27 14:00:31,018 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 7:02:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3755, top5_acc: 0.6422, loss_cls: 5.0877, loss: 5.0877 +2023-12-27 14:01:30,487 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 7:01:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3873, top5_acc: 0.6520, loss_cls: 5.0488, loss: 5.0488 +2023-12-27 14:02:29,995 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 7:00:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3688, top5_acc: 0.6438, loss_cls: 5.0932, loss: 5.0932 +2023-12-27 14:03:29,472 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 6:59:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3922, top5_acc: 0.6464, loss_cls: 5.0606, loss: 5.0606 +2023-12-27 14:04:28,812 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 6:58:31, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3761, top5_acc: 0.6480, loss_cls: 5.0833, loss: 5.0833 +2023-12-27 14:05:28,545 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 6:57:27, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3961, top5_acc: 0.6478, loss_cls: 5.0243, loss: 5.0243 +2023-12-27 14:06:28,130 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 6:56:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3847, top5_acc: 0.6475, loss_cls: 5.0714, loss: 5.0714 +2023-12-27 14:07:27,660 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 6:55:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3691, top5_acc: 0.6291, loss_cls: 5.1473, loss: 5.1473 +2023-12-27 14:08:27,022 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 6:54:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3739, top5_acc: 0.6384, loss_cls: 5.1022, loss: 5.1022 +2023-12-27 14:09:26,443 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 6:53:08, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3800, top5_acc: 0.6478, loss_cls: 5.0778, loss: 5.0778 +2023-12-27 14:10:26,014 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 6:52:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3839, top5_acc: 0.6455, loss_cls: 5.0592, loss: 5.0592 +2023-12-27 14:11:25,517 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 6:50:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3708, top5_acc: 0.6331, loss_cls: 5.1282, loss: 5.1282 +2023-12-27 14:12:25,282 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 6:49:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3809, top5_acc: 0.6417, loss_cls: 5.0651, loss: 5.0651 +2023-12-27 14:13:24,663 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 6:48:50, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3819, top5_acc: 0.6358, loss_cls: 5.1047, loss: 5.1047 +2023-12-27 14:14:24,460 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 6:47:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3869, top5_acc: 0.6498, loss_cls: 5.0419, loss: 5.0419 +2023-12-27 14:14:54,296 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-27 14:16:54,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 14:16:54,855 - pyskl - INFO - +top1_acc 0.3223 +top5_acc 0.5832 +2023-12-27 14:16:54,855 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 14:16:54,889 - pyskl - INFO - +mean_acc 0.3221 +2023-12-27 14:16:54,896 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_97.pth was removed +2023-12-27 14:16:55,292 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2023-12-27 14:16:55,293 - pyskl - INFO - Best top1_acc is 0.3223 at 103 epoch. +2023-12-27 14:16:55,303 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.3223, top5_acc: 0.5832, mean_class_accuracy: 0.3221 +2023-12-27 14:20:20,484 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 6:47:06, time: 2.052, data_time: 1.452, memory: 16180, top1_acc: 0.3906, top5_acc: 0.6600, loss_cls: 4.9984, loss: 4.9984 +2023-12-27 14:21:20,013 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 6:46:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3847, top5_acc: 0.6575, loss_cls: 5.0281, loss: 5.0281 +2023-12-27 14:22:19,854 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 6:44:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3883, top5_acc: 0.6538, loss_cls: 5.0123, loss: 5.0123 +2023-12-27 14:23:19,822 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 6:43:52, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3912, top5_acc: 0.6605, loss_cls: 5.0242, loss: 5.0242 +2023-12-27 14:24:19,748 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 6:42:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3912, top5_acc: 0.6527, loss_cls: 5.0194, loss: 5.0194 +2023-12-27 14:25:19,000 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 6:41:43, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3856, top5_acc: 0.6436, loss_cls: 5.0597, loss: 5.0597 +2023-12-27 14:26:18,282 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 6:40:39, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3909, top5_acc: 0.6481, loss_cls: 5.0415, loss: 5.0415 +2023-12-27 14:27:17,873 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 6:39:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3922, top5_acc: 0.6541, loss_cls: 5.0219, loss: 5.0219 +2023-12-27 14:28:17,544 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 6:38:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3786, top5_acc: 0.6381, loss_cls: 5.0943, loss: 5.0943 +2023-12-27 14:29:17,110 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 6:37:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3773, top5_acc: 0.6373, loss_cls: 5.0709, loss: 5.0709 +2023-12-27 14:30:16,659 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 6:36:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3881, top5_acc: 0.6597, loss_cls: 5.0195, loss: 5.0195 +2023-12-27 14:31:15,690 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 6:35:16, time: 0.590, data_time: 0.000, memory: 16180, top1_acc: 0.3987, top5_acc: 0.6577, loss_cls: 4.9874, loss: 4.9874 +2023-12-27 14:32:15,095 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 6:34:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3933, top5_acc: 0.6475, loss_cls: 5.0253, loss: 5.0253 +2023-12-27 14:33:14,599 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 6:33:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3908, top5_acc: 0.6503, loss_cls: 5.0474, loss: 5.0474 +2023-12-27 14:34:14,037 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 6:32:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3758, top5_acc: 0.6400, loss_cls: 5.0882, loss: 5.0882 +2023-12-27 14:35:13,893 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 6:30:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3777, top5_acc: 0.6347, loss_cls: 5.0775, loss: 5.0775 +2023-12-27 14:36:14,837 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 6:29:54, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3850, top5_acc: 0.6547, loss_cls: 5.0280, loss: 5.0280 +2023-12-27 14:37:15,727 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 6:28:50, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.3797, top5_acc: 0.6419, loss_cls: 5.0518, loss: 5.0518 +2023-12-27 14:38:15,684 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 6:27:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3845, top5_acc: 0.6341, loss_cls: 5.0908, loss: 5.0908 +2023-12-27 14:39:15,349 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 6:26:41, time: 0.597, data_time: 0.001, memory: 16180, top1_acc: 0.3862, top5_acc: 0.6478, loss_cls: 5.0348, loss: 5.0348 +2023-12-27 14:40:14,976 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 6:25:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3862, top5_acc: 0.6502, loss_cls: 5.0467, loss: 5.0467 +2023-12-27 14:41:15,037 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 6:24:33, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3881, top5_acc: 0.6486, loss_cls: 5.0453, loss: 5.0453 +2023-12-27 14:42:14,359 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 6:23:28, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3845, top5_acc: 0.6455, loss_cls: 5.0499, loss: 5.0499 +2023-12-27 14:43:14,045 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 6:22:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3783, top5_acc: 0.6480, loss_cls: 5.0564, loss: 5.0564 +2023-12-27 14:44:13,476 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 6:21:19, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3891, top5_acc: 0.6498, loss_cls: 5.0391, loss: 5.0391 +2023-12-27 14:45:12,992 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 6:20:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3833, top5_acc: 0.6428, loss_cls: 5.0393, loss: 5.0393 +2023-12-27 14:46:12,423 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 6:19:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3911, top5_acc: 0.6548, loss_cls: 5.0306, loss: 5.0306 +2023-12-27 14:47:11,946 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 6:18:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3861, top5_acc: 0.6525, loss_cls: 5.0450, loss: 5.0450 +2023-12-27 14:48:11,492 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 6:17:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3744, top5_acc: 0.6500, loss_cls: 5.0767, loss: 5.0767 +2023-12-27 14:49:11,092 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 6:15:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3934, top5_acc: 0.6466, loss_cls: 5.0353, loss: 5.0353 +2023-12-27 14:50:10,602 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 6:14:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3864, top5_acc: 0.6492, loss_cls: 5.0470, loss: 5.0470 +2023-12-27 14:51:10,966 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 6:13:48, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3791, top5_acc: 0.6448, loss_cls: 5.0640, loss: 5.0640 +2023-12-27 14:52:10,948 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 6:12:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3769, top5_acc: 0.6462, loss_cls: 5.0678, loss: 5.0678 +2023-12-27 14:53:10,487 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 6:11:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3873, top5_acc: 0.6547, loss_cls: 5.0253, loss: 5.0253 +2023-12-27 14:54:09,946 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 6:10:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3806, top5_acc: 0.6377, loss_cls: 5.1060, loss: 5.1060 +2023-12-27 14:55:09,527 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 6:09:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3881, top5_acc: 0.6544, loss_cls: 5.0494, loss: 5.0494 +2023-12-27 14:56:09,680 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 6:08:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3841, top5_acc: 0.6556, loss_cls: 5.0317, loss: 5.0317 +2023-12-27 14:56:39,897 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-27 14:58:41,021 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 14:58:42,059 - pyskl - INFO - +top1_acc 0.3198 +top5_acc 0.5802 +2023-12-27 14:58:42,059 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 14:58:42,099 - pyskl - INFO - +mean_acc 0.3195 +2023-12-27 14:58:42,109 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.3198, top5_acc: 0.5802, mean_class_accuracy: 0.3195 +2023-12-27 15:02:09,222 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 6:07:45, time: 2.071, data_time: 1.469, memory: 16180, top1_acc: 0.4075, top5_acc: 0.6656, loss_cls: 4.9439, loss: 4.9439 +2023-12-27 15:03:08,610 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 6:06:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3891, top5_acc: 0.6500, loss_cls: 5.0287, loss: 5.0287 +2023-12-27 15:04:08,131 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 6:05:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4025, top5_acc: 0.6691, loss_cls: 4.9739, loss: 4.9739 +2023-12-27 15:05:07,851 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 6:04:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3886, top5_acc: 0.6569, loss_cls: 5.0181, loss: 5.0181 +2023-12-27 15:06:07,399 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 6:03:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3875, top5_acc: 0.6584, loss_cls: 5.0074, loss: 5.0074 +2023-12-27 15:07:06,907 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 6:02:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3928, top5_acc: 0.6613, loss_cls: 5.0074, loss: 5.0074 +2023-12-27 15:08:06,423 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 6:01:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3995, top5_acc: 0.6655, loss_cls: 4.9774, loss: 4.9774 +2023-12-27 15:09:06,162 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 6:00:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3839, top5_acc: 0.6439, loss_cls: 5.0386, loss: 5.0386 +2023-12-27 15:10:05,641 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 5:59:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3872, top5_acc: 0.6461, loss_cls: 5.0372, loss: 5.0372 +2023-12-27 15:11:05,072 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 5:58:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3800, top5_acc: 0.6450, loss_cls: 5.0605, loss: 5.0605 +2023-12-27 15:12:04,530 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 5:57:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3845, top5_acc: 0.6394, loss_cls: 5.0643, loss: 5.0643 +2023-12-27 15:13:04,166 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 5:55:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3900, top5_acc: 0.6511, loss_cls: 5.0384, loss: 5.0384 +2023-12-27 15:14:04,061 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 5:54:51, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3966, top5_acc: 0.6494, loss_cls: 5.0317, loss: 5.0317 +2023-12-27 15:15:04,095 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 5:53:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3897, top5_acc: 0.6602, loss_cls: 4.9997, loss: 4.9997 +2023-12-27 15:16:03,840 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 5:52:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3755, top5_acc: 0.6478, loss_cls: 5.0478, loss: 5.0478 +2023-12-27 15:17:03,728 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 5:51:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3808, top5_acc: 0.6502, loss_cls: 5.0586, loss: 5.0586 +2023-12-27 15:18:03,759 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 5:50:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3780, top5_acc: 0.6508, loss_cls: 5.0398, loss: 5.0398 +2023-12-27 15:19:03,960 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 5:49:30, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3967, top5_acc: 0.6589, loss_cls: 4.9649, loss: 4.9649 +2023-12-27 15:20:03,969 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 5:48:26, time: 0.600, data_time: 0.001, memory: 16180, top1_acc: 0.3995, top5_acc: 0.6600, loss_cls: 4.9826, loss: 4.9826 +2023-12-27 15:21:03,696 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 5:47:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3869, top5_acc: 0.6425, loss_cls: 5.0545, loss: 5.0545 +2023-12-27 15:22:03,164 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 5:46:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3855, top5_acc: 0.6477, loss_cls: 5.0229, loss: 5.0229 +2023-12-27 15:23:02,542 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 5:45:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3811, top5_acc: 0.6456, loss_cls: 5.0640, loss: 5.0640 +2023-12-27 15:24:01,964 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 5:44:08, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3770, top5_acc: 0.6436, loss_cls: 5.0786, loss: 5.0786 +2023-12-27 15:25:01,424 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 5:43:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3830, top5_acc: 0.6498, loss_cls: 5.0095, loss: 5.0095 +2023-12-27 15:26:00,883 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 5:41:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3930, top5_acc: 0.6525, loss_cls: 5.0099, loss: 5.0099 +2023-12-27 15:27:00,279 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 5:40:54, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3912, top5_acc: 0.6542, loss_cls: 5.0462, loss: 5.0462 +2023-12-27 15:27:59,572 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 5:39:50, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3812, top5_acc: 0.6436, loss_cls: 5.0741, loss: 5.0741 +2023-12-27 15:28:59,260 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 5:38:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3912, top5_acc: 0.6525, loss_cls: 5.0083, loss: 5.0083 +2023-12-27 15:29:58,680 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 5:37:41, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3939, top5_acc: 0.6531, loss_cls: 5.0397, loss: 5.0397 +2023-12-27 15:30:58,160 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 5:36:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3884, top5_acc: 0.6525, loss_cls: 5.0239, loss: 5.0239 +2023-12-27 15:31:57,681 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 5:35:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3891, top5_acc: 0.6481, loss_cls: 5.0275, loss: 5.0275 +2023-12-27 15:32:57,265 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 5:34:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3905, top5_acc: 0.6567, loss_cls: 5.0090, loss: 5.0090 +2023-12-27 15:33:56,734 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 5:33:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3937, top5_acc: 0.6587, loss_cls: 5.0244, loss: 5.0244 +2023-12-27 15:34:56,295 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 5:32:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3780, top5_acc: 0.6505, loss_cls: 5.0640, loss: 5.0640 +2023-12-27 15:35:55,991 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 5:31:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3836, top5_acc: 0.6464, loss_cls: 5.0477, loss: 5.0477 +2023-12-27 15:36:55,715 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 5:30:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3889, top5_acc: 0.6536, loss_cls: 5.0667, loss: 5.0667 +2023-12-27 15:37:55,668 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 5:29:06, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3814, top5_acc: 0.6461, loss_cls: 5.0621, loss: 5.0621 +2023-12-27 15:38:25,621 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-27 15:40:25,102 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:40:26,173 - pyskl - INFO - +top1_acc 0.3252 +top5_acc 0.5851 +2023-12-27 15:40:26,173 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 15:40:26,214 - pyskl - INFO - +mean_acc 0.3249 +2023-12-27 15:40:26,221 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_103.pth was removed +2023-12-27 15:40:26,505 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-27 15:40:26,506 - pyskl - INFO - Best top1_acc is 0.3252 at 105 epoch. +2023-12-27 15:40:26,515 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.3252, top5_acc: 0.5851, mean_class_accuracy: 0.3249 +2023-12-27 15:43:53,834 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 5:28:23, time: 2.073, data_time: 1.473, memory: 16180, top1_acc: 0.3967, top5_acc: 0.6530, loss_cls: 4.9884, loss: 4.9884 +2023-12-27 15:44:52,961 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 5:27:19, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3914, top5_acc: 0.6650, loss_cls: 4.9750, loss: 4.9750 +2023-12-27 15:45:52,462 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 5:26:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3973, top5_acc: 0.6639, loss_cls: 4.9832, loss: 4.9832 +2023-12-27 15:46:51,857 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 5:25:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4014, top5_acc: 0.6697, loss_cls: 4.9281, loss: 4.9281 +2023-12-27 15:47:51,446 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 5:24:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3966, top5_acc: 0.6542, loss_cls: 4.9926, loss: 4.9926 +2023-12-27 15:48:50,996 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 5:23:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3944, top5_acc: 0.6561, loss_cls: 4.9939, loss: 4.9939 +2023-12-27 15:49:50,807 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 5:21:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4012, top5_acc: 0.6670, loss_cls: 4.9392, loss: 4.9392 +2023-12-27 15:50:50,603 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 5:20:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3933, top5_acc: 0.6603, loss_cls: 4.9836, loss: 4.9836 +2023-12-27 15:51:50,155 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 5:19:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3969, top5_acc: 0.6497, loss_cls: 5.0216, loss: 5.0216 +2023-12-27 15:52:49,734 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 5:18:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3869, top5_acc: 0.6516, loss_cls: 5.0170, loss: 5.0170 +2023-12-27 15:53:49,300 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 5:17:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3881, top5_acc: 0.6514, loss_cls: 5.0445, loss: 5.0445 +2023-12-27 15:54:48,946 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 5:16:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3914, top5_acc: 0.6542, loss_cls: 5.0059, loss: 5.0059 +2023-12-27 15:55:48,677 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 5:15:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3933, top5_acc: 0.6544, loss_cls: 4.9973, loss: 4.9973 +2023-12-27 15:56:48,192 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 5:14:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3895, top5_acc: 0.6541, loss_cls: 5.0207, loss: 5.0207 +2023-12-27 15:57:48,477 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 5:13:22, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3922, top5_acc: 0.6592, loss_cls: 5.0014, loss: 5.0014 +2023-12-27 15:58:48,376 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 5:12:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3977, top5_acc: 0.6658, loss_cls: 4.9824, loss: 4.9824 +2023-12-27 15:59:49,205 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 5:11:13, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.3878, top5_acc: 0.6555, loss_cls: 5.0141, loss: 5.0141 +2023-12-27 16:00:49,657 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 5:10:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.3958, top5_acc: 0.6631, loss_cls: 4.9629, loss: 4.9629 +2023-12-27 16:01:49,148 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 5:09:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3897, top5_acc: 0.6528, loss_cls: 5.0372, loss: 5.0372 +2023-12-27 16:02:48,429 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 5:08:00, time: 0.593, data_time: 0.001, memory: 16180, top1_acc: 0.3758, top5_acc: 0.6412, loss_cls: 5.0680, loss: 5.0680 +2023-12-27 16:03:48,002 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 5:06:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3911, top5_acc: 0.6545, loss_cls: 5.0097, loss: 5.0097 +2023-12-27 16:04:47,801 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 5:05:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3970, top5_acc: 0.6544, loss_cls: 5.0005, loss: 5.0005 +2023-12-27 16:05:47,430 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 5:04:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3833, top5_acc: 0.6427, loss_cls: 5.0736, loss: 5.0736 +2023-12-27 16:06:46,823 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 5:03:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3900, top5_acc: 0.6527, loss_cls: 5.0292, loss: 5.0292 +2023-12-27 16:07:46,232 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 5:02:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3864, top5_acc: 0.6417, loss_cls: 5.0471, loss: 5.0471 +2023-12-27 16:08:45,863 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 5:01:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3930, top5_acc: 0.6522, loss_cls: 5.0200, loss: 5.0200 +2023-12-27 16:09:45,569 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 5:00:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3942, top5_acc: 0.6567, loss_cls: 5.0009, loss: 5.0009 +2023-12-27 16:10:45,797 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 4:59:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4002, top5_acc: 0.6622, loss_cls: 4.9809, loss: 4.9809 +2023-12-27 16:11:45,791 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 4:58:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3842, top5_acc: 0.6459, loss_cls: 5.0565, loss: 5.0565 +2023-12-27 16:12:45,496 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 4:57:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3867, top5_acc: 0.6541, loss_cls: 5.0483, loss: 5.0483 +2023-12-27 16:13:44,960 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 4:56:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3911, top5_acc: 0.6525, loss_cls: 5.0218, loss: 5.0218 +2023-12-27 16:14:44,630 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 4:55:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3980, top5_acc: 0.6567, loss_cls: 4.9948, loss: 4.9948 +2023-12-27 16:15:44,083 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 4:54:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3911, top5_acc: 0.6575, loss_cls: 5.0008, loss: 5.0008 +2023-12-27 16:16:43,704 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 4:53:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3908, top5_acc: 0.6519, loss_cls: 5.0163, loss: 5.0163 +2023-12-27 16:17:43,387 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 4:51:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3844, top5_acc: 0.6491, loss_cls: 5.0386, loss: 5.0386 +2023-12-27 16:18:42,756 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 4:50:51, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3883, top5_acc: 0.6589, loss_cls: 5.0059, loss: 5.0059 +2023-12-27 16:19:42,796 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 4:49:47, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3959, top5_acc: 0.6586, loss_cls: 4.9965, loss: 4.9965 +2023-12-27 16:20:13,363 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-27 16:22:11,907 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:22:12,947 - pyskl - INFO - +top1_acc 0.3176 +top5_acc 0.5810 +2023-12-27 16:22:12,947 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 16:22:12,986 - pyskl - INFO - +mean_acc 0.3175 +2023-12-27 16:22:12,995 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.3176, top5_acc: 0.5810, mean_class_accuracy: 0.3175 +2023-12-27 16:25:49,593 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 4:49:07, time: 2.166, data_time: 1.553, memory: 16180, top1_acc: 0.4050, top5_acc: 0.6716, loss_cls: 4.9329, loss: 4.9329 +2023-12-27 16:26:48,942 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 4:48:02, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3981, top5_acc: 0.6653, loss_cls: 4.9476, loss: 4.9476 +2023-12-27 16:27:48,861 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 4:46:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4072, top5_acc: 0.6675, loss_cls: 4.9287, loss: 4.9287 +2023-12-27 16:28:48,472 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 4:45:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3995, top5_acc: 0.6583, loss_cls: 4.9882, loss: 4.9882 +2023-12-27 16:29:47,872 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 4:44:49, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4077, top5_acc: 0.6620, loss_cls: 4.9706, loss: 4.9706 +2023-12-27 16:30:47,274 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 4:43:45, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3923, top5_acc: 0.6611, loss_cls: 4.9739, loss: 4.9739 +2023-12-27 16:31:46,906 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 4:42:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4003, top5_acc: 0.6709, loss_cls: 4.9348, loss: 4.9348 +2023-12-27 16:32:46,301 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 4:41:36, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3897, top5_acc: 0.6622, loss_cls: 4.9887, loss: 4.9887 +2023-12-27 16:33:45,773 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 4:40:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3987, top5_acc: 0.6659, loss_cls: 4.9717, loss: 4.9717 +2023-12-27 16:34:45,242 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 4:39:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3966, top5_acc: 0.6566, loss_cls: 5.0045, loss: 5.0045 +2023-12-27 16:35:44,945 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 4:38:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3959, top5_acc: 0.6684, loss_cls: 4.9465, loss: 4.9465 +2023-12-27 16:36:44,473 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 4:37:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3981, top5_acc: 0.6680, loss_cls: 4.9635, loss: 4.9635 +2023-12-27 16:37:44,965 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 4:36:14, time: 0.605, data_time: 0.001, memory: 16180, top1_acc: 0.3914, top5_acc: 0.6606, loss_cls: 4.9849, loss: 4.9849 +2023-12-27 16:38:44,525 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 4:35:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4011, top5_acc: 0.6580, loss_cls: 4.9558, loss: 4.9558 +2023-12-27 16:39:44,225 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 4:34:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3903, top5_acc: 0.6583, loss_cls: 5.0187, loss: 5.0187 +2023-12-27 16:40:44,408 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 4:33:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3981, top5_acc: 0.6566, loss_cls: 4.9821, loss: 4.9821 +2023-12-27 16:41:44,741 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 4:31:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3944, top5_acc: 0.6508, loss_cls: 5.0156, loss: 5.0156 +2023-12-27 16:42:45,797 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 4:30:54, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.3933, top5_acc: 0.6570, loss_cls: 4.9816, loss: 4.9816 +2023-12-27 16:43:45,633 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 4:29:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3991, top5_acc: 0.6586, loss_cls: 4.9726, loss: 4.9726 +2023-12-27 16:44:44,864 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 4:28:45, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3891, top5_acc: 0.6559, loss_cls: 4.9923, loss: 4.9923 +2023-12-27 16:45:44,613 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 4:27:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3919, top5_acc: 0.6441, loss_cls: 5.0395, loss: 5.0395 +2023-12-27 16:46:44,736 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 4:26:36, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3842, top5_acc: 0.6522, loss_cls: 5.0308, loss: 5.0308 +2023-12-27 16:47:43,951 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 4:25:32, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3884, top5_acc: 0.6575, loss_cls: 5.0133, loss: 5.0133 +2023-12-27 16:48:43,727 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 4:24:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3858, top5_acc: 0.6562, loss_cls: 4.9990, loss: 4.9990 +2023-12-27 16:49:43,497 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 4:23:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3934, top5_acc: 0.6594, loss_cls: 5.0243, loss: 5.0243 +2023-12-27 16:50:43,334 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 4:22:19, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3941, top5_acc: 0.6520, loss_cls: 5.0212, loss: 5.0212 +2023-12-27 16:51:43,840 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 4:21:15, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4098, top5_acc: 0.6714, loss_cls: 4.9353, loss: 4.9353 +2023-12-27 16:52:44,101 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 4:20:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3959, top5_acc: 0.6578, loss_cls: 5.0188, loss: 5.0188 +2023-12-27 16:53:44,117 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 4:19:07, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3900, top5_acc: 0.6469, loss_cls: 5.0403, loss: 5.0403 +2023-12-27 16:54:43,660 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 4:18:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3966, top5_acc: 0.6541, loss_cls: 4.9942, loss: 4.9942 +2023-12-27 16:55:43,179 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 4:16:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3891, top5_acc: 0.6533, loss_cls: 5.0036, loss: 5.0036 +2023-12-27 16:56:42,696 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 4:15:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3786, top5_acc: 0.6467, loss_cls: 5.0514, loss: 5.0514 +2023-12-27 16:57:42,356 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 4:14:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3850, top5_acc: 0.6525, loss_cls: 5.0458, loss: 5.0458 +2023-12-27 16:58:42,234 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 4:13:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3998, top5_acc: 0.6550, loss_cls: 5.0144, loss: 5.0144 +2023-12-27 16:59:41,739 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 4:12:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3998, top5_acc: 0.6653, loss_cls: 4.9679, loss: 4.9679 +2023-12-27 17:00:41,194 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 4:11:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3956, top5_acc: 0.6464, loss_cls: 5.0416, loss: 5.0416 +2023-12-27 17:01:41,415 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 4:10:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3922, top5_acc: 0.6575, loss_cls: 5.0097, loss: 5.0097 +2023-12-27 17:02:12,094 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-27 17:04:13,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:04:14,782 - pyskl - INFO - +top1_acc 0.3243 +top5_acc 0.5839 +2023-12-27 17:04:14,783 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 17:04:14,839 - pyskl - INFO - +mean_acc 0.3240 +2023-12-27 17:04:14,850 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.3243, top5_acc: 0.5839, mean_class_accuracy: 0.3240 +2023-12-27 17:07:40,217 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 4:09:46, time: 2.054, data_time: 1.448, memory: 16180, top1_acc: 0.4098, top5_acc: 0.6763, loss_cls: 4.9322, loss: 4.9322 +2023-12-27 17:08:39,969 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 4:08:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3972, top5_acc: 0.6591, loss_cls: 4.9611, loss: 4.9611 +2023-12-27 17:09:39,563 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 4:07:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4133, top5_acc: 0.6744, loss_cls: 4.9100, loss: 4.9100 +2023-12-27 17:10:39,628 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 4:06:34, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4042, top5_acc: 0.6666, loss_cls: 4.9706, loss: 4.9706 +2023-12-27 17:11:38,776 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 4:05:29, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3992, top5_acc: 0.6559, loss_cls: 4.9839, loss: 4.9839 +2023-12-27 17:12:38,356 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 4:04:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3995, top5_acc: 0.6634, loss_cls: 4.9626, loss: 4.9626 +2023-12-27 17:13:37,817 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 4:03:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4039, top5_acc: 0.6780, loss_cls: 4.9154, loss: 4.9154 +2023-12-27 17:14:37,391 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 4:02:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3952, top5_acc: 0.6613, loss_cls: 4.9700, loss: 4.9700 +2023-12-27 17:15:36,832 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 4:01:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4080, top5_acc: 0.6759, loss_cls: 4.9099, loss: 4.9099 +2023-12-27 17:16:36,439 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 4:00:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4061, top5_acc: 0.6678, loss_cls: 4.9509, loss: 4.9509 +2023-12-27 17:17:36,283 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 3:59:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4002, top5_acc: 0.6592, loss_cls: 4.9462, loss: 4.9462 +2023-12-27 17:18:35,740 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 3:57:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4045, top5_acc: 0.6661, loss_cls: 4.9499, loss: 4.9499 +2023-12-27 17:19:35,313 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 3:56:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4036, top5_acc: 0.6645, loss_cls: 4.9680, loss: 4.9680 +2023-12-27 17:20:34,826 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 3:55:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3914, top5_acc: 0.6478, loss_cls: 5.0127, loss: 5.0127 +2023-12-27 17:21:34,100 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 3:54:46, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4000, top5_acc: 0.6553, loss_cls: 4.9967, loss: 4.9967 +2023-12-27 17:22:33,322 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 3:53:41, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3873, top5_acc: 0.6517, loss_cls: 5.0281, loss: 5.0281 +2023-12-27 17:23:33,582 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 3:52:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.3984, top5_acc: 0.6656, loss_cls: 4.9752, loss: 4.9752 +2023-12-27 17:24:33,962 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 3:51:33, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4073, top5_acc: 0.6622, loss_cls: 4.9549, loss: 4.9549 +2023-12-27 17:25:33,454 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 3:50:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3969, top5_acc: 0.6647, loss_cls: 4.9613, loss: 4.9613 +2023-12-27 17:26:33,132 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 3:49:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3895, top5_acc: 0.6614, loss_cls: 4.9648, loss: 4.9648 +2023-12-27 17:27:33,244 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 3:48:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.3952, top5_acc: 0.6705, loss_cls: 4.9626, loss: 4.9626 +2023-12-27 17:28:33,410 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 3:47:16, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3931, top5_acc: 0.6508, loss_cls: 5.0156, loss: 5.0156 +2023-12-27 17:29:33,356 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 3:46:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3777, top5_acc: 0.6417, loss_cls: 5.0494, loss: 5.0494 +2023-12-27 17:30:32,845 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 3:45:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3941, top5_acc: 0.6644, loss_cls: 4.9746, loss: 4.9746 +2023-12-27 17:31:32,391 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 3:44:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4016, top5_acc: 0.6706, loss_cls: 4.9562, loss: 4.9562 +2023-12-27 17:32:31,877 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 3:42:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3975, top5_acc: 0.6634, loss_cls: 4.9634, loss: 4.9634 +2023-12-27 17:33:31,376 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 3:41:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4066, top5_acc: 0.6630, loss_cls: 4.9388, loss: 4.9388 +2023-12-27 17:34:30,910 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 3:40:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3923, top5_acc: 0.6523, loss_cls: 5.0134, loss: 5.0134 +2023-12-27 17:35:30,263 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 3:39:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3856, top5_acc: 0.6505, loss_cls: 5.0219, loss: 5.0219 +2023-12-27 17:36:29,707 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 3:38:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3922, top5_acc: 0.6561, loss_cls: 5.0031, loss: 5.0031 +2023-12-27 17:37:28,996 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 3:37:38, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.3933, top5_acc: 0.6598, loss_cls: 4.9943, loss: 4.9943 +2023-12-27 17:38:28,635 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 3:36:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4019, top5_acc: 0.6639, loss_cls: 4.9807, loss: 4.9807 +2023-12-27 17:39:28,277 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 3:35:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3894, top5_acc: 0.6548, loss_cls: 5.0137, loss: 5.0137 +2023-12-27 17:40:27,696 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 3:34:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3947, top5_acc: 0.6650, loss_cls: 4.9912, loss: 4.9912 +2023-12-27 17:41:27,152 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 3:33:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3839, top5_acc: 0.6466, loss_cls: 5.0392, loss: 5.0392 +2023-12-27 17:42:26,742 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 3:32:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3889, top5_acc: 0.6559, loss_cls: 5.0256, loss: 5.0256 +2023-12-27 17:43:26,375 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 3:31:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4011, top5_acc: 0.6700, loss_cls: 4.9344, loss: 4.9344 +2023-12-27 17:43:56,590 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-27 17:45:54,692 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:45:55,732 - pyskl - INFO - +top1_acc 0.3356 +top5_acc 0.5934 +2023-12-27 17:45:55,732 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 17:45:55,770 - pyskl - INFO - +mean_acc 0.3356 +2023-12-27 17:45:55,778 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_105.pth was removed +2023-12-27 17:45:56,089 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2023-12-27 17:45:56,090 - pyskl - INFO - Best top1_acc is 0.3356 at 108 epoch. +2023-12-27 17:45:56,100 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.3356, top5_acc: 0.5934, mean_class_accuracy: 0.3356 +2023-12-27 17:49:28,785 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 3:30:27, time: 2.127, data_time: 1.525, memory: 16180, top1_acc: 0.4173, top5_acc: 0.6839, loss_cls: 4.8661, loss: 4.8661 +2023-12-27 17:50:28,555 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 3:29:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4153, top5_acc: 0.6677, loss_cls: 4.9468, loss: 4.9468 +2023-12-27 17:51:28,440 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 3:28:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4091, top5_acc: 0.6673, loss_cls: 4.9336, loss: 4.9336 +2023-12-27 17:52:28,349 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 3:27:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3942, top5_acc: 0.6648, loss_cls: 4.9824, loss: 4.9824 +2023-12-27 17:53:28,278 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 3:26:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4067, top5_acc: 0.6739, loss_cls: 4.9065, loss: 4.9065 +2023-12-27 17:54:28,002 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 3:25:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4120, top5_acc: 0.6758, loss_cls: 4.8999, loss: 4.8999 +2023-12-27 17:55:27,888 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 3:24:02, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4134, top5_acc: 0.6833, loss_cls: 4.8968, loss: 4.8968 +2023-12-27 17:56:27,649 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 3:22:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3983, top5_acc: 0.6600, loss_cls: 4.9641, loss: 4.9641 +2023-12-27 17:57:27,137 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 3:21:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4055, top5_acc: 0.6730, loss_cls: 4.9083, loss: 4.9083 +2023-12-27 17:58:26,602 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 3:20:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3991, top5_acc: 0.6655, loss_cls: 4.9620, loss: 4.9620 +2023-12-27 17:59:26,180 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 3:19:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3916, top5_acc: 0.6573, loss_cls: 4.9855, loss: 4.9855 +2023-12-27 18:00:25,536 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 3:18:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4009, top5_acc: 0.6578, loss_cls: 4.9816, loss: 4.9816 +2023-12-27 18:01:24,966 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 3:17:36, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4048, top5_acc: 0.6645, loss_cls: 4.9743, loss: 4.9743 +2023-12-27 18:02:24,539 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 3:16:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3969, top5_acc: 0.6650, loss_cls: 4.9858, loss: 4.9858 +2023-12-27 18:03:23,675 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 3:15:27, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.3984, top5_acc: 0.6697, loss_cls: 4.9494, loss: 4.9494 +2023-12-27 18:04:23,356 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 3:14:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.3936, top5_acc: 0.6687, loss_cls: 4.9589, loss: 4.9589 +2023-12-27 18:05:23,078 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 3:13:19, time: 0.597, data_time: 0.001, memory: 16180, top1_acc: 0.4048, top5_acc: 0.6711, loss_cls: 4.9540, loss: 4.9540 +2023-12-27 18:06:23,089 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 3:12:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4022, top5_acc: 0.6686, loss_cls: 4.9538, loss: 4.9538 +2023-12-27 18:07:23,705 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 3:11:11, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.3986, top5_acc: 0.6641, loss_cls: 4.9755, loss: 4.9755 +2023-12-27 18:08:23,538 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 3:10:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3980, top5_acc: 0.6689, loss_cls: 4.9352, loss: 4.9352 +2023-12-27 18:09:23,537 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 3:09:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4027, top5_acc: 0.6717, loss_cls: 4.9324, loss: 4.9324 +2023-12-27 18:10:23,282 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 3:07:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4034, top5_acc: 0.6722, loss_cls: 4.9227, loss: 4.9227 +2023-12-27 18:11:22,655 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 3:06:54, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4044, top5_acc: 0.6628, loss_cls: 4.9520, loss: 4.9520 +2023-12-27 18:12:22,052 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 3:05:50, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4055, top5_acc: 0.6681, loss_cls: 4.9666, loss: 4.9666 +2023-12-27 18:13:21,461 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 3:04:45, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4002, top5_acc: 0.6642, loss_cls: 4.9817, loss: 4.9817 +2023-12-27 18:14:20,778 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 3:03:41, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4056, top5_acc: 0.6647, loss_cls: 4.9476, loss: 4.9476 +2023-12-27 18:15:20,363 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 3:02:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4011, top5_acc: 0.6691, loss_cls: 4.9386, loss: 4.9386 +2023-12-27 18:16:19,793 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 3:01:32, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3984, top5_acc: 0.6630, loss_cls: 4.9481, loss: 4.9481 +2023-12-27 18:17:19,207 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 3:00:28, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3942, top5_acc: 0.6548, loss_cls: 4.9888, loss: 4.9888 +2023-12-27 18:18:18,689 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 2:59:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4062, top5_acc: 0.6591, loss_cls: 4.9785, loss: 4.9785 +2023-12-27 18:19:18,787 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 2:58:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4023, top5_acc: 0.6653, loss_cls: 4.9602, loss: 4.9602 +2023-12-27 18:20:17,971 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 2:57:15, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.3933, top5_acc: 0.6561, loss_cls: 4.9985, loss: 4.9985 +2023-12-27 18:21:17,334 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 2:56:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4092, top5_acc: 0.6686, loss_cls: 4.9471, loss: 4.9471 +2023-12-27 18:22:16,888 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 2:55:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4052, top5_acc: 0.6609, loss_cls: 4.9504, loss: 4.9504 +2023-12-27 18:23:16,391 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 2:54:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4034, top5_acc: 0.6602, loss_cls: 4.9683, loss: 4.9683 +2023-12-27 18:24:16,013 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 2:52:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3945, top5_acc: 0.6603, loss_cls: 5.0107, loss: 5.0107 +2023-12-27 18:25:15,983 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 2:51:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.3941, top5_acc: 0.6630, loss_cls: 4.9574, loss: 4.9574 +2023-12-27 18:25:46,164 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-27 18:27:43,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:27:44,089 - pyskl - INFO - +top1_acc 0.3287 +top5_acc 0.5831 +2023-12-27 18:27:44,089 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 18:27:44,121 - pyskl - INFO - +mean_acc 0.3284 +2023-12-27 18:27:44,130 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.3287, top5_acc: 0.5831, mean_class_accuracy: 0.3284 +2023-12-27 18:31:14,802 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 2:51:07, time: 2.107, data_time: 1.505, memory: 16180, top1_acc: 0.4181, top5_acc: 0.6877, loss_cls: 4.8447, loss: 4.8447 +2023-12-27 18:32:14,896 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 2:50:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4256, top5_acc: 0.6903, loss_cls: 4.8311, loss: 4.8311 +2023-12-27 18:33:14,936 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 2:48:59, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4166, top5_acc: 0.6763, loss_cls: 4.9004, loss: 4.9004 +2023-12-27 18:34:14,540 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 2:47:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4100, top5_acc: 0.6792, loss_cls: 4.8713, loss: 4.8713 +2023-12-27 18:35:14,115 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 2:46:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4053, top5_acc: 0.6627, loss_cls: 4.9442, loss: 4.9442 +2023-12-27 18:36:13,853 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 2:45:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4205, top5_acc: 0.6836, loss_cls: 4.8726, loss: 4.8726 +2023-12-27 18:37:13,766 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 2:44:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4042, top5_acc: 0.6767, loss_cls: 4.8908, loss: 4.8908 +2023-12-27 18:38:13,115 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 2:43:38, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4134, top5_acc: 0.6775, loss_cls: 4.8899, loss: 4.8899 +2023-12-27 18:39:12,596 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 2:42:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4153, top5_acc: 0.6747, loss_cls: 4.9102, loss: 4.9102 +2023-12-27 18:40:12,056 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 2:41:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4075, top5_acc: 0.6763, loss_cls: 4.9204, loss: 4.9204 +2023-12-27 18:41:11,475 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 2:40:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3909, top5_acc: 0.6658, loss_cls: 4.9709, loss: 4.9709 +2023-12-27 18:42:10,952 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 2:39:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4002, top5_acc: 0.6570, loss_cls: 4.9753, loss: 4.9753 +2023-12-27 18:43:10,202 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 2:38:16, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4105, top5_acc: 0.6764, loss_cls: 4.9139, loss: 4.9139 +2023-12-27 18:44:09,681 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 2:37:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.3975, top5_acc: 0.6584, loss_cls: 4.9704, loss: 4.9704 +2023-12-27 18:45:09,318 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 2:36:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4037, top5_acc: 0.6663, loss_cls: 4.9412, loss: 4.9412 +2023-12-27 18:46:08,964 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 2:35:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4033, top5_acc: 0.6659, loss_cls: 4.9381, loss: 4.9381 +2023-12-27 18:47:09,189 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 2:34:00, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3998, top5_acc: 0.6631, loss_cls: 4.9636, loss: 4.9636 +2023-12-27 18:48:09,399 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 2:32:56, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3916, top5_acc: 0.6628, loss_cls: 4.9808, loss: 4.9808 +2023-12-27 18:49:09,146 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 2:31:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4034, top5_acc: 0.6645, loss_cls: 4.9570, loss: 4.9570 +2023-12-27 18:50:09,315 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 2:30:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4036, top5_acc: 0.6619, loss_cls: 4.9708, loss: 4.9708 +2023-12-27 18:51:09,242 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 2:29:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4037, top5_acc: 0.6684, loss_cls: 4.9209, loss: 4.9209 +2023-12-27 18:52:08,656 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 2:28:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4064, top5_acc: 0.6647, loss_cls: 4.9304, loss: 4.9304 +2023-12-27 18:53:08,306 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 2:27:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4159, top5_acc: 0.6709, loss_cls: 4.9130, loss: 4.9130 +2023-12-27 18:54:07,975 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 2:26:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4052, top5_acc: 0.6714, loss_cls: 4.9277, loss: 4.9277 +2023-12-27 18:55:07,586 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 2:25:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4042, top5_acc: 0.6670, loss_cls: 4.9357, loss: 4.9357 +2023-12-27 18:56:07,127 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 2:24:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4050, top5_acc: 0.6698, loss_cls: 4.9358, loss: 4.9358 +2023-12-27 18:57:06,974 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 2:23:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4042, top5_acc: 0.6639, loss_cls: 4.9392, loss: 4.9392 +2023-12-27 18:58:06,529 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 2:22:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4178, top5_acc: 0.6683, loss_cls: 4.9106, loss: 4.9106 +2023-12-27 18:59:05,904 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 2:21:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3969, top5_acc: 0.6581, loss_cls: 4.9877, loss: 4.9877 +2023-12-27 19:00:05,168 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 2:20:05, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4045, top5_acc: 0.6686, loss_cls: 4.9749, loss: 4.9749 +2023-12-27 19:01:05,039 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 2:19:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.3903, top5_acc: 0.6575, loss_cls: 5.0053, loss: 5.0053 +2023-12-27 19:02:04,596 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 2:17:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3930, top5_acc: 0.6637, loss_cls: 4.9642, loss: 4.9642 +2023-12-27 19:03:04,374 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 2:16:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3931, top5_acc: 0.6500, loss_cls: 5.0137, loss: 5.0137 +2023-12-27 19:04:04,245 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 2:15:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4088, top5_acc: 0.6770, loss_cls: 4.9089, loss: 4.9089 +2023-12-27 19:05:04,397 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 2:14:45, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4009, top5_acc: 0.6673, loss_cls: 4.9656, loss: 4.9656 +2023-12-27 19:06:04,799 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 2:13:41, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.3973, top5_acc: 0.6633, loss_cls: 4.9768, loss: 4.9768 +2023-12-27 19:07:04,989 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 2:12:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.3980, top5_acc: 0.6566, loss_cls: 4.9994, loss: 4.9994 +2023-12-27 19:07:35,514 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-27 19:09:35,031 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:09:36,071 - pyskl - INFO - +top1_acc 0.3440 +top5_acc 0.6055 +2023-12-27 19:09:36,071 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 19:09:36,111 - pyskl - INFO - +mean_acc 0.3437 +2023-12-27 19:09:36,118 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_108.pth was removed +2023-12-27 19:09:36,416 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2023-12-27 19:09:36,417 - pyskl - INFO - Best top1_acc is 0.3440 at 110 epoch. +2023-12-27 19:09:36,427 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.3440, top5_acc: 0.6055, mean_class_accuracy: 0.3437 +2023-12-27 19:13:07,341 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 2:11:48, time: 2.109, data_time: 1.512, memory: 16180, top1_acc: 0.4259, top5_acc: 0.6794, loss_cls: 4.8649, loss: 4.8649 +2023-12-27 19:14:06,875 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 2:10:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4134, top5_acc: 0.6795, loss_cls: 4.8830, loss: 4.8830 +2023-12-27 19:15:06,435 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 2:09:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4241, top5_acc: 0.6875, loss_cls: 4.8484, loss: 4.8484 +2023-12-27 19:16:06,179 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 2:08:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4194, top5_acc: 0.6827, loss_cls: 4.8669, loss: 4.8669 +2023-12-27 19:17:05,495 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 2:07:31, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4078, top5_acc: 0.6755, loss_cls: 4.9110, loss: 4.9110 +2023-12-27 19:18:04,967 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 2:06:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4170, top5_acc: 0.6798, loss_cls: 4.8784, loss: 4.8784 +2023-12-27 19:19:05,325 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 2:05:23, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4164, top5_acc: 0.6827, loss_cls: 4.8817, loss: 4.8817 +2023-12-27 19:20:05,352 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 2:04:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4059, top5_acc: 0.6687, loss_cls: 4.9373, loss: 4.9373 +2023-12-27 19:21:05,045 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 2:03:15, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4041, top5_acc: 0.6700, loss_cls: 4.9442, loss: 4.9442 +2023-12-27 19:22:04,814 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 2:02:11, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4111, top5_acc: 0.6744, loss_cls: 4.9037, loss: 4.9037 +2023-12-27 19:23:04,492 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 2:01:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4131, top5_acc: 0.6808, loss_cls: 4.8702, loss: 4.8702 +2023-12-27 19:24:03,888 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 2:00:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4005, top5_acc: 0.6703, loss_cls: 4.9583, loss: 4.9583 +2023-12-27 19:25:03,455 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 1:58:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4100, top5_acc: 0.6723, loss_cls: 4.9173, loss: 4.9173 +2023-12-27 19:26:03,003 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 1:57:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4141, top5_acc: 0.6761, loss_cls: 4.8947, loss: 4.8947 +2023-12-27 19:27:02,570 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 1:56:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3995, top5_acc: 0.6556, loss_cls: 4.9843, loss: 4.9843 +2023-12-27 19:28:01,880 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 1:55:46, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4078, top5_acc: 0.6711, loss_cls: 4.9311, loss: 4.9311 +2023-12-27 19:29:02,376 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 1:54:42, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4030, top5_acc: 0.6678, loss_cls: 4.9458, loss: 4.9458 +2023-12-27 19:30:02,632 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 1:53:38, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4058, top5_acc: 0.6652, loss_cls: 4.9487, loss: 4.9487 +2023-12-27 19:31:02,668 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 1:52:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4105, top5_acc: 0.6723, loss_cls: 4.9065, loss: 4.9065 +2023-12-27 19:32:02,855 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 1:51:30, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4130, top5_acc: 0.6784, loss_cls: 4.8723, loss: 4.8723 +2023-12-27 19:33:02,396 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 1:50:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4100, top5_acc: 0.6814, loss_cls: 4.8862, loss: 4.8862 +2023-12-27 19:34:01,940 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 1:49:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4066, top5_acc: 0.6698, loss_cls: 4.9084, loss: 4.9084 +2023-12-27 19:35:01,581 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 1:48:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4075, top5_acc: 0.6736, loss_cls: 4.9290, loss: 4.9290 +2023-12-27 19:36:01,091 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 1:47:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4191, top5_acc: 0.6781, loss_cls: 4.8946, loss: 4.8946 +2023-12-27 19:37:00,733 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 1:46:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4181, top5_acc: 0.6787, loss_cls: 4.8951, loss: 4.8951 +2023-12-27 19:37:59,987 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 1:45:05, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4047, top5_acc: 0.6673, loss_cls: 4.9139, loss: 4.9139 +2023-12-27 19:38:59,567 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 1:44:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4078, top5_acc: 0.6705, loss_cls: 4.9484, loss: 4.9484 +2023-12-27 19:39:59,212 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 1:42:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4075, top5_acc: 0.6753, loss_cls: 4.9189, loss: 4.9189 +2023-12-27 19:40:58,926 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 1:41:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4055, top5_acc: 0.6687, loss_cls: 4.9360, loss: 4.9360 +2023-12-27 19:41:58,184 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 1:40:48, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4103, top5_acc: 0.6730, loss_cls: 4.9225, loss: 4.9225 +2023-12-27 19:42:57,538 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 1:39:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3980, top5_acc: 0.6573, loss_cls: 4.9857, loss: 4.9857 +2023-12-27 19:43:56,934 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 1:38:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4081, top5_acc: 0.6737, loss_cls: 4.9411, loss: 4.9411 +2023-12-27 19:44:56,229 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 1:37:35, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4098, top5_acc: 0.6750, loss_cls: 4.9068, loss: 4.9068 +2023-12-27 19:45:55,837 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 1:36:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4008, top5_acc: 0.6695, loss_cls: 4.9722, loss: 4.9722 +2023-12-27 19:46:55,463 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 1:35:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4067, top5_acc: 0.6663, loss_cls: 4.9471, loss: 4.9471 +2023-12-27 19:47:55,104 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 1:34:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.3966, top5_acc: 0.6670, loss_cls: 4.9592, loss: 4.9592 +2023-12-27 19:48:55,469 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 1:33:19, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4091, top5_acc: 0.6747, loss_cls: 4.8921, loss: 4.8921 +2023-12-27 19:49:26,006 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-27 19:51:22,904 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:51:23,775 - pyskl - INFO - +top1_acc 0.3410 +top5_acc 0.6016 +2023-12-27 19:51:23,776 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 19:51:23,816 - pyskl - INFO - +mean_acc 0.3408 +2023-12-27 19:51:23,831 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.3410, top5_acc: 0.6016, mean_class_accuracy: 0.3408 +2023-12-27 19:54:52,827 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 1:32:28, time: 2.090, data_time: 1.487, memory: 16180, top1_acc: 0.4244, top5_acc: 0.6900, loss_cls: 4.8383, loss: 4.8383 +2023-12-27 19:55:52,492 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 1:31:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4250, top5_acc: 0.6827, loss_cls: 4.8348, loss: 4.8348 +2023-12-27 19:56:52,370 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 1:30:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4194, top5_acc: 0.6827, loss_cls: 4.8890, loss: 4.8890 +2023-12-27 19:57:52,186 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 1:29:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4181, top5_acc: 0.6853, loss_cls: 4.8636, loss: 4.8636 +2023-12-27 19:58:52,324 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 1:28:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4102, top5_acc: 0.6669, loss_cls: 4.9489, loss: 4.9489 +2023-12-27 19:59:52,076 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 1:27:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4194, top5_acc: 0.6836, loss_cls: 4.8526, loss: 4.8526 +2023-12-27 20:00:51,593 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 1:26:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4042, top5_acc: 0.6705, loss_cls: 4.9219, loss: 4.9219 +2023-12-27 20:01:51,187 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 1:25:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4044, top5_acc: 0.6800, loss_cls: 4.8832, loss: 4.8832 +2023-12-27 20:02:51,472 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 1:23:56, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4066, top5_acc: 0.6759, loss_cls: 4.9093, loss: 4.9093 +2023-12-27 20:03:51,031 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 1:22:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4306, top5_acc: 0.6809, loss_cls: 4.8610, loss: 4.8610 +2023-12-27 20:04:50,589 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 1:21:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4177, top5_acc: 0.6770, loss_cls: 4.8889, loss: 4.8889 +2023-12-27 20:05:50,919 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 1:20:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4042, top5_acc: 0.6780, loss_cls: 4.9074, loss: 4.9074 +2023-12-27 20:06:50,513 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 1:19:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4150, top5_acc: 0.6817, loss_cls: 4.8683, loss: 4.8683 +2023-12-27 20:07:50,149 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 1:18:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4130, top5_acc: 0.6734, loss_cls: 4.8933, loss: 4.8933 +2023-12-27 20:08:49,654 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 1:17:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4206, top5_acc: 0.6795, loss_cls: 4.8584, loss: 4.8584 +2023-12-27 20:09:49,101 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 1:16:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4106, top5_acc: 0.6814, loss_cls: 4.8871, loss: 4.8871 +2023-12-27 20:10:49,647 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 1:15:23, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4142, top5_acc: 0.6737, loss_cls: 4.9055, loss: 4.9055 +2023-12-27 20:11:50,030 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 1:14:19, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4156, top5_acc: 0.6823, loss_cls: 4.8800, loss: 4.8800 +2023-12-27 20:12:49,809 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 1:13:15, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4125, top5_acc: 0.6889, loss_cls: 4.8590, loss: 4.8590 +2023-12-27 20:13:49,550 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 1:12:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4055, top5_acc: 0.6756, loss_cls: 4.9106, loss: 4.9106 +2023-12-27 20:14:49,170 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 1:11:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4147, top5_acc: 0.6739, loss_cls: 4.9044, loss: 4.9044 +2023-12-27 20:15:48,787 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 1:10:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4142, top5_acc: 0.6744, loss_cls: 4.9090, loss: 4.9090 +2023-12-27 20:16:48,606 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 1:08:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4070, top5_acc: 0.6711, loss_cls: 4.9087, loss: 4.9087 +2023-12-27 20:17:48,015 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 1:07:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4133, top5_acc: 0.6775, loss_cls: 4.8877, loss: 4.8877 +2023-12-27 20:18:47,604 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 1:06:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4077, top5_acc: 0.6686, loss_cls: 4.9256, loss: 4.9256 +2023-12-27 20:19:47,323 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 1:05:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4089, top5_acc: 0.6727, loss_cls: 4.9171, loss: 4.9171 +2023-12-27 20:20:46,715 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 1:04:42, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.3992, top5_acc: 0.6642, loss_cls: 4.9428, loss: 4.9428 +2023-12-27 20:21:46,714 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 1:03:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4214, top5_acc: 0.6878, loss_cls: 4.8677, loss: 4.8677 +2023-12-27 20:22:46,544 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 1:02:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.3986, top5_acc: 0.6664, loss_cls: 4.9331, loss: 4.9331 +2023-12-27 20:23:46,013 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 1:01:30, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4180, top5_acc: 0.6786, loss_cls: 4.8804, loss: 4.8804 +2023-12-27 20:24:45,466 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 1:00:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4036, top5_acc: 0.6711, loss_cls: 4.9246, loss: 4.9246 +2023-12-27 20:25:45,721 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 0:59:22, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4250, top5_acc: 0.6778, loss_cls: 4.8879, loss: 4.8879 +2023-12-27 20:26:45,664 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 0:58:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4036, top5_acc: 0.6747, loss_cls: 4.9393, loss: 4.9393 +2023-12-27 20:27:45,028 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 0:57:14, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4088, top5_acc: 0.6664, loss_cls: 4.9416, loss: 4.9416 +2023-12-27 20:28:44,779 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 0:56:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4089, top5_acc: 0.6694, loss_cls: 4.9226, loss: 4.9226 +2023-12-27 20:29:45,533 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 0:55:06, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.4081, top5_acc: 0.6750, loss_cls: 4.8965, loss: 4.8965 +2023-12-27 20:30:46,097 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 0:54:02, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.4195, top5_acc: 0.6828, loss_cls: 4.8692, loss: 4.8692 +2023-12-27 20:31:16,487 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-27 20:33:16,813 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:33:17,586 - pyskl - INFO - +top1_acc 0.3435 +top5_acc 0.6053 +2023-12-27 20:33:17,586 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 20:33:17,627 - pyskl - INFO - +mean_acc 0.3433 +2023-12-27 20:33:17,636 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.3435, top5_acc: 0.6053, mean_class_accuracy: 0.3433 +2023-12-27 20:36:43,925 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 0:53:09, time: 2.063, data_time: 1.460, memory: 16180, top1_acc: 0.4264, top5_acc: 0.6906, loss_cls: 4.8266, loss: 4.8266 +2023-12-27 20:37:43,555 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 0:52:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4275, top5_acc: 0.6975, loss_cls: 4.7938, loss: 4.7938 +2023-12-27 20:38:43,196 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 0:51:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4198, top5_acc: 0.6806, loss_cls: 4.8535, loss: 4.8535 +2023-12-27 20:39:43,008 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 0:49:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4297, top5_acc: 0.6906, loss_cls: 4.8118, loss: 4.8118 +2023-12-27 20:40:42,811 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 0:48:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4273, top5_acc: 0.6856, loss_cls: 4.8543, loss: 4.8543 +2023-12-27 20:41:42,552 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 0:47:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4311, top5_acc: 0.6977, loss_cls: 4.8140, loss: 4.8140 +2023-12-27 20:42:42,074 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 0:46:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4184, top5_acc: 0.6856, loss_cls: 4.8498, loss: 4.8498 +2023-12-27 20:43:41,471 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 0:45:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4178, top5_acc: 0.6786, loss_cls: 4.8536, loss: 4.8536 +2023-12-27 20:44:40,782 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 0:44:36, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4150, top5_acc: 0.6794, loss_cls: 4.8843, loss: 4.8843 +2023-12-27 20:45:40,519 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 0:43:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4094, top5_acc: 0.6884, loss_cls: 4.8630, loss: 4.8630 +2023-12-27 20:46:40,491 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 0:42:28, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4217, top5_acc: 0.6811, loss_cls: 4.8700, loss: 4.8700 +2023-12-27 20:47:40,062 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 0:41:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4122, top5_acc: 0.6748, loss_cls: 4.8819, loss: 4.8819 +2023-12-27 20:48:40,155 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 0:40:20, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4167, top5_acc: 0.6773, loss_cls: 4.8613, loss: 4.8613 +2023-12-27 20:49:39,990 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 0:39:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4150, top5_acc: 0.6758, loss_cls: 4.9078, loss: 4.9078 +2023-12-27 20:50:39,605 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 0:38:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4188, top5_acc: 0.6761, loss_cls: 4.8968, loss: 4.8968 +2023-12-27 20:51:40,065 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 0:37:08, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4275, top5_acc: 0.6831, loss_cls: 4.8398, loss: 4.8398 +2023-12-27 20:52:40,961 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 0:36:05, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.4194, top5_acc: 0.6809, loss_cls: 4.8808, loss: 4.8808 +2023-12-27 20:53:41,597 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 0:35:01, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.4289, top5_acc: 0.6814, loss_cls: 4.8496, loss: 4.8496 +2023-12-27 20:54:41,514 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 0:33:57, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4155, top5_acc: 0.6877, loss_cls: 4.8634, loss: 4.8634 +2023-12-27 20:55:41,735 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 0:32:53, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4178, top5_acc: 0.6867, loss_cls: 4.8696, loss: 4.8696 +2023-12-27 20:56:41,393 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 0:31:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4031, top5_acc: 0.6806, loss_cls: 4.8954, loss: 4.8954 +2023-12-27 20:57:41,031 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 0:30:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4178, top5_acc: 0.6852, loss_cls: 4.8599, loss: 4.8599 +2023-12-27 20:58:40,925 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 0:29:41, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4098, top5_acc: 0.6663, loss_cls: 4.9272, loss: 4.9272 +2023-12-27 20:59:40,406 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 0:28:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4062, top5_acc: 0.6800, loss_cls: 4.9127, loss: 4.9127 +2023-12-27 21:00:39,852 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 0:27:33, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4119, top5_acc: 0.6675, loss_cls: 4.9127, loss: 4.9127 +2023-12-27 21:01:39,554 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 0:26:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4048, top5_acc: 0.6691, loss_cls: 4.9195, loss: 4.9195 +2023-12-27 21:02:39,113 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 0:25:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4125, top5_acc: 0.6761, loss_cls: 4.9054, loss: 4.9054 +2023-12-27 21:03:38,636 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 0:24:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4225, top5_acc: 0.6766, loss_cls: 4.8970, loss: 4.8970 +2023-12-27 21:04:38,927 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 0:23:16, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4161, top5_acc: 0.6706, loss_cls: 4.9110, loss: 4.9110 +2023-12-27 21:05:39,572 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 0:22:13, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.4127, top5_acc: 0.6761, loss_cls: 4.9008, loss: 4.9008 +2023-12-27 21:06:39,196 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 0:21:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4139, top5_acc: 0.6758, loss_cls: 4.8840, loss: 4.8840 +2023-12-27 21:07:38,729 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 0:20:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4192, top5_acc: 0.6722, loss_cls: 4.8935, loss: 4.8935 +2023-12-27 21:08:38,625 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 0:19:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4050, top5_acc: 0.6767, loss_cls: 4.9342, loss: 4.9342 +2023-12-27 21:09:38,288 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 0:17:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4191, top5_acc: 0.6847, loss_cls: 4.8709, loss: 4.8709 +2023-12-27 21:10:37,869 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 0:16:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4156, top5_acc: 0.6713, loss_cls: 4.9000, loss: 4.9000 +2023-12-27 21:11:37,369 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 0:15:48, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4252, top5_acc: 0.6727, loss_cls: 4.9009, loss: 4.9009 +2023-12-27 21:12:37,867 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 0:14:45, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4141, top5_acc: 0.6717, loss_cls: 4.9142, loss: 4.9142 +2023-12-27 21:13:08,107 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-27 21:15:08,594 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:15:09,645 - pyskl - INFO - +top1_acc 0.3435 +top5_acc 0.5988 +2023-12-27 21:15:09,646 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 21:15:09,687 - pyskl - INFO - +mean_acc 0.3433 +2023-12-27 21:15:09,696 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3435, top5_acc: 0.5988, mean_class_accuracy: 0.3433 +2023-12-27 21:18:40,130 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 0:13:52, time: 2.104, data_time: 1.504, memory: 16180, top1_acc: 0.4308, top5_acc: 0.6933, loss_cls: 4.7670, loss: 4.7670 +2023-12-27 21:19:40,029 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 0:12:48, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4300, top5_acc: 0.6920, loss_cls: 4.7924, loss: 4.7924 +2023-12-27 21:20:39,244 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 0:11:43, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4234, top5_acc: 0.6895, loss_cls: 4.8078, loss: 4.8078 +2023-12-27 21:21:38,907 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 0:10:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4195, top5_acc: 0.6808, loss_cls: 4.8573, loss: 4.8573 +2023-12-27 21:22:38,327 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 0:09:35, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4327, top5_acc: 0.6883, loss_cls: 4.8058, loss: 4.8058 +2023-12-27 21:23:37,994 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 1 day, 0:08:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4195, top5_acc: 0.6813, loss_cls: 4.8568, loss: 4.8568 +2023-12-27 21:24:37,586 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 1 day, 0:07:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4255, top5_acc: 0.6877, loss_cls: 4.8358, loss: 4.8358 +2023-12-27 21:25:37,238 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 1 day, 0:06:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4205, top5_acc: 0.6825, loss_cls: 4.8500, loss: 4.8500 +2023-12-27 21:26:36,914 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 1 day, 0:05:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4231, top5_acc: 0.6891, loss_cls: 4.8458, loss: 4.8458 +2023-12-27 21:27:36,421 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 1 day, 0:04:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4306, top5_acc: 0.6933, loss_cls: 4.7957, loss: 4.7957 +2023-12-27 21:28:35,891 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 1 day, 0:03:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4136, top5_acc: 0.6753, loss_cls: 4.8697, loss: 4.8697 +2023-12-27 21:29:35,376 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 1 day, 0:02:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4158, top5_acc: 0.6764, loss_cls: 4.8668, loss: 4.8668 +2023-12-27 21:30:34,692 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 1 day, 0:01:02, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4222, top5_acc: 0.6848, loss_cls: 4.8384, loss: 4.8384 +2023-12-27 21:31:34,228 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 23:59:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4134, top5_acc: 0.6856, loss_cls: 4.8803, loss: 4.8803 +2023-12-27 21:32:33,605 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 23:58:54, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4217, top5_acc: 0.6845, loss_cls: 4.8410, loss: 4.8410 +2023-12-27 21:33:33,452 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 23:57:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4163, top5_acc: 0.6770, loss_cls: 4.8777, loss: 4.8777 +2023-12-27 21:34:33,726 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 23:56:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4100, top5_acc: 0.6787, loss_cls: 4.8980, loss: 4.8980 +2023-12-27 21:35:34,083 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 23:55:43, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4281, top5_acc: 0.6898, loss_cls: 4.8165, loss: 4.8165 +2023-12-27 21:36:33,963 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 23:54:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4150, top5_acc: 0.6845, loss_cls: 4.8863, loss: 4.8863 +2023-12-27 21:37:34,148 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 23:53:35, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4269, top5_acc: 0.6880, loss_cls: 4.8264, loss: 4.8264 +2023-12-27 21:38:33,867 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 23:52:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4169, top5_acc: 0.6878, loss_cls: 4.8399, loss: 4.8399 +2023-12-27 21:39:33,254 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 23:51:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4184, top5_acc: 0.6803, loss_cls: 4.8674, loss: 4.8674 +2023-12-27 21:40:32,771 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 23:50:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4166, top5_acc: 0.6833, loss_cls: 4.8584, loss: 4.8584 +2023-12-27 21:41:32,129 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 23:49:18, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4198, top5_acc: 0.6834, loss_cls: 4.8758, loss: 4.8758 +2023-12-27 21:42:31,595 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 23:48:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4264, top5_acc: 0.6792, loss_cls: 4.8576, loss: 4.8576 +2023-12-27 21:43:31,105 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 23:47:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4123, top5_acc: 0.6814, loss_cls: 4.8902, loss: 4.8902 +2023-12-27 21:44:31,508 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 23:46:06, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4183, top5_acc: 0.6777, loss_cls: 4.8706, loss: 4.8706 +2023-12-27 21:45:31,096 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 23:45:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4203, top5_acc: 0.6805, loss_cls: 4.8514, loss: 4.8514 +2023-12-27 21:46:30,788 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 23:43:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4252, top5_acc: 0.6766, loss_cls: 4.8710, loss: 4.8710 +2023-12-27 21:47:30,109 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 23:42:54, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4134, top5_acc: 0.6733, loss_cls: 4.9165, loss: 4.9165 +2023-12-27 21:48:29,987 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 23:41:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4180, top5_acc: 0.6883, loss_cls: 4.8664, loss: 4.8664 +2023-12-27 21:49:30,458 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 23:40:47, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4234, top5_acc: 0.6811, loss_cls: 4.8721, loss: 4.8721 +2023-12-27 21:50:30,752 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 23:39:43, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4170, top5_acc: 0.6839, loss_cls: 4.8563, loss: 4.8563 +2023-12-27 21:51:30,324 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 23:38:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4150, top5_acc: 0.6723, loss_cls: 4.9182, loss: 4.9182 +2023-12-27 21:52:29,832 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 23:37:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4219, top5_acc: 0.6758, loss_cls: 4.8997, loss: 4.8997 +2023-12-27 21:53:29,673 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 23:36:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4217, top5_acc: 0.6831, loss_cls: 4.8617, loss: 4.8617 +2023-12-27 21:54:29,812 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 23:35:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4100, top5_acc: 0.6727, loss_cls: 4.8922, loss: 4.8922 +2023-12-27 21:54:59,878 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-27 21:56:58,320 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:56:59,120 - pyskl - INFO - +top1_acc 0.3565 +top5_acc 0.6141 +2023-12-27 21:56:59,120 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 21:56:59,155 - pyskl - INFO - +mean_acc 0.3563 +2023-12-27 21:56:59,161 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_110.pth was removed +2023-12-27 21:56:59,409 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2023-12-27 21:56:59,410 - pyskl - INFO - Best top1_acc is 0.3565 at 114 epoch. +2023-12-27 21:56:59,419 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.3565, top5_acc: 0.6141, mean_class_accuracy: 0.3563 +2023-12-27 22:00:23,625 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 23:34:30, time: 2.042, data_time: 1.439, memory: 16180, top1_acc: 0.4331, top5_acc: 0.6928, loss_cls: 4.7697, loss: 4.7697 +2023-12-27 22:01:22,987 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 23:33:26, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4313, top5_acc: 0.6889, loss_cls: 4.8179, loss: 4.8179 +2023-12-27 22:02:22,734 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 23:32:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4325, top5_acc: 0.6845, loss_cls: 4.8249, loss: 4.8249 +2023-12-27 22:03:22,215 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 23:31:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4183, top5_acc: 0.6866, loss_cls: 4.8477, loss: 4.8477 +2023-12-27 22:04:21,292 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 23:30:14, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4106, top5_acc: 0.6836, loss_cls: 4.8591, loss: 4.8591 +2023-12-27 22:05:20,684 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 23:29:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4338, top5_acc: 0.6875, loss_cls: 4.8115, loss: 4.8115 +2023-12-27 22:06:20,061 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 23:28:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4309, top5_acc: 0.6937, loss_cls: 4.7881, loss: 4.7881 +2023-12-27 22:07:19,397 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 23:27:02, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4364, top5_acc: 0.6941, loss_cls: 4.7785, loss: 4.7785 +2023-12-27 22:08:18,978 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 23:25:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4317, top5_acc: 0.6944, loss_cls: 4.8057, loss: 4.8057 +2023-12-27 22:09:19,151 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 23:24:54, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4266, top5_acc: 0.6850, loss_cls: 4.8442, loss: 4.8442 +2023-12-27 22:10:19,279 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 23:23:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4139, top5_acc: 0.6875, loss_cls: 4.8628, loss: 4.8628 +2023-12-27 22:11:19,674 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 23:22:46, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4259, top5_acc: 0.6844, loss_cls: 4.8318, loss: 4.8318 +2023-12-27 22:12:20,044 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 23:21:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4281, top5_acc: 0.6886, loss_cls: 4.8194, loss: 4.8194 +2023-12-27 22:13:19,998 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 23:20:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4225, top5_acc: 0.6902, loss_cls: 4.8254, loss: 4.8254 +2023-12-27 22:14:20,579 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 23:19:35, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.4311, top5_acc: 0.6777, loss_cls: 4.8294, loss: 4.8294 +2023-12-27 22:15:20,853 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 23:18:31, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4175, top5_acc: 0.6880, loss_cls: 4.8474, loss: 4.8474 +2023-12-27 22:16:21,278 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 23:17:27, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4234, top5_acc: 0.6886, loss_cls: 4.8205, loss: 4.8205 +2023-12-27 22:17:21,847 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 23:16:23, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.4269, top5_acc: 0.6947, loss_cls: 4.8078, loss: 4.8078 +2023-12-27 22:18:21,410 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 23:15:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4227, top5_acc: 0.6903, loss_cls: 4.8375, loss: 4.8375 +2023-12-27 22:19:21,391 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 23:14:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4353, top5_acc: 0.6963, loss_cls: 4.7734, loss: 4.7734 +2023-12-27 22:20:21,335 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 23:13:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4244, top5_acc: 0.6972, loss_cls: 4.8303, loss: 4.8303 +2023-12-27 22:21:21,241 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 23:12:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4228, top5_acc: 0.6800, loss_cls: 4.8592, loss: 4.8592 +2023-12-27 22:22:21,131 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 23:11:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4159, top5_acc: 0.6759, loss_cls: 4.8859, loss: 4.8859 +2023-12-27 22:23:20,403 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 23:10:00, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4177, top5_acc: 0.6900, loss_cls: 4.8405, loss: 4.8405 +2023-12-27 22:24:19,589 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 23:08:56, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4241, top5_acc: 0.6814, loss_cls: 4.8303, loss: 4.8303 +2023-12-27 22:25:19,011 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 23:07:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4192, top5_acc: 0.6880, loss_cls: 4.8554, loss: 4.8554 +2023-12-27 22:26:18,609 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 23:06:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4114, top5_acc: 0.6787, loss_cls: 4.8806, loss: 4.8806 +2023-12-27 22:27:18,245 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 23:05:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4192, top5_acc: 0.6797, loss_cls: 4.8772, loss: 4.8772 +2023-12-27 22:28:17,428 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 23:04:39, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4220, top5_acc: 0.6913, loss_cls: 4.8200, loss: 4.8200 +2023-12-27 22:29:17,174 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 23:03:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4223, top5_acc: 0.6859, loss_cls: 4.8649, loss: 4.8649 +2023-12-27 22:30:16,820 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 23:02:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4166, top5_acc: 0.6819, loss_cls: 4.8652, loss: 4.8652 +2023-12-27 22:31:17,310 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 23:01:28, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4247, top5_acc: 0.6884, loss_cls: 4.8470, loss: 4.8470 +2023-12-27 22:32:17,301 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 23:00:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4217, top5_acc: 0.6861, loss_cls: 4.8339, loss: 4.8339 +2023-12-27 22:33:16,624 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 22:59:20, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4259, top5_acc: 0.6869, loss_cls: 4.8392, loss: 4.8392 +2023-12-27 22:34:16,366 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 22:58:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4223, top5_acc: 0.6817, loss_cls: 4.8707, loss: 4.8707 +2023-12-27 22:35:15,852 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 22:57:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4339, top5_acc: 0.6880, loss_cls: 4.8214, loss: 4.8214 +2023-12-27 22:36:16,179 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 22:56:08, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4316, top5_acc: 0.6837, loss_cls: 4.8366, loss: 4.8366 +2023-12-27 22:36:46,636 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-27 22:38:45,634 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:38:46,763 - pyskl - INFO - +top1_acc 0.3588 +top5_acc 0.6197 +2023-12-27 22:38:46,763 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 22:38:46,805 - pyskl - INFO - +mean_acc 0.3586 +2023-12-27 22:38:46,811 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_114.pth was removed +2023-12-27 22:38:47,107 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2023-12-27 22:38:47,108 - pyskl - INFO - Best top1_acc is 0.3588 at 115 epoch. +2023-12-27 22:38:47,120 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.3588, top5_acc: 0.6197, mean_class_accuracy: 0.3586 +2023-12-27 22:42:13,118 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 22:55:11, time: 2.060, data_time: 1.462, memory: 16180, top1_acc: 0.4439, top5_acc: 0.6972, loss_cls: 4.7605, loss: 4.7605 +2023-12-27 22:43:12,708 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 22:54:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4275, top5_acc: 0.6964, loss_cls: 4.8112, loss: 4.8112 +2023-12-27 22:44:12,500 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 22:53:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4378, top5_acc: 0.6944, loss_cls: 4.7726, loss: 4.7726 +2023-12-27 22:45:12,267 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 22:51:59, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4333, top5_acc: 0.6961, loss_cls: 4.7917, loss: 4.7917 +2023-12-27 22:46:11,673 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 22:50:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4347, top5_acc: 0.6953, loss_cls: 4.7664, loss: 4.7664 +2023-12-27 22:47:10,914 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 22:49:51, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4475, top5_acc: 0.6967, loss_cls: 4.7445, loss: 4.7445 +2023-12-27 22:48:10,397 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 22:48:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4412, top5_acc: 0.7036, loss_cls: 4.7643, loss: 4.7643 +2023-12-27 22:49:09,757 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 22:47:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4275, top5_acc: 0.6930, loss_cls: 4.8182, loss: 4.8182 +2023-12-27 22:50:08,834 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 22:46:39, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4352, top5_acc: 0.6973, loss_cls: 4.7964, loss: 4.7964 +2023-12-27 22:51:08,035 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 22:45:34, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4198, top5_acc: 0.6830, loss_cls: 4.8513, loss: 4.8513 +2023-12-27 22:52:07,599 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 22:44:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4295, top5_acc: 0.6839, loss_cls: 4.8226, loss: 4.8226 +2023-12-27 22:53:06,926 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 22:43:26, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4369, top5_acc: 0.6887, loss_cls: 4.7811, loss: 4.7811 +2023-12-27 22:54:06,441 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 22:42:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4217, top5_acc: 0.6981, loss_cls: 4.7975, loss: 4.7975 +2023-12-27 22:55:05,944 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 22:41:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4184, top5_acc: 0.6842, loss_cls: 4.8508, loss: 4.8508 +2023-12-27 22:56:05,113 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 22:40:14, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4298, top5_acc: 0.6844, loss_cls: 4.7857, loss: 4.7857 +2023-12-27 22:57:04,602 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 22:39:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4259, top5_acc: 0.6877, loss_cls: 4.8245, loss: 4.8245 +2023-12-27 22:58:04,468 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 22:38:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4194, top5_acc: 0.6842, loss_cls: 4.8491, loss: 4.8491 +2023-12-27 22:59:05,011 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 22:37:03, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4261, top5_acc: 0.6819, loss_cls: 4.8467, loss: 4.8467 +2023-12-27 23:00:04,737 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 22:35:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4305, top5_acc: 0.6913, loss_cls: 4.8152, loss: 4.8152 +2023-12-27 23:01:05,017 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 22:34:55, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4281, top5_acc: 0.6964, loss_cls: 4.8074, loss: 4.8074 +2023-12-27 23:02:04,545 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 22:33:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4314, top5_acc: 0.6952, loss_cls: 4.7797, loss: 4.7797 +2023-12-27 23:03:03,856 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 22:32:47, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4386, top5_acc: 0.6955, loss_cls: 4.7919, loss: 4.7919 +2023-12-27 23:04:03,212 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 22:31:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4236, top5_acc: 0.6820, loss_cls: 4.8589, loss: 4.8589 +2023-12-27 23:05:02,987 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 22:30:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4169, top5_acc: 0.6861, loss_cls: 4.8395, loss: 4.8395 +2023-12-27 23:06:02,610 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 22:29:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4373, top5_acc: 0.6959, loss_cls: 4.7933, loss: 4.7933 +2023-12-27 23:07:01,967 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 22:28:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4164, top5_acc: 0.6753, loss_cls: 4.8940, loss: 4.8940 +2023-12-27 23:08:01,507 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 22:27:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4308, top5_acc: 0.6967, loss_cls: 4.7954, loss: 4.7954 +2023-12-27 23:09:01,464 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 22:26:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4292, top5_acc: 0.6986, loss_cls: 4.8061, loss: 4.8061 +2023-12-27 23:10:01,013 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 22:25:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4256, top5_acc: 0.6964, loss_cls: 4.8092, loss: 4.8092 +2023-12-27 23:11:00,412 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 22:24:15, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4264, top5_acc: 0.6819, loss_cls: 4.8388, loss: 4.8388 +2023-12-27 23:11:59,817 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 22:23:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4192, top5_acc: 0.6866, loss_cls: 4.8259, loss: 4.8259 +2023-12-27 23:12:59,083 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 22:22:07, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4264, top5_acc: 0.6850, loss_cls: 4.8443, loss: 4.8443 +2023-12-27 23:13:58,651 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 22:21:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4241, top5_acc: 0.6894, loss_cls: 4.8267, loss: 4.8267 +2023-12-27 23:14:59,061 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 22:19:59, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4331, top5_acc: 0.6961, loss_cls: 4.7936, loss: 4.7936 +2023-12-27 23:15:58,815 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 22:18:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4256, top5_acc: 0.6894, loss_cls: 4.8399, loss: 4.8399 +2023-12-27 23:16:58,355 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 22:17:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4247, top5_acc: 0.6808, loss_cls: 4.8674, loss: 4.8674 +2023-12-27 23:17:58,487 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 22:16:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4364, top5_acc: 0.7030, loss_cls: 4.7593, loss: 4.7593 +2023-12-27 23:18:28,848 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-27 23:20:28,094 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:20:29,136 - pyskl - INFO - +top1_acc 0.3609 +top5_acc 0.6185 +2023-12-27 23:20:29,136 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-27 23:20:29,174 - pyskl - INFO - +mean_acc 0.3607 +2023-12-27 23:20:29,181 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_115.pth was removed +2023-12-27 23:20:29,439 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-27 23:20:29,439 - pyskl - INFO - Best top1_acc is 0.3609 at 116 epoch. +2023-12-27 23:20:29,452 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3609, top5_acc: 0.6185, mean_class_accuracy: 0.3607 +2023-12-27 23:23:56,513 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 22:15:50, time: 2.070, data_time: 1.467, memory: 16180, top1_acc: 0.4505, top5_acc: 0.7128, loss_cls: 4.7089, loss: 4.7089 +2023-12-27 23:24:55,862 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 22:14:46, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4462, top5_acc: 0.7188, loss_cls: 4.6840, loss: 4.6840 +2023-12-27 23:25:55,094 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 22:13:42, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4419, top5_acc: 0.7022, loss_cls: 4.7334, loss: 4.7334 +2023-12-27 23:26:54,649 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 22:12:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4458, top5_acc: 0.7044, loss_cls: 4.7599, loss: 4.7599 +2023-12-27 23:27:53,973 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 22:11:34, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4323, top5_acc: 0.6913, loss_cls: 4.8078, loss: 4.8078 +2023-12-27 23:28:53,222 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 22:10:29, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4467, top5_acc: 0.7063, loss_cls: 4.7359, loss: 4.7359 +2023-12-27 23:29:52,588 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 22:09:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4308, top5_acc: 0.6959, loss_cls: 4.7857, loss: 4.7857 +2023-12-27 23:30:52,277 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 22:08:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4344, top5_acc: 0.6917, loss_cls: 4.8071, loss: 4.8071 +2023-12-27 23:31:52,115 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 22:07:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4323, top5_acc: 0.6878, loss_cls: 4.8192, loss: 4.8192 +2023-12-27 23:32:51,794 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 22:06:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4373, top5_acc: 0.6913, loss_cls: 4.7794, loss: 4.7794 +2023-12-27 23:33:51,176 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 22:05:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4317, top5_acc: 0.6980, loss_cls: 4.7822, loss: 4.7822 +2023-12-27 23:34:50,562 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 22:04:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4327, top5_acc: 0.7028, loss_cls: 4.7690, loss: 4.7690 +2023-12-27 23:35:49,923 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 22:03:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4356, top5_acc: 0.6947, loss_cls: 4.8012, loss: 4.8012 +2023-12-27 23:36:49,171 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 22:01:58, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4394, top5_acc: 0.7011, loss_cls: 4.7552, loss: 4.7552 +2023-12-27 23:37:48,539 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 22:00:54, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4236, top5_acc: 0.6933, loss_cls: 4.8202, loss: 4.8202 +2023-12-27 23:38:47,861 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 21:59:50, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4391, top5_acc: 0.6916, loss_cls: 4.7497, loss: 4.7497 +2023-12-27 23:39:47,880 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 21:58:46, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4442, top5_acc: 0.6959, loss_cls: 4.7738, loss: 4.7738 +2023-12-27 23:40:48,281 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 21:57:42, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4294, top5_acc: 0.6841, loss_cls: 4.7952, loss: 4.7952 +2023-12-27 23:41:47,845 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 21:56:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4377, top5_acc: 0.7045, loss_cls: 4.7527, loss: 4.7527 +2023-12-27 23:42:48,152 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 21:55:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4281, top5_acc: 0.7006, loss_cls: 4.7837, loss: 4.7837 +2023-12-27 23:43:47,914 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 21:54:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4300, top5_acc: 0.6952, loss_cls: 4.7935, loss: 4.7935 +2023-12-27 23:44:47,338 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 21:53:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4308, top5_acc: 0.6913, loss_cls: 4.8006, loss: 4.8006 +2023-12-27 23:45:46,934 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 21:52:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4241, top5_acc: 0.6866, loss_cls: 4.8426, loss: 4.8426 +2023-12-27 23:46:46,356 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 21:51:19, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4191, top5_acc: 0.6844, loss_cls: 4.8487, loss: 4.8487 +2023-12-27 23:47:45,605 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 21:50:15, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4417, top5_acc: 0.7003, loss_cls: 4.7589, loss: 4.7589 +2023-12-27 23:48:44,996 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 21:49:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4341, top5_acc: 0.6975, loss_cls: 4.7737, loss: 4.7737 +2023-12-27 23:49:44,477 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 21:48:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4211, top5_acc: 0.6855, loss_cls: 4.8689, loss: 4.8689 +2023-12-27 23:50:43,931 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 21:47:03, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4258, top5_acc: 0.6887, loss_cls: 4.8148, loss: 4.8148 +2023-12-27 23:51:43,623 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 21:45:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4297, top5_acc: 0.6981, loss_cls: 4.7969, loss: 4.7969 +2023-12-27 23:52:43,766 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 21:44:55, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4227, top5_acc: 0.6820, loss_cls: 4.8358, loss: 4.8358 +2023-12-27 23:53:43,315 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 21:43:51, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4173, top5_acc: 0.6834, loss_cls: 4.8423, loss: 4.8423 +2023-12-27 23:54:42,737 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 21:42:47, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4323, top5_acc: 0.6948, loss_cls: 4.8010, loss: 4.8010 +2023-12-27 23:55:42,004 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 21:41:43, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4136, top5_acc: 0.6852, loss_cls: 4.8540, loss: 4.8540 +2023-12-27 23:56:41,079 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 21:40:39, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4286, top5_acc: 0.6831, loss_cls: 4.8433, loss: 4.8433 +2023-12-27 23:57:40,363 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 21:39:35, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4314, top5_acc: 0.6920, loss_cls: 4.8095, loss: 4.8095 +2023-12-27 23:58:39,500 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 21:38:31, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4300, top5_acc: 0.6902, loss_cls: 4.8108, loss: 4.8108 +2023-12-27 23:59:39,362 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 21:37:27, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4295, top5_acc: 0.6941, loss_cls: 4.8139, loss: 4.8139 +2023-12-28 00:00:09,065 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-28 00:02:06,994 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:02:07,939 - pyskl - INFO - +top1_acc 0.3452 +top5_acc 0.6021 +2023-12-28 00:02:07,939 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 00:02:07,981 - pyskl - INFO - +mean_acc 0.3450 +2023-12-28 00:02:07,995 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3452, top5_acc: 0.6021, mean_class_accuracy: 0.3450 +2023-12-28 00:05:35,563 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 21:36:28, time: 2.076, data_time: 1.477, memory: 16180, top1_acc: 0.4537, top5_acc: 0.7114, loss_cls: 4.7035, loss: 4.7035 +2023-12-28 00:06:35,014 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 21:35:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4523, top5_acc: 0.7039, loss_cls: 4.7333, loss: 4.7333 +2023-12-28 00:07:34,580 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 21:34:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4489, top5_acc: 0.7128, loss_cls: 4.7165, loss: 4.7165 +2023-12-28 00:08:33,856 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 21:33:16, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4387, top5_acc: 0.7005, loss_cls: 4.7691, loss: 4.7691 +2023-12-28 00:09:32,908 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 21:32:12, time: 0.590, data_time: 0.000, memory: 16180, top1_acc: 0.4355, top5_acc: 0.6952, loss_cls: 4.7779, loss: 4.7779 +2023-12-28 00:10:32,299 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 21:31:08, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4442, top5_acc: 0.6994, loss_cls: 4.7424, loss: 4.7424 +2023-12-28 00:11:31,680 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 21:30:04, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4467, top5_acc: 0.7070, loss_cls: 4.7260, loss: 4.7260 +2023-12-28 00:12:30,930 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 21:29:00, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4478, top5_acc: 0.7031, loss_cls: 4.7223, loss: 4.7223 +2023-12-28 00:13:30,110 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 21:27:56, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4333, top5_acc: 0.6891, loss_cls: 4.7950, loss: 4.7950 +2023-12-28 00:14:29,310 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 21:26:52, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4409, top5_acc: 0.7055, loss_cls: 4.7324, loss: 4.7324 +2023-12-28 00:15:28,731 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 21:25:48, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4408, top5_acc: 0.7031, loss_cls: 4.7590, loss: 4.7590 +2023-12-28 00:16:28,238 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 21:24:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4442, top5_acc: 0.7003, loss_cls: 4.7369, loss: 4.7369 +2023-12-28 00:17:27,779 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 21:23:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4361, top5_acc: 0.6986, loss_cls: 4.7771, loss: 4.7771 +2023-12-28 00:18:27,812 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 21:22:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4342, top5_acc: 0.6989, loss_cls: 4.7635, loss: 4.7635 +2023-12-28 00:19:28,039 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 21:21:33, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4275, top5_acc: 0.6895, loss_cls: 4.8011, loss: 4.8011 +2023-12-28 00:20:27,902 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 21:20:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4355, top5_acc: 0.6884, loss_cls: 4.7977, loss: 4.7977 +2023-12-28 00:21:27,829 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 21:19:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4366, top5_acc: 0.7000, loss_cls: 4.7630, loss: 4.7630 +2023-12-28 00:22:27,915 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 21:18:21, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4369, top5_acc: 0.6941, loss_cls: 4.7753, loss: 4.7753 +2023-12-28 00:23:27,566 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 21:17:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4334, top5_acc: 0.7028, loss_cls: 4.7690, loss: 4.7690 +2023-12-28 00:24:28,294 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 21:16:14, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.4448, top5_acc: 0.6997, loss_cls: 4.7368, loss: 4.7368 +2023-12-28 00:25:28,681 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 21:15:10, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4355, top5_acc: 0.6891, loss_cls: 4.8074, loss: 4.8074 +2023-12-28 00:26:28,339 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 21:14:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4395, top5_acc: 0.6934, loss_cls: 4.7694, loss: 4.7694 +2023-12-28 00:27:27,777 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 21:13:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4355, top5_acc: 0.6987, loss_cls: 4.7846, loss: 4.7846 +2023-12-28 00:28:26,927 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 21:11:58, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4373, top5_acc: 0.6923, loss_cls: 4.7846, loss: 4.7846 +2023-12-28 00:29:26,138 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 21:10:54, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4367, top5_acc: 0.7052, loss_cls: 4.7392, loss: 4.7392 +2023-12-28 00:30:25,467 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 21:09:50, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4300, top5_acc: 0.6922, loss_cls: 4.7896, loss: 4.7896 +2023-12-28 00:31:25,014 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 21:08:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4428, top5_acc: 0.7016, loss_cls: 4.7581, loss: 4.7581 +2023-12-28 00:32:24,547 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 21:07:43, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4428, top5_acc: 0.6975, loss_cls: 4.7573, loss: 4.7573 +2023-12-28 00:33:24,000 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 21:06:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4306, top5_acc: 0.6841, loss_cls: 4.8164, loss: 4.8164 +2023-12-28 00:34:23,889 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 21:05:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4314, top5_acc: 0.7069, loss_cls: 4.7629, loss: 4.7629 +2023-12-28 00:35:23,170 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 21:04:31, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4430, top5_acc: 0.7025, loss_cls: 4.7661, loss: 4.7661 +2023-12-28 00:36:23,172 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 21:03:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4338, top5_acc: 0.6937, loss_cls: 4.8078, loss: 4.8078 +2023-12-28 00:37:23,594 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 21:02:23, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4258, top5_acc: 0.6906, loss_cls: 4.8045, loss: 4.8045 +2023-12-28 00:38:22,827 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 21:01:19, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4384, top5_acc: 0.6908, loss_cls: 4.8011, loss: 4.8011 +2023-12-28 00:39:22,510 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 21:00:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4384, top5_acc: 0.6948, loss_cls: 4.7906, loss: 4.7906 +2023-12-28 00:40:21,781 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 20:59:12, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4328, top5_acc: 0.6952, loss_cls: 4.7976, loss: 4.7976 +2023-12-28 00:41:21,301 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 20:58:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4447, top5_acc: 0.7084, loss_cls: 4.7350, loss: 4.7350 +2023-12-28 00:41:51,345 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-28 00:43:48,208 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:43:49,239 - pyskl - INFO - +top1_acc 0.3564 +top5_acc 0.6174 +2023-12-28 00:43:49,240 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 00:43:49,285 - pyskl - INFO - +mean_acc 0.3562 +2023-12-28 00:43:49,295 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3564, top5_acc: 0.6174, mean_class_accuracy: 0.3562 +2023-12-28 00:47:19,433 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 20:57:08, time: 2.101, data_time: 1.497, memory: 16180, top1_acc: 0.4595, top5_acc: 0.7189, loss_cls: 4.6500, loss: 4.6500 +2023-12-28 00:48:19,172 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 20:56:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4398, top5_acc: 0.7091, loss_cls: 4.7280, loss: 4.7280 +2023-12-28 00:49:18,946 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 20:55:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4489, top5_acc: 0.7102, loss_cls: 4.7236, loss: 4.7236 +2023-12-28 00:50:19,391 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 20:53:57, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4464, top5_acc: 0.7075, loss_cls: 4.7309, loss: 4.7309 +2023-12-28 00:51:19,178 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 20:52:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4495, top5_acc: 0.7072, loss_cls: 4.6983, loss: 4.6983 +2023-12-28 00:52:19,015 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 20:51:49, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4591, top5_acc: 0.7209, loss_cls: 4.6724, loss: 4.6724 +2023-12-28 00:53:18,589 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 20:50:45, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4350, top5_acc: 0.7045, loss_cls: 4.7551, loss: 4.7551 +2023-12-28 00:54:18,852 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 20:49:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4483, top5_acc: 0.7064, loss_cls: 4.7244, loss: 4.7244 +2023-12-28 00:55:19,376 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 20:48:38, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4403, top5_acc: 0.7098, loss_cls: 4.7131, loss: 4.7131 +2023-12-28 00:56:19,176 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 20:47:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4434, top5_acc: 0.7036, loss_cls: 4.7229, loss: 4.7229 +2023-12-28 00:57:18,726 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 20:46:30, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4358, top5_acc: 0.7039, loss_cls: 4.7384, loss: 4.7384 +2023-12-28 00:58:18,072 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 20:45:26, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4519, top5_acc: 0.7109, loss_cls: 4.7104, loss: 4.7104 +2023-12-28 00:59:17,246 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 20:44:22, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4442, top5_acc: 0.7139, loss_cls: 4.7115, loss: 4.7115 +2023-12-28 01:00:16,369 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 20:43:18, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4378, top5_acc: 0.6992, loss_cls: 4.7626, loss: 4.7626 +2023-12-28 01:01:15,665 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 20:42:14, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4319, top5_acc: 0.6959, loss_cls: 4.7952, loss: 4.7952 +2023-12-28 01:02:15,107 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 20:41:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4400, top5_acc: 0.6944, loss_cls: 4.7915, loss: 4.7915 +2023-12-28 01:03:14,925 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 20:40:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4469, top5_acc: 0.7039, loss_cls: 4.7516, loss: 4.7516 +2023-12-28 01:04:15,170 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 20:39:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4442, top5_acc: 0.7084, loss_cls: 4.7333, loss: 4.7333 +2023-12-28 01:05:14,438 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 20:37:59, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4369, top5_acc: 0.7053, loss_cls: 4.7518, loss: 4.7518 +2023-12-28 01:06:14,392 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 20:36:55, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4333, top5_acc: 0.6887, loss_cls: 4.7884, loss: 4.7884 +2023-12-28 01:07:14,938 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 20:35:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4448, top5_acc: 0.7016, loss_cls: 4.7339, loss: 4.7339 +2023-12-28 01:08:14,132 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 20:34:47, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4427, top5_acc: 0.7083, loss_cls: 4.7275, loss: 4.7275 +2023-12-28 01:09:13,722 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 20:33:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4414, top5_acc: 0.6941, loss_cls: 4.7740, loss: 4.7740 +2023-12-28 01:10:13,734 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 20:32:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4408, top5_acc: 0.6959, loss_cls: 4.7579, loss: 4.7579 +2023-12-28 01:11:13,306 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 20:31:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4441, top5_acc: 0.7052, loss_cls: 4.7353, loss: 4.7353 +2023-12-28 01:12:12,657 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 20:30:32, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4313, top5_acc: 0.6934, loss_cls: 4.7995, loss: 4.7995 +2023-12-28 01:13:12,160 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 20:29:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4336, top5_acc: 0.6905, loss_cls: 4.7830, loss: 4.7830 +2023-12-28 01:14:11,728 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 20:28:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4461, top5_acc: 0.7125, loss_cls: 4.7165, loss: 4.7165 +2023-12-28 01:15:11,287 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 20:27:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4331, top5_acc: 0.6917, loss_cls: 4.7801, loss: 4.7801 +2023-12-28 01:16:10,587 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 20:26:17, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4470, top5_acc: 0.7033, loss_cls: 4.7464, loss: 4.7464 +2023-12-28 01:17:09,825 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 20:25:13, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4447, top5_acc: 0.7039, loss_cls: 4.7462, loss: 4.7462 +2023-12-28 01:18:09,358 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 20:24:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4359, top5_acc: 0.6963, loss_cls: 4.7623, loss: 4.7623 +2023-12-28 01:19:08,822 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 20:23:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4283, top5_acc: 0.7034, loss_cls: 4.7834, loss: 4.7834 +2023-12-28 01:20:08,235 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 20:22:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4441, top5_acc: 0.6922, loss_cls: 4.7952, loss: 4.7952 +2023-12-28 01:21:07,747 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 20:20:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4297, top5_acc: 0.6973, loss_cls: 4.7965, loss: 4.7965 +2023-12-28 01:22:07,327 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 20:19:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4428, top5_acc: 0.6975, loss_cls: 4.7655, loss: 4.7655 +2023-12-28 01:23:07,417 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 20:18:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4439, top5_acc: 0.7039, loss_cls: 4.7382, loss: 4.7382 +2023-12-28 01:23:37,538 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-28 01:25:37,947 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:25:38,796 - pyskl - INFO - +top1_acc 0.3570 +top5_acc 0.6182 +2023-12-28 01:25:38,797 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 01:25:38,837 - pyskl - INFO - +mean_acc 0.3567 +2023-12-28 01:25:38,845 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3570, top5_acc: 0.6182, mean_class_accuracy: 0.3567 +2023-12-28 01:29:01,814 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 20:17:47, time: 2.030, data_time: 1.430, memory: 16180, top1_acc: 0.4600, top5_acc: 0.7205, loss_cls: 4.6558, loss: 4.6558 +2023-12-28 01:30:01,500 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 20:16:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4577, top5_acc: 0.7209, loss_cls: 4.6465, loss: 4.6465 +2023-12-28 01:31:01,146 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 20:15:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4539, top5_acc: 0.7097, loss_cls: 4.6923, loss: 4.6923 +2023-12-28 01:32:00,650 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 20:14:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4483, top5_acc: 0.7164, loss_cls: 4.6963, loss: 4.6963 +2023-12-28 01:33:00,091 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 20:13:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4508, top5_acc: 0.7120, loss_cls: 4.6782, loss: 4.6782 +2023-12-28 01:33:59,721 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 20:12:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4570, top5_acc: 0.7156, loss_cls: 4.6834, loss: 4.6834 +2023-12-28 01:34:59,486 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 20:11:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4433, top5_acc: 0.7067, loss_cls: 4.7220, loss: 4.7220 +2023-12-28 01:35:59,157 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 20:10:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4562, top5_acc: 0.7167, loss_cls: 4.6720, loss: 4.6720 +2023-12-28 01:36:58,525 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 20:09:16, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4372, top5_acc: 0.7142, loss_cls: 4.7410, loss: 4.7410 +2023-12-28 01:37:57,995 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 20:08:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4503, top5_acc: 0.7086, loss_cls: 4.7194, loss: 4.7194 +2023-12-28 01:38:57,932 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 20:07:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4466, top5_acc: 0.7100, loss_cls: 4.6952, loss: 4.6952 +2023-12-28 01:39:57,945 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 20:06:05, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4547, top5_acc: 0.7123, loss_cls: 4.6879, loss: 4.6879 +2023-12-28 01:40:57,358 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 20:05:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4419, top5_acc: 0.7077, loss_cls: 4.7242, loss: 4.7242 +2023-12-28 01:41:57,598 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 20:03:57, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4423, top5_acc: 0.6986, loss_cls: 4.7361, loss: 4.7361 +2023-12-28 01:42:57,600 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 20:02:53, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4481, top5_acc: 0.7047, loss_cls: 4.7210, loss: 4.7210 +2023-12-28 01:43:57,947 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 20:01:50, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4405, top5_acc: 0.6995, loss_cls: 4.7559, loss: 4.7559 +2023-12-28 01:44:58,125 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 20:00:46, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4455, top5_acc: 0.7067, loss_cls: 4.7192, loss: 4.7192 +2023-12-28 01:45:57,960 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 19:59:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4466, top5_acc: 0.7034, loss_cls: 4.7484, loss: 4.7484 +2023-12-28 01:46:57,305 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 19:58:38, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4469, top5_acc: 0.7023, loss_cls: 4.7294, loss: 4.7294 +2023-12-28 01:47:57,901 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 19:57:35, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.4503, top5_acc: 0.7150, loss_cls: 4.7037, loss: 4.7037 +2023-12-28 01:48:58,193 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 19:56:31, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4489, top5_acc: 0.7095, loss_cls: 4.7207, loss: 4.7207 +2023-12-28 01:49:57,732 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 19:55:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4500, top5_acc: 0.7137, loss_cls: 4.6937, loss: 4.6937 +2023-12-28 01:50:57,478 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 19:54:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4447, top5_acc: 0.6975, loss_cls: 4.7317, loss: 4.7317 +2023-12-28 01:51:57,008 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 19:53:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4539, top5_acc: 0.7181, loss_cls: 4.6591, loss: 4.6591 +2023-12-28 01:52:56,317 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 19:52:16, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4350, top5_acc: 0.6934, loss_cls: 4.7783, loss: 4.7783 +2023-12-28 01:53:55,371 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 19:51:12, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4420, top5_acc: 0.6989, loss_cls: 4.7703, loss: 4.7703 +2023-12-28 01:54:54,637 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 19:50:08, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4520, top5_acc: 0.7000, loss_cls: 4.6984, loss: 4.6984 +2023-12-28 01:55:54,282 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 19:49:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4500, top5_acc: 0.7091, loss_cls: 4.7197, loss: 4.7197 +2023-12-28 01:56:53,604 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 19:48:00, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4369, top5_acc: 0.7031, loss_cls: 4.7823, loss: 4.7823 +2023-12-28 01:57:53,392 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 19:46:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4442, top5_acc: 0.6970, loss_cls: 4.7673, loss: 4.7673 +2023-12-28 01:58:52,656 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 19:45:53, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4466, top5_acc: 0.7137, loss_cls: 4.7162, loss: 4.7162 +2023-12-28 01:59:51,934 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 19:44:49, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4372, top5_acc: 0.6967, loss_cls: 4.7598, loss: 4.7598 +2023-12-28 02:00:51,271 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 19:43:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4439, top5_acc: 0.7109, loss_cls: 4.6995, loss: 4.6995 +2023-12-28 02:01:50,723 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 19:42:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4523, top5_acc: 0.7177, loss_cls: 4.6803, loss: 4.6803 +2023-12-28 02:02:50,214 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 19:41:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4348, top5_acc: 0.7022, loss_cls: 4.7725, loss: 4.7725 +2023-12-28 02:03:50,343 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 19:40:34, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4500, top5_acc: 0.7116, loss_cls: 4.7105, loss: 4.7105 +2023-12-28 02:04:50,771 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 19:39:30, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4372, top5_acc: 0.6933, loss_cls: 4.7878, loss: 4.7878 +2023-12-28 02:05:21,232 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-28 02:07:19,779 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:07:20,825 - pyskl - INFO - +top1_acc 0.3716 +top5_acc 0.6319 +2023-12-28 02:07:20,825 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 02:07:20,864 - pyskl - INFO - +mean_acc 0.3713 +2023-12-28 02:07:20,870 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_116.pth was removed +2023-12-28 02:07:21,173 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2023-12-28 02:07:21,174 - pyskl - INFO - Best top1_acc is 0.3716 at 120 epoch. +2023-12-28 02:07:21,183 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3716, top5_acc: 0.6319, mean_class_accuracy: 0.3713 +2023-12-28 02:10:38,417 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 19:38:24, time: 1.972, data_time: 1.376, memory: 16180, top1_acc: 0.4523, top5_acc: 0.7191, loss_cls: 4.6691, loss: 4.6691 +2023-12-28 02:11:37,879 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 19:37:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4608, top5_acc: 0.7270, loss_cls: 4.6544, loss: 4.6544 +2023-12-28 02:12:37,406 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 19:36:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4558, top5_acc: 0.7177, loss_cls: 4.6578, loss: 4.6578 +2023-12-28 02:13:37,211 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 19:35:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4506, top5_acc: 0.7192, loss_cls: 4.6775, loss: 4.6775 +2023-12-28 02:14:36,582 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 19:34:09, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4580, top5_acc: 0.7164, loss_cls: 4.6614, loss: 4.6614 +2023-12-28 02:15:35,960 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 19:33:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4564, top5_acc: 0.7241, loss_cls: 4.6425, loss: 4.6425 +2023-12-28 02:16:35,246 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 19:32:01, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4645, top5_acc: 0.7238, loss_cls: 4.6215, loss: 4.6215 +2023-12-28 02:17:34,761 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 19:30:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4508, top5_acc: 0.7195, loss_cls: 4.6942, loss: 4.6942 +2023-12-28 02:18:34,193 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 19:29:54, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4527, top5_acc: 0.7145, loss_cls: 4.6785, loss: 4.6785 +2023-12-28 02:19:34,037 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 19:28:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4619, top5_acc: 0.7117, loss_cls: 4.6718, loss: 4.6718 +2023-12-28 02:20:33,559 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 19:27:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4497, top5_acc: 0.7056, loss_cls: 4.7088, loss: 4.7088 +2023-12-28 02:21:32,872 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 19:26:42, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4498, top5_acc: 0.7016, loss_cls: 4.7353, loss: 4.7353 +2023-12-28 02:22:32,321 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 19:25:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4559, top5_acc: 0.7063, loss_cls: 4.6984, loss: 4.6984 +2023-12-28 02:23:31,882 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 19:24:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4478, top5_acc: 0.7006, loss_cls: 4.7279, loss: 4.7279 +2023-12-28 02:24:31,315 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 19:23:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4605, top5_acc: 0.7066, loss_cls: 4.7155, loss: 4.7155 +2023-12-28 02:25:30,766 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 19:22:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4486, top5_acc: 0.7069, loss_cls: 4.7239, loss: 4.7239 +2023-12-28 02:26:30,527 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 19:21:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4470, top5_acc: 0.7052, loss_cls: 4.7209, loss: 4.7209 +2023-12-28 02:27:30,993 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 19:20:20, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4600, top5_acc: 0.7133, loss_cls: 4.6619, loss: 4.6619 +2023-12-28 02:28:30,811 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 19:19:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4423, top5_acc: 0.7111, loss_cls: 4.7195, loss: 4.7195 +2023-12-28 02:29:30,731 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 19:18:12, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4506, top5_acc: 0.7092, loss_cls: 4.7097, loss: 4.7097 +2023-12-28 02:30:30,870 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 19:17:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4530, top5_acc: 0.7144, loss_cls: 4.6742, loss: 4.6742 +2023-12-28 02:31:31,886 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 19:16:05, time: 0.610, data_time: 0.000, memory: 16180, top1_acc: 0.4497, top5_acc: 0.7067, loss_cls: 4.7022, loss: 4.7022 +2023-12-28 02:32:31,685 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 19:15:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4478, top5_acc: 0.7083, loss_cls: 4.7206, loss: 4.7206 +2023-12-28 02:33:31,717 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 19:13:58, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4494, top5_acc: 0.7130, loss_cls: 4.7057, loss: 4.7057 +2023-12-28 02:34:31,625 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 19:12:54, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4484, top5_acc: 0.7106, loss_cls: 4.7041, loss: 4.7041 +2023-12-28 02:35:31,297 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 19:11:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4384, top5_acc: 0.7063, loss_cls: 4.7185, loss: 4.7185 +2023-12-28 02:36:31,105 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 19:10:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4486, top5_acc: 0.7100, loss_cls: 4.7157, loss: 4.7157 +2023-12-28 02:37:31,152 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 19:09:43, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4484, top5_acc: 0.7036, loss_cls: 4.6858, loss: 4.6858 +2023-12-28 02:38:30,878 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 19:08:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4622, top5_acc: 0.7144, loss_cls: 4.6775, loss: 4.6775 +2023-12-28 02:39:30,398 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 19:07:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4498, top5_acc: 0.7073, loss_cls: 4.7274, loss: 4.7274 +2023-12-28 02:40:30,208 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 19:06:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4450, top5_acc: 0.7013, loss_cls: 4.7274, loss: 4.7274 +2023-12-28 02:41:30,509 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 19:05:28, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4609, top5_acc: 0.7131, loss_cls: 4.6893, loss: 4.6893 +2023-12-28 02:42:30,150 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 19:04:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4445, top5_acc: 0.7108, loss_cls: 4.7273, loss: 4.7273 +2023-12-28 02:43:30,113 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 19:03:21, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4475, top5_acc: 0.7091, loss_cls: 4.7017, loss: 4.7017 +2023-12-28 02:44:30,312 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 19:02:17, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4575, top5_acc: 0.7145, loss_cls: 4.6933, loss: 4.6933 +2023-12-28 02:45:29,679 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 19:01:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4545, top5_acc: 0.7152, loss_cls: 4.6924, loss: 4.6924 +2023-12-28 02:46:29,493 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 19:00:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4425, top5_acc: 0.6913, loss_cls: 4.7571, loss: 4.7571 +2023-12-28 02:46:59,790 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-28 02:49:00,017 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:49:00,853 - pyskl - INFO - +top1_acc 0.3843 +top5_acc 0.6387 +2023-12-28 02:49:00,853 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 02:49:00,887 - pyskl - INFO - +mean_acc 0.3840 +2023-12-28 02:49:00,892 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_120.pth was removed +2023-12-28 02:49:01,124 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-28 02:49:01,124 - pyskl - INFO - Best top1_acc is 0.3843 at 121 epoch. +2023-12-28 02:49:01,133 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3843, top5_acc: 0.6387, mean_class_accuracy: 0.3840 +2023-12-28 02:52:25,158 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 18:59:05, time: 2.040, data_time: 1.441, memory: 16180, top1_acc: 0.4742, top5_acc: 0.7289, loss_cls: 4.5964, loss: 4.5964 +2023-12-28 02:53:24,438 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 18:58:01, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4727, top5_acc: 0.7317, loss_cls: 4.6121, loss: 4.6121 +2023-12-28 02:54:24,198 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 18:56:57, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4614, top5_acc: 0.7236, loss_cls: 4.6410, loss: 4.6410 +2023-12-28 02:55:24,028 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 18:55:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4620, top5_acc: 0.7177, loss_cls: 4.6498, loss: 4.6498 +2023-12-28 02:56:23,435 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 18:54:49, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4605, top5_acc: 0.7198, loss_cls: 4.6823, loss: 4.6823 +2023-12-28 02:57:23,545 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 18:53:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4594, top5_acc: 0.7208, loss_cls: 4.6622, loss: 4.6622 +2023-12-28 02:58:23,409 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 18:52:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4595, top5_acc: 0.7231, loss_cls: 4.6447, loss: 4.6447 +2023-12-28 02:59:23,780 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 18:51:38, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4562, top5_acc: 0.7116, loss_cls: 4.6646, loss: 4.6646 +2023-12-28 03:00:23,427 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 18:50:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4694, top5_acc: 0.7255, loss_cls: 4.6193, loss: 4.6193 +2023-12-28 03:01:23,048 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 18:49:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4553, top5_acc: 0.7152, loss_cls: 4.6819, loss: 4.6819 +2023-12-28 03:02:22,446 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 18:48:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4648, top5_acc: 0.7158, loss_cls: 4.6383, loss: 4.6383 +2023-12-28 03:03:21,727 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 18:47:23, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4592, top5_acc: 0.7203, loss_cls: 4.6387, loss: 4.6387 +2023-12-28 03:04:21,558 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 18:46:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4583, top5_acc: 0.7217, loss_cls: 4.6367, loss: 4.6367 +2023-12-28 03:05:21,612 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 18:45:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4655, top5_acc: 0.7227, loss_cls: 4.6416, loss: 4.6416 +2023-12-28 03:06:20,926 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 18:44:12, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4666, top5_acc: 0.7233, loss_cls: 4.6241, loss: 4.6241 +2023-12-28 03:07:20,141 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 18:43:08, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4623, top5_acc: 0.7238, loss_cls: 4.6376, loss: 4.6376 +2023-12-28 03:08:19,778 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 18:42:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4534, top5_acc: 0.7108, loss_cls: 4.6813, loss: 4.6813 +2023-12-28 03:09:19,982 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 18:41:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4581, top5_acc: 0.7134, loss_cls: 4.6590, loss: 4.6590 +2023-12-28 03:10:19,604 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 18:39:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4403, top5_acc: 0.7152, loss_cls: 4.6896, loss: 4.6896 +2023-12-28 03:11:19,036 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 18:38:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4612, top5_acc: 0.7158, loss_cls: 4.6726, loss: 4.6726 +2023-12-28 03:12:19,130 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 18:37:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4434, top5_acc: 0.7106, loss_cls: 4.6934, loss: 4.6934 +2023-12-28 03:13:19,238 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 18:36:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4559, top5_acc: 0.7133, loss_cls: 4.6905, loss: 4.6905 +2023-12-28 03:14:18,765 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 18:35:42, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4494, top5_acc: 0.7070, loss_cls: 4.6999, loss: 4.6999 +2023-12-28 03:15:18,567 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 18:34:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4520, top5_acc: 0.7083, loss_cls: 4.7224, loss: 4.7224 +2023-12-28 03:16:18,076 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 18:33:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4495, top5_acc: 0.7159, loss_cls: 4.6888, loss: 4.6888 +2023-12-28 03:17:17,144 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 18:32:31, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4533, top5_acc: 0.7092, loss_cls: 4.7170, loss: 4.7170 +2023-12-28 03:18:16,280 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 18:31:27, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4612, top5_acc: 0.7120, loss_cls: 4.6742, loss: 4.6742 +2023-12-28 03:19:15,537 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 18:30:23, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4480, top5_acc: 0.7087, loss_cls: 4.7231, loss: 4.7231 +2023-12-28 03:20:15,123 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 18:29:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4448, top5_acc: 0.7094, loss_cls: 4.7279, loss: 4.7279 +2023-12-28 03:21:14,465 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 18:28:16, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4503, top5_acc: 0.7077, loss_cls: 4.7217, loss: 4.7217 +2023-12-28 03:22:13,764 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 18:27:12, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4475, top5_acc: 0.7136, loss_cls: 4.6804, loss: 4.6804 +2023-12-28 03:23:13,007 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 18:26:08, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4781, top5_acc: 0.7314, loss_cls: 4.6046, loss: 4.6046 +2023-12-28 03:24:12,300 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 18:25:05, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4566, top5_acc: 0.7123, loss_cls: 4.6927, loss: 4.6927 +2023-12-28 03:25:11,443 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 18:24:01, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4612, top5_acc: 0.7136, loss_cls: 4.6826, loss: 4.6826 +2023-12-28 03:26:10,623 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 18:22:57, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4467, top5_acc: 0.7169, loss_cls: 4.6742, loss: 4.6742 +2023-12-28 03:27:10,480 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 18:21:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4577, top5_acc: 0.7111, loss_cls: 4.6658, loss: 4.6658 +2023-12-28 03:28:11,137 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 18:20:50, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.4516, top5_acc: 0.7103, loss_cls: 4.6978, loss: 4.6978 +2023-12-28 03:28:41,222 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-28 03:30:41,351 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:30:42,121 - pyskl - INFO - +top1_acc 0.3846 +top5_acc 0.6467 +2023-12-28 03:30:42,121 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 03:30:42,152 - pyskl - INFO - +mean_acc 0.3843 +2023-12-28 03:30:42,157 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_121.pth was removed +2023-12-28 03:30:42,406 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2023-12-28 03:30:42,407 - pyskl - INFO - Best top1_acc is 0.3846 at 122 epoch. +2023-12-28 03:30:42,416 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3846, top5_acc: 0.6467, mean_class_accuracy: 0.3843 +2023-12-28 03:33:59,565 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 18:19:42, time: 1.971, data_time: 1.374, memory: 16180, top1_acc: 0.4698, top5_acc: 0.7381, loss_cls: 4.5771, loss: 4.5771 +2023-12-28 03:34:58,934 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 18:18:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4817, top5_acc: 0.7289, loss_cls: 4.5756, loss: 4.5756 +2023-12-28 03:35:58,585 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 18:17:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4659, top5_acc: 0.7312, loss_cls: 4.5854, loss: 4.5854 +2023-12-28 03:36:58,679 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 18:16:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4747, top5_acc: 0.7305, loss_cls: 4.5956, loss: 4.5956 +2023-12-28 03:37:58,318 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 18:15:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4673, top5_acc: 0.7194, loss_cls: 4.6318, loss: 4.6318 +2023-12-28 03:38:57,692 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 18:14:23, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4645, top5_acc: 0.7281, loss_cls: 4.6310, loss: 4.6310 +2023-12-28 03:39:57,561 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 18:13:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4639, top5_acc: 0.7264, loss_cls: 4.6214, loss: 4.6214 +2023-12-28 03:40:57,600 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 18:12:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4564, top5_acc: 0.7250, loss_cls: 4.6458, loss: 4.6458 +2023-12-28 03:41:57,190 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 18:11:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4644, top5_acc: 0.7177, loss_cls: 4.6538, loss: 4.6538 +2023-12-28 03:42:56,634 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 18:10:09, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4566, top5_acc: 0.7191, loss_cls: 4.6577, loss: 4.6577 +2023-12-28 03:43:56,024 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 18:09:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4534, top5_acc: 0.7180, loss_cls: 4.6643, loss: 4.6643 +2023-12-28 03:44:55,573 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 18:08:01, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4648, top5_acc: 0.7234, loss_cls: 4.6476, loss: 4.6476 +2023-12-28 03:45:55,152 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 18:06:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4631, top5_acc: 0.7294, loss_cls: 4.6165, loss: 4.6165 +2023-12-28 03:46:54,634 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 18:05:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4673, top5_acc: 0.7219, loss_cls: 4.6332, loss: 4.6332 +2023-12-28 03:47:54,124 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 18:04:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4616, top5_acc: 0.7252, loss_cls: 4.6556, loss: 4.6556 +2023-12-28 03:48:53,942 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 18:03:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4617, top5_acc: 0.7194, loss_cls: 4.6408, loss: 4.6408 +2023-12-28 03:49:54,201 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 18:02:43, time: 0.603, data_time: 0.001, memory: 16180, top1_acc: 0.4633, top5_acc: 0.7291, loss_cls: 4.6112, loss: 4.6112 +2023-12-28 03:50:54,109 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 18:01:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4616, top5_acc: 0.7177, loss_cls: 4.6469, loss: 4.6469 +2023-12-28 03:51:55,170 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 18:00:36, time: 0.611, data_time: 0.000, memory: 16180, top1_acc: 0.4591, top5_acc: 0.7173, loss_cls: 4.6738, loss: 4.6738 +2023-12-28 03:52:54,372 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 17:59:32, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4559, top5_acc: 0.7200, loss_cls: 4.6558, loss: 4.6558 +2023-12-28 03:53:54,227 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 17:58:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4544, top5_acc: 0.7166, loss_cls: 4.6902, loss: 4.6902 +2023-12-28 03:54:54,258 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 17:57:25, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4623, top5_acc: 0.7225, loss_cls: 4.6476, loss: 4.6476 +2023-12-28 03:55:53,618 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 17:56:21, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4595, top5_acc: 0.7189, loss_cls: 4.6391, loss: 4.6391 +2023-12-28 03:56:52,813 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 17:55:17, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4642, top5_acc: 0.7164, loss_cls: 4.6638, loss: 4.6638 +2023-12-28 03:57:52,569 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 17:54:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4586, top5_acc: 0.7141, loss_cls: 4.6905, loss: 4.6905 +2023-12-28 03:58:51,592 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 17:53:10, time: 0.590, data_time: 0.000, memory: 16180, top1_acc: 0.4625, top5_acc: 0.7169, loss_cls: 4.6755, loss: 4.6755 +2023-12-28 03:59:50,976 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 17:52:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4583, top5_acc: 0.7225, loss_cls: 4.6292, loss: 4.6292 +2023-12-28 04:00:50,400 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 17:51:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4658, top5_acc: 0.7247, loss_cls: 4.6436, loss: 4.6436 +2023-12-28 04:01:49,636 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 17:49:58, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4647, top5_acc: 0.7231, loss_cls: 4.6324, loss: 4.6324 +2023-12-28 04:02:49,065 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 17:48:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4594, top5_acc: 0.7153, loss_cls: 4.6530, loss: 4.6530 +2023-12-28 04:03:48,034 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 17:47:51, time: 0.590, data_time: 0.000, memory: 16180, top1_acc: 0.4606, top5_acc: 0.7148, loss_cls: 4.6460, loss: 4.6460 +2023-12-28 04:04:47,491 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 17:46:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4545, top5_acc: 0.7094, loss_cls: 4.6801, loss: 4.6801 +2023-12-28 04:05:46,956 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 17:45:43, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4581, top5_acc: 0.7172, loss_cls: 4.6605, loss: 4.6605 +2023-12-28 04:06:46,496 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 17:44:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4688, top5_acc: 0.7194, loss_cls: 4.6448, loss: 4.6448 +2023-12-28 04:07:46,066 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 17:43:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4539, top5_acc: 0.7191, loss_cls: 4.6926, loss: 4.6926 +2023-12-28 04:08:45,471 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 17:42:32, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4555, top5_acc: 0.7105, loss_cls: 4.6973, loss: 4.6973 +2023-12-28 04:09:45,148 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 17:41:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4523, top5_acc: 0.7227, loss_cls: 4.6704, loss: 4.6704 +2023-12-28 04:10:15,661 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-28 04:12:15,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:12:16,511 - pyskl - INFO - +top1_acc 0.3799 +top5_acc 0.6433 +2023-12-28 04:12:16,511 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 04:12:16,553 - pyskl - INFO - +mean_acc 0.3797 +2023-12-28 04:12:16,564 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3799, top5_acc: 0.6433, mean_class_accuracy: 0.3797 +2023-12-28 04:15:41,119 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 17:40:21, time: 2.045, data_time: 1.443, memory: 16180, top1_acc: 0.4766, top5_acc: 0.7366, loss_cls: 4.5576, loss: 4.5576 +2023-12-28 04:16:40,785 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 17:39:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4800, top5_acc: 0.7356, loss_cls: 4.5537, loss: 4.5537 +2023-12-28 04:17:40,660 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 17:38:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4662, top5_acc: 0.7294, loss_cls: 4.6148, loss: 4.6148 +2023-12-28 04:18:40,372 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 17:37:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4689, top5_acc: 0.7314, loss_cls: 4.5936, loss: 4.5936 +2023-12-28 04:19:39,403 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 17:36:07, time: 0.590, data_time: 0.000, memory: 16180, top1_acc: 0.4819, top5_acc: 0.7378, loss_cls: 4.5591, loss: 4.5591 +2023-12-28 04:20:38,718 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 17:35:03, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4683, top5_acc: 0.7267, loss_cls: 4.6117, loss: 4.6117 +2023-12-28 04:21:38,140 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 17:33:59, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4770, top5_acc: 0.7330, loss_cls: 4.5767, loss: 4.5767 +2023-12-28 04:22:37,369 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 17:32:55, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4633, top5_acc: 0.7197, loss_cls: 4.6352, loss: 4.6352 +2023-12-28 04:23:37,206 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 17:31:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4703, top5_acc: 0.7266, loss_cls: 4.5924, loss: 4.5924 +2023-12-28 04:24:37,535 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 17:30:48, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4745, top5_acc: 0.7284, loss_cls: 4.5884, loss: 4.5884 +2023-12-28 04:25:37,242 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 17:29:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4703, top5_acc: 0.7334, loss_cls: 4.5905, loss: 4.5905 +2023-12-28 04:26:36,825 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 17:28:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4684, top5_acc: 0.7127, loss_cls: 4.6376, loss: 4.6376 +2023-12-28 04:27:37,082 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 17:27:37, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4763, top5_acc: 0.7247, loss_cls: 4.6142, loss: 4.6142 +2023-12-28 04:28:36,747 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 17:26:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4633, top5_acc: 0.7258, loss_cls: 4.6426, loss: 4.6426 +2023-12-28 04:29:36,517 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 17:25:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4639, top5_acc: 0.7311, loss_cls: 4.6129, loss: 4.6129 +2023-12-28 04:30:36,229 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 17:24:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4506, top5_acc: 0.7209, loss_cls: 4.6678, loss: 4.6678 +2023-12-28 04:31:35,996 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 17:23:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4719, top5_acc: 0.7222, loss_cls: 4.6093, loss: 4.6093 +2023-12-28 04:32:36,368 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 17:22:19, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4634, top5_acc: 0.7225, loss_cls: 4.6245, loss: 4.6245 +2023-12-28 04:33:36,783 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 17:21:16, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4733, top5_acc: 0.7281, loss_cls: 4.5812, loss: 4.5812 +2023-12-28 04:34:36,117 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 17:20:12, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4711, top5_acc: 0.7222, loss_cls: 4.5999, loss: 4.5999 +2023-12-28 04:35:35,726 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 17:19:08, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4708, top5_acc: 0.7277, loss_cls: 4.6285, loss: 4.6285 +2023-12-28 04:36:35,909 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 17:18:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4747, top5_acc: 0.7358, loss_cls: 4.5901, loss: 4.5901 +2023-12-28 04:37:35,307 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 17:17:01, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4639, top5_acc: 0.7170, loss_cls: 4.6695, loss: 4.6695 +2023-12-28 04:38:34,571 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 17:15:57, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4784, top5_acc: 0.7350, loss_cls: 4.5944, loss: 4.5944 +2023-12-28 04:39:34,038 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 17:14:54, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4636, top5_acc: 0.7234, loss_cls: 4.6409, loss: 4.6409 +2023-12-28 04:40:33,549 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 17:13:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4528, top5_acc: 0.7125, loss_cls: 4.6930, loss: 4.6930 +2023-12-28 04:41:32,944 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 17:12:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4722, top5_acc: 0.7225, loss_cls: 4.6103, loss: 4.6103 +2023-12-28 04:42:32,187 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 17:11:42, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4738, top5_acc: 0.7277, loss_cls: 4.5886, loss: 4.5886 +2023-12-28 04:43:31,632 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 17:10:39, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4664, top5_acc: 0.7192, loss_cls: 4.6294, loss: 4.6294 +2023-12-28 04:44:31,020 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 17:09:35, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4586, top5_acc: 0.7061, loss_cls: 4.6753, loss: 4.6753 +2023-12-28 04:45:30,655 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 17:08:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4511, top5_acc: 0.7145, loss_cls: 4.6931, loss: 4.6931 +2023-12-28 04:46:30,196 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 17:07:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4784, top5_acc: 0.7309, loss_cls: 4.5884, loss: 4.5884 +2023-12-28 04:47:29,653 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 17:06:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4652, top5_acc: 0.7255, loss_cls: 4.6450, loss: 4.6450 +2023-12-28 04:48:29,337 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 17:05:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4605, top5_acc: 0.7250, loss_cls: 4.6285, loss: 4.6285 +2023-12-28 04:49:28,698 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 17:04:17, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4573, top5_acc: 0.7173, loss_cls: 4.6504, loss: 4.6504 +2023-12-28 04:50:28,243 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 17:03:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4755, top5_acc: 0.7238, loss_cls: 4.6192, loss: 4.6192 +2023-12-28 04:51:27,449 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 17:02:09, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4656, top5_acc: 0.7209, loss_cls: 4.6284, loss: 4.6284 +2023-12-28 04:51:57,702 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-28 04:53:59,191 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:54:00,213 - pyskl - INFO - +top1_acc 0.3843 +top5_acc 0.6492 +2023-12-28 04:54:00,213 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 04:54:00,255 - pyskl - INFO - +mean_acc 0.3841 +2023-12-28 04:54:00,265 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3843, top5_acc: 0.6492, mean_class_accuracy: 0.3841 +2023-12-28 04:57:28,060 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 17:01:02, time: 2.078, data_time: 1.479, memory: 16180, top1_acc: 0.4792, top5_acc: 0.7342, loss_cls: 4.5522, loss: 4.5522 +2023-12-28 04:58:27,594 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 16:59:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4867, top5_acc: 0.7381, loss_cls: 4.5250, loss: 4.5250 +2023-12-28 04:59:27,750 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 16:58:54, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4798, top5_acc: 0.7344, loss_cls: 4.5701, loss: 4.5701 +2023-12-28 05:00:27,555 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 16:57:51, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4770, top5_acc: 0.7269, loss_cls: 4.5829, loss: 4.5829 +2023-12-28 05:01:27,249 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 16:56:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4811, top5_acc: 0.7459, loss_cls: 4.5204, loss: 4.5204 +2023-12-28 05:02:26,878 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 16:55:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4788, top5_acc: 0.7316, loss_cls: 4.5707, loss: 4.5707 +2023-12-28 05:03:26,481 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 16:54:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4803, top5_acc: 0.7414, loss_cls: 4.5456, loss: 4.5456 +2023-12-28 05:04:26,017 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 16:53:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4727, top5_acc: 0.7314, loss_cls: 4.5947, loss: 4.5947 +2023-12-28 05:05:25,559 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 16:52:33, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4805, top5_acc: 0.7323, loss_cls: 4.5873, loss: 4.5873 +2023-12-28 05:06:25,066 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 16:51:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4738, top5_acc: 0.7373, loss_cls: 4.5622, loss: 4.5622 +2023-12-28 05:07:24,308 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 16:50:25, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4705, top5_acc: 0.7317, loss_cls: 4.5865, loss: 4.5865 +2023-12-28 05:08:23,808 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 16:49:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4828, top5_acc: 0.7361, loss_cls: 4.5443, loss: 4.5443 +2023-12-28 05:09:23,327 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 16:48:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4788, top5_acc: 0.7294, loss_cls: 4.5947, loss: 4.5947 +2023-12-28 05:10:22,940 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 16:47:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4723, top5_acc: 0.7295, loss_cls: 4.5632, loss: 4.5632 +2023-12-28 05:11:22,335 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 16:46:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4659, top5_acc: 0.7278, loss_cls: 4.5996, loss: 4.5996 +2023-12-28 05:12:21,735 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 16:45:07, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4795, top5_acc: 0.7384, loss_cls: 4.5482, loss: 4.5482 +2023-12-28 05:13:21,179 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 16:44:03, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4612, top5_acc: 0.7361, loss_cls: 4.5878, loss: 4.5878 +2023-12-28 05:14:21,344 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 16:43:00, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4759, top5_acc: 0.7336, loss_cls: 4.5661, loss: 4.5661 +2023-12-28 05:15:21,239 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 16:41:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4750, top5_acc: 0.7248, loss_cls: 4.5870, loss: 4.5870 +2023-12-28 05:16:21,007 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 16:40:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4772, top5_acc: 0.7370, loss_cls: 4.5596, loss: 4.5596 +2023-12-28 05:17:20,742 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 16:39:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4700, top5_acc: 0.7280, loss_cls: 4.6048, loss: 4.6048 +2023-12-28 05:18:21,003 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 16:38:45, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4727, top5_acc: 0.7350, loss_cls: 4.5974, loss: 4.5974 +2023-12-28 05:19:20,654 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 16:37:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4670, top5_acc: 0.7191, loss_cls: 4.6191, loss: 4.6191 +2023-12-28 05:20:20,054 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 16:36:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4689, top5_acc: 0.7252, loss_cls: 4.5892, loss: 4.5892 +2023-12-28 05:21:19,727 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 16:35:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4656, top5_acc: 0.7205, loss_cls: 4.6288, loss: 4.6288 +2023-12-28 05:22:19,405 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 16:34:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4670, top5_acc: 0.7266, loss_cls: 4.6087, loss: 4.6087 +2023-12-28 05:23:18,795 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 16:33:27, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4711, top5_acc: 0.7327, loss_cls: 4.5823, loss: 4.5823 +2023-12-28 05:24:18,284 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 16:32:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4662, top5_acc: 0.7158, loss_cls: 4.6433, loss: 4.6433 +2023-12-28 05:25:17,593 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 16:31:20, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4658, top5_acc: 0.7211, loss_cls: 4.6416, loss: 4.6416 +2023-12-28 05:26:17,722 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 16:30:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4684, top5_acc: 0.7338, loss_cls: 4.6164, loss: 4.6164 +2023-12-28 05:27:17,568 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 16:29:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4700, top5_acc: 0.7316, loss_cls: 4.5974, loss: 4.5974 +2023-12-28 05:28:17,896 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 16:28:09, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4659, top5_acc: 0.7164, loss_cls: 4.6364, loss: 4.6364 +2023-12-28 05:29:17,823 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 16:27:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4645, top5_acc: 0.7206, loss_cls: 4.6218, loss: 4.6218 +2023-12-28 05:30:17,926 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 16:26:02, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4591, top5_acc: 0.7173, loss_cls: 4.6592, loss: 4.6592 +2023-12-28 05:31:17,162 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 16:24:58, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4670, top5_acc: 0.7314, loss_cls: 4.6033, loss: 4.6033 +2023-12-28 05:32:16,650 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 16:23:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4772, top5_acc: 0.7306, loss_cls: 4.5944, loss: 4.5944 +2023-12-28 05:33:16,374 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 16:22:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4603, top5_acc: 0.7155, loss_cls: 4.6434, loss: 4.6434 +2023-12-28 05:33:46,278 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-28 05:35:48,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:35:49,163 - pyskl - INFO - +top1_acc 0.3946 +top5_acc 0.6583 +2023-12-28 05:35:49,163 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 05:35:49,197 - pyskl - INFO - +mean_acc 0.3944 +2023-12-28 05:35:49,202 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_122.pth was removed +2023-12-28 05:35:49,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2023-12-28 05:35:49,495 - pyskl - INFO - Best top1_acc is 0.3946 at 125 epoch. +2023-12-28 05:35:49,504 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.3946, top5_acc: 0.6583, mean_class_accuracy: 0.3944 +2023-12-28 05:39:15,068 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 16:21:42, time: 2.056, data_time: 1.448, memory: 16180, top1_acc: 0.4966, top5_acc: 0.7562, loss_cls: 4.4862, loss: 4.4862 +2023-12-28 05:40:14,882 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 16:20:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4895, top5_acc: 0.7509, loss_cls: 4.4737, loss: 4.4737 +2023-12-28 05:41:14,556 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 16:19:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4941, top5_acc: 0.7442, loss_cls: 4.5014, loss: 4.5014 +2023-12-28 05:42:14,143 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 16:18:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4789, top5_acc: 0.7314, loss_cls: 4.5507, loss: 4.5507 +2023-12-28 05:43:13,789 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 16:17:28, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4902, top5_acc: 0.7483, loss_cls: 4.4949, loss: 4.4949 +2023-12-28 05:44:14,334 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 16:16:24, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4802, top5_acc: 0.7473, loss_cls: 4.5238, loss: 4.5238 +2023-12-28 05:45:14,499 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 16:15:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4814, top5_acc: 0.7445, loss_cls: 4.5350, loss: 4.5350 +2023-12-28 05:46:14,916 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 16:14:17, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.4688, top5_acc: 0.7338, loss_cls: 4.5723, loss: 4.5723 +2023-12-28 05:47:14,950 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 16:13:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4795, top5_acc: 0.7381, loss_cls: 4.5506, loss: 4.5506 +2023-12-28 05:48:14,403 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 16:12:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4848, top5_acc: 0.7389, loss_cls: 4.5507, loss: 4.5507 +2023-12-28 05:49:14,076 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 16:11:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4773, top5_acc: 0.7322, loss_cls: 4.5447, loss: 4.5447 +2023-12-28 05:50:13,650 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 16:10:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4891, top5_acc: 0.7392, loss_cls: 4.5260, loss: 4.5260 +2023-12-28 05:51:13,308 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 16:08:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4797, top5_acc: 0.7327, loss_cls: 4.5595, loss: 4.5595 +2023-12-28 05:52:12,990 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 16:07:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4745, top5_acc: 0.7362, loss_cls: 4.5561, loss: 4.5561 +2023-12-28 05:53:12,677 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 16:06:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4886, top5_acc: 0.7402, loss_cls: 4.5215, loss: 4.5215 +2023-12-28 05:54:12,254 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 16:05:48, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4784, top5_acc: 0.7253, loss_cls: 4.6011, loss: 4.6011 +2023-12-28 05:55:11,989 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 16:04:45, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4908, top5_acc: 0.7361, loss_cls: 4.5459, loss: 4.5459 +2023-12-28 05:56:12,075 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 16:03:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4789, top5_acc: 0.7320, loss_cls: 4.5717, loss: 4.5717 +2023-12-28 05:57:11,895 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 16:02:38, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4845, top5_acc: 0.7412, loss_cls: 4.5321, loss: 4.5321 +2023-12-28 05:58:11,572 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 16:01:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4792, top5_acc: 0.7358, loss_cls: 4.5394, loss: 4.5394 +2023-12-28 05:59:11,188 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 16:00:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4720, top5_acc: 0.7359, loss_cls: 4.5682, loss: 4.5682 +2023-12-28 06:00:10,979 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 15:59:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4811, top5_acc: 0.7317, loss_cls: 4.5685, loss: 4.5685 +2023-12-28 06:01:11,544 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 15:58:24, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.4755, top5_acc: 0.7341, loss_cls: 4.5760, loss: 4.5760 +2023-12-28 06:02:10,981 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 15:57:20, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4744, top5_acc: 0.7319, loss_cls: 4.5639, loss: 4.5639 +2023-12-28 06:03:10,436 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 15:56:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4892, top5_acc: 0.7298, loss_cls: 4.5704, loss: 4.5704 +2023-12-28 06:04:10,100 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 15:55:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4700, top5_acc: 0.7328, loss_cls: 4.5904, loss: 4.5904 +2023-12-28 06:05:09,257 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 15:54:09, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4797, top5_acc: 0.7358, loss_cls: 4.5758, loss: 4.5758 +2023-12-28 06:06:08,628 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 15:53:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4777, top5_acc: 0.7334, loss_cls: 4.5799, loss: 4.5799 +2023-12-28 06:07:08,220 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 15:52:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4667, top5_acc: 0.7245, loss_cls: 4.5989, loss: 4.5989 +2023-12-28 06:08:08,713 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 15:50:58, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4695, top5_acc: 0.7291, loss_cls: 4.5959, loss: 4.5959 +2023-12-28 06:09:08,392 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 15:49:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4694, top5_acc: 0.7272, loss_cls: 4.6079, loss: 4.6079 +2023-12-28 06:10:08,542 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 15:48:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4684, top5_acc: 0.7302, loss_cls: 4.6085, loss: 4.6085 +2023-12-28 06:11:08,340 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 15:47:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4809, top5_acc: 0.7300, loss_cls: 4.5936, loss: 4.5936 +2023-12-28 06:12:07,930 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 15:46:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4630, top5_acc: 0.7200, loss_cls: 4.6198, loss: 4.6198 +2023-12-28 06:13:07,999 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 15:45:41, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4659, top5_acc: 0.7189, loss_cls: 4.6274, loss: 4.6274 +2023-12-28 06:14:07,591 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 15:44:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4792, top5_acc: 0.7317, loss_cls: 4.6072, loss: 4.6072 +2023-12-28 06:15:07,444 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 15:43:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4816, top5_acc: 0.7186, loss_cls: 4.6036, loss: 4.6036 +2023-12-28 06:15:37,755 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-28 06:17:36,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:17:37,343 - pyskl - INFO - +top1_acc 0.4003 +top5_acc 0.6609 +2023-12-28 06:17:37,344 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 06:17:37,385 - pyskl - INFO - +mean_acc 0.4002 +2023-12-28 06:17:37,391 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_125.pth was removed +2023-12-28 06:17:37,688 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-28 06:17:37,689 - pyskl - INFO - Best top1_acc is 0.4003 at 126 epoch. +2023-12-28 06:17:37,700 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.4003, top5_acc: 0.6609, mean_class_accuracy: 0.4002 +2023-12-28 06:21:09,636 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 15:42:25, time: 2.119, data_time: 1.520, memory: 16180, top1_acc: 0.5011, top5_acc: 0.7538, loss_cls: 4.4724, loss: 4.4724 +2023-12-28 06:22:09,521 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 15:41:21, time: 0.599, data_time: 0.001, memory: 16180, top1_acc: 0.4961, top5_acc: 0.7520, loss_cls: 4.4617, loss: 4.4617 +2023-12-28 06:23:09,219 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 15:40:17, time: 0.597, data_time: 0.001, memory: 16180, top1_acc: 0.4786, top5_acc: 0.7361, loss_cls: 4.5432, loss: 4.5432 +2023-12-28 06:24:09,098 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 15:39:14, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4906, top5_acc: 0.7472, loss_cls: 4.5211, loss: 4.5211 +2023-12-28 06:25:08,476 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 15:38:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5039, top5_acc: 0.7489, loss_cls: 4.4811, loss: 4.4811 +2023-12-28 06:26:08,187 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 15:37:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4913, top5_acc: 0.7488, loss_cls: 4.4838, loss: 4.4838 +2023-12-28 06:27:07,909 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 15:36:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4861, top5_acc: 0.7416, loss_cls: 4.5360, loss: 4.5360 +2023-12-28 06:28:07,231 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 15:34:59, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4936, top5_acc: 0.7412, loss_cls: 4.5242, loss: 4.5242 +2023-12-28 06:29:07,073 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 15:33:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4775, top5_acc: 0.7423, loss_cls: 4.5373, loss: 4.5373 +2023-12-28 06:30:06,505 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 15:32:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4750, top5_acc: 0.7294, loss_cls: 4.5804, loss: 4.5804 +2023-12-28 06:31:06,127 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 15:31:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4852, top5_acc: 0.7406, loss_cls: 4.5227, loss: 4.5227 +2023-12-28 06:32:05,582 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 15:30:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4877, top5_acc: 0.7433, loss_cls: 4.5162, loss: 4.5162 +2023-12-28 06:33:05,191 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 15:29:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4991, top5_acc: 0.7417, loss_cls: 4.5015, loss: 4.5015 +2023-12-28 06:34:04,672 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 15:28:38, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4897, top5_acc: 0.7427, loss_cls: 4.5202, loss: 4.5202 +2023-12-28 06:35:03,761 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 15:27:34, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4816, top5_acc: 0.7355, loss_cls: 4.5633, loss: 4.5633 +2023-12-28 06:36:03,892 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 15:26:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4802, top5_acc: 0.7370, loss_cls: 4.5553, loss: 4.5553 +2023-12-28 06:37:03,748 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 15:25:27, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4756, top5_acc: 0.7288, loss_cls: 4.5707, loss: 4.5707 +2023-12-28 06:38:03,763 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 15:24:24, time: 0.600, data_time: 0.001, memory: 16180, top1_acc: 0.4820, top5_acc: 0.7383, loss_cls: 4.5314, loss: 4.5314 +2023-12-28 06:39:04,000 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 15:23:20, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4773, top5_acc: 0.7377, loss_cls: 4.5446, loss: 4.5446 +2023-12-28 06:40:03,598 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 15:22:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4839, top5_acc: 0.7370, loss_cls: 4.5380, loss: 4.5380 +2023-12-28 06:41:03,148 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 15:21:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4883, top5_acc: 0.7373, loss_cls: 4.5249, loss: 4.5249 +2023-12-28 06:42:03,268 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 15:20:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4788, top5_acc: 0.7420, loss_cls: 4.5365, loss: 4.5365 +2023-12-28 06:43:03,764 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 15:19:06, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4834, top5_acc: 0.7416, loss_cls: 4.5337, loss: 4.5337 +2023-12-28 06:44:03,713 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 15:18:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4761, top5_acc: 0.7302, loss_cls: 4.5663, loss: 4.5663 +2023-12-28 06:45:03,235 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 15:16:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4758, top5_acc: 0.7333, loss_cls: 4.5740, loss: 4.5740 +2023-12-28 06:46:03,202 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 15:15:56, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4756, top5_acc: 0.7292, loss_cls: 4.5820, loss: 4.5820 +2023-12-28 06:47:02,351 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 15:14:52, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4866, top5_acc: 0.7488, loss_cls: 4.5094, loss: 4.5094 +2023-12-28 06:48:01,674 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 15:13:48, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4825, top5_acc: 0.7366, loss_cls: 4.5528, loss: 4.5528 +2023-12-28 06:49:00,940 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 15:12:45, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4905, top5_acc: 0.7447, loss_cls: 4.5016, loss: 4.5016 +2023-12-28 06:50:00,199 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 15:11:41, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4769, top5_acc: 0.7281, loss_cls: 4.5567, loss: 4.5567 +2023-12-28 06:50:59,537 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 15:10:37, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4788, top5_acc: 0.7302, loss_cls: 4.5700, loss: 4.5700 +2023-12-28 06:51:59,082 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 15:09:34, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4773, top5_acc: 0.7398, loss_cls: 4.5528, loss: 4.5528 +2023-12-28 06:52:58,440 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 15:08:30, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4872, top5_acc: 0.7314, loss_cls: 4.5324, loss: 4.5324 +2023-12-28 06:53:58,062 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 15:07:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4825, top5_acc: 0.7406, loss_cls: 4.5412, loss: 4.5412 +2023-12-28 06:54:57,873 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 15:06:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4827, top5_acc: 0.7370, loss_cls: 4.5307, loss: 4.5307 +2023-12-28 06:55:57,430 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 15:05:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4798, top5_acc: 0.7333, loss_cls: 4.5625, loss: 4.5625 +2023-12-28 06:56:57,188 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 15:04:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4869, top5_acc: 0.7450, loss_cls: 4.5025, loss: 4.5025 +2023-12-28 06:57:27,053 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-28 06:59:28,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:59:29,543 - pyskl - INFO - +top1_acc 0.4027 +top5_acc 0.6597 +2023-12-28 06:59:29,543 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 06:59:29,585 - pyskl - INFO - +mean_acc 0.4024 +2023-12-28 06:59:29,591 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_126.pth was removed +2023-12-28 06:59:29,919 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-28 06:59:29,920 - pyskl - INFO - Best top1_acc is 0.4027 at 127 epoch. +2023-12-28 06:59:29,930 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.4027, top5_acc: 0.6597, mean_class_accuracy: 0.4024 +2023-12-28 07:02:56,823 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 15:03:05, time: 2.069, data_time: 1.469, memory: 16180, top1_acc: 0.5017, top5_acc: 0.7572, loss_cls: 4.4693, loss: 4.4693 +2023-12-28 07:03:56,644 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 15:02:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5009, top5_acc: 0.7552, loss_cls: 4.4547, loss: 4.4547 +2023-12-28 07:04:55,969 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 15:00:58, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5112, top5_acc: 0.7517, loss_cls: 4.4446, loss: 4.4446 +2023-12-28 07:05:55,934 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 14:59:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5077, top5_acc: 0.7573, loss_cls: 4.4344, loss: 4.4344 +2023-12-28 07:06:55,272 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 14:58:51, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4891, top5_acc: 0.7523, loss_cls: 4.4761, loss: 4.4761 +2023-12-28 07:07:54,704 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 14:57:47, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4902, top5_acc: 0.7569, loss_cls: 4.4659, loss: 4.4659 +2023-12-28 07:08:54,125 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 14:56:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4956, top5_acc: 0.7430, loss_cls: 4.5034, loss: 4.5034 +2023-12-28 07:09:53,302 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 14:55:40, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4938, top5_acc: 0.7402, loss_cls: 4.5011, loss: 4.5011 +2023-12-28 07:10:52,894 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 14:54:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4895, top5_acc: 0.7480, loss_cls: 4.4941, loss: 4.4941 +2023-12-28 07:11:52,091 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 14:53:33, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4923, top5_acc: 0.7505, loss_cls: 4.4686, loss: 4.4686 +2023-12-28 07:12:51,470 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 14:52:29, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4900, top5_acc: 0.7470, loss_cls: 4.4946, loss: 4.4946 +2023-12-28 07:13:50,895 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 14:51:26, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4902, top5_acc: 0.7433, loss_cls: 4.5115, loss: 4.5115 +2023-12-28 07:14:50,420 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 14:50:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4939, top5_acc: 0.7459, loss_cls: 4.5135, loss: 4.5135 +2023-12-28 07:15:49,812 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 14:49:18, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4923, top5_acc: 0.7538, loss_cls: 4.4730, loss: 4.4730 +2023-12-28 07:16:49,159 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 14:48:15, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4875, top5_acc: 0.7345, loss_cls: 4.5548, loss: 4.5548 +2023-12-28 07:17:48,741 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 14:47:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4928, top5_acc: 0.7502, loss_cls: 4.4798, loss: 4.4798 +2023-12-28 07:18:48,405 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 14:46:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4916, top5_acc: 0.7481, loss_cls: 4.4841, loss: 4.4841 +2023-12-28 07:19:49,213 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 14:45:04, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.5116, top5_acc: 0.7591, loss_cls: 4.4264, loss: 4.4264 +2023-12-28 07:20:48,844 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 14:44:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4866, top5_acc: 0.7452, loss_cls: 4.5114, loss: 4.5114 +2023-12-28 07:21:48,442 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 14:42:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4767, top5_acc: 0.7328, loss_cls: 4.5776, loss: 4.5776 +2023-12-28 07:22:47,878 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 14:41:54, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4959, top5_acc: 0.7508, loss_cls: 4.4688, loss: 4.4688 +2023-12-28 07:23:47,733 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 14:40:50, time: 0.599, data_time: 0.001, memory: 16180, top1_acc: 0.4848, top5_acc: 0.7377, loss_cls: 4.5501, loss: 4.5501 +2023-12-28 07:24:48,273 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 14:39:47, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.4934, top5_acc: 0.7477, loss_cls: 4.4867, loss: 4.4867 +2023-12-28 07:25:47,927 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 14:38:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4769, top5_acc: 0.7309, loss_cls: 4.5715, loss: 4.5715 +2023-12-28 07:26:47,255 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 14:37:40, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4769, top5_acc: 0.7308, loss_cls: 4.5864, loss: 4.5864 +2023-12-28 07:27:46,741 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 14:36:36, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4780, top5_acc: 0.7367, loss_cls: 4.5627, loss: 4.5627 +2023-12-28 07:28:45,990 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 14:35:33, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4906, top5_acc: 0.7455, loss_cls: 4.5091, loss: 4.5091 +2023-12-28 07:29:45,175 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 14:34:29, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4847, top5_acc: 0.7438, loss_cls: 4.5006, loss: 4.5006 +2023-12-28 07:30:44,539 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 14:33:26, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4855, top5_acc: 0.7420, loss_cls: 4.5212, loss: 4.5212 +2023-12-28 07:31:43,959 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 14:32:22, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4853, top5_acc: 0.7433, loss_cls: 4.5234, loss: 4.5234 +2023-12-28 07:32:43,577 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 14:31:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4833, top5_acc: 0.7408, loss_cls: 4.5275, loss: 4.5275 +2023-12-28 07:33:43,032 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 14:30:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4877, top5_acc: 0.7455, loss_cls: 4.5114, loss: 4.5114 +2023-12-28 07:34:42,150 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 14:29:11, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4855, top5_acc: 0.7373, loss_cls: 4.5311, loss: 4.5311 +2023-12-28 07:35:41,189 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 14:28:08, time: 0.590, data_time: 0.000, memory: 16180, top1_acc: 0.4942, top5_acc: 0.7475, loss_cls: 4.5030, loss: 4.5030 +2023-12-28 07:36:40,641 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 14:27:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4873, top5_acc: 0.7444, loss_cls: 4.5099, loss: 4.5099 +2023-12-28 07:37:39,828 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 14:26:01, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4930, top5_acc: 0.7469, loss_cls: 4.4848, loss: 4.4848 +2023-12-28 07:38:39,346 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 14:24:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4863, top5_acc: 0.7447, loss_cls: 4.5300, loss: 4.5300 +2023-12-28 07:39:09,291 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-28 07:41:10,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:41:11,593 - pyskl - INFO - +top1_acc 0.4052 +top5_acc 0.6639 +2023-12-28 07:41:11,594 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 07:41:11,634 - pyskl - INFO - +mean_acc 0.4050 +2023-12-28 07:41:11,641 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_127.pth was removed +2023-12-28 07:41:11,934 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2023-12-28 07:41:11,935 - pyskl - INFO - Best top1_acc is 0.4052 at 128 epoch. +2023-12-28 07:41:11,946 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.4052, top5_acc: 0.6639, mean_class_accuracy: 0.4050 +2023-12-28 07:44:44,820 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 14:23:46, time: 2.129, data_time: 1.527, memory: 16180, top1_acc: 0.5080, top5_acc: 0.7594, loss_cls: 4.4079, loss: 4.4079 +2023-12-28 07:45:44,503 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 14:22:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5106, top5_acc: 0.7725, loss_cls: 4.3952, loss: 4.3952 +2023-12-28 07:46:44,274 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 14:21:39, time: 0.598, data_time: 0.001, memory: 16180, top1_acc: 0.5012, top5_acc: 0.7553, loss_cls: 4.4450, loss: 4.4450 +2023-12-28 07:47:43,955 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 14:20:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4964, top5_acc: 0.7492, loss_cls: 4.4722, loss: 4.4722 +2023-12-28 07:48:43,554 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 14:19:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5011, top5_acc: 0.7553, loss_cls: 4.4630, loss: 4.4630 +2023-12-28 07:49:42,983 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 14:18:28, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4981, top5_acc: 0.7522, loss_cls: 4.4607, loss: 4.4607 +2023-12-28 07:50:42,424 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 14:17:25, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5012, top5_acc: 0.7522, loss_cls: 4.4510, loss: 4.4510 +2023-12-28 07:51:42,184 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 14:16:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4981, top5_acc: 0.7603, loss_cls: 4.4537, loss: 4.4537 +2023-12-28 07:52:42,115 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 14:15:18, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4975, top5_acc: 0.7438, loss_cls: 4.4854, loss: 4.4854 +2023-12-28 07:53:41,581 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 14:14:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5023, top5_acc: 0.7527, loss_cls: 4.4615, loss: 4.4615 +2023-12-28 07:54:40,799 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 14:13:11, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.5016, top5_acc: 0.7588, loss_cls: 4.4471, loss: 4.4471 +2023-12-28 07:55:40,338 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 14:12:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4973, top5_acc: 0.7534, loss_cls: 4.4688, loss: 4.4688 +2023-12-28 07:56:39,912 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 14:11:04, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5008, top5_acc: 0.7545, loss_cls: 4.4450, loss: 4.4450 +2023-12-28 07:57:39,430 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 14:10:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5058, top5_acc: 0.7561, loss_cls: 4.4532, loss: 4.4532 +2023-12-28 07:58:39,245 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 14:08:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4980, top5_acc: 0.7498, loss_cls: 4.4762, loss: 4.4762 +2023-12-28 07:59:38,794 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 14:07:53, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4995, top5_acc: 0.7456, loss_cls: 4.4690, loss: 4.4690 +2023-12-28 08:00:38,675 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 14:06:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4925, top5_acc: 0.7555, loss_cls: 4.4626, loss: 4.4626 +2023-12-28 08:01:38,969 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 14:05:46, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4991, top5_acc: 0.7542, loss_cls: 4.4663, loss: 4.4663 +2023-12-28 08:02:39,054 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 14:04:43, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.4998, top5_acc: 0.7542, loss_cls: 4.4562, loss: 4.4562 +2023-12-28 08:03:38,998 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 14:03:39, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4941, top5_acc: 0.7497, loss_cls: 4.4899, loss: 4.4899 +2023-12-28 08:04:38,405 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 14:02:36, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4948, top5_acc: 0.7483, loss_cls: 4.4651, loss: 4.4651 +2023-12-28 08:05:38,317 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 14:01:32, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4941, top5_acc: 0.7409, loss_cls: 4.5117, loss: 4.5117 +2023-12-28 08:06:38,307 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 14:00:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4997, top5_acc: 0.7562, loss_cls: 4.4433, loss: 4.4433 +2023-12-28 08:07:38,057 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 13:59:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4866, top5_acc: 0.7452, loss_cls: 4.5192, loss: 4.5192 +2023-12-28 08:08:37,496 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 13:58:22, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4953, top5_acc: 0.7462, loss_cls: 4.4779, loss: 4.4779 +2023-12-28 08:09:36,570 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 13:57:18, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4886, top5_acc: 0.7461, loss_cls: 4.4733, loss: 4.4733 +2023-12-28 08:10:35,683 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 13:56:15, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.4939, top5_acc: 0.7453, loss_cls: 4.4794, loss: 4.4794 +2023-12-28 08:11:34,847 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 13:55:11, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.4938, top5_acc: 0.7466, loss_cls: 4.4939, loss: 4.4939 +2023-12-28 08:12:34,296 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 13:54:08, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4920, top5_acc: 0.7406, loss_cls: 4.4998, loss: 4.4998 +2023-12-28 08:13:33,640 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 13:53:04, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4909, top5_acc: 0.7545, loss_cls: 4.4650, loss: 4.4650 +2023-12-28 08:14:33,447 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 13:52:01, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4945, top5_acc: 0.7466, loss_cls: 4.5007, loss: 4.5007 +2023-12-28 08:15:33,757 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 13:50:57, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4898, top5_acc: 0.7495, loss_cls: 4.5209, loss: 4.5209 +2023-12-28 08:16:33,359 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 13:49:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4981, top5_acc: 0.7489, loss_cls: 4.4893, loss: 4.4893 +2023-12-28 08:17:33,373 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 13:48:50, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4883, top5_acc: 0.7434, loss_cls: 4.5042, loss: 4.5042 +2023-12-28 08:18:32,910 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 13:47:47, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4975, top5_acc: 0.7541, loss_cls: 4.4721, loss: 4.4721 +2023-12-28 08:19:32,490 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 13:46:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.4898, top5_acc: 0.7462, loss_cls: 4.4901, loss: 4.4901 +2023-12-28 08:20:32,462 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 13:45:40, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.4902, top5_acc: 0.7458, loss_cls: 4.5057, loss: 4.5057 +2023-12-28 08:21:02,416 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-28 08:23:03,086 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:23:03,864 - pyskl - INFO - +top1_acc 0.4132 +top5_acc 0.6752 +2023-12-28 08:23:03,864 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 08:23:03,899 - pyskl - INFO - +mean_acc 0.4129 +2023-12-28 08:23:03,904 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_128.pth was removed +2023-12-28 08:23:04,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2023-12-28 08:23:04,145 - pyskl - INFO - Best top1_acc is 0.4132 at 129 epoch. +2023-12-28 08:23:04,154 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.4132, top5_acc: 0.6752, mean_class_accuracy: 0.4129 +2023-12-28 08:26:27,251 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 13:44:26, time: 2.031, data_time: 1.432, memory: 16180, top1_acc: 0.5208, top5_acc: 0.7725, loss_cls: 4.3644, loss: 4.3644 +2023-12-28 08:27:26,831 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 13:43:22, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5177, top5_acc: 0.7673, loss_cls: 4.3738, loss: 4.3738 +2023-12-28 08:28:26,819 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 13:42:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5153, top5_acc: 0.7630, loss_cls: 4.3956, loss: 4.3956 +2023-12-28 08:29:26,331 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 13:41:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5197, top5_acc: 0.7670, loss_cls: 4.3736, loss: 4.3736 +2023-12-28 08:30:25,863 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 13:40:12, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5147, top5_acc: 0.7566, loss_cls: 4.4196, loss: 4.4196 +2023-12-28 08:31:25,586 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 13:39:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5067, top5_acc: 0.7636, loss_cls: 4.4047, loss: 4.4047 +2023-12-28 08:32:24,980 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 13:38:05, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5062, top5_acc: 0.7603, loss_cls: 4.4190, loss: 4.4190 +2023-12-28 08:33:24,620 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 13:37:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5023, top5_acc: 0.7625, loss_cls: 4.4152, loss: 4.4152 +2023-12-28 08:34:24,323 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 13:35:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5102, top5_acc: 0.7677, loss_cls: 4.3927, loss: 4.3927 +2023-12-28 08:35:23,892 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 13:34:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5014, top5_acc: 0.7539, loss_cls: 4.4513, loss: 4.4513 +2023-12-28 08:36:24,232 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 13:33:51, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.5011, top5_acc: 0.7578, loss_cls: 4.4447, loss: 4.4447 +2023-12-28 08:37:25,157 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 13:32:48, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.5089, top5_acc: 0.7552, loss_cls: 4.4118, loss: 4.4118 +2023-12-28 08:38:25,014 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 13:31:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5092, top5_acc: 0.7600, loss_cls: 4.4161, loss: 4.4161 +2023-12-28 08:39:24,706 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 13:30:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5061, top5_acc: 0.7523, loss_cls: 4.4385, loss: 4.4385 +2023-12-28 08:40:24,068 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 13:29:37, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5022, top5_acc: 0.7652, loss_cls: 4.4183, loss: 4.4183 +2023-12-28 08:41:23,449 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 13:28:34, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4948, top5_acc: 0.7644, loss_cls: 4.4363, loss: 4.4363 +2023-12-28 08:42:23,762 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 13:27:31, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.4920, top5_acc: 0.7391, loss_cls: 4.5126, loss: 4.5126 +2023-12-28 08:43:23,855 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 13:26:27, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5012, top5_acc: 0.7530, loss_cls: 4.4426, loss: 4.4426 +2023-12-28 08:44:24,013 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 13:25:24, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5084, top5_acc: 0.7603, loss_cls: 4.4211, loss: 4.4211 +2023-12-28 08:45:23,875 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 13:24:20, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4989, top5_acc: 0.7500, loss_cls: 4.4700, loss: 4.4700 +2023-12-28 08:46:23,417 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 13:23:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.4970, top5_acc: 0.7509, loss_cls: 4.4593, loss: 4.4593 +2023-12-28 08:47:23,172 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 13:22:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4964, top5_acc: 0.7569, loss_cls: 4.4518, loss: 4.4518 +2023-12-28 08:48:23,365 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 13:21:10, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.4958, top5_acc: 0.7589, loss_cls: 4.4539, loss: 4.4539 +2023-12-28 08:49:23,293 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 13:20:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.4873, top5_acc: 0.7483, loss_cls: 4.4873, loss: 4.4873 +2023-12-28 08:50:23,125 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 13:19:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4959, top5_acc: 0.7472, loss_cls: 4.4762, loss: 4.4762 +2023-12-28 08:51:23,000 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 13:18:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5023, top5_acc: 0.7545, loss_cls: 4.4470, loss: 4.4470 +2023-12-28 08:52:22,342 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 13:16:56, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.4908, top5_acc: 0.7458, loss_cls: 4.4819, loss: 4.4819 +2023-12-28 08:53:21,731 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 13:15:53, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.4986, top5_acc: 0.7461, loss_cls: 4.4717, loss: 4.4717 +2023-12-28 08:54:21,357 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 13:14:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5073, top5_acc: 0.7591, loss_cls: 4.4371, loss: 4.4371 +2023-12-28 08:55:21,101 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 13:13:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.4988, top5_acc: 0.7591, loss_cls: 4.4315, loss: 4.4315 +2023-12-28 08:56:20,752 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 13:12:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5039, top5_acc: 0.7617, loss_cls: 4.4442, loss: 4.4442 +2023-12-28 08:57:20,229 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 13:11:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5039, top5_acc: 0.7556, loss_cls: 4.4506, loss: 4.4506 +2023-12-28 08:58:20,065 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 13:10:35, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5022, top5_acc: 0.7512, loss_cls: 4.4866, loss: 4.4866 +2023-12-28 08:59:19,884 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 13:09:32, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4873, top5_acc: 0.7419, loss_cls: 4.5293, loss: 4.5293 +2023-12-28 09:00:19,510 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 13:08:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5016, top5_acc: 0.7589, loss_cls: 4.4418, loss: 4.4418 +2023-12-28 09:01:19,227 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 13:07:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5012, top5_acc: 0.7566, loss_cls: 4.4463, loss: 4.4463 +2023-12-28 09:02:18,910 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 13:06:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5033, top5_acc: 0.7550, loss_cls: 4.4709, loss: 4.4709 +2023-12-28 09:02:49,321 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-28 09:04:49,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:04:50,341 - pyskl - INFO - +top1_acc 0.4149 +top5_acc 0.6728 +2023-12-28 09:04:50,341 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 09:04:50,372 - pyskl - INFO - +mean_acc 0.4146 +2023-12-28 09:04:50,376 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_129.pth was removed +2023-12-28 09:04:50,662 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-28 09:04:50,662 - pyskl - INFO - Best top1_acc is 0.4149 at 130 epoch. +2023-12-28 09:04:50,670 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.4149, top5_acc: 0.6728, mean_class_accuracy: 0.4146 +2023-12-28 09:08:08,080 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 13:05:06, time: 1.974, data_time: 1.373, memory: 16180, top1_acc: 0.5173, top5_acc: 0.7714, loss_cls: 4.3516, loss: 4.3516 +2023-12-28 09:09:07,731 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 13:04:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5116, top5_acc: 0.7664, loss_cls: 4.3980, loss: 4.3980 +2023-12-28 09:10:07,438 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 13:02:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5267, top5_acc: 0.7705, loss_cls: 4.3477, loss: 4.3477 +2023-12-28 09:11:07,208 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 13:01:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5145, top5_acc: 0.7734, loss_cls: 4.3484, loss: 4.3484 +2023-12-28 09:12:06,690 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 13:00:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5062, top5_acc: 0.7588, loss_cls: 4.4391, loss: 4.4391 +2023-12-28 09:13:05,954 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 12:59:49, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5106, top5_acc: 0.7633, loss_cls: 4.3856, loss: 4.3856 +2023-12-28 09:14:05,751 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 12:58:45, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5120, top5_acc: 0.7683, loss_cls: 4.3970, loss: 4.3970 +2023-12-28 09:15:05,414 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 12:57:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5248, top5_acc: 0.7703, loss_cls: 4.3515, loss: 4.3515 +2023-12-28 09:16:04,957 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 12:56:38, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5200, top5_acc: 0.7672, loss_cls: 4.3714, loss: 4.3714 +2023-12-28 09:17:04,466 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 12:55:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5178, top5_acc: 0.7689, loss_cls: 4.3582, loss: 4.3582 +2023-12-28 09:18:04,113 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 12:54:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5070, top5_acc: 0.7650, loss_cls: 4.4134, loss: 4.4134 +2023-12-28 09:19:03,802 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 12:53:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5069, top5_acc: 0.7611, loss_cls: 4.4061, loss: 4.4061 +2023-12-28 09:20:03,372 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 12:52:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5141, top5_acc: 0.7608, loss_cls: 4.4257, loss: 4.4257 +2023-12-28 09:21:02,811 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 12:51:21, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5072, top5_acc: 0.7586, loss_cls: 4.4221, loss: 4.4221 +2023-12-28 09:22:02,302 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 12:50:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5188, top5_acc: 0.7609, loss_cls: 4.4074, loss: 4.4074 +2023-12-28 09:23:02,009 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 12:49:14, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5081, top5_acc: 0.7605, loss_cls: 4.4127, loss: 4.4127 +2023-12-28 09:24:01,575 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 12:48:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5108, top5_acc: 0.7564, loss_cls: 4.4175, loss: 4.4175 +2023-12-28 09:25:01,754 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 12:47:07, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5120, top5_acc: 0.7611, loss_cls: 4.4058, loss: 4.4058 +2023-12-28 09:26:01,732 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 12:46:04, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5091, top5_acc: 0.7588, loss_cls: 4.4101, loss: 4.4101 +2023-12-28 09:27:01,302 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 12:45:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5070, top5_acc: 0.7625, loss_cls: 4.4043, loss: 4.4043 +2023-12-28 09:28:00,421 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 12:43:57, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.5097, top5_acc: 0.7648, loss_cls: 4.3827, loss: 4.3827 +2023-12-28 09:28:59,998 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 12:42:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5122, top5_acc: 0.7517, loss_cls: 4.4177, loss: 4.4177 +2023-12-28 09:30:00,125 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 12:41:50, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5067, top5_acc: 0.7542, loss_cls: 4.4287, loss: 4.4287 +2023-12-28 09:30:59,703 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 12:40:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5072, top5_acc: 0.7619, loss_cls: 4.4093, loss: 4.4093 +2023-12-28 09:31:59,315 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 12:39:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5077, top5_acc: 0.7553, loss_cls: 4.4171, loss: 4.4171 +2023-12-28 09:32:58,438 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 12:38:40, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.5008, top5_acc: 0.7544, loss_cls: 4.4430, loss: 4.4430 +2023-12-28 09:33:57,633 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 12:37:36, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.5061, top5_acc: 0.7641, loss_cls: 4.4117, loss: 4.4117 +2023-12-28 09:34:57,225 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 12:36:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5077, top5_acc: 0.7622, loss_cls: 4.4146, loss: 4.4146 +2023-12-28 09:35:56,566 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 12:35:29, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5092, top5_acc: 0.7652, loss_cls: 4.4087, loss: 4.4087 +2023-12-28 09:36:56,232 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 12:34:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5056, top5_acc: 0.7517, loss_cls: 4.4350, loss: 4.4350 +2023-12-28 09:37:56,350 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 12:33:22, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5047, top5_acc: 0.7534, loss_cls: 4.4459, loss: 4.4459 +2023-12-28 09:38:56,231 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 12:32:19, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5081, top5_acc: 0.7580, loss_cls: 4.4195, loss: 4.4195 +2023-12-28 09:39:56,942 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 12:31:16, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.5089, top5_acc: 0.7583, loss_cls: 4.4231, loss: 4.4231 +2023-12-28 09:40:57,140 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 12:30:12, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5147, top5_acc: 0.7623, loss_cls: 4.4116, loss: 4.4116 +2023-12-28 09:41:56,742 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 12:29:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5095, top5_acc: 0.7653, loss_cls: 4.4034, loss: 4.4034 +2023-12-28 09:42:56,672 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 12:28:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5041, top5_acc: 0.7511, loss_cls: 4.4310, loss: 4.4310 +2023-12-28 09:43:56,513 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 12:27:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.4980, top5_acc: 0.7580, loss_cls: 4.4563, loss: 4.4563 +2023-12-28 09:44:27,280 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-28 09:46:30,240 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:46:31,007 - pyskl - INFO - +top1_acc 0.4182 +top5_acc 0.6769 +2023-12-28 09:46:31,007 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 09:46:31,040 - pyskl - INFO - +mean_acc 0.4180 +2023-12-28 09:46:31,045 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_130.pth was removed +2023-12-28 09:46:31,280 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-28 09:46:31,281 - pyskl - INFO - Best top1_acc is 0.4182 at 131 epoch. +2023-12-28 09:46:31,290 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.4182, top5_acc: 0.6769, mean_class_accuracy: 0.4180 +2023-12-28 09:50:02,667 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 12:25:48, time: 2.114, data_time: 1.514, memory: 16180, top1_acc: 0.5336, top5_acc: 0.7867, loss_cls: 4.2883, loss: 4.2883 +2023-12-28 09:51:02,327 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 12:24:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5366, top5_acc: 0.7867, loss_cls: 4.2582, loss: 4.2582 +2023-12-28 09:52:01,879 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 12:23:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5177, top5_acc: 0.7781, loss_cls: 4.3305, loss: 4.3305 +2023-12-28 09:53:01,688 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 12:22:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5223, top5_acc: 0.7723, loss_cls: 4.3271, loss: 4.3271 +2023-12-28 09:54:00,897 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 12:21:34, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.5231, top5_acc: 0.7662, loss_cls: 4.3609, loss: 4.3609 +2023-12-28 09:55:00,295 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 12:20:30, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5166, top5_acc: 0.7747, loss_cls: 4.3455, loss: 4.3455 +2023-12-28 09:56:00,051 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 12:19:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5256, top5_acc: 0.7795, loss_cls: 4.3261, loss: 4.3261 +2023-12-28 09:56:59,451 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 12:18:24, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5228, top5_acc: 0.7658, loss_cls: 4.3933, loss: 4.3933 +2023-12-28 09:57:58,936 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 12:17:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5283, top5_acc: 0.7742, loss_cls: 4.3399, loss: 4.3399 +2023-12-28 09:58:58,623 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 12:16:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5089, top5_acc: 0.7628, loss_cls: 4.3816, loss: 4.3816 +2023-12-28 09:59:58,345 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 12:15:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5192, top5_acc: 0.7670, loss_cls: 4.3646, loss: 4.3646 +2023-12-28 10:00:58,414 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 12:14:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5198, top5_acc: 0.7655, loss_cls: 4.3612, loss: 4.3612 +2023-12-28 10:01:58,717 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 12:13:07, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.5202, top5_acc: 0.7672, loss_cls: 4.3621, loss: 4.3621 +2023-12-28 10:02:58,495 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 12:12:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5227, top5_acc: 0.7733, loss_cls: 4.3706, loss: 4.3706 +2023-12-28 10:03:58,310 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 12:11:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5167, top5_acc: 0.7683, loss_cls: 4.3920, loss: 4.3920 +2023-12-28 10:04:57,901 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 12:09:56, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 4.3712, loss: 4.3712 +2023-12-28 10:05:57,681 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 12:08:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5119, top5_acc: 0.7692, loss_cls: 4.3732, loss: 4.3732 +2023-12-28 10:06:58,223 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 12:07:50, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5053, top5_acc: 0.7659, loss_cls: 4.3939, loss: 4.3939 +2023-12-28 10:07:58,739 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 12:06:46, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5142, top5_acc: 0.7648, loss_cls: 4.3904, loss: 4.3904 +2023-12-28 10:08:58,329 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 12:05:43, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5152, top5_acc: 0.7612, loss_cls: 4.3965, loss: 4.3965 +2023-12-28 10:09:58,139 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 12:04:40, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5167, top5_acc: 0.7620, loss_cls: 4.3815, loss: 4.3815 +2023-12-28 10:10:58,004 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 12:03:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5184, top5_acc: 0.7538, loss_cls: 4.3937, loss: 4.3937 +2023-12-28 10:11:58,269 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 12:02:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.5050, top5_acc: 0.7591, loss_cls: 4.4088, loss: 4.4088 +2023-12-28 10:12:57,862 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 12:01:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5077, top5_acc: 0.7589, loss_cls: 4.4046, loss: 4.4046 +2023-12-28 10:13:57,544 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 12:00:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5191, top5_acc: 0.7755, loss_cls: 4.3442, loss: 4.3442 +2023-12-28 10:14:57,320 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 11:59:23, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5047, top5_acc: 0.7550, loss_cls: 4.4237, loss: 4.4237 +2023-12-28 10:15:56,604 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 11:58:19, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5242, top5_acc: 0.7700, loss_cls: 4.3452, loss: 4.3452 +2023-12-28 10:16:56,096 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 11:57:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5175, top5_acc: 0.7672, loss_cls: 4.3673, loss: 4.3673 +2023-12-28 10:17:55,512 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 11:56:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5064, top5_acc: 0.7652, loss_cls: 4.3914, loss: 4.3914 +2023-12-28 10:18:55,149 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 11:55:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5152, top5_acc: 0.7584, loss_cls: 4.3957, loss: 4.3957 +2023-12-28 10:19:54,931 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 11:54:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5148, top5_acc: 0.7706, loss_cls: 4.3934, loss: 4.3934 +2023-12-28 10:20:54,362 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 11:53:02, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5142, top5_acc: 0.7686, loss_cls: 4.3921, loss: 4.3921 +2023-12-28 10:21:53,904 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 11:51:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5191, top5_acc: 0.7692, loss_cls: 4.3758, loss: 4.3758 +2023-12-28 10:22:53,270 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 11:50:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5030, top5_acc: 0.7642, loss_cls: 4.4150, loss: 4.4150 +2023-12-28 10:23:52,940 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 11:49:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5136, top5_acc: 0.7617, loss_cls: 4.4053, loss: 4.4053 +2023-12-28 10:24:52,659 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 11:48:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5233, top5_acc: 0.7723, loss_cls: 4.3710, loss: 4.3710 +2023-12-28 10:25:52,143 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 11:47:45, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5067, top5_acc: 0.7617, loss_cls: 4.4046, loss: 4.4046 +2023-12-28 10:26:22,717 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-28 10:28:22,343 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:28:23,397 - pyskl - INFO - +top1_acc 0.4203 +top5_acc 0.6802 +2023-12-28 10:28:23,398 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 10:28:23,436 - pyskl - INFO - +mean_acc 0.4200 +2023-12-28 10:28:23,443 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_131.pth was removed +2023-12-28 10:28:23,746 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-28 10:28:23,746 - pyskl - INFO - Best top1_acc is 0.4203 at 132 epoch. +2023-12-28 10:28:23,757 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.4203, top5_acc: 0.6802, mean_class_accuracy: 0.4200 +2023-12-28 10:31:46,547 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 11:46:28, time: 2.028, data_time: 1.429, memory: 16180, top1_acc: 0.5291, top5_acc: 0.7806, loss_cls: 4.2878, loss: 4.2878 +2023-12-28 10:32:46,346 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 11:45:25, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5369, top5_acc: 0.7828, loss_cls: 4.2712, loss: 4.2712 +2023-12-28 10:33:46,113 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 11:44:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5294, top5_acc: 0.7683, loss_cls: 4.3200, loss: 4.3200 +2023-12-28 10:34:45,889 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 11:43:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5425, top5_acc: 0.7887, loss_cls: 4.2901, loss: 4.2901 +2023-12-28 10:35:44,963 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 11:42:15, time: 0.591, data_time: 0.000, memory: 16180, top1_acc: 0.5344, top5_acc: 0.7798, loss_cls: 4.2834, loss: 4.2834 +2023-12-28 10:36:44,391 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 11:41:11, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5350, top5_acc: 0.7828, loss_cls: 4.3070, loss: 4.3070 +2023-12-28 10:37:44,275 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 11:40:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5247, top5_acc: 0.7812, loss_cls: 4.3162, loss: 4.3162 +2023-12-28 10:38:43,885 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 11:39:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5291, top5_acc: 0.7738, loss_cls: 4.3160, loss: 4.3160 +2023-12-28 10:39:43,525 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 11:38:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5369, top5_acc: 0.7741, loss_cls: 4.2896, loss: 4.2896 +2023-12-28 10:40:43,110 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 11:36:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5252, top5_acc: 0.7747, loss_cls: 4.3326, loss: 4.3326 +2023-12-28 10:41:42,783 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 11:35:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5333, top5_acc: 0.7739, loss_cls: 4.3281, loss: 4.3281 +2023-12-28 10:42:42,473 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 11:34:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5264, top5_acc: 0.7780, loss_cls: 4.3403, loss: 4.3403 +2023-12-28 10:43:42,320 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 11:33:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5242, top5_acc: 0.7797, loss_cls: 4.3137, loss: 4.3137 +2023-12-28 10:44:41,863 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 11:32:44, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5270, top5_acc: 0.7833, loss_cls: 4.3196, loss: 4.3196 +2023-12-28 10:45:41,568 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 11:31:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5236, top5_acc: 0.7712, loss_cls: 4.3276, loss: 4.3276 +2023-12-28 10:46:41,185 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 11:30:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5295, top5_acc: 0.7761, loss_cls: 4.3223, loss: 4.3223 +2023-12-28 10:47:40,991 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 11:29:34, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5314, top5_acc: 0.7770, loss_cls: 4.3215, loss: 4.3215 +2023-12-28 10:48:41,077 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 11:28:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5280, top5_acc: 0.7742, loss_cls: 4.3507, loss: 4.3507 +2023-12-28 10:49:41,655 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 11:27:27, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.5270, top5_acc: 0.7717, loss_cls: 4.3330, loss: 4.3330 +2023-12-28 10:50:41,114 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 11:26:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5119, top5_acc: 0.7602, loss_cls: 4.4039, loss: 4.4039 +2023-12-28 10:51:40,647 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 11:25:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5219, top5_acc: 0.7695, loss_cls: 4.3646, loss: 4.3646 +2023-12-28 10:52:40,218 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 11:24:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5211, top5_acc: 0.7684, loss_cls: 4.3513, loss: 4.3513 +2023-12-28 10:53:40,593 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 11:23:14, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5334, top5_acc: 0.7823, loss_cls: 4.2936, loss: 4.2936 +2023-12-28 10:54:40,924 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 11:22:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.5122, top5_acc: 0.7636, loss_cls: 4.3769, loss: 4.3769 +2023-12-28 10:55:40,678 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 11:21:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5239, top5_acc: 0.7648, loss_cls: 4.3398, loss: 4.3398 +2023-12-28 10:56:40,348 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 11:20:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5161, top5_acc: 0.7731, loss_cls: 4.3434, loss: 4.3434 +2023-12-28 10:57:40,069 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 11:19:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5225, top5_acc: 0.7720, loss_cls: 4.3500, loss: 4.3500 +2023-12-28 10:58:39,548 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 11:17:57, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5273, top5_acc: 0.7734, loss_cls: 4.3440, loss: 4.3440 +2023-12-28 10:59:39,156 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 11:16:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5267, top5_acc: 0.7719, loss_cls: 4.3457, loss: 4.3457 +2023-12-28 11:00:39,280 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 11:15:51, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5252, top5_acc: 0.7747, loss_cls: 4.3202, loss: 4.3202 +2023-12-28 11:01:38,940 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 11:14:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5184, top5_acc: 0.7652, loss_cls: 4.3897, loss: 4.3897 +2023-12-28 11:02:38,551 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 11:13:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5212, top5_acc: 0.7672, loss_cls: 4.3477, loss: 4.3477 +2023-12-28 11:03:38,242 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 11:12:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5097, top5_acc: 0.7731, loss_cls: 4.3739, loss: 4.3739 +2023-12-28 11:04:37,937 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 11:11:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5239, top5_acc: 0.7689, loss_cls: 4.3440, loss: 4.3440 +2023-12-28 11:05:37,533 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 11:10:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5223, top5_acc: 0.7727, loss_cls: 4.3560, loss: 4.3560 +2023-12-28 11:06:37,337 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 11:09:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5116, top5_acc: 0.7666, loss_cls: 4.3904, loss: 4.3904 +2023-12-28 11:07:37,312 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 11:08:27, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5361, top5_acc: 0.7759, loss_cls: 4.3140, loss: 4.3140 +2023-12-28 11:08:07,349 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-28 11:10:09,373 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:10:10,182 - pyskl - INFO - +top1_acc 0.4275 +top5_acc 0.6819 +2023-12-28 11:10:10,182 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 11:10:10,218 - pyskl - INFO - +mean_acc 0.4273 +2023-12-28 11:10:10,223 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_132.pth was removed +2023-12-28 11:10:10,509 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-28 11:10:10,509 - pyskl - INFO - Best top1_acc is 0.4275 at 133 epoch. +2023-12-28 11:10:10,519 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.4275, top5_acc: 0.6819, mean_class_accuracy: 0.4273 +2023-12-28 11:13:37,641 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 11:07:10, time: 2.071, data_time: 1.462, memory: 16180, top1_acc: 0.5419, top5_acc: 0.7887, loss_cls: 4.2439, loss: 4.2439 +2023-12-28 11:14:37,313 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 11:06:06, time: 0.597, data_time: 0.001, memory: 16180, top1_acc: 0.5506, top5_acc: 0.7948, loss_cls: 4.2271, loss: 4.2271 +2023-12-28 11:15:37,471 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 11:05:03, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5423, top5_acc: 0.7886, loss_cls: 4.2582, loss: 4.2582 +2023-12-28 11:16:37,463 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 11:04:00, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5406, top5_acc: 0.7950, loss_cls: 4.2252, loss: 4.2252 +2023-12-28 11:17:36,942 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 11:02:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5466, top5_acc: 0.7894, loss_cls: 4.2581, loss: 4.2581 +2023-12-28 11:18:36,847 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 11:01:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5391, top5_acc: 0.7822, loss_cls: 4.2593, loss: 4.2593 +2023-12-28 11:19:36,462 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 11:00:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5420, top5_acc: 0.7889, loss_cls: 4.2714, loss: 4.2714 +2023-12-28 11:20:35,850 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 10:59:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5325, top5_acc: 0.7770, loss_cls: 4.2861, loss: 4.2861 +2023-12-28 11:21:35,687 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 10:58:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5434, top5_acc: 0.7814, loss_cls: 4.2860, loss: 4.2860 +2023-12-28 11:22:35,343 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 10:57:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5284, top5_acc: 0.7839, loss_cls: 4.2864, loss: 4.2864 +2023-12-28 11:23:34,945 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 10:56:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5344, top5_acc: 0.7850, loss_cls: 4.2915, loss: 4.2915 +2023-12-28 11:24:34,652 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 10:55:33, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5334, top5_acc: 0.7809, loss_cls: 4.2880, loss: 4.2880 +2023-12-28 11:25:34,494 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 10:54:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5394, top5_acc: 0.7841, loss_cls: 4.2780, loss: 4.2780 +2023-12-28 11:26:34,730 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 10:53:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5322, top5_acc: 0.7875, loss_cls: 4.2891, loss: 4.2891 +2023-12-28 11:27:35,087 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 10:52:23, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5327, top5_acc: 0.7830, loss_cls: 4.3035, loss: 4.3035 +2023-12-28 11:28:35,120 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 10:51:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5245, top5_acc: 0.7781, loss_cls: 4.3144, loss: 4.3144 +2023-12-28 11:29:34,757 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 10:50:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5459, top5_acc: 0.7852, loss_cls: 4.2821, loss: 4.2821 +2023-12-28 11:30:35,145 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 10:49:13, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5312, top5_acc: 0.7808, loss_cls: 4.2899, loss: 4.2899 +2023-12-28 11:31:35,249 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 10:48:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5336, top5_acc: 0.7841, loss_cls: 4.2966, loss: 4.2966 +2023-12-28 11:32:34,636 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 10:47:06, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5392, top5_acc: 0.7806, loss_cls: 4.2919, loss: 4.2919 +2023-12-28 11:33:34,257 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 10:46:03, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5400, top5_acc: 0.7861, loss_cls: 4.2843, loss: 4.2843 +2023-12-28 11:34:34,033 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 10:45:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5223, top5_acc: 0.7677, loss_cls: 4.3651, loss: 4.3651 +2023-12-28 11:35:34,467 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 10:43:56, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5350, top5_acc: 0.7766, loss_cls: 4.2942, loss: 4.2942 +2023-12-28 11:36:35,153 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 10:42:53, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.5302, top5_acc: 0.7802, loss_cls: 4.3208, loss: 4.3208 +2023-12-28 11:37:34,766 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 10:41:50, time: 0.596, data_time: 0.001, memory: 16180, top1_acc: 0.5350, top5_acc: 0.7784, loss_cls: 4.2956, loss: 4.2956 +2023-12-28 11:38:34,196 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 10:40:46, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5392, top5_acc: 0.7839, loss_cls: 4.2793, loss: 4.2793 +2023-12-28 11:39:33,496 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 10:39:43, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5319, top5_acc: 0.7762, loss_cls: 4.3100, loss: 4.3100 +2023-12-28 11:40:32,846 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 10:38:40, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5291, top5_acc: 0.7797, loss_cls: 4.3039, loss: 4.3039 +2023-12-28 11:41:32,018 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 10:37:36, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.5342, top5_acc: 0.7772, loss_cls: 4.3028, loss: 4.3028 +2023-12-28 11:42:31,298 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 10:36:33, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5289, top5_acc: 0.7864, loss_cls: 4.2916, loss: 4.2916 +2023-12-28 11:43:30,853 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 10:35:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5303, top5_acc: 0.7784, loss_cls: 4.3107, loss: 4.3107 +2023-12-28 11:44:31,024 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 10:34:26, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5267, top5_acc: 0.7712, loss_cls: 4.3285, loss: 4.3285 +2023-12-28 11:45:31,242 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 10:33:23, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5262, top5_acc: 0.7736, loss_cls: 4.3279, loss: 4.3279 +2023-12-28 11:46:31,274 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 10:32:20, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5162, top5_acc: 0.7745, loss_cls: 4.3343, loss: 4.3343 +2023-12-28 11:47:30,811 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 10:31:16, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5259, top5_acc: 0.7839, loss_cls: 4.3233, loss: 4.3233 +2023-12-28 11:48:30,227 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 10:30:13, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5292, top5_acc: 0.7839, loss_cls: 4.3062, loss: 4.3062 +2023-12-28 11:49:29,601 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 10:29:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5380, top5_acc: 0.7755, loss_cls: 4.2991, loss: 4.2991 +2023-12-28 11:49:59,823 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-28 11:52:00,299 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:52:01,357 - pyskl - INFO - +top1_acc 0.4340 +top5_acc 0.6898 +2023-12-28 11:52:01,357 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 11:52:01,400 - pyskl - INFO - +mean_acc 0.4338 +2023-12-28 11:52:01,406 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_133.pth was removed +2023-12-28 11:52:01,707 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-28 11:52:01,707 - pyskl - INFO - Best top1_acc is 0.4340 at 134 epoch. +2023-12-28 11:52:01,724 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.4340, top5_acc: 0.6898, mean_class_accuracy: 0.4338 +2023-12-28 11:55:31,809 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 10:27:52, time: 2.101, data_time: 1.500, memory: 16180, top1_acc: 0.5500, top5_acc: 0.7906, loss_cls: 4.2383, loss: 4.2383 +2023-12-28 11:56:31,557 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 10:26:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5380, top5_acc: 0.7897, loss_cls: 4.2484, loss: 4.2484 +2023-12-28 11:57:31,602 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 10:25:45, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5422, top5_acc: 0.7933, loss_cls: 4.2302, loss: 4.2302 +2023-12-28 11:58:31,427 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 10:24:42, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5411, top5_acc: 0.7920, loss_cls: 4.2491, loss: 4.2491 +2023-12-28 11:59:30,832 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 10:23:38, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5420, top5_acc: 0.7922, loss_cls: 4.2424, loss: 4.2424 +2023-12-28 12:00:30,405 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 10:22:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5614, top5_acc: 0.8028, loss_cls: 4.1663, loss: 4.1663 +2023-12-28 12:01:29,936 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 10:21:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5433, top5_acc: 0.7908, loss_cls: 4.2535, loss: 4.2535 +2023-12-28 12:02:29,757 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 10:20:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5297, top5_acc: 0.7917, loss_cls: 4.2725, loss: 4.2725 +2023-12-28 12:03:29,826 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 10:19:25, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5403, top5_acc: 0.7856, loss_cls: 4.2563, loss: 4.2563 +2023-12-28 12:04:29,567 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 10:18:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5425, top5_acc: 0.7922, loss_cls: 4.2383, loss: 4.2383 +2023-12-28 12:05:29,148 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 10:17:18, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5539, top5_acc: 0.7970, loss_cls: 4.2047, loss: 4.2047 +2023-12-28 12:06:29,002 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 10:16:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5425, top5_acc: 0.7834, loss_cls: 4.2619, loss: 4.2619 +2023-12-28 12:07:28,740 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 10:15:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5517, top5_acc: 0.7917, loss_cls: 4.2116, loss: 4.2116 +2023-12-28 12:08:28,519 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 10:14:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5552, top5_acc: 0.7944, loss_cls: 4.2169, loss: 4.2169 +2023-12-28 12:09:28,406 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 10:13:05, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5353, top5_acc: 0.7827, loss_cls: 4.2866, loss: 4.2866 +2023-12-28 12:10:28,175 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 10:12:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5473, top5_acc: 0.7853, loss_cls: 4.2486, loss: 4.2486 +2023-12-28 12:11:27,631 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 10:10:59, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5423, top5_acc: 0.7858, loss_cls: 4.2574, loss: 4.2574 +2023-12-28 12:12:28,001 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 10:09:55, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5417, top5_acc: 0.7777, loss_cls: 4.2807, loss: 4.2807 +2023-12-28 12:13:28,257 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 10:08:52, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.5350, top5_acc: 0.7880, loss_cls: 4.2778, loss: 4.2778 +2023-12-28 12:14:27,689 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 10:07:49, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5363, top5_acc: 0.7863, loss_cls: 4.2633, loss: 4.2633 +2023-12-28 12:15:27,133 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 10:06:45, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5483, top5_acc: 0.7903, loss_cls: 4.2355, loss: 4.2355 +2023-12-28 12:16:26,815 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 10:05:42, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5373, top5_acc: 0.7817, loss_cls: 4.2897, loss: 4.2897 +2023-12-28 12:17:26,795 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 10:04:39, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5392, top5_acc: 0.7894, loss_cls: 4.2601, loss: 4.2601 +2023-12-28 12:18:26,934 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 10:03:35, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5292, top5_acc: 0.7744, loss_cls: 4.3168, loss: 4.3168 +2023-12-28 12:19:26,466 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 10:02:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5430, top5_acc: 0.7845, loss_cls: 4.2632, loss: 4.2632 +2023-12-28 12:20:26,354 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 10:01:29, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5369, top5_acc: 0.7852, loss_cls: 4.2849, loss: 4.2849 +2023-12-28 12:21:26,138 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 10:00:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5378, top5_acc: 0.7831, loss_cls: 4.2820, loss: 4.2820 +2023-12-28 12:22:25,505 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 9:59:22, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5302, top5_acc: 0.7820, loss_cls: 4.2781, loss: 4.2781 +2023-12-28 12:23:25,022 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 9:58:19, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5422, top5_acc: 0.7866, loss_cls: 4.2587, loss: 4.2587 +2023-12-28 12:24:24,758 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 9:57:16, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5378, top5_acc: 0.7825, loss_cls: 4.2912, loss: 4.2912 +2023-12-28 12:25:24,444 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 9:56:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5370, top5_acc: 0.7797, loss_cls: 4.2876, loss: 4.2876 +2023-12-28 12:26:24,089 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 9:55:09, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5452, top5_acc: 0.7758, loss_cls: 4.2712, loss: 4.2712 +2023-12-28 12:27:23,645 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 9:54:06, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5477, top5_acc: 0.7873, loss_cls: 4.2453, loss: 4.2453 +2023-12-28 12:28:23,449 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 9:53:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5419, top5_acc: 0.7877, loss_cls: 4.2651, loss: 4.2651 +2023-12-28 12:29:22,780 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 9:51:59, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5409, top5_acc: 0.7837, loss_cls: 4.2671, loss: 4.2671 +2023-12-28 12:30:22,725 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 9:50:56, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5334, top5_acc: 0.7934, loss_cls: 4.2639, loss: 4.2639 +2023-12-28 12:31:22,299 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 9:49:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5425, top5_acc: 0.7833, loss_cls: 4.2722, loss: 4.2722 +2023-12-28 12:31:52,716 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-28 12:33:52,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:33:53,883 - pyskl - INFO - +top1_acc 0.4372 +top5_acc 0.6912 +2023-12-28 12:33:53,883 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 12:33:53,916 - pyskl - INFO - +mean_acc 0.4370 +2023-12-28 12:33:53,921 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_134.pth was removed +2023-12-28 12:33:54,159 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-28 12:33:54,160 - pyskl - INFO - Best top1_acc is 0.4372 at 135 epoch. +2023-12-28 12:33:54,168 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.4372, top5_acc: 0.6912, mean_class_accuracy: 0.4370 +2023-12-28 12:37:23,529 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 9:48:34, time: 2.094, data_time: 1.496, memory: 16180, top1_acc: 0.5681, top5_acc: 0.8122, loss_cls: 4.1394, loss: 4.1394 +2023-12-28 12:38:23,335 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 9:47:30, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5683, top5_acc: 0.8070, loss_cls: 4.1368, loss: 4.1368 +2023-12-28 12:39:23,539 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 9:46:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5755, top5_acc: 0.8103, loss_cls: 4.1175, loss: 4.1175 +2023-12-28 12:40:23,382 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 9:45:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5573, top5_acc: 0.7977, loss_cls: 4.1716, loss: 4.1716 +2023-12-28 12:41:22,777 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 9:44:20, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5672, top5_acc: 0.8058, loss_cls: 4.1686, loss: 4.1686 +2023-12-28 12:42:22,460 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 9:43:17, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5648, top5_acc: 0.8052, loss_cls: 4.1483, loss: 4.1483 +2023-12-28 12:43:21,939 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 9:42:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5502, top5_acc: 0.8023, loss_cls: 4.2084, loss: 4.2084 +2023-12-28 12:44:21,653 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 9:41:10, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5570, top5_acc: 0.8009, loss_cls: 4.1710, loss: 4.1710 +2023-12-28 12:45:21,176 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 9:40:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5536, top5_acc: 0.7956, loss_cls: 4.2006, loss: 4.2006 +2023-12-28 12:46:20,618 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 9:39:04, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5370, top5_acc: 0.7837, loss_cls: 4.2526, loss: 4.2526 +2023-12-28 12:47:20,144 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 9:38:00, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5539, top5_acc: 0.7991, loss_cls: 4.2139, loss: 4.2139 +2023-12-28 12:48:19,770 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 9:36:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5561, top5_acc: 0.7987, loss_cls: 4.1851, loss: 4.1851 +2023-12-28 12:49:19,365 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 9:35:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5478, top5_acc: 0.7833, loss_cls: 4.2582, loss: 4.2582 +2023-12-28 12:50:19,305 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 9:34:50, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5434, top5_acc: 0.7919, loss_cls: 4.2374, loss: 4.2374 +2023-12-28 12:51:19,692 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 9:33:47, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5503, top5_acc: 0.7884, loss_cls: 4.2432, loss: 4.2432 +2023-12-28 12:52:19,604 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 9:32:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5416, top5_acc: 0.7895, loss_cls: 4.2388, loss: 4.2388 +2023-12-28 12:53:19,121 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 9:31:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5461, top5_acc: 0.7906, loss_cls: 4.2081, loss: 4.2081 +2023-12-28 12:54:19,559 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 9:30:37, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5459, top5_acc: 0.7975, loss_cls: 4.2337, loss: 4.2337 +2023-12-28 12:55:20,140 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 9:29:34, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.5503, top5_acc: 0.7892, loss_cls: 4.2417, loss: 4.2417 +2023-12-28 12:56:19,744 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 9:28:31, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5464, top5_acc: 0.7909, loss_cls: 4.2425, loss: 4.2425 +2023-12-28 12:57:19,502 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 9:27:28, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5514, top5_acc: 0.7958, loss_cls: 4.2164, loss: 4.2164 +2023-12-28 12:58:19,154 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 9:26:24, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5533, top5_acc: 0.8006, loss_cls: 4.1927, loss: 4.1927 +2023-12-28 12:59:19,359 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 9:25:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5563, top5_acc: 0.7941, loss_cls: 4.2067, loss: 4.2067 +2023-12-28 13:00:20,041 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 9:24:18, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.5481, top5_acc: 0.7872, loss_cls: 4.2430, loss: 4.2430 +2023-12-28 13:01:20,038 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 9:23:15, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5517, top5_acc: 0.7880, loss_cls: 4.2354, loss: 4.2354 +2023-12-28 13:02:20,079 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 9:22:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5469, top5_acc: 0.7814, loss_cls: 4.2613, loss: 4.2613 +2023-12-28 13:03:20,311 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 9:21:08, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5427, top5_acc: 0.7881, loss_cls: 4.2544, loss: 4.2544 +2023-12-28 13:04:20,371 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 9:20:05, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5555, top5_acc: 0.7941, loss_cls: 4.2205, loss: 4.2205 +2023-12-28 13:05:20,766 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 9:19:02, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5442, top5_acc: 0.7906, loss_cls: 4.2575, loss: 4.2575 +2023-12-28 13:06:20,594 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 9:17:58, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5519, top5_acc: 0.7941, loss_cls: 4.2143, loss: 4.2143 +2023-12-28 13:07:20,466 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 9:16:55, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5494, top5_acc: 0.7880, loss_cls: 4.2225, loss: 4.2225 +2023-12-28 13:08:20,285 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 9:15:52, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5527, top5_acc: 0.7930, loss_cls: 4.2260, loss: 4.2260 +2023-12-28 13:09:19,986 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 9:14:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5492, top5_acc: 0.7841, loss_cls: 4.2608, loss: 4.2608 +2023-12-28 13:10:20,505 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 9:13:45, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5527, top5_acc: 0.7992, loss_cls: 4.2195, loss: 4.2195 +2023-12-28 13:11:21,218 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 9:12:42, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.5494, top5_acc: 0.7994, loss_cls: 4.2035, loss: 4.2035 +2023-12-28 13:12:21,426 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 9:11:39, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5464, top5_acc: 0.7902, loss_cls: 4.2227, loss: 4.2227 +2023-12-28 13:13:21,150 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 9:10:36, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5358, top5_acc: 0.7852, loss_cls: 4.2573, loss: 4.2573 +2023-12-28 13:13:51,441 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-28 13:15:53,146 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:15:54,134 - pyskl - INFO - +top1_acc 0.4411 +top5_acc 0.6942 +2023-12-28 13:15:54,135 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 13:15:54,180 - pyskl - INFO - +mean_acc 0.4410 +2023-12-28 13:15:54,187 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_135.pth was removed +2023-12-28 13:15:54,496 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-28 13:15:54,496 - pyskl - INFO - Best top1_acc is 0.4411 at 136 epoch. +2023-12-28 13:15:54,505 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.4411, top5_acc: 0.6942, mean_class_accuracy: 0.4410 +2023-12-28 13:19:20,703 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 9:09:16, time: 2.062, data_time: 1.463, memory: 16180, top1_acc: 0.5623, top5_acc: 0.8059, loss_cls: 4.1443, loss: 4.1443 +2023-12-28 13:20:19,950 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 9:08:12, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.5567, top5_acc: 0.8017, loss_cls: 4.1875, loss: 4.1875 +2023-12-28 13:21:19,941 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 9:07:09, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5631, top5_acc: 0.8095, loss_cls: 4.1391, loss: 4.1391 +2023-12-28 13:22:19,750 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 9:06:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5586, top5_acc: 0.7984, loss_cls: 4.1883, loss: 4.1883 +2023-12-28 13:23:19,337 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 9:05:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5603, top5_acc: 0.8080, loss_cls: 4.1511, loss: 4.1511 +2023-12-28 13:24:19,417 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 9:03:59, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5522, top5_acc: 0.7997, loss_cls: 4.1892, loss: 4.1892 +2023-12-28 13:25:19,136 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 9:02:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5675, top5_acc: 0.8136, loss_cls: 4.1214, loss: 4.1214 +2023-12-28 13:26:19,074 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 9:01:53, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5678, top5_acc: 0.7995, loss_cls: 4.1525, loss: 4.1525 +2023-12-28 13:27:18,567 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 9:00:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5720, top5_acc: 0.8130, loss_cls: 4.1360, loss: 4.1360 +2023-12-28 13:28:18,207 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 8:59:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5587, top5_acc: 0.8008, loss_cls: 4.1812, loss: 4.1812 +2023-12-28 13:29:17,634 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 8:58:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5598, top5_acc: 0.8027, loss_cls: 4.1681, loss: 4.1681 +2023-12-28 13:30:17,141 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 8:57:39, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5625, top5_acc: 0.7992, loss_cls: 4.1803, loss: 4.1803 +2023-12-28 13:31:16,943 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 8:56:36, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5623, top5_acc: 0.8050, loss_cls: 4.1365, loss: 4.1365 +2023-12-28 13:32:16,788 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 8:55:33, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5547, top5_acc: 0.7983, loss_cls: 4.1929, loss: 4.1929 +2023-12-28 13:33:16,474 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 8:54:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5670, top5_acc: 0.8070, loss_cls: 4.1459, loss: 4.1459 +2023-12-28 13:34:16,087 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 8:53:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5622, top5_acc: 0.8058, loss_cls: 4.1463, loss: 4.1463 +2023-12-28 13:35:15,704 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 8:52:23, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5613, top5_acc: 0.8041, loss_cls: 4.1551, loss: 4.1551 +2023-12-28 13:36:15,392 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 8:51:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5708, top5_acc: 0.8116, loss_cls: 4.1310, loss: 4.1310 +2023-12-28 13:37:15,586 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 8:50:17, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5652, top5_acc: 0.8041, loss_cls: 4.1496, loss: 4.1496 +2023-12-28 13:38:15,189 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 8:49:13, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5581, top5_acc: 0.8087, loss_cls: 4.1619, loss: 4.1619 +2023-12-28 13:39:15,280 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 8:48:10, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5633, top5_acc: 0.8069, loss_cls: 4.1488, loss: 4.1488 +2023-12-28 13:40:14,781 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 8:47:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5578, top5_acc: 0.8045, loss_cls: 4.1696, loss: 4.1696 +2023-12-28 13:41:14,462 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 8:46:03, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5583, top5_acc: 0.8023, loss_cls: 4.1795, loss: 4.1795 +2023-12-28 13:42:15,217 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 8:45:00, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.5522, top5_acc: 0.7920, loss_cls: 4.2184, loss: 4.2184 +2023-12-28 13:43:14,949 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 8:43:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5675, top5_acc: 0.8069, loss_cls: 4.1469, loss: 4.1469 +2023-12-28 13:44:14,711 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 8:42:54, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5622, top5_acc: 0.8033, loss_cls: 4.1815, loss: 4.1815 +2023-12-28 13:45:14,737 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 8:41:51, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5564, top5_acc: 0.7973, loss_cls: 4.1743, loss: 4.1743 +2023-12-28 13:46:14,019 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 8:40:47, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5472, top5_acc: 0.7905, loss_cls: 4.2252, loss: 4.2252 +2023-12-28 13:47:13,390 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 8:39:44, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5580, top5_acc: 0.7953, loss_cls: 4.1866, loss: 4.1866 +2023-12-28 13:48:12,805 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 8:38:41, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5414, top5_acc: 0.7950, loss_cls: 4.2173, loss: 4.2173 +2023-12-28 13:49:12,090 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 8:37:37, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5658, top5_acc: 0.8011, loss_cls: 4.1608, loss: 4.1608 +2023-12-28 13:50:11,455 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 8:36:34, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5463, top5_acc: 0.7909, loss_cls: 4.2306, loss: 4.2306 +2023-12-28 13:51:10,877 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 8:35:31, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5611, top5_acc: 0.8047, loss_cls: 4.1595, loss: 4.1595 +2023-12-28 13:52:10,772 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 8:34:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5605, top5_acc: 0.7952, loss_cls: 4.1910, loss: 4.1910 +2023-12-28 13:53:10,328 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 8:33:24, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5572, top5_acc: 0.7978, loss_cls: 4.1736, loss: 4.1736 +2023-12-28 13:54:09,812 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 8:32:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5561, top5_acc: 0.8066, loss_cls: 4.1720, loss: 4.1720 +2023-12-28 13:55:09,500 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 8:31:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5522, top5_acc: 0.7973, loss_cls: 4.2235, loss: 4.2235 +2023-12-28 13:55:39,739 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-28 13:57:40,799 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:57:41,627 - pyskl - INFO - +top1_acc 0.4455 +top5_acc 0.6998 +2023-12-28 13:57:41,627 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 13:57:41,659 - pyskl - INFO - +mean_acc 0.4453 +2023-12-28 13:57:41,664 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_136.pth was removed +2023-12-28 13:57:41,897 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2023-12-28 13:57:41,898 - pyskl - INFO - Best top1_acc is 0.4455 at 137 epoch. +2023-12-28 13:57:41,906 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.4455, top5_acc: 0.6998, mean_class_accuracy: 0.4453 +2023-12-28 14:01:09,902 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 8:29:57, time: 2.080, data_time: 1.478, memory: 16180, top1_acc: 0.5803, top5_acc: 0.8119, loss_cls: 4.0801, loss: 4.0801 +2023-12-28 14:02:09,872 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 8:28:54, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5802, top5_acc: 0.8134, loss_cls: 4.0813, loss: 4.0813 +2023-12-28 14:03:10,111 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 8:27:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5800, top5_acc: 0.8161, loss_cls: 4.0824, loss: 4.0824 +2023-12-28 14:04:10,316 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 8:26:47, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5817, top5_acc: 0.8181, loss_cls: 4.0825, loss: 4.0825 +2023-12-28 14:05:09,870 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 8:25:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5784, top5_acc: 0.8092, loss_cls: 4.0965, loss: 4.0965 +2023-12-28 14:06:09,335 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 8:24:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5694, top5_acc: 0.8122, loss_cls: 4.1108, loss: 4.1108 +2023-12-28 14:07:08,885 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 8:23:37, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5789, top5_acc: 0.8142, loss_cls: 4.0854, loss: 4.0854 +2023-12-28 14:08:08,920 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 8:22:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5706, top5_acc: 0.8044, loss_cls: 4.1393, loss: 4.1393 +2023-12-28 14:09:09,065 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 8:21:31, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5800, top5_acc: 0.8189, loss_cls: 4.0810, loss: 4.0810 +2023-12-28 14:10:09,559 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 8:20:28, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5763, top5_acc: 0.8123, loss_cls: 4.1020, loss: 4.1020 +2023-12-28 14:11:10,045 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 8:19:25, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5731, top5_acc: 0.8208, loss_cls: 4.0980, loss: 4.0980 +2023-12-28 14:12:10,262 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 8:18:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5675, top5_acc: 0.8159, loss_cls: 4.1045, loss: 4.1045 +2023-12-28 14:13:09,699 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 8:17:18, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5727, top5_acc: 0.8156, loss_cls: 4.1072, loss: 4.1072 +2023-12-28 14:14:09,208 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 8:16:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5653, top5_acc: 0.8069, loss_cls: 4.1325, loss: 4.1325 +2023-12-28 14:15:08,560 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 8:15:12, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5713, top5_acc: 0.8109, loss_cls: 4.1254, loss: 4.1254 +2023-12-28 14:16:07,966 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 8:14:08, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5687, top5_acc: 0.8033, loss_cls: 4.1284, loss: 4.1284 +2023-12-28 14:17:07,317 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 8:13:05, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5595, top5_acc: 0.8017, loss_cls: 4.1516, loss: 4.1516 +2023-12-28 14:18:07,356 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 8:12:02, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5677, top5_acc: 0.8086, loss_cls: 4.1482, loss: 4.1482 +2023-12-28 14:19:07,829 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 8:10:59, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5745, top5_acc: 0.8058, loss_cls: 4.1160, loss: 4.1160 +2023-12-28 14:20:07,437 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 8:09:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5714, top5_acc: 0.8120, loss_cls: 4.1166, loss: 4.1166 +2023-12-28 14:21:07,028 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 8:08:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5692, top5_acc: 0.8063, loss_cls: 4.1451, loss: 4.1451 +2023-12-28 14:22:07,333 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 8:07:49, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.5663, top5_acc: 0.8055, loss_cls: 4.1480, loss: 4.1480 +2023-12-28 14:23:06,925 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 8:06:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5705, top5_acc: 0.8134, loss_cls: 4.1063, loss: 4.1063 +2023-12-28 14:24:07,826 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 8:05:43, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.5741, top5_acc: 0.8142, loss_cls: 4.1013, loss: 4.1013 +2023-12-28 14:25:07,646 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 8:04:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5681, top5_acc: 0.8086, loss_cls: 4.1223, loss: 4.1223 +2023-12-28 14:26:07,201 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 8:03:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5634, top5_acc: 0.7995, loss_cls: 4.1734, loss: 4.1734 +2023-12-28 14:27:06,834 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 8:02:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5661, top5_acc: 0.7995, loss_cls: 4.1550, loss: 4.1550 +2023-12-28 14:28:06,715 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 8:01:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5623, top5_acc: 0.8022, loss_cls: 4.1679, loss: 4.1679 +2023-12-28 14:29:06,091 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 8:00:26, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5631, top5_acc: 0.8039, loss_cls: 4.1537, loss: 4.1537 +2023-12-28 14:30:05,788 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 7:59:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5675, top5_acc: 0.8023, loss_cls: 4.1573, loss: 4.1573 +2023-12-28 14:31:05,529 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 7:58:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5737, top5_acc: 0.8092, loss_cls: 4.1298, loss: 4.1298 +2023-12-28 14:32:05,300 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 7:57:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5764, top5_acc: 0.8137, loss_cls: 4.1197, loss: 4.1197 +2023-12-28 14:33:04,574 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 7:56:13, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5666, top5_acc: 0.8028, loss_cls: 4.1493, loss: 4.1493 +2023-12-28 14:34:03,935 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 7:55:10, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5580, top5_acc: 0.8000, loss_cls: 4.1991, loss: 4.1991 +2023-12-28 14:35:03,216 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 7:54:07, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5569, top5_acc: 0.8005, loss_cls: 4.1838, loss: 4.1838 +2023-12-28 14:36:02,587 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 7:53:04, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5598, top5_acc: 0.8030, loss_cls: 4.1808, loss: 4.1808 +2023-12-28 14:37:03,017 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 7:52:00, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5686, top5_acc: 0.7970, loss_cls: 4.1540, loss: 4.1540 +2023-12-28 14:37:33,421 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-28 14:39:35,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:39:36,637 - pyskl - INFO - +top1_acc 0.4500 +top5_acc 0.7014 +2023-12-28 14:39:36,638 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 14:39:36,681 - pyskl - INFO - +mean_acc 0.4498 +2023-12-28 14:39:36,688 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_137.pth was removed +2023-12-28 14:39:36,997 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2023-12-28 14:39:36,997 - pyskl - INFO - Best top1_acc is 0.4500 at 138 epoch. +2023-12-28 14:39:37,007 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.4500, top5_acc: 0.7014, mean_class_accuracy: 0.4498 +2023-12-28 14:43:01,203 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 7:50:38, time: 2.042, data_time: 1.442, memory: 16180, top1_acc: 0.5875, top5_acc: 0.8273, loss_cls: 4.0535, loss: 4.0535 +2023-12-28 14:44:00,647 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 7:49:35, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6011, top5_acc: 0.8308, loss_cls: 4.0173, loss: 4.0173 +2023-12-28 14:45:00,647 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 7:48:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5833, top5_acc: 0.8186, loss_cls: 4.0691, loss: 4.0691 +2023-12-28 14:46:00,332 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 7:47:29, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5845, top5_acc: 0.8208, loss_cls: 4.0627, loss: 4.0627 +2023-12-28 14:46:59,609 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 7:46:25, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5861, top5_acc: 0.8116, loss_cls: 4.0760, loss: 4.0760 +2023-12-28 14:47:59,326 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 7:45:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5913, top5_acc: 0.8216, loss_cls: 4.0388, loss: 4.0388 +2023-12-28 14:48:58,951 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 7:44:19, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5837, top5_acc: 0.8203, loss_cls: 4.0677, loss: 4.0677 +2023-12-28 14:49:58,901 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 7:43:16, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5727, top5_acc: 0.8172, loss_cls: 4.1027, loss: 4.1027 +2023-12-28 14:50:59,082 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 7:42:12, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5761, top5_acc: 0.8170, loss_cls: 4.0840, loss: 4.0840 +2023-12-28 14:51:58,576 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 7:41:09, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5752, top5_acc: 0.8145, loss_cls: 4.0944, loss: 4.0944 +2023-12-28 14:52:58,123 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 7:40:06, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5833, top5_acc: 0.8213, loss_cls: 4.0805, loss: 4.0805 +2023-12-28 14:53:58,030 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 7:39:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5950, top5_acc: 0.8166, loss_cls: 4.0654, loss: 4.0654 +2023-12-28 14:54:57,387 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 7:38:00, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5714, top5_acc: 0.8164, loss_cls: 4.1105, loss: 4.1105 +2023-12-28 14:55:57,235 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 7:36:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5784, top5_acc: 0.8180, loss_cls: 4.0837, loss: 4.0837 +2023-12-28 14:56:56,933 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 7:35:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5633, top5_acc: 0.8113, loss_cls: 4.1393, loss: 4.1393 +2023-12-28 14:57:56,713 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 7:34:50, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5766, top5_acc: 0.8136, loss_cls: 4.0820, loss: 4.0820 +2023-12-28 14:58:56,442 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 7:33:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5753, top5_acc: 0.8152, loss_cls: 4.0982, loss: 4.0982 +2023-12-28 14:59:56,343 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 7:32:43, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5881, top5_acc: 0.8158, loss_cls: 4.0670, loss: 4.0670 +2023-12-28 15:00:56,878 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 7:31:40, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5777, top5_acc: 0.8197, loss_cls: 4.0816, loss: 4.0816 +2023-12-28 15:01:56,700 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 7:30:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5745, top5_acc: 0.8122, loss_cls: 4.1042, loss: 4.1042 +2023-12-28 15:02:56,724 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 7:29:34, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5747, top5_acc: 0.8192, loss_cls: 4.0802, loss: 4.0802 +2023-12-28 15:03:56,503 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 7:28:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5720, top5_acc: 0.8119, loss_cls: 4.1040, loss: 4.1040 +2023-12-28 15:04:56,126 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 7:27:27, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5797, top5_acc: 0.8181, loss_cls: 4.0774, loss: 4.0774 +2023-12-28 15:05:56,567 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 7:26:24, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5664, top5_acc: 0.8098, loss_cls: 4.1210, loss: 4.1210 +2023-12-28 15:06:56,732 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 7:25:21, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.5750, top5_acc: 0.8142, loss_cls: 4.1086, loss: 4.1086 +2023-12-28 15:07:56,571 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 7:24:18, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5891, top5_acc: 0.8245, loss_cls: 4.0530, loss: 4.0530 +2023-12-28 15:08:56,690 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 7:23:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.5777, top5_acc: 0.8184, loss_cls: 4.0758, loss: 4.0758 +2023-12-28 15:09:56,372 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 7:22:12, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5737, top5_acc: 0.8147, loss_cls: 4.1009, loss: 4.1009 +2023-12-28 15:10:56,143 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 7:21:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5806, top5_acc: 0.8097, loss_cls: 4.0856, loss: 4.0856 +2023-12-28 15:11:55,718 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 7:20:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5789, top5_acc: 0.8161, loss_cls: 4.0964, loss: 4.0964 +2023-12-28 15:12:55,248 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 7:19:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5853, top5_acc: 0.8202, loss_cls: 4.0614, loss: 4.0614 +2023-12-28 15:13:54,886 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 7:17:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5836, top5_acc: 0.8178, loss_cls: 4.0562, loss: 4.0562 +2023-12-28 15:14:54,653 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 7:16:56, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5786, top5_acc: 0.8063, loss_cls: 4.1122, loss: 4.1122 +2023-12-28 15:15:54,114 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 7:15:52, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5903, top5_acc: 0.8198, loss_cls: 4.0658, loss: 4.0658 +2023-12-28 15:16:54,046 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 7:14:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5606, top5_acc: 0.8052, loss_cls: 4.1274, loss: 4.1274 +2023-12-28 15:17:54,865 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 7:13:46, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.5772, top5_acc: 0.8231, loss_cls: 4.0640, loss: 4.0640 +2023-12-28 15:18:55,424 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 7:12:43, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.5859, top5_acc: 0.8105, loss_cls: 4.0907, loss: 4.0907 +2023-12-28 15:19:26,131 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-28 15:21:28,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:21:29,868 - pyskl - INFO - +top1_acc 0.4515 +top5_acc 0.7041 +2023-12-28 15:21:29,869 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 15:21:29,910 - pyskl - INFO - +mean_acc 0.4512 +2023-12-28 15:21:29,916 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_138.pth was removed +2023-12-28 15:21:30,223 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2023-12-28 15:21:30,223 - pyskl - INFO - Best top1_acc is 0.4515 at 139 epoch. +2023-12-28 15:21:30,234 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.4515, top5_acc: 0.7041, mean_class_accuracy: 0.4512 +2023-12-28 15:25:00,822 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 7:11:20, time: 2.106, data_time: 1.506, memory: 16180, top1_acc: 0.6033, top5_acc: 0.8333, loss_cls: 3.9810, loss: 3.9810 +2023-12-28 15:26:00,473 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 7:10:17, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5989, top5_acc: 0.8373, loss_cls: 3.9778, loss: 3.9778 +2023-12-28 15:26:59,967 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 7:09:14, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6030, top5_acc: 0.8317, loss_cls: 3.9855, loss: 3.9855 +2023-12-28 15:27:59,487 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 7:08:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5900, top5_acc: 0.8303, loss_cls: 4.0259, loss: 4.0259 +2023-12-28 15:28:59,171 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 7:07:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5866, top5_acc: 0.8137, loss_cls: 4.0678, loss: 4.0678 +2023-12-28 15:29:58,709 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 7:06:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6106, top5_acc: 0.8391, loss_cls: 3.9502, loss: 3.9502 +2023-12-28 15:30:58,274 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 7:05:01, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6000, top5_acc: 0.8267, loss_cls: 4.0244, loss: 4.0244 +2023-12-28 15:31:57,577 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 7:03:58, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.5953, top5_acc: 0.8281, loss_cls: 4.0043, loss: 4.0043 +2023-12-28 15:32:57,007 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 7:02:55, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5850, top5_acc: 0.8214, loss_cls: 4.0419, loss: 4.0419 +2023-12-28 15:33:56,456 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 7:01:51, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5934, top5_acc: 0.8320, loss_cls: 3.9874, loss: 3.9874 +2023-12-28 15:34:56,867 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 7:00:48, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5997, top5_acc: 0.8355, loss_cls: 3.9908, loss: 3.9908 +2023-12-28 15:35:56,798 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 6:59:45, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5973, top5_acc: 0.8269, loss_cls: 4.0196, loss: 4.0196 +2023-12-28 15:36:56,670 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 6:58:42, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5948, top5_acc: 0.8244, loss_cls: 4.0232, loss: 4.0232 +2023-12-28 15:37:56,351 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 6:57:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5855, top5_acc: 0.8173, loss_cls: 4.0464, loss: 4.0464 +2023-12-28 15:38:55,811 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 6:56:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5884, top5_acc: 0.8253, loss_cls: 4.0398, loss: 4.0398 +2023-12-28 15:39:55,336 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 6:55:32, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6016, top5_acc: 0.8311, loss_cls: 3.9879, loss: 3.9879 +2023-12-28 15:40:54,896 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 6:54:29, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5905, top5_acc: 0.8203, loss_cls: 4.0494, loss: 4.0494 +2023-12-28 15:41:54,692 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 6:53:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5986, top5_acc: 0.8236, loss_cls: 4.0257, loss: 4.0257 +2023-12-28 15:42:55,379 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 6:52:23, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.5809, top5_acc: 0.8228, loss_cls: 4.0588, loss: 4.0588 +2023-12-28 15:43:55,076 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 6:51:19, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5792, top5_acc: 0.8150, loss_cls: 4.0859, loss: 4.0859 +2023-12-28 15:44:54,856 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 6:50:16, time: 0.598, data_time: 0.001, memory: 16180, top1_acc: 0.5919, top5_acc: 0.8208, loss_cls: 4.0488, loss: 4.0488 +2023-12-28 15:45:54,783 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 6:49:13, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5884, top5_acc: 0.8308, loss_cls: 4.0186, loss: 4.0186 +2023-12-28 15:46:54,283 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 6:48:10, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5938, top5_acc: 0.8202, loss_cls: 4.0426, loss: 4.0426 +2023-12-28 15:47:54,730 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 6:47:07, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5916, top5_acc: 0.8148, loss_cls: 4.0512, loss: 4.0512 +2023-12-28 15:48:55,109 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 6:46:04, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5947, top5_acc: 0.8250, loss_cls: 4.0110, loss: 4.0110 +2023-12-28 15:49:54,533 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 6:45:00, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.5931, top5_acc: 0.8275, loss_cls: 4.0327, loss: 4.0327 +2023-12-28 15:50:54,265 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 6:43:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5744, top5_acc: 0.8164, loss_cls: 4.0867, loss: 4.0867 +2023-12-28 15:51:53,989 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 6:42:54, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5813, top5_acc: 0.8233, loss_cls: 4.0675, loss: 4.0675 +2023-12-28 15:52:53,664 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 6:41:51, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5962, top5_acc: 0.8256, loss_cls: 4.0204, loss: 4.0204 +2023-12-28 15:53:53,437 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 6:40:48, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5805, top5_acc: 0.8136, loss_cls: 4.1090, loss: 4.1090 +2023-12-28 15:54:53,360 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 6:39:45, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5853, top5_acc: 0.8228, loss_cls: 4.0603, loss: 4.0603 +2023-12-28 15:55:53,137 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 6:38:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5834, top5_acc: 0.8152, loss_cls: 4.0895, loss: 4.0895 +2023-12-28 15:56:53,143 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 6:37:38, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5848, top5_acc: 0.8066, loss_cls: 4.0890, loss: 4.0890 +2023-12-28 15:57:53,594 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 6:36:35, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5925, top5_acc: 0.8206, loss_cls: 4.0441, loss: 4.0441 +2023-12-28 15:58:53,598 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 6:35:32, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5884, top5_acc: 0.8223, loss_cls: 4.0556, loss: 4.0556 +2023-12-28 15:59:54,088 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 6:34:29, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.5775, top5_acc: 0.8159, loss_cls: 4.0790, loss: 4.0790 +2023-12-28 16:00:54,479 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 6:33:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5994, top5_acc: 0.8281, loss_cls: 4.0121, loss: 4.0121 +2023-12-28 16:01:24,583 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-28 16:03:25,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:03:26,259 - pyskl - INFO - +top1_acc 0.4510 +top5_acc 0.7064 +2023-12-28 16:03:26,259 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 16:03:26,297 - pyskl - INFO - +mean_acc 0.4507 +2023-12-28 16:03:26,310 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.4510, top5_acc: 0.7064, mean_class_accuracy: 0.4507 +2023-12-28 16:06:51,551 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 6:32:02, time: 2.052, data_time: 1.451, memory: 16180, top1_acc: 0.6000, top5_acc: 0.8273, loss_cls: 4.0132, loss: 4.0132 +2023-12-28 16:07:51,124 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 6:30:59, time: 0.596, data_time: 0.001, memory: 16180, top1_acc: 0.6175, top5_acc: 0.8458, loss_cls: 3.9149, loss: 3.9149 +2023-12-28 16:08:50,745 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 6:29:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6117, top5_acc: 0.8369, loss_cls: 3.9537, loss: 3.9537 +2023-12-28 16:09:50,188 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 6:28:52, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6036, top5_acc: 0.8383, loss_cls: 3.9559, loss: 3.9559 +2023-12-28 16:10:49,794 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 6:27:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6067, top5_acc: 0.8328, loss_cls: 3.9685, loss: 3.9685 +2023-12-28 16:11:50,501 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 6:26:46, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6111, top5_acc: 0.8394, loss_cls: 3.9652, loss: 3.9652 +2023-12-28 16:12:50,168 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 6:25:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5997, top5_acc: 0.8320, loss_cls: 3.9852, loss: 3.9852 +2023-12-28 16:13:49,684 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 6:24:40, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6177, top5_acc: 0.8422, loss_cls: 3.9242, loss: 3.9242 +2023-12-28 16:14:49,291 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 6:23:36, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6030, top5_acc: 0.8319, loss_cls: 3.9895, loss: 3.9895 +2023-12-28 16:15:48,900 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 6:22:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6014, top5_acc: 0.8402, loss_cls: 3.9696, loss: 3.9696 +2023-12-28 16:16:48,791 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 6:21:30, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5988, top5_acc: 0.8308, loss_cls: 4.0084, loss: 4.0084 +2023-12-28 16:17:48,579 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 6:20:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.5980, top5_acc: 0.8316, loss_cls: 3.9927, loss: 3.9927 +2023-12-28 16:18:48,049 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 6:19:24, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6061, top5_acc: 0.8367, loss_cls: 3.9938, loss: 3.9938 +2023-12-28 16:19:47,702 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 6:18:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6058, top5_acc: 0.8370, loss_cls: 3.9717, loss: 3.9717 +2023-12-28 16:20:47,157 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 6:17:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5911, top5_acc: 0.8219, loss_cls: 4.0357, loss: 4.0357 +2023-12-28 16:21:46,758 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 6:16:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6014, top5_acc: 0.8392, loss_cls: 3.9560, loss: 3.9560 +2023-12-28 16:22:46,508 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 6:15:11, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5952, top5_acc: 0.8308, loss_cls: 4.0025, loss: 4.0025 +2023-12-28 16:23:46,455 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 6:14:08, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6061, top5_acc: 0.8383, loss_cls: 3.9622, loss: 3.9622 +2023-12-28 16:24:46,671 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 6:13:05, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6067, top5_acc: 0.8392, loss_cls: 3.9683, loss: 3.9683 +2023-12-28 16:25:46,542 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 6:12:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6000, top5_acc: 0.8267, loss_cls: 3.9936, loss: 3.9936 +2023-12-28 16:26:46,403 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 6:10:58, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5863, top5_acc: 0.8273, loss_cls: 4.0281, loss: 4.0281 +2023-12-28 16:27:46,161 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 6:09:55, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6028, top5_acc: 0.8317, loss_cls: 3.9872, loss: 3.9872 +2023-12-28 16:28:45,882 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 6:08:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6086, top5_acc: 0.8347, loss_cls: 3.9719, loss: 3.9719 +2023-12-28 16:29:45,939 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 6:07:49, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6005, top5_acc: 0.8314, loss_cls: 3.9832, loss: 3.9832 +2023-12-28 16:30:46,798 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 6:06:46, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.6022, top5_acc: 0.8289, loss_cls: 3.9940, loss: 3.9940 +2023-12-28 16:31:46,312 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 6:05:43, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.5975, top5_acc: 0.8267, loss_cls: 4.0137, loss: 4.0137 +2023-12-28 16:32:46,042 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 6:04:39, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.5944, top5_acc: 0.8248, loss_cls: 4.0175, loss: 4.0175 +2023-12-28 16:33:46,013 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 6:03:36, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5897, top5_acc: 0.8213, loss_cls: 4.0306, loss: 4.0306 +2023-12-28 16:34:45,600 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 6:02:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5956, top5_acc: 0.8395, loss_cls: 3.9690, loss: 3.9690 +2023-12-28 16:35:45,153 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 6:01:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.5981, top5_acc: 0.8261, loss_cls: 3.9989, loss: 3.9989 +2023-12-28 16:36:45,781 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 6:00:27, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.6000, top5_acc: 0.8275, loss_cls: 3.9909, loss: 3.9909 +2023-12-28 16:37:45,632 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 5:59:24, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.5983, top5_acc: 0.8294, loss_cls: 4.0105, loss: 4.0105 +2023-12-28 16:38:45,182 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 5:58:21, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6075, top5_acc: 0.8308, loss_cls: 3.9755, loss: 3.9755 +2023-12-28 16:39:45,021 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 5:57:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6042, top5_acc: 0.8375, loss_cls: 3.9738, loss: 3.9738 +2023-12-28 16:40:44,980 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 5:56:14, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5964, top5_acc: 0.8359, loss_cls: 4.0075, loss: 4.0075 +2023-12-28 16:41:45,012 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 5:55:11, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6008, top5_acc: 0.8284, loss_cls: 4.0089, loss: 4.0089 +2023-12-28 16:42:45,391 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 5:54:08, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.5981, top5_acc: 0.8336, loss_cls: 3.9827, loss: 3.9827 +2023-12-28 16:43:15,411 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-28 16:45:15,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:45:16,550 - pyskl - INFO - +top1_acc 0.4538 +top5_acc 0.7093 +2023-12-28 16:45:16,550 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 16:45:16,603 - pyskl - INFO - +mean_acc 0.4536 +2023-12-28 16:45:16,612 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_139.pth was removed +2023-12-28 16:45:16,946 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-28 16:45:16,947 - pyskl - INFO - Best top1_acc is 0.4538 at 141 epoch. +2023-12-28 16:45:16,959 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.4538, top5_acc: 0.7093, mean_class_accuracy: 0.4536 +2023-12-28 16:48:42,227 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 5:52:43, time: 2.053, data_time: 1.455, memory: 16180, top1_acc: 0.6220, top5_acc: 0.8461, loss_cls: 3.8951, loss: 3.8951 +2023-12-28 16:49:41,604 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 5:51:40, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6259, top5_acc: 0.8466, loss_cls: 3.8786, loss: 3.8786 +2023-12-28 16:50:41,791 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 5:50:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6173, top5_acc: 0.8445, loss_cls: 3.9227, loss: 3.9227 +2023-12-28 16:51:41,686 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 5:49:34, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6259, top5_acc: 0.8458, loss_cls: 3.9051, loss: 3.9051 +2023-12-28 16:52:41,574 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 5:48:31, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6033, top5_acc: 0.8355, loss_cls: 3.9809, loss: 3.9809 +2023-12-28 16:53:41,066 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 5:47:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6181, top5_acc: 0.8444, loss_cls: 3.9183, loss: 3.9183 +2023-12-28 16:54:41,165 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 5:46:24, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6230, top5_acc: 0.8447, loss_cls: 3.8957, loss: 3.8957 +2023-12-28 16:55:41,653 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 5:45:21, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6088, top5_acc: 0.8422, loss_cls: 3.9485, loss: 3.9485 +2023-12-28 16:56:42,018 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 5:44:18, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6223, top5_acc: 0.8436, loss_cls: 3.9160, loss: 3.9160 +2023-12-28 16:57:42,342 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 5:43:15, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6033, top5_acc: 0.8345, loss_cls: 3.9575, loss: 3.9575 +2023-12-28 16:58:42,707 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 5:42:12, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6198, top5_acc: 0.8361, loss_cls: 3.9446, loss: 3.9446 +2023-12-28 16:59:43,215 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 5:41:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6156, top5_acc: 0.8386, loss_cls: 3.9397, loss: 3.9397 +2023-12-28 17:00:43,094 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 5:40:06, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6195, top5_acc: 0.8397, loss_cls: 3.9260, loss: 3.9260 +2023-12-28 17:01:42,871 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 5:39:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6231, top5_acc: 0.8527, loss_cls: 3.8908, loss: 3.8908 +2023-12-28 17:02:42,426 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 5:37:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6158, top5_acc: 0.8398, loss_cls: 3.9171, loss: 3.9171 +2023-12-28 17:03:41,767 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 5:36:56, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.6169, top5_acc: 0.8455, loss_cls: 3.9303, loss: 3.9303 +2023-12-28 17:04:41,596 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 5:35:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6097, top5_acc: 0.8475, loss_cls: 3.9166, loss: 3.9166 +2023-12-28 17:05:42,254 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 5:34:50, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6109, top5_acc: 0.8358, loss_cls: 3.9515, loss: 3.9515 +2023-12-28 17:06:43,421 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 5:33:47, time: 0.612, data_time: 0.001, memory: 16180, top1_acc: 0.6083, top5_acc: 0.8414, loss_cls: 3.9599, loss: 3.9599 +2023-12-28 17:07:44,064 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 5:32:44, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.6178, top5_acc: 0.8402, loss_cls: 3.9247, loss: 3.9247 +2023-12-28 17:08:43,752 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 5:31:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6081, top5_acc: 0.8406, loss_cls: 3.9531, loss: 3.9531 +2023-12-28 17:09:43,676 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 5:30:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6091, top5_acc: 0.8381, loss_cls: 3.9500, loss: 3.9500 +2023-12-28 17:10:44,108 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 5:29:34, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6184, top5_acc: 0.8405, loss_cls: 3.9420, loss: 3.9420 +2023-12-28 17:11:44,284 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 5:28:31, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6100, top5_acc: 0.8417, loss_cls: 3.9423, loss: 3.9423 +2023-12-28 17:12:45,012 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 5:27:28, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6080, top5_acc: 0.8427, loss_cls: 3.9510, loss: 3.9510 +2023-12-28 17:13:44,756 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 5:26:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6136, top5_acc: 0.8378, loss_cls: 3.9624, loss: 3.9624 +2023-12-28 17:14:44,691 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 5:25:22, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6031, top5_acc: 0.8331, loss_cls: 3.9624, loss: 3.9624 +2023-12-28 17:15:44,653 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 5:24:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.5964, top5_acc: 0.8278, loss_cls: 3.9961, loss: 3.9961 +2023-12-28 17:16:44,490 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 5:23:16, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6056, top5_acc: 0.8386, loss_cls: 3.9340, loss: 3.9340 +2023-12-28 17:17:44,007 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 5:22:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6038, top5_acc: 0.8345, loss_cls: 3.9592, loss: 3.9592 +2023-12-28 17:18:43,820 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 5:21:09, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6169, top5_acc: 0.8383, loss_cls: 3.9302, loss: 3.9302 +2023-12-28 17:19:43,473 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 5:20:06, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6122, top5_acc: 0.8331, loss_cls: 3.9525, loss: 3.9525 +2023-12-28 17:20:44,244 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 5:19:03, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.6062, top5_acc: 0.8414, loss_cls: 3.9523, loss: 3.9523 +2023-12-28 17:21:43,852 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 5:18:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6077, top5_acc: 0.8347, loss_cls: 3.9644, loss: 3.9644 +2023-12-28 17:22:43,590 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 5:16:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6083, top5_acc: 0.8445, loss_cls: 3.9560, loss: 3.9560 +2023-12-28 17:23:43,740 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 5:15:54, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6078, top5_acc: 0.8366, loss_cls: 3.9541, loss: 3.9541 +2023-12-28 17:24:44,284 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 5:14:51, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6084, top5_acc: 0.8334, loss_cls: 3.9567, loss: 3.9567 +2023-12-28 17:25:15,020 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-28 17:27:17,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:27:18,204 - pyskl - INFO - +top1_acc 0.4633 +top5_acc 0.7136 +2023-12-28 17:27:18,204 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 17:27:18,246 - pyskl - INFO - +mean_acc 0.4631 +2023-12-28 17:27:18,253 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_141.pth was removed +2023-12-28 17:27:18,564 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2023-12-28 17:27:18,564 - pyskl - INFO - Best top1_acc is 0.4633 at 142 epoch. +2023-12-28 17:27:18,574 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.4633, top5_acc: 0.7136, mean_class_accuracy: 0.4631 +2023-12-28 17:30:46,362 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 5:13:25, time: 2.078, data_time: 1.474, memory: 16180, top1_acc: 0.6303, top5_acc: 0.8430, loss_cls: 3.8883, loss: 3.8883 +2023-12-28 17:31:46,580 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 5:12:22, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6236, top5_acc: 0.8525, loss_cls: 3.8724, loss: 3.8724 +2023-12-28 17:32:46,727 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 5:11:19, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6316, top5_acc: 0.8539, loss_cls: 3.8396, loss: 3.8396 +2023-12-28 17:33:46,712 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 5:10:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6259, top5_acc: 0.8514, loss_cls: 3.8650, loss: 3.8650 +2023-12-28 17:34:46,370 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 5:09:13, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6273, top5_acc: 0.8473, loss_cls: 3.8926, loss: 3.8926 +2023-12-28 17:35:46,261 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 5:08:10, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6348, top5_acc: 0.8539, loss_cls: 3.8708, loss: 3.8708 +2023-12-28 17:36:45,961 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 5:07:07, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6262, top5_acc: 0.8492, loss_cls: 3.8827, loss: 3.8827 +2023-12-28 17:37:45,678 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 5:06:04, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6248, top5_acc: 0.8459, loss_cls: 3.8840, loss: 3.8840 +2023-12-28 17:38:45,501 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 5:05:00, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6252, top5_acc: 0.8470, loss_cls: 3.8864, loss: 3.8864 +2023-12-28 17:39:45,135 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 5:03:57, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6298, top5_acc: 0.8506, loss_cls: 3.8540, loss: 3.8540 +2023-12-28 17:40:44,784 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 5:02:54, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6281, top5_acc: 0.8548, loss_cls: 3.8713, loss: 3.8713 +2023-12-28 17:41:44,353 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 5:01:51, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6269, top5_acc: 0.8461, loss_cls: 3.8849, loss: 3.8849 +2023-12-28 17:42:44,501 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 5:00:48, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6412, top5_acc: 0.8508, loss_cls: 3.8556, loss: 3.8556 +2023-12-28 17:43:44,889 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 4:59:45, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6236, top5_acc: 0.8441, loss_cls: 3.9116, loss: 3.9116 +2023-12-28 17:44:44,959 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 4:58:42, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6262, top5_acc: 0.8534, loss_cls: 3.8613, loss: 3.8613 +2023-12-28 17:45:44,753 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 4:57:39, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6262, top5_acc: 0.8392, loss_cls: 3.9156, loss: 3.9156 +2023-12-28 17:46:44,305 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 4:56:35, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6323, top5_acc: 0.8531, loss_cls: 3.8785, loss: 3.8785 +2023-12-28 17:47:43,905 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 4:55:32, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6278, top5_acc: 0.8503, loss_cls: 3.8768, loss: 3.8768 +2023-12-28 17:48:43,896 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 4:54:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6242, top5_acc: 0.8488, loss_cls: 3.8843, loss: 3.8843 +2023-12-28 17:49:44,363 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 4:53:26, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6192, top5_acc: 0.8403, loss_cls: 3.9288, loss: 3.9288 +2023-12-28 17:50:44,086 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 4:52:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6241, top5_acc: 0.8506, loss_cls: 3.8723, loss: 3.8723 +2023-12-28 17:51:43,721 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 4:51:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6200, top5_acc: 0.8480, loss_cls: 3.9022, loss: 3.9022 +2023-12-28 17:52:43,560 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 4:50:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6186, top5_acc: 0.8495, loss_cls: 3.8894, loss: 3.8894 +2023-12-28 17:53:43,334 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 4:49:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6212, top5_acc: 0.8514, loss_cls: 3.8775, loss: 3.8775 +2023-12-28 17:54:43,570 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 4:48:11, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6169, top5_acc: 0.8472, loss_cls: 3.9221, loss: 3.9221 +2023-12-28 17:55:43,593 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 4:47:07, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6206, top5_acc: 0.8458, loss_cls: 3.9157, loss: 3.9157 +2023-12-28 17:56:43,528 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 4:46:04, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6302, top5_acc: 0.8444, loss_cls: 3.8812, loss: 3.8812 +2023-12-28 17:57:43,475 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 4:45:01, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 3.8779, loss: 3.8779 +2023-12-28 17:58:43,058 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 4:43:58, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6212, top5_acc: 0.8480, loss_cls: 3.8821, loss: 3.8821 +2023-12-28 17:59:42,743 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 4:42:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6200, top5_acc: 0.8472, loss_cls: 3.9116, loss: 3.9116 +2023-12-28 18:00:42,326 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 4:41:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6214, top5_acc: 0.8411, loss_cls: 3.9242, loss: 3.9242 +2023-12-28 18:01:41,910 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 4:40:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6234, top5_acc: 0.8489, loss_cls: 3.9032, loss: 3.9032 +2023-12-28 18:02:41,608 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 4:39:46, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6122, top5_acc: 0.8403, loss_cls: 3.9324, loss: 3.9324 +2023-12-28 18:03:41,282 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 4:38:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6138, top5_acc: 0.8395, loss_cls: 3.9184, loss: 3.9184 +2023-12-28 18:04:40,891 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 4:37:39, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6239, top5_acc: 0.8467, loss_cls: 3.8976, loss: 3.8976 +2023-12-28 18:05:41,023 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 4:36:36, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6236, top5_acc: 0.8445, loss_cls: 3.8855, loss: 3.8855 +2023-12-28 18:06:41,307 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 4:35:33, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6206, top5_acc: 0.8477, loss_cls: 3.9030, loss: 3.9030 +2023-12-28 18:07:11,390 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-28 18:09:13,541 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:09:14,368 - pyskl - INFO - +top1_acc 0.4615 +top5_acc 0.7125 +2023-12-28 18:09:14,368 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 18:09:14,402 - pyskl - INFO - +mean_acc 0.4613 +2023-12-28 18:09:14,417 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.4615, top5_acc: 0.7125, mean_class_accuracy: 0.4613 +2023-12-28 18:12:51,849 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 4:34:08, time: 2.174, data_time: 1.570, memory: 16180, top1_acc: 0.6477, top5_acc: 0.8619, loss_cls: 3.7978, loss: 3.7978 +2023-12-28 18:13:51,620 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 4:33:04, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6430, top5_acc: 0.8598, loss_cls: 3.8241, loss: 3.8241 +2023-12-28 18:14:51,368 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 4:32:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6423, top5_acc: 0.8548, loss_cls: 3.8345, loss: 3.8345 +2023-12-28 18:15:51,610 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 4:30:58, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6352, top5_acc: 0.8550, loss_cls: 3.8470, loss: 3.8470 +2023-12-28 18:16:51,248 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 4:29:55, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6392, top5_acc: 0.8583, loss_cls: 3.8214, loss: 3.8214 +2023-12-28 18:17:50,918 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 4:28:52, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6386, top5_acc: 0.8550, loss_cls: 3.8525, loss: 3.8525 +2023-12-28 18:18:50,428 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 4:27:49, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6366, top5_acc: 0.8591, loss_cls: 3.8394, loss: 3.8394 +2023-12-28 18:19:50,238 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 4:26:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6528, top5_acc: 0.8648, loss_cls: 3.7897, loss: 3.7897 +2023-12-28 18:20:50,082 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 4:25:43, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6425, top5_acc: 0.8559, loss_cls: 3.8230, loss: 3.8230 +2023-12-28 18:21:50,464 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 4:24:39, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6350, top5_acc: 0.8597, loss_cls: 3.8141, loss: 3.8141 +2023-12-28 18:22:50,358 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 4:23:36, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6261, top5_acc: 0.8509, loss_cls: 3.8790, loss: 3.8790 +2023-12-28 18:23:49,918 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 4:22:33, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6427, top5_acc: 0.8541, loss_cls: 3.8145, loss: 3.8145 +2023-12-28 18:24:49,611 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 4:21:30, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6388, top5_acc: 0.8570, loss_cls: 3.8143, loss: 3.8143 +2023-12-28 18:25:49,806 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 4:20:27, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6378, top5_acc: 0.8548, loss_cls: 3.8341, loss: 3.8341 +2023-12-28 18:26:49,676 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 4:19:24, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6392, top5_acc: 0.8559, loss_cls: 3.8309, loss: 3.8309 +2023-12-28 18:27:49,330 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 4:18:21, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6378, top5_acc: 0.8498, loss_cls: 3.8478, loss: 3.8478 +2023-12-28 18:28:48,839 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 4:17:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6406, top5_acc: 0.8567, loss_cls: 3.8311, loss: 3.8311 +2023-12-28 18:29:48,750 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 4:16:15, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6442, top5_acc: 0.8542, loss_cls: 3.8399, loss: 3.8399 +2023-12-28 18:30:49,184 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 4:15:12, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6300, top5_acc: 0.8500, loss_cls: 3.8763, loss: 3.8763 +2023-12-28 18:31:49,655 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 4:14:09, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6373, top5_acc: 0.8539, loss_cls: 3.8403, loss: 3.8403 +2023-12-28 18:32:49,283 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 4:13:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6381, top5_acc: 0.8583, loss_cls: 3.8239, loss: 3.8239 +2023-12-28 18:33:49,126 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 4:12:02, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6394, top5_acc: 0.8522, loss_cls: 3.8392, loss: 3.8392 +2023-12-28 18:34:49,720 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 4:10:59, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.6278, top5_acc: 0.8503, loss_cls: 3.8635, loss: 3.8635 +2023-12-28 18:35:49,781 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 4:09:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6328, top5_acc: 0.8491, loss_cls: 3.8561, loss: 3.8561 +2023-12-28 18:36:50,464 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 4:08:53, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6344, top5_acc: 0.8489, loss_cls: 3.8565, loss: 3.8565 +2023-12-28 18:37:51,224 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 4:07:50, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.6378, top5_acc: 0.8547, loss_cls: 3.8390, loss: 3.8390 +2023-12-28 18:38:50,914 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 4:06:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6362, top5_acc: 0.8633, loss_cls: 3.8138, loss: 3.8138 +2023-12-28 18:39:50,247 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 4:05:44, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.6366, top5_acc: 0.8486, loss_cls: 3.8714, loss: 3.8714 +2023-12-28 18:40:49,857 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 4:04:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6297, top5_acc: 0.8533, loss_cls: 3.8335, loss: 3.8335 +2023-12-28 18:41:49,413 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 4:03:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6297, top5_acc: 0.8558, loss_cls: 3.8465, loss: 3.8465 +2023-12-28 18:42:48,946 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 4:02:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6272, top5_acc: 0.8467, loss_cls: 3.8591, loss: 3.8591 +2023-12-28 18:43:48,459 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 4:01:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6277, top5_acc: 0.8534, loss_cls: 3.8832, loss: 3.8832 +2023-12-28 18:44:48,161 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 4:00:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6378, top5_acc: 0.8516, loss_cls: 3.8471, loss: 3.8471 +2023-12-28 18:45:47,861 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 3:59:25, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6377, top5_acc: 0.8556, loss_cls: 3.8215, loss: 3.8215 +2023-12-28 18:46:47,369 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 3:58:22, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6334, top5_acc: 0.8536, loss_cls: 3.8365, loss: 3.8365 +2023-12-28 18:47:47,324 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 3:57:19, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6281, top5_acc: 0.8503, loss_cls: 3.8573, loss: 3.8573 +2023-12-28 18:48:47,454 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 3:56:16, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6373, top5_acc: 0.8553, loss_cls: 3.8313, loss: 3.8313 +2023-12-28 18:49:18,181 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-28 18:51:20,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:51:21,568 - pyskl - INFO - +top1_acc 0.4664 +top5_acc 0.7158 +2023-12-28 18:51:21,568 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 18:51:21,607 - pyskl - INFO - +mean_acc 0.4662 +2023-12-28 18:51:21,613 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_142.pth was removed +2023-12-28 18:51:21,905 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2023-12-28 18:51:21,906 - pyskl - INFO - Best top1_acc is 0.4664 at 144 epoch. +2023-12-28 18:51:21,916 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.4664, top5_acc: 0.7158, mean_class_accuracy: 0.4662 +2023-12-28 18:54:49,841 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 3:54:49, time: 2.079, data_time: 1.479, memory: 16180, top1_acc: 0.6539, top5_acc: 0.8667, loss_cls: 3.7687, loss: 3.7687 +2023-12-28 18:55:49,689 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 3:53:46, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6517, top5_acc: 0.8692, loss_cls: 3.7592, loss: 3.7592 +2023-12-28 18:56:50,360 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 3:52:43, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6619, top5_acc: 0.8645, loss_cls: 3.7621, loss: 3.7621 +2023-12-28 18:57:50,004 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 3:51:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6427, top5_acc: 0.8644, loss_cls: 3.7986, loss: 3.7986 +2023-12-28 18:58:49,557 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 3:50:37, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6453, top5_acc: 0.8595, loss_cls: 3.8118, loss: 3.8118 +2023-12-28 18:59:48,959 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 3:49:34, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6473, top5_acc: 0.8555, loss_cls: 3.8066, loss: 3.8066 +2023-12-28 19:00:48,531 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 3:48:30, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6464, top5_acc: 0.8638, loss_cls: 3.7989, loss: 3.7989 +2023-12-28 19:01:48,042 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 3:47:27, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6405, top5_acc: 0.8550, loss_cls: 3.8161, loss: 3.8161 +2023-12-28 19:02:48,077 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 3:46:24, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6408, top5_acc: 0.8509, loss_cls: 3.8297, loss: 3.8297 +2023-12-28 19:03:47,672 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 3:45:21, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6436, top5_acc: 0.8661, loss_cls: 3.7863, loss: 3.7863 +2023-12-28 19:04:47,210 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 3:44:18, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6498, top5_acc: 0.8666, loss_cls: 3.7873, loss: 3.7873 +2023-12-28 19:05:46,723 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 3:43:15, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6419, top5_acc: 0.8647, loss_cls: 3.8046, loss: 3.8046 +2023-12-28 19:06:46,364 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 3:42:12, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6456, top5_acc: 0.8544, loss_cls: 3.8063, loss: 3.8063 +2023-12-28 19:07:46,569 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 3:41:09, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6547, top5_acc: 0.8722, loss_cls: 3.7442, loss: 3.7442 +2023-12-28 19:08:46,158 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 3:40:06, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6442, top5_acc: 0.8612, loss_cls: 3.8000, loss: 3.8000 +2023-12-28 19:09:45,972 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 3:39:03, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 3.8037, loss: 3.8037 +2023-12-28 19:10:45,709 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 3:38:00, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6477, top5_acc: 0.8606, loss_cls: 3.7910, loss: 3.7910 +2023-12-28 19:11:45,392 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 3:36:56, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6416, top5_acc: 0.8573, loss_cls: 3.8123, loss: 3.8123 +2023-12-28 19:12:45,699 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 3:35:53, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6441, top5_acc: 0.8652, loss_cls: 3.7945, loss: 3.7945 +2023-12-28 19:13:46,562 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 3:34:50, time: 0.609, data_time: 0.000, memory: 16180, top1_acc: 0.6516, top5_acc: 0.8642, loss_cls: 3.7739, loss: 3.7739 +2023-12-28 19:14:46,181 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 3:33:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6425, top5_acc: 0.8588, loss_cls: 3.8164, loss: 3.8164 +2023-12-28 19:15:45,849 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 3:32:44, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6458, top5_acc: 0.8612, loss_cls: 3.8053, loss: 3.8053 +2023-12-28 19:16:45,495 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 3:31:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6422, top5_acc: 0.8583, loss_cls: 3.8181, loss: 3.8181 +2023-12-28 19:17:44,655 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 3:30:38, time: 0.592, data_time: 0.000, memory: 16180, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 3.8145, loss: 3.8145 +2023-12-28 19:18:44,678 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 3:29:35, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6488, top5_acc: 0.8648, loss_cls: 3.7674, loss: 3.7674 +2023-12-28 19:19:44,813 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 3:28:32, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6402, top5_acc: 0.8583, loss_cls: 3.8138, loss: 3.8138 +2023-12-28 19:20:44,317 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 3:27:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6509, top5_acc: 0.8644, loss_cls: 3.7886, loss: 3.7886 +2023-12-28 19:21:43,948 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 3:26:26, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6528, top5_acc: 0.8641, loss_cls: 3.7711, loss: 3.7711 +2023-12-28 19:22:43,954 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 3:25:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6398, top5_acc: 0.8547, loss_cls: 3.8347, loss: 3.8347 +2023-12-28 19:23:43,628 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 3:24:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6473, top5_acc: 0.8577, loss_cls: 3.8054, loss: 3.8054 +2023-12-28 19:24:43,413 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 3:23:17, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6483, top5_acc: 0.8661, loss_cls: 3.7907, loss: 3.7907 +2023-12-28 19:25:43,226 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 3:22:14, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6458, top5_acc: 0.8608, loss_cls: 3.7987, loss: 3.7987 +2023-12-28 19:26:43,053 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 3:21:10, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6462, top5_acc: 0.8656, loss_cls: 3.7763, loss: 3.7763 +2023-12-28 19:27:42,534 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 3:20:07, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6366, top5_acc: 0.8636, loss_cls: 3.7974, loss: 3.7974 +2023-12-28 19:28:42,068 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 3:19:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6381, top5_acc: 0.8609, loss_cls: 3.8034, loss: 3.8034 +2023-12-28 19:29:42,375 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 3:18:01, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6412, top5_acc: 0.8622, loss_cls: 3.8129, loss: 3.8129 +2023-12-28 19:30:43,056 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 3:16:58, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6456, top5_acc: 0.8548, loss_cls: 3.8151, loss: 3.8151 +2023-12-28 19:31:14,551 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-28 19:33:17,066 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 19:33:17,841 - pyskl - INFO - +top1_acc 0.4667 +top5_acc 0.7143 +2023-12-28 19:33:17,841 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 19:33:17,876 - pyskl - INFO - +mean_acc 0.4665 +2023-12-28 19:33:17,885 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_144.pth was removed +2023-12-28 19:33:18,225 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-28 19:33:18,226 - pyskl - INFO - Best top1_acc is 0.4667 at 145 epoch. +2023-12-28 19:33:18,236 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.4667, top5_acc: 0.7143, mean_class_accuracy: 0.4665 +2023-12-28 19:36:41,865 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 3:15:30, time: 2.036, data_time: 1.437, memory: 16180, top1_acc: 0.6597, top5_acc: 0.8783, loss_cls: 3.7261, loss: 3.7261 +2023-12-28 19:37:41,632 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 3:14:27, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6605, top5_acc: 0.8659, loss_cls: 3.7413, loss: 3.7413 +2023-12-28 19:38:41,428 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 3:13:24, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6542, top5_acc: 0.8745, loss_cls: 3.7394, loss: 3.7394 +2023-12-28 19:39:41,255 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 3:12:21, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6639, top5_acc: 0.8686, loss_cls: 3.7393, loss: 3.7393 +2023-12-28 19:40:40,933 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 3:11:18, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6562, top5_acc: 0.8638, loss_cls: 3.7846, loss: 3.7846 +2023-12-28 19:41:41,033 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 3:10:15, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6533, top5_acc: 0.8684, loss_cls: 3.7607, loss: 3.7607 +2023-12-28 19:42:41,736 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 3:09:12, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6597, top5_acc: 0.8684, loss_cls: 3.7423, loss: 3.7423 +2023-12-28 19:43:41,882 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 3:08:09, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6514, top5_acc: 0.8627, loss_cls: 3.7810, loss: 3.7810 +2023-12-28 19:44:42,595 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 3:07:06, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6583, top5_acc: 0.8656, loss_cls: 3.7513, loss: 3.7513 +2023-12-28 19:45:42,923 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 3:06:03, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6661, top5_acc: 0.8712, loss_cls: 3.7334, loss: 3.7334 +2023-12-28 19:46:42,647 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 3:05:00, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6530, top5_acc: 0.8642, loss_cls: 3.7593, loss: 3.7593 +2023-12-28 19:47:42,319 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 3:03:57, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6595, top5_acc: 0.8728, loss_cls: 3.7337, loss: 3.7337 +2023-12-28 19:48:42,037 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 3:02:53, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6570, top5_acc: 0.8595, loss_cls: 3.7637, loss: 3.7637 +2023-12-28 19:49:41,661 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 3:01:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6558, top5_acc: 0.8681, loss_cls: 3.7626, loss: 3.7626 +2023-12-28 19:50:42,221 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 3:00:47, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.6522, top5_acc: 0.8672, loss_cls: 3.7704, loss: 3.7704 +2023-12-28 19:51:42,100 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 2:59:44, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6636, top5_acc: 0.8702, loss_cls: 3.7344, loss: 3.7344 +2023-12-28 19:52:41,681 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 2:58:41, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6517, top5_acc: 0.8641, loss_cls: 3.7669, loss: 3.7669 +2023-12-28 19:53:41,337 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 2:57:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6577, top5_acc: 0.8664, loss_cls: 3.7526, loss: 3.7526 +2023-12-28 19:54:41,239 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 2:56:35, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 3.7680, loss: 3.7680 +2023-12-28 19:55:42,041 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 2:55:32, time: 0.608, data_time: 0.000, memory: 16180, top1_acc: 0.6544, top5_acc: 0.8675, loss_cls: 3.7810, loss: 3.7810 +2023-12-28 19:56:42,046 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 2:54:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6639, top5_acc: 0.8688, loss_cls: 3.7326, loss: 3.7326 +2023-12-28 19:57:41,770 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 2:53:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6575, top5_acc: 0.8714, loss_cls: 3.7406, loss: 3.7406 +2023-12-28 19:58:41,724 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 2:52:23, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6597, top5_acc: 0.8711, loss_cls: 3.7376, loss: 3.7376 +2023-12-28 19:59:41,510 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 2:51:20, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6609, top5_acc: 0.8642, loss_cls: 3.7804, loss: 3.7804 +2023-12-28 20:00:42,126 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 2:50:17, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.6466, top5_acc: 0.8609, loss_cls: 3.7949, loss: 3.7949 +2023-12-28 20:01:42,706 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 2:49:14, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.6522, top5_acc: 0.8691, loss_cls: 3.7544, loss: 3.7544 +2023-12-28 20:02:42,251 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 2:48:11, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6586, top5_acc: 0.8698, loss_cls: 3.7446, loss: 3.7446 +2023-12-28 20:03:41,795 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 2:47:08, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6538, top5_acc: 0.8653, loss_cls: 3.7644, loss: 3.7644 +2023-12-28 20:04:41,484 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 2:46:05, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6411, top5_acc: 0.8631, loss_cls: 3.7923, loss: 3.7923 +2023-12-28 20:05:40,984 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 2:45:02, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6486, top5_acc: 0.8639, loss_cls: 3.7603, loss: 3.7603 +2023-12-28 20:06:40,546 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 2:43:59, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6488, top5_acc: 0.8661, loss_cls: 3.7758, loss: 3.7758 +2023-12-28 20:07:39,954 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 2:42:56, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6661, top5_acc: 0.8656, loss_cls: 3.7518, loss: 3.7518 +2023-12-28 20:08:39,779 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 2:41:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6603, top5_acc: 0.8680, loss_cls: 3.7538, loss: 3.7538 +2023-12-28 20:09:39,437 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 2:40:49, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6572, top5_acc: 0.8675, loss_cls: 3.7542, loss: 3.7542 +2023-12-28 20:10:39,518 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 2:39:46, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6552, top5_acc: 0.8688, loss_cls: 3.7681, loss: 3.7681 +2023-12-28 20:11:38,944 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 2:38:43, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6483, top5_acc: 0.8708, loss_cls: 3.7670, loss: 3.7670 +2023-12-28 20:12:38,692 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 2:37:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6648, top5_acc: 0.8738, loss_cls: 3.7405, loss: 3.7405 +2023-12-28 20:13:08,710 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-28 20:15:06,386 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 20:15:07,192 - pyskl - INFO - +top1_acc 0.4656 +top5_acc 0.7192 +2023-12-28 20:15:07,192 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 20:15:07,228 - pyskl - INFO - +mean_acc 0.4653 +2023-12-28 20:15:07,239 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.4656, top5_acc: 0.7192, mean_class_accuracy: 0.4653 +2023-12-28 20:18:40,121 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 2:36:12, time: 2.129, data_time: 1.529, memory: 16180, top1_acc: 0.6661, top5_acc: 0.8753, loss_cls: 3.7132, loss: 3.7132 +2023-12-28 20:19:40,019 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 2:35:09, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6691, top5_acc: 0.8697, loss_cls: 3.7223, loss: 3.7223 +2023-12-28 20:20:40,138 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 2:34:06, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6622, top5_acc: 0.8666, loss_cls: 3.7376, loss: 3.7376 +2023-12-28 20:21:40,006 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 2:33:03, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6686, top5_acc: 0.8772, loss_cls: 3.7188, loss: 3.7188 +2023-12-28 20:22:39,640 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 2:32:00, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6700, top5_acc: 0.8728, loss_cls: 3.7306, loss: 3.7306 +2023-12-28 20:23:39,132 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 2:30:56, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6700, top5_acc: 0.8766, loss_cls: 3.7012, loss: 3.7012 +2023-12-28 20:24:38,894 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 2:29:53, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6702, top5_acc: 0.8780, loss_cls: 3.7036, loss: 3.7036 +2023-12-28 20:25:39,141 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 2:28:50, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6766, top5_acc: 0.8758, loss_cls: 3.7064, loss: 3.7064 +2023-12-28 20:26:38,737 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 2:27:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6764, top5_acc: 0.8725, loss_cls: 3.6978, loss: 3.6978 +2023-12-28 20:27:38,361 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 2:26:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6713, top5_acc: 0.8775, loss_cls: 3.6966, loss: 3.6966 +2023-12-28 20:28:38,080 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 2:25:41, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6753, top5_acc: 0.8789, loss_cls: 3.6817, loss: 3.6817 +2023-12-28 20:29:37,706 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 2:24:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6613, top5_acc: 0.8702, loss_cls: 3.7348, loss: 3.7348 +2023-12-28 20:30:37,389 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 2:23:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6641, top5_acc: 0.8738, loss_cls: 3.7265, loss: 3.7265 +2023-12-28 20:31:37,065 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 2:22:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6603, top5_acc: 0.8758, loss_cls: 3.7181, loss: 3.7181 +2023-12-28 20:32:36,826 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 2:21:29, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6617, top5_acc: 0.8691, loss_cls: 3.7303, loss: 3.7303 +2023-12-28 20:33:36,582 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 2:20:26, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6655, top5_acc: 0.8759, loss_cls: 3.7244, loss: 3.7244 +2023-12-28 20:34:36,252 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 2:19:23, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6753, top5_acc: 0.8755, loss_cls: 3.7026, loss: 3.7026 +2023-12-28 20:35:35,906 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 2:18:20, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6619, top5_acc: 0.8742, loss_cls: 3.7302, loss: 3.7302 +2023-12-28 20:36:35,827 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 2:17:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6675, top5_acc: 0.8711, loss_cls: 3.7122, loss: 3.7122 +2023-12-28 20:37:36,313 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 2:16:14, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6628, top5_acc: 0.8695, loss_cls: 3.7398, loss: 3.7398 +2023-12-28 20:38:36,239 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 2:15:11, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6609, top5_acc: 0.8717, loss_cls: 3.7339, loss: 3.7339 +2023-12-28 20:39:36,063 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 2:14:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6628, top5_acc: 0.8720, loss_cls: 3.7289, loss: 3.7289 +2023-12-28 20:40:35,861 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 2:13:05, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6659, top5_acc: 0.8723, loss_cls: 3.7382, loss: 3.7382 +2023-12-28 20:41:35,507 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 2:12:02, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6556, top5_acc: 0.8714, loss_cls: 3.7399, loss: 3.7399 +2023-12-28 20:42:35,200 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:10:59, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6584, top5_acc: 0.8661, loss_cls: 3.7548, loss: 3.7548 +2023-12-28 20:43:35,323 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:09:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6667, top5_acc: 0.8664, loss_cls: 3.7370, loss: 3.7370 +2023-12-28 20:44:34,966 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:08:53, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6614, top5_acc: 0.8761, loss_cls: 3.7129, loss: 3.7129 +2023-12-28 20:45:34,459 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:07:50, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6587, top5_acc: 0.8705, loss_cls: 3.7440, loss: 3.7440 +2023-12-28 20:46:34,079 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:06:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6637, top5_acc: 0.8741, loss_cls: 3.7236, loss: 3.7236 +2023-12-28 20:47:34,113 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:05:44, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6619, top5_acc: 0.8705, loss_cls: 3.7405, loss: 3.7405 +2023-12-28 20:48:33,614 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:04:41, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6639, top5_acc: 0.8689, loss_cls: 3.7458, loss: 3.7458 +2023-12-28 20:49:33,180 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:03:38, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6641, top5_acc: 0.8719, loss_cls: 3.7237, loss: 3.7237 +2023-12-28 20:50:32,650 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:02:35, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6647, top5_acc: 0.8725, loss_cls: 3.7251, loss: 3.7251 +2023-12-28 20:51:33,095 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:01:32, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6572, top5_acc: 0.8680, loss_cls: 3.7603, loss: 3.7603 +2023-12-28 20:52:33,203 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 2:00:29, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6652, top5_acc: 0.8781, loss_cls: 3.7088, loss: 3.7088 +2023-12-28 20:53:33,556 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 1:59:26, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6566, top5_acc: 0.8741, loss_cls: 3.7296, loss: 3.7296 +2023-12-28 20:54:33,765 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 1:58:23, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6658, top5_acc: 0.8686, loss_cls: 3.7357, loss: 3.7357 +2023-12-28 20:55:03,861 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-28 20:57:05,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 20:57:05,987 - pyskl - INFO - +top1_acc 0.4691 +top5_acc 0.7178 +2023-12-28 20:57:05,987 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 20:57:06,020 - pyskl - INFO - +mean_acc 0.4689 +2023-12-28 20:57:06,025 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_145.pth was removed +2023-12-28 20:57:06,262 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2023-12-28 20:57:06,262 - pyskl - INFO - Best top1_acc is 0.4691 at 147 epoch. +2023-12-28 20:57:06,271 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.4691, top5_acc: 0.7178, mean_class_accuracy: 0.4689 +2023-12-28 21:00:33,195 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 1:56:53, time: 2.069, data_time: 1.461, memory: 16180, top1_acc: 0.6678, top5_acc: 0.8686, loss_cls: 3.7264, loss: 3.7264 +2023-12-28 21:01:32,839 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 1:55:50, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6827, top5_acc: 0.8758, loss_cls: 3.6779, loss: 3.6779 +2023-12-28 21:02:32,583 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 1:54:47, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6713, top5_acc: 0.8773, loss_cls: 3.7069, loss: 3.7069 +2023-12-28 21:03:32,772 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 1:53:44, time: 0.602, data_time: 0.001, memory: 16180, top1_acc: 0.6667, top5_acc: 0.8742, loss_cls: 3.7051, loss: 3.7051 +2023-12-28 21:04:33,113 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 1:52:41, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6769, top5_acc: 0.8791, loss_cls: 3.6847, loss: 3.6847 +2023-12-28 21:05:32,776 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 1:51:38, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6641, top5_acc: 0.8658, loss_cls: 3.7296, loss: 3.7296 +2023-12-28 21:06:32,487 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 1:50:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6733, top5_acc: 0.8753, loss_cls: 3.6824, loss: 3.6824 +2023-12-28 21:07:32,175 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 1:49:32, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6786, top5_acc: 0.8800, loss_cls: 3.6854, loss: 3.6854 +2023-12-28 21:08:32,141 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 1:48:29, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6642, top5_acc: 0.8744, loss_cls: 3.7237, loss: 3.7237 +2023-12-28 21:09:31,856 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 1:47:26, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6770, top5_acc: 0.8823, loss_cls: 3.6666, loss: 3.6666 +2023-12-28 21:10:31,209 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 1:46:23, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6755, top5_acc: 0.8769, loss_cls: 3.6880, loss: 3.6880 +2023-12-28 21:11:30,679 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 1:45:20, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6658, top5_acc: 0.8769, loss_cls: 3.7133, loss: 3.7133 +2023-12-28 21:12:30,565 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 1:44:17, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6767, top5_acc: 0.8828, loss_cls: 3.6660, loss: 3.6660 +2023-12-28 21:13:30,779 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 1:43:14, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6719, top5_acc: 0.8741, loss_cls: 3.6993, loss: 3.6993 +2023-12-28 21:14:31,045 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 1:42:11, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6661, top5_acc: 0.8681, loss_cls: 3.7317, loss: 3.7317 +2023-12-28 21:15:30,711 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 1:41:08, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6700, top5_acc: 0.8791, loss_cls: 3.6872, loss: 3.6872 +2023-12-28 21:16:30,346 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 1:40:05, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6770, top5_acc: 0.8759, loss_cls: 3.7003, loss: 3.7003 +2023-12-28 21:17:30,749 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 1:39:02, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6791, top5_acc: 0.8777, loss_cls: 3.6792, loss: 3.6792 +2023-12-28 21:18:30,862 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 1:37:59, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6659, top5_acc: 0.8747, loss_cls: 3.7155, loss: 3.7155 +2023-12-28 21:19:30,997 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 1:36:56, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6725, top5_acc: 0.8769, loss_cls: 3.6903, loss: 3.6903 +2023-12-28 21:20:31,296 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 1:35:53, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6666, top5_acc: 0.8769, loss_cls: 3.6984, loss: 3.6984 +2023-12-28 21:21:30,957 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 1:34:50, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6808, top5_acc: 0.8836, loss_cls: 3.6686, loss: 3.6686 +2023-12-28 21:22:30,727 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 1:33:47, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6631, top5_acc: 0.8752, loss_cls: 3.7139, loss: 3.7139 +2023-12-28 21:23:30,325 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 1:32:44, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6611, top5_acc: 0.8734, loss_cls: 3.7085, loss: 3.7085 +2023-12-28 21:24:30,107 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 1:31:41, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6852, top5_acc: 0.8769, loss_cls: 3.6813, loss: 3.6813 +2023-12-28 21:25:30,000 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 1:30:38, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6691, top5_acc: 0.8777, loss_cls: 3.6757, loss: 3.6757 +2023-12-28 21:26:29,677 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 1:29:35, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6655, top5_acc: 0.8725, loss_cls: 3.7150, loss: 3.7150 +2023-12-28 21:27:29,104 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 1:28:32, time: 0.594, data_time: 0.000, memory: 16180, top1_acc: 0.6756, top5_acc: 0.8786, loss_cls: 3.6958, loss: 3.6958 +2023-12-28 21:28:28,589 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:27:29, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6773, top5_acc: 0.8783, loss_cls: 3.6802, loss: 3.6802 +2023-12-28 21:29:28,060 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:26:26, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6631, top5_acc: 0.8695, loss_cls: 3.7469, loss: 3.7469 +2023-12-28 21:30:27,526 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:25:23, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6617, top5_acc: 0.8705, loss_cls: 3.7363, loss: 3.7363 +2023-12-28 21:31:27,146 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:24:20, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6791, top5_acc: 0.8789, loss_cls: 3.6666, loss: 3.6666 +2023-12-28 21:32:26,670 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:23:17, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6697, top5_acc: 0.8820, loss_cls: 3.6874, loss: 3.6874 +2023-12-28 21:33:26,273 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:22:14, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6775, top5_acc: 0.8756, loss_cls: 3.6996, loss: 3.6996 +2023-12-28 21:34:25,860 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:21:11, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6734, top5_acc: 0.8786, loss_cls: 3.6890, loss: 3.6890 +2023-12-28 21:35:25,709 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:20:08, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6784, top5_acc: 0.8758, loss_cls: 3.6819, loss: 3.6819 +2023-12-28 21:36:25,232 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:19:05, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 3.7274, loss: 3.7274 +2023-12-28 21:36:55,818 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-28 21:38:57,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 21:38:58,324 - pyskl - INFO - +top1_acc 0.4694 +top5_acc 0.7166 +2023-12-28 21:38:58,324 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 21:38:58,365 - pyskl - INFO - +mean_acc 0.4692 +2023-12-28 21:38:58,371 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_147.pth was removed +2023-12-28 21:38:58,665 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_148.pth. +2023-12-28 21:38:58,665 - pyskl - INFO - Best top1_acc is 0.4694 at 148 epoch. +2023-12-28 21:38:58,676 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4694, top5_acc: 0.7166, mean_class_accuracy: 0.4692 +2023-12-28 21:42:28,409 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:17:34, time: 2.097, data_time: 1.492, memory: 16180, top1_acc: 0.6795, top5_acc: 0.8883, loss_cls: 3.6540, loss: 3.6540 +2023-12-28 21:43:28,428 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:16:31, time: 0.600, data_time: 0.001, memory: 16180, top1_acc: 0.6802, top5_acc: 0.8756, loss_cls: 3.6826, loss: 3.6826 +2023-12-28 21:44:28,352 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:15:28, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6823, top5_acc: 0.8750, loss_cls: 3.6700, loss: 3.6700 +2023-12-28 21:45:28,241 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:14:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6878, top5_acc: 0.8777, loss_cls: 3.6609, loss: 3.6609 +2023-12-28 21:46:28,277 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:13:22, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6745, top5_acc: 0.8759, loss_cls: 3.6875, loss: 3.6875 +2023-12-28 21:47:28,741 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:12:19, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6808, top5_acc: 0.8853, loss_cls: 3.6531, loss: 3.6531 +2023-12-28 21:48:28,329 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:11:16, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6842, top5_acc: 0.8794, loss_cls: 3.6682, loss: 3.6682 +2023-12-28 21:49:28,132 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:10:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6792, top5_acc: 0.8798, loss_cls: 3.6630, loss: 3.6630 +2023-12-28 21:50:27,684 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:09:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6706, top5_acc: 0.8766, loss_cls: 3.7000, loss: 3.7000 +2023-12-28 21:51:27,583 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:08:07, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6706, top5_acc: 0.8767, loss_cls: 3.6970, loss: 3.6970 +2023-12-28 21:52:27,122 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:07:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6623, top5_acc: 0.8769, loss_cls: 3.7044, loss: 3.7044 +2023-12-28 21:53:26,817 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:06:01, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6684, top5_acc: 0.8805, loss_cls: 3.6776, loss: 3.6776 +2023-12-28 21:54:26,476 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:04:58, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6837, top5_acc: 0.8809, loss_cls: 3.6533, loss: 3.6533 +2023-12-28 21:55:26,224 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:03:55, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6722, top5_acc: 0.8731, loss_cls: 3.6971, loss: 3.6971 +2023-12-28 21:56:25,794 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:02:52, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6691, top5_acc: 0.8684, loss_cls: 3.7154, loss: 3.7154 +2023-12-28 21:57:25,423 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:01:49, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6902, top5_acc: 0.8819, loss_cls: 3.6629, loss: 3.6629 +2023-12-28 21:58:24,984 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:00:46, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6656, top5_acc: 0.8762, loss_cls: 3.7091, loss: 3.7091 +2023-12-28 21:59:24,686 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 0:59:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6770, top5_acc: 0.8816, loss_cls: 3.6845, loss: 3.6845 +2023-12-28 22:00:24,336 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 0:58:40, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6767, top5_acc: 0.8780, loss_cls: 3.6812, loss: 3.6812 +2023-12-28 22:01:24,137 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 0:57:37, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6695, top5_acc: 0.8781, loss_cls: 3.7058, loss: 3.7058 +2023-12-28 22:02:24,423 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 0:56:34, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6744, top5_acc: 0.8756, loss_cls: 3.6813, loss: 3.6813 +2023-12-28 22:03:23,899 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 0:55:31, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6769, top5_acc: 0.8759, loss_cls: 3.6931, loss: 3.6931 +2023-12-28 22:04:23,375 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 0:54:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6784, top5_acc: 0.8789, loss_cls: 3.6665, loss: 3.6665 +2023-12-28 22:05:22,931 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 0:53:25, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6717, top5_acc: 0.8680, loss_cls: 3.7195, loss: 3.7195 +2023-12-28 22:06:22,734 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 0:52:22, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6828, top5_acc: 0.8862, loss_cls: 3.6551, loss: 3.6551 +2023-12-28 22:07:22,982 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 0:51:19, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6787, top5_acc: 0.8741, loss_cls: 3.7070, loss: 3.7070 +2023-12-28 22:08:23,026 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 0:50:16, time: 0.600, data_time: 0.000, memory: 16180, top1_acc: 0.6777, top5_acc: 0.8691, loss_cls: 3.7060, loss: 3.7060 +2023-12-28 22:09:22,845 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 0:49:13, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6769, top5_acc: 0.8823, loss_cls: 3.6692, loss: 3.6692 +2023-12-28 22:10:22,476 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 0:48:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6658, top5_acc: 0.8822, loss_cls: 3.6933, loss: 3.6933 +2023-12-28 22:11:22,051 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 0:47:07, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6756, top5_acc: 0.8797, loss_cls: 3.6786, loss: 3.6786 +2023-12-28 22:12:21,524 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 0:46:04, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6859, top5_acc: 0.8841, loss_cls: 3.6466, loss: 3.6466 +2023-12-28 22:13:20,865 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 0:45:01, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.6711, top5_acc: 0.8797, loss_cls: 3.6812, loss: 3.6812 +2023-12-28 22:14:20,337 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 0:43:58, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6795, top5_acc: 0.8762, loss_cls: 3.6900, loss: 3.6900 +2023-12-28 22:15:20,502 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:42:55, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6692, top5_acc: 0.8817, loss_cls: 3.6914, loss: 3.6914 +2023-12-28 22:16:20,898 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:41:52, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6797, top5_acc: 0.8809, loss_cls: 3.6801, loss: 3.6801 +2023-12-28 22:17:20,791 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:40:49, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6750, top5_acc: 0.8833, loss_cls: 3.6678, loss: 3.6678 +2023-12-28 22:18:20,425 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:39:47, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6717, top5_acc: 0.8803, loss_cls: 3.6635, loss: 3.6635 +2023-12-28 22:18:50,894 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-28 22:20:52,582 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 22:20:53,593 - pyskl - INFO - +top1_acc 0.4678 +top5_acc 0.7181 +2023-12-28 22:20:53,594 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 22:20:53,628 - pyskl - INFO - +mean_acc 0.4675 +2023-12-28 22:20:53,642 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4678, top5_acc: 0.7181, mean_class_accuracy: 0.4675 +2023-12-28 22:24:24,157 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:38:15, time: 2.105, data_time: 1.504, memory: 16180, top1_acc: 0.6877, top5_acc: 0.8902, loss_cls: 3.6264, loss: 3.6264 +2023-12-28 22:25:24,293 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:37:12, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6730, top5_acc: 0.8766, loss_cls: 3.6989, loss: 3.6989 +2023-12-28 22:26:23,961 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:36:09, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6834, top5_acc: 0.8825, loss_cls: 3.6709, loss: 3.6709 +2023-12-28 22:27:23,775 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:35:06, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6808, top5_acc: 0.8777, loss_cls: 3.6748, loss: 3.6748 +2023-12-28 22:28:23,857 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:34:03, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6850, top5_acc: 0.8795, loss_cls: 3.6642, loss: 3.6642 +2023-12-28 22:29:23,755 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:33:00, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6853, top5_acc: 0.8845, loss_cls: 3.6426, loss: 3.6426 +2023-12-28 22:30:24,203 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:31:57, time: 0.604, data_time: 0.000, memory: 16180, top1_acc: 0.6833, top5_acc: 0.8828, loss_cls: 3.6685, loss: 3.6685 +2023-12-28 22:31:24,723 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:30:54, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 3.6612, loss: 3.6612 +2023-12-28 22:32:25,243 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:29:52, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6734, top5_acc: 0.8769, loss_cls: 3.6818, loss: 3.6818 +2023-12-28 22:33:25,970 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:28:49, time: 0.607, data_time: 0.000, memory: 16180, top1_acc: 0.6847, top5_acc: 0.8820, loss_cls: 3.6744, loss: 3.6744 +2023-12-28 22:34:25,906 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:27:46, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6758, top5_acc: 0.8834, loss_cls: 3.6676, loss: 3.6676 +2023-12-28 22:35:26,130 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:26:43, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6703, top5_acc: 0.8755, loss_cls: 3.6954, loss: 3.6954 +2023-12-28 22:36:26,202 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:25:40, time: 0.601, data_time: 0.000, memory: 16180, top1_acc: 0.6778, top5_acc: 0.8806, loss_cls: 3.6727, loss: 3.6727 +2023-12-28 22:37:25,944 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:24:37, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6748, top5_acc: 0.8777, loss_cls: 3.6720, loss: 3.6720 +2023-12-28 22:38:25,539 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:23:34, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6800, top5_acc: 0.8819, loss_cls: 3.6669, loss: 3.6669 +2023-12-28 22:39:25,361 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:22:31, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6694, top5_acc: 0.8759, loss_cls: 3.7044, loss: 3.7044 +2023-12-28 22:40:24,860 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:21:28, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6864, top5_acc: 0.8853, loss_cls: 3.6392, loss: 3.6392 +2023-12-28 22:41:24,736 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:20:25, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6805, top5_acc: 0.8820, loss_cls: 3.6694, loss: 3.6694 +2023-12-28 22:42:24,409 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:19:22, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6733, top5_acc: 0.8759, loss_cls: 3.6876, loss: 3.6876 +2023-12-28 22:43:24,679 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:18:19, time: 0.603, data_time: 0.000, memory: 16180, top1_acc: 0.6817, top5_acc: 0.8845, loss_cls: 3.6634, loss: 3.6634 +2023-12-28 22:44:25,226 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:17:16, time: 0.605, data_time: 0.000, memory: 16180, top1_acc: 0.6808, top5_acc: 0.8859, loss_cls: 3.6535, loss: 3.6535 +2023-12-28 22:45:24,693 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:16:13, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6758, top5_acc: 0.8834, loss_cls: 3.6718, loss: 3.6718 +2023-12-28 22:46:24,311 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:15:10, time: 0.596, data_time: 0.000, memory: 16180, top1_acc: 0.6837, top5_acc: 0.8833, loss_cls: 3.6450, loss: 3.6450 +2023-12-28 22:47:24,157 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:14:07, time: 0.598, data_time: 0.000, memory: 16180, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 3.7133, loss: 3.7133 +2023-12-28 22:48:23,478 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:13:04, time: 0.593, data_time: 0.000, memory: 16180, top1_acc: 0.6792, top5_acc: 0.8780, loss_cls: 3.6679, loss: 3.6679 +2023-12-28 22:49:23,680 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:12:01, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6792, top5_acc: 0.8816, loss_cls: 3.6736, loss: 3.6736 +2023-12-28 22:50:24,327 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:10:58, time: 0.606, data_time: 0.000, memory: 16180, top1_acc: 0.6842, top5_acc: 0.8756, loss_cls: 3.6763, loss: 3.6763 +2023-12-28 22:51:23,810 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:09:55, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6737, top5_acc: 0.8767, loss_cls: 3.6950, loss: 3.6950 +2023-12-28 22:52:23,738 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:08:52, time: 0.599, data_time: 0.000, memory: 16180, top1_acc: 0.6845, top5_acc: 0.8814, loss_cls: 3.6496, loss: 3.6496 +2023-12-28 22:53:23,896 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:07:49, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6709, top5_acc: 0.8756, loss_cls: 3.7012, loss: 3.7012 +2023-12-28 22:54:23,348 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:06:46, time: 0.595, data_time: 0.000, memory: 16180, top1_acc: 0.6831, top5_acc: 0.8842, loss_cls: 3.6618, loss: 3.6618 +2023-12-28 22:55:22,999 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:05:43, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6722, top5_acc: 0.8778, loss_cls: 3.6887, loss: 3.6887 +2023-12-28 22:56:22,653 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:04:40, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6806, top5_acc: 0.8783, loss_cls: 3.6645, loss: 3.6645 +2023-12-28 22:57:22,895 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:03:37, time: 0.602, data_time: 0.000, memory: 16180, top1_acc: 0.6839, top5_acc: 0.8780, loss_cls: 3.6649, loss: 3.6649 +2023-12-28 22:58:22,563 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:02:34, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6763, top5_acc: 0.8777, loss_cls: 3.6795, loss: 3.6795 +2023-12-28 22:59:22,227 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:01:31, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6805, top5_acc: 0.8811, loss_cls: 3.6560, loss: 3.6560 +2023-12-28 23:00:21,925 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:28, time: 0.597, data_time: 0.000, memory: 16180, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 3.6927, loss: 3.6927 +2023-12-28 23:00:52,294 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-28 23:03:00,823 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 23:03:01,876 - pyskl - INFO - +top1_acc 0.4696 +top5_acc 0.7185 +2023-12-28 23:03:01,876 - pyskl - INFO - Evaluating mean_class_accuracy ... +2023-12-28 23:03:01,916 - pyskl - INFO - +mean_acc 0.4694 +2023-12-28 23:03:01,923 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_148.pth was removed +2023-12-28 23:03:02,259 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2023-12-28 23:03:02,260 - pyskl - INFO - Best top1_acc is 0.4696 at 150 epoch. +2023-12-28 23:03:02,269 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.4696, top5_acc: 0.7185, mean_class_accuracy: 0.4694 +2023-12-28 23:03:19,315 - pyskl - INFO - 19743 videos remain after valid thresholding +2023-12-28 23:17:02,792 - pyskl - INFO - Testing results of the last checkpoint +2023-12-28 23:17:02,792 - pyskl - INFO - top1_acc: 0.4788 +2023-12-28 23:17:02,792 - pyskl - INFO - top5_acc: 0.7272 +2023-12-28 23:17:02,792 - pyskl - INFO - mean_class_accuracy: 0.4785 +2023-12-28 23:17:02,793 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/j_2/best_top1_acc_epoch_150.pth +2023-12-28 23:31:05,361 - pyskl - INFO - Testing results of the best checkpoint +2023-12-28 23:31:05,361 - pyskl - INFO - top1_acc: 0.4788 +2023-12-28 23:31:05,361 - pyskl - INFO - top5_acc: 0.7272 +2023-12-28 23:31:05,361 - pyskl - INFO - mean_class_accuracy: 0.4785