diff --git "a/k400/b_1/20240101_134842.log" "b/k400/b_1/20240101_134842.log" new file mode 100644--- /dev/null +++ "b/k400/b_1/20240101_134842.log" @@ -0,0 +1,3708 @@ +2024-01-01 13:48:42,482 - 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+ +------------------------------------------------------------ + +2024-01-01 13:48:43,511 - pyskl - INFO - Config: modality = 'b' +graph = 'coco_new' +work_dir = './work_dirs/test_prototype/k400/b_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='coco_new', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_13', num_classes=400, in_channels=384)) +memcached = True +mc_cfg = ('localhost', 22077) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl' +left_kp = [1, 3, 5, 7, 9, 11, 13, 15] +right_kp = [2, 4, 6, 8, 10, 12, 14, 16] +box_thr = 0.5 +valid_ratio = 0.0 +train_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['b']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['b']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['b']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=64, + workers_per_gpu=16, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='train', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['b']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + valid_ratio=0.0, + memcached=True, + mc_cfg=('localhost', 22077)), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['b']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077)), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['b']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077))) +optimizer = dict( + type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict( + interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) +resume_from = './work_dirs/test_prototype/k400/b_1/latest.pth' + +2024-01-01 13:48:43,511 - pyskl - INFO - Set random seed to 883584918, deterministic: False +2024-01-01 13:48:53,298 - pyskl - INFO - 239737 videos remain after valid thresholding +2024-01-01 13:49:07,404 - pyskl - INFO - 19743 videos remain after valid thresholding +2024-01-01 13:49:07,406 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/b_1/latest.pth +2024-01-01 13:49:07,830 - pyskl - INFO - resumed epoch 77, iter 288442 +2024-01-01 13:49:07,834 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1 +2024-01-01 13:49:07,834 - 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 + -------------------- +2024-01-01 13:49:07,834 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-01-01 13:49:07,834 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1 by HardDiskBackend. +2024-01-01 13:52:30,498 - pyskl - INFO - Epoch [78][100/3746] lr: 4.788e-02, eta: 6 days, 9:53:04, time: 2.027, data_time: 1.419, memory: 16177, top1_acc: 0.3408, top5_acc: 0.6031, loss_cls: 6.7499, loss: 6.7499 +2024-01-01 13:53:30,114 - pyskl - INFO - Epoch [78][200/3746] lr: 4.785e-02, eta: 4 days, 3:32:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5822, loss_cls: 7.4745, loss: 7.4745 +2024-01-01 13:54:29,966 - pyskl - INFO - Epoch [78][300/3746] lr: 4.782e-02, eta: 3 days, 9:28:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5941, loss_cls: 7.6120, loss: 7.6120 +2024-01-01 13:55:30,837 - pyskl - INFO - Epoch [78][400/3746] lr: 4.779e-02, eta: 3 days, 0:37:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5852, loss_cls: 7.4494, loss: 7.4494 +2024-01-01 13:56:31,201 - pyskl - INFO - Epoch [78][500/3746] lr: 4.777e-02, eta: 2 days, 19:13:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3383, top5_acc: 0.5950, loss_cls: 7.1985, loss: 7.1985 +2024-01-01 13:57:32,012 - pyskl - INFO - Epoch [78][600/3746] lr: 4.774e-02, eta: 2 days, 15:41:17, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5808, loss_cls: 7.1668, loss: 7.1668 +2024-01-01 13:58:32,548 - pyskl - INFO - Epoch [78][700/3746] lr: 4.771e-02, eta: 2 days, 13:07:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5900, loss_cls: 7.0265, loss: 7.0265 +2024-01-01 13:59:33,293 - pyskl - INFO - Epoch [78][800/3746] lr: 4.768e-02, eta: 2 days, 11:12:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.5872, loss_cls: 6.9425, loss: 6.9425 +2024-01-01 14:00:34,213 - pyskl - INFO - Epoch [78][900/3746] lr: 4.766e-02, eta: 2 days, 9:44:20, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5831, loss_cls: 6.9527, loss: 6.9527 +2024-01-01 14:01:34,802 - pyskl - INFO - Epoch [78][1000/3746] lr: 4.763e-02, eta: 2 days, 8:31:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5905, loss_cls: 6.9382, loss: 6.9382 +2024-01-01 14:02:35,142 - pyskl - INFO - Epoch [78][1100/3746] lr: 4.760e-02, eta: 2 days, 7:31:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5722, loss_cls: 6.9646, loss: 6.9646 +2024-01-01 14:03:35,740 - pyskl - INFO - Epoch [78][1200/3746] lr: 4.757e-02, eta: 2 days, 6:41:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5886, loss_cls: 6.8505, loss: 6.8505 +2024-01-01 14:04:36,036 - pyskl - INFO - Epoch [78][1300/3746] lr: 4.754e-02, eta: 2 days, 5:58:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5947, loss_cls: 6.7856, loss: 6.7856 +2024-01-01 14:05:36,235 - pyskl - INFO - Epoch [78][1400/3746] lr: 4.752e-02, eta: 2 days, 5:21:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5928, loss_cls: 6.7978, loss: 6.7978 +2024-01-01 14:06:36,893 - pyskl - INFO - Epoch [78][1500/3746] lr: 4.749e-02, eta: 2 days, 4:49:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5830, loss_cls: 6.8533, loss: 6.8533 +2024-01-01 14:07:37,425 - pyskl - INFO - Epoch [78][1600/3746] lr: 4.746e-02, eta: 2 days, 4:22:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5866, loss_cls: 6.8099, loss: 6.8099 +2024-01-01 14:08:37,572 - pyskl - INFO - Epoch [78][1700/3746] lr: 4.743e-02, eta: 2 days, 3:56:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3261, top5_acc: 0.5895, loss_cls: 6.7849, loss: 6.7849 +2024-01-01 14:09:37,791 - pyskl - INFO - Epoch [78][1800/3746] lr: 4.740e-02, eta: 2 days, 3:33:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5914, loss_cls: 6.7981, loss: 6.7981 +2024-01-01 14:10:38,390 - pyskl - INFO - Epoch [78][1900/3746] lr: 4.738e-02, eta: 2 days, 3:14:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5825, loss_cls: 6.8196, loss: 6.8196 +2024-01-01 14:11:38,976 - pyskl - INFO - Epoch [78][2000/3746] lr: 4.735e-02, eta: 2 days, 2:56:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5939, loss_cls: 6.7430, loss: 6.7430 +2024-01-01 14:12:39,935 - pyskl - INFO - Epoch [78][2100/3746] lr: 4.732e-02, eta: 2 days, 2:41:05, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5822, loss_cls: 6.8103, loss: 6.8103 +2024-01-01 14:13:40,536 - pyskl - INFO - Epoch [78][2200/3746] lr: 4.729e-02, eta: 2 days, 2:26:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5791, loss_cls: 6.7855, loss: 6.7855 +2024-01-01 14:14:41,144 - pyskl - INFO - Epoch [78][2300/3746] lr: 4.726e-02, eta: 2 days, 2:12:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5773, loss_cls: 6.7635, loss: 6.7635 +2024-01-01 14:15:41,825 - pyskl - INFO - Epoch [78][2400/3746] lr: 4.724e-02, eta: 2 days, 2:00:23, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5800, loss_cls: 6.7674, loss: 6.7674 +2024-01-01 14:16:42,545 - pyskl - INFO - Epoch [78][2500/3746] lr: 4.721e-02, eta: 2 days, 1:48:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5850, loss_cls: 6.7641, loss: 6.7641 +2024-01-01 14:17:42,835 - pyskl - INFO - Epoch [78][2600/3746] lr: 4.718e-02, eta: 2 days, 1:37:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5730, loss_cls: 6.7893, loss: 6.7893 +2024-01-01 14:18:43,478 - pyskl - INFO - Epoch [78][2700/3746] lr: 4.715e-02, eta: 2 days, 1:27:39, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5858, loss_cls: 6.7288, loss: 6.7288 +2024-01-01 14:19:44,029 - pyskl - INFO - Epoch [78][2800/3746] lr: 4.712e-02, eta: 2 days, 1:18:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5805, loss_cls: 6.7725, loss: 6.7725 +2024-01-01 14:20:44,532 - pyskl - INFO - Epoch [78][2900/3746] lr: 4.710e-02, eta: 2 days, 1:09:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3197, top5_acc: 0.5861, loss_cls: 6.7444, loss: 6.7444 +2024-01-01 14:21:46,041 - pyskl - INFO - Epoch [78][3000/3746] lr: 4.707e-02, eta: 2 days, 1:02:14, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5808, loss_cls: 6.7000, loss: 6.7000 +2024-01-01 14:22:47,216 - pyskl - INFO - Epoch [78][3100/3746] lr: 4.704e-02, eta: 2 days, 0:55:11, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5811, loss_cls: 6.7391, loss: 6.7391 +2024-01-01 14:23:47,782 - pyskl - INFO - Epoch [78][3200/3746] lr: 4.701e-02, eta: 2 days, 0:47:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5933, loss_cls: 6.6816, loss: 6.6816 +2024-01-01 14:24:48,467 - pyskl - INFO - Epoch [78][3300/3746] lr: 4.699e-02, eta: 2 days, 0:40:42, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5781, loss_cls: 6.7687, loss: 6.7687 +2024-01-01 14:25:49,499 - pyskl - INFO - Epoch [78][3400/3746] lr: 4.696e-02, eta: 2 days, 0:34:32, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5797, loss_cls: 6.7363, loss: 6.7363 +2024-01-01 14:26:50,566 - pyskl - INFO - Epoch [78][3500/3746] lr: 4.693e-02, eta: 2 days, 0:28:43, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5814, loss_cls: 6.7156, loss: 6.7156 +2024-01-01 14:27:51,323 - pyskl - INFO - Epoch [78][3600/3746] lr: 4.690e-02, eta: 2 days, 0:22:47, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3241, top5_acc: 0.5823, loss_cls: 6.6943, loss: 6.6943 +2024-01-01 14:28:52,094 - pyskl - INFO - Epoch [78][3700/3746] lr: 4.687e-02, eta: 2 days, 0:17:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5853, loss_cls: 6.7003, loss: 6.7003 +2024-01-01 14:29:22,631 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-01-01 14:31:20,621 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 14:31:21,428 - pyskl - INFO - +top1_acc 0.2603 +top5_acc 0.5174 +2024-01-01 14:31:21,429 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 14:31:21,463 - pyskl - INFO - +mean_acc 0.2601 +2024-01-01 14:31:21,470 - pyskl - INFO - Epoch(val) [78][309] top1_acc: 0.2603, top5_acc: 0.5174, mean_class_accuracy: 0.2601 +2024-01-01 14:34:41,149 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 2 days, 2:18:55, time: 1.997, data_time: 1.403, memory: 16177, top1_acc: 0.3378, top5_acc: 0.5977, loss_cls: 6.6247, loss: 6.6247 +2024-01-01 14:35:40,776 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 2 days, 2:09:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5948, loss_cls: 6.6340, loss: 6.6340 +2024-01-01 14:36:41,132 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 2 days, 2:00:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5873, loss_cls: 6.6877, loss: 6.6877 +2024-01-01 14:37:42,570 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 2 days, 1:53:46, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5856, loss_cls: 6.6557, loss: 6.6557 +2024-01-01 14:38:43,837 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 2 days, 1:46:55, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5964, loss_cls: 6.6461, loss: 6.6461 +2024-01-01 14:39:45,247 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 2 days, 1:40:28, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5845, loss_cls: 6.6787, loss: 6.6787 +2024-01-01 14:40:46,171 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 2 days, 1:33:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3303, top5_acc: 0.5934, loss_cls: 6.6628, loss: 6.6628 +2024-01-01 14:41:46,564 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 2 days, 1:26:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3312, top5_acc: 0.5883, loss_cls: 6.6514, loss: 6.6514 +2024-01-01 14:42:47,157 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 2 days, 1:20:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3255, top5_acc: 0.5775, loss_cls: 6.6958, loss: 6.6958 +2024-01-01 14:43:48,054 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 2 days, 1:14:20, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5952, loss_cls: 6.6528, loss: 6.6528 +2024-01-01 14:44:48,957 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 2 days, 1:08:33, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5867, loss_cls: 6.7017, loss: 6.7017 +2024-01-01 14:45:49,565 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 2 days, 1:02:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5770, loss_cls: 6.6754, loss: 6.6754 +2024-01-01 14:46:50,415 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 2 days, 0:57:16, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5844, loss_cls: 6.6760, loss: 6.6760 +2024-01-01 14:47:50,995 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 2 days, 0:51:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5894, loss_cls: 6.6369, loss: 6.6369 +2024-01-01 14:48:51,655 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 2 days, 0:46:29, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.5917, loss_cls: 6.6011, loss: 6.6011 +2024-01-01 14:49:52,309 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 2 days, 0:41:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3150, top5_acc: 0.5844, loss_cls: 6.6691, loss: 6.6691 +2024-01-01 14:50:52,695 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 2 days, 0:36:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3256, top5_acc: 0.5853, loss_cls: 6.6920, loss: 6.6920 +2024-01-01 14:51:53,233 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 2 days, 0:31:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5947, loss_cls: 6.6133, loss: 6.6133 +2024-01-01 14:52:53,862 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 2 days, 0:26:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5861, loss_cls: 6.6398, loss: 6.6398 +2024-01-01 14:53:54,096 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 2 days, 0:21:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5837, loss_cls: 6.6555, loss: 6.6555 +2024-01-01 14:54:54,795 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 2 days, 0:17:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5748, loss_cls: 6.6878, loss: 6.6878 +2024-01-01 14:55:55,490 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 2 days, 0:13:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5833, loss_cls: 6.6733, loss: 6.6733 +2024-01-01 14:56:56,206 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 2 days, 0:08:52, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5902, loss_cls: 6.6595, loss: 6.6595 +2024-01-01 14:57:56,704 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 2 days, 0:04:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5995, loss_cls: 6.5741, loss: 6.5741 +2024-01-01 14:58:57,220 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 2 days, 0:00:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5855, loss_cls: 6.6149, loss: 6.6149 +2024-01-01 14:59:57,945 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 1 day, 23:56:42, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5816, loss_cls: 6.6294, loss: 6.6294 +2024-01-01 15:00:58,417 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 1 day, 23:52:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5958, loss_cls: 6.6084, loss: 6.6084 +2024-01-01 15:01:58,865 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 1 day, 23:48:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5825, loss_cls: 6.6502, loss: 6.6502 +2024-01-01 15:02:59,215 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 1 day, 23:45:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5938, loss_cls: 6.6076, loss: 6.6076 +2024-01-01 15:03:59,520 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 1 day, 23:41:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5872, loss_cls: 6.6417, loss: 6.6417 +2024-01-01 15:05:00,029 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 1 day, 23:37:41, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5902, loss_cls: 6.6520, loss: 6.6520 +2024-01-01 15:06:00,082 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 1 day, 23:33:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5792, loss_cls: 6.6464, loss: 6.6464 +2024-01-01 15:07:00,385 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 1 day, 23:30:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5900, loss_cls: 6.6191, loss: 6.6191 +2024-01-01 15:08:00,819 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 1 day, 23:26:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3375, top5_acc: 0.5914, loss_cls: 6.5917, loss: 6.5917 +2024-01-01 15:09:01,727 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 1 day, 23:23:52, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.5863, loss_cls: 6.5974, loss: 6.5974 +2024-01-01 15:10:02,264 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 1 day, 23:20:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5694, loss_cls: 6.6982, loss: 6.6982 +2024-01-01 15:11:04,039 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 1 day, 23:18:14, time: 0.618, data_time: 0.001, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5861, loss_cls: 6.6525, loss: 6.6525 +2024-01-01 15:11:34,812 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-01-01 15:13:32,503 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 15:13:33,303 - pyskl - INFO - +top1_acc 0.2445 +top5_acc 0.4889 +2024-01-01 15:13:33,303 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 15:13:33,332 - pyskl - INFO - +mean_acc 0.2444 +2024-01-01 15:13:33,339 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2445, top5_acc: 0.4889, mean_class_accuracy: 0.2444 +2024-01-01 15:16:55,114 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 2 days, 0:19:53, time: 2.018, data_time: 1.421, memory: 16177, top1_acc: 0.3408, top5_acc: 0.5962, loss_cls: 6.5934, loss: 6.5934 +2024-01-01 15:17:55,657 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 2 days, 0:15:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6000, loss_cls: 6.5105, loss: 6.5105 +2024-01-01 15:18:55,959 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 2 days, 0:11:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5873, loss_cls: 6.6330, loss: 6.6330 +2024-01-01 15:19:57,400 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 2 days, 0:08:44, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6052, loss_cls: 6.5390, loss: 6.5390 +2024-01-01 15:20:58,576 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 2 days, 0:05:23, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.5959, loss_cls: 6.6083, loss: 6.6083 +2024-01-01 15:21:59,893 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 2 days, 0:02:10, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5881, loss_cls: 6.6276, loss: 6.6276 +2024-01-01 15:23:00,829 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 1 day, 23:58:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5989, loss_cls: 6.5976, loss: 6.5976 +2024-01-01 15:24:01,613 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 1 day, 23:55:24, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.5975, loss_cls: 6.5599, loss: 6.5599 +2024-01-01 15:25:02,373 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 1 day, 23:52:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5966, loss_cls: 6.5675, loss: 6.5675 +2024-01-01 15:26:02,702 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 1 day, 23:48:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3220, top5_acc: 0.5894, loss_cls: 6.6439, loss: 6.6439 +2024-01-01 15:27:03,364 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 1 day, 23:45:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5877, loss_cls: 6.6145, loss: 6.6145 +2024-01-01 15:28:03,553 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 1 day, 23:41:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5819, loss_cls: 6.6494, loss: 6.6494 +2024-01-01 15:29:04,064 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 1 day, 23:38:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5905, loss_cls: 6.6323, loss: 6.6323 +2024-01-01 15:30:04,460 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 1 day, 23:35:14, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5800, loss_cls: 6.6549, loss: 6.6549 +2024-01-01 15:31:05,178 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 1 day, 23:32:11, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5975, loss_cls: 6.5742, loss: 6.5742 +2024-01-01 15:32:05,434 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 1 day, 23:28:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5934, loss_cls: 6.6051, loss: 6.6051 +2024-01-01 15:33:06,026 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 1 day, 23:25:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5845, loss_cls: 6.6222, loss: 6.6222 +2024-01-01 15:34:06,344 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 1 day, 23:22:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3231, top5_acc: 0.5906, loss_cls: 6.5965, loss: 6.5965 +2024-01-01 15:35:06,606 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 1 day, 23:19:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5836, loss_cls: 6.6331, loss: 6.6331 +2024-01-01 15:36:07,030 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 1 day, 23:16:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5902, loss_cls: 6.6113, loss: 6.6113 +2024-01-01 15:37:07,495 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 1 day, 23:13:49, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3319, top5_acc: 0.5837, loss_cls: 6.6282, loss: 6.6282 +2024-01-01 15:38:08,217 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 1 day, 23:11:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3205, top5_acc: 0.5833, loss_cls: 6.6432, loss: 6.6432 +2024-01-01 15:39:08,697 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 1 day, 23:08:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5844, loss_cls: 6.6393, loss: 6.6393 +2024-01-01 15:40:09,163 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 1 day, 23:05:25, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5781, loss_cls: 6.6352, loss: 6.6352 +2024-01-01 15:41:09,846 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 1 day, 23:02:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5923, loss_cls: 6.6008, loss: 6.6008 +2024-01-01 15:42:10,534 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 1 day, 23:00:07, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5797, loss_cls: 6.6471, loss: 6.6471 +2024-01-01 15:43:11,234 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 1 day, 22:57:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5942, loss_cls: 6.5598, loss: 6.5598 +2024-01-01 15:44:11,839 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 1 day, 22:54:54, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5886, loss_cls: 6.5642, loss: 6.5642 +2024-01-01 15:45:12,525 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 1 day, 22:52:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.5923, loss_cls: 6.5812, loss: 6.5812 +2024-01-01 15:46:13,153 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 1 day, 22:49:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5780, loss_cls: 6.6212, loss: 6.6212 +2024-01-01 15:47:13,726 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 1 day, 22:47:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5925, loss_cls: 6.5976, loss: 6.5976 +2024-01-01 15:48:14,314 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 1 day, 22:44:48, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.6003, loss_cls: 6.5881, loss: 6.5881 +2024-01-01 15:49:15,008 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 1 day, 22:42:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5839, loss_cls: 6.6251, loss: 6.6251 +2024-01-01 15:50:16,244 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 1 day, 22:40:11, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3261, top5_acc: 0.5827, loss_cls: 6.6028, loss: 6.6028 +2024-01-01 15:51:17,412 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 1 day, 22:38:00, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5870, loss_cls: 6.6018, loss: 6.6018 +2024-01-01 15:52:19,213 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 1 day, 22:36:05, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5844, loss_cls: 6.6197, loss: 6.6197 +2024-01-01 15:53:21,278 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 1 day, 22:34:17, time: 0.621, data_time: 0.001, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5923, loss_cls: 6.5902, loss: 6.5902 +2024-01-01 15:53:52,138 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-01-01 15:55:42,248 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 15:55:43,326 - pyskl - INFO - +top1_acc 0.2715 +top5_acc 0.5182 +2024-01-01 15:55:43,326 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 15:55:43,362 - pyskl - INFO - +mean_acc 0.2714 +2024-01-01 15:55:43,635 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2024-01-01 15:55:43,636 - pyskl - INFO - Best top1_acc is 0.2715 at 80 epoch. +2024-01-01 15:55:43,643 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2715, top5_acc: 0.5182, mean_class_accuracy: 0.2714 +2024-01-01 15:59:13,747 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 1 day, 23:17:43, time: 2.101, data_time: 1.504, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5975, loss_cls: 6.5857, loss: 6.5857 +2024-01-01 16:00:14,519 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 1 day, 23:15:02, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.6014, loss_cls: 6.5070, loss: 6.5070 +2024-01-01 16:01:15,902 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 1 day, 23:12:37, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3375, top5_acc: 0.5995, loss_cls: 6.5781, loss: 6.5781 +2024-01-01 16:02:17,250 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 1 day, 23:10:12, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6092, loss_cls: 6.5118, loss: 6.5118 +2024-01-01 16:03:18,452 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 1 day, 23:07:46, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5966, loss_cls: 6.5749, loss: 6.5749 +2024-01-01 16:04:19,822 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 1 day, 23:05:24, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5923, loss_cls: 6.5933, loss: 6.5933 +2024-01-01 16:05:21,089 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 1 day, 23:03:02, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5834, loss_cls: 6.6195, loss: 6.6195 +2024-01-01 16:06:22,557 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 1 day, 23:00:46, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5911, loss_cls: 6.6066, loss: 6.6066 +2024-01-01 16:07:23,118 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 1 day, 22:58:11, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5944, loss_cls: 6.5741, loss: 6.5741 +2024-01-01 16:08:24,563 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 1 day, 22:55:57, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6025, loss_cls: 6.5340, loss: 6.5340 +2024-01-01 16:09:25,314 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 1 day, 22:53:29, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3448, top5_acc: 0.6022, loss_cls: 6.5177, loss: 6.5177 +2024-01-01 16:10:26,229 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 1 day, 22:51:06, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5800, loss_cls: 6.5940, loss: 6.5940 +2024-01-01 16:11:26,980 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 1 day, 22:48:41, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5887, loss_cls: 6.5609, loss: 6.5609 +2024-01-01 16:12:27,357 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 1 day, 22:46:09, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5858, loss_cls: 6.5992, loss: 6.5992 +2024-01-01 16:13:28,096 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 1 day, 22:43:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3344, top5_acc: 0.5962, loss_cls: 6.5870, loss: 6.5870 +2024-01-01 16:14:28,588 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 1 day, 22:41:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5897, loss_cls: 6.5914, loss: 6.5914 +2024-01-01 16:15:29,098 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 1 day, 22:38:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5950, loss_cls: 6.5582, loss: 6.5582 +2024-01-01 16:16:30,381 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 1 day, 22:36:47, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5887, loss_cls: 6.5791, loss: 6.5791 +2024-01-01 16:17:31,815 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 1 day, 22:34:43, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3262, top5_acc: 0.5894, loss_cls: 6.5903, loss: 6.5903 +2024-01-01 16:18:32,189 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 1 day, 22:32:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5898, loss_cls: 6.5821, loss: 6.5821 +2024-01-01 16:19:32,969 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 1 day, 22:30:05, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.5886, loss_cls: 6.5810, loss: 6.5810 +2024-01-01 16:20:33,651 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 1 day, 22:27:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5831, loss_cls: 6.5905, loss: 6.5905 +2024-01-01 16:21:34,208 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 1 day, 22:25:33, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5805, loss_cls: 6.6191, loss: 6.6191 +2024-01-01 16:22:34,909 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 1 day, 22:23:20, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3277, top5_acc: 0.5809, loss_cls: 6.6062, loss: 6.6062 +2024-01-01 16:23:36,293 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 1 day, 22:21:21, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5872, loss_cls: 6.6165, loss: 6.6165 +2024-01-01 16:24:37,479 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 1 day, 22:19:19, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3333, top5_acc: 0.5983, loss_cls: 6.5743, loss: 6.5743 +2024-01-01 16:25:38,801 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 1 day, 22:17:20, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5995, loss_cls: 6.5813, loss: 6.5813 +2024-01-01 16:26:39,339 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 1 day, 22:15:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.5920, loss_cls: 6.5709, loss: 6.5709 +2024-01-01 16:27:40,736 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 1 day, 22:13:13, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5972, loss_cls: 6.5533, loss: 6.5533 +2024-01-01 16:28:42,058 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 1 day, 22:11:17, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5875, loss_cls: 6.5983, loss: 6.5983 +2024-01-01 16:29:42,846 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 1 day, 22:09:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5906, loss_cls: 6.5928, loss: 6.5928 +2024-01-01 16:30:43,784 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 1 day, 22:07:11, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3277, top5_acc: 0.5847, loss_cls: 6.5858, loss: 6.5858 +2024-01-01 16:31:45,511 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 1 day, 22:05:24, time: 0.617, data_time: 0.001, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5880, loss_cls: 6.5777, loss: 6.5777 +2024-01-01 16:32:47,107 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 1 day, 22:03:36, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5831, loss_cls: 6.6090, loss: 6.6090 +2024-01-01 16:33:48,236 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 1 day, 22:01:41, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3212, top5_acc: 0.5767, loss_cls: 6.6382, loss: 6.6382 +2024-01-01 16:34:49,635 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 1 day, 21:59:51, time: 0.614, data_time: 0.001, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5966, loss_cls: 6.5483, loss: 6.5483 +2024-01-01 16:35:51,372 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 1 day, 21:58:07, time: 0.617, data_time: 0.001, memory: 16177, top1_acc: 0.3323, top5_acc: 0.5964, loss_cls: 6.5606, loss: 6.5606 +2024-01-01 16:36:22,189 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-01-01 16:38:14,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 16:38:15,023 - pyskl - INFO - +top1_acc 0.2706 +top5_acc 0.5183 +2024-01-01 16:38:15,023 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 16:38:15,055 - pyskl - INFO - +mean_acc 0.2703 +2024-01-01 16:38:15,063 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.2706, top5_acc: 0.5183, mean_class_accuracy: 0.2703 +2024-01-01 16:41:31,250 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 1 day, 22:25:53, time: 1.962, data_time: 1.364, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5970, loss_cls: 6.5667, loss: 6.5667 +2024-01-01 16:42:31,141 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 1 day, 22:23:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3461, top5_acc: 0.6033, loss_cls: 6.4869, loss: 6.4869 +2024-01-01 16:43:31,458 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 1 day, 22:21:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.5905, loss_cls: 6.5469, loss: 6.5469 +2024-01-01 16:44:31,947 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 1 day, 22:18:54, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5897, loss_cls: 6.5575, loss: 6.5575 +2024-01-01 16:45:33,553 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 1 day, 22:16:59, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5942, loss_cls: 6.5612, loss: 6.5612 +2024-01-01 16:46:35,281 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 1 day, 22:15:08, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5941, loss_cls: 6.5586, loss: 6.5586 +2024-01-01 16:47:36,877 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 1 day, 22:13:14, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5991, loss_cls: 6.5355, loss: 6.5355 +2024-01-01 16:48:38,253 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 1 day, 22:11:18, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5881, loss_cls: 6.5540, loss: 6.5540 +2024-01-01 16:49:39,474 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 1 day, 22:09:19, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5841, loss_cls: 6.6210, loss: 6.6210 +2024-01-01 16:50:40,907 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 1 day, 22:07:25, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.5980, loss_cls: 6.5422, loss: 6.5422 +2024-01-01 16:51:42,375 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 1 day, 22:05:33, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5919, loss_cls: 6.5667, loss: 6.5667 +2024-01-01 16:52:43,673 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 1 day, 22:03:38, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6023, loss_cls: 6.5030, loss: 6.5030 +2024-01-01 16:53:45,347 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 1 day, 22:01:49, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.5969, loss_cls: 6.5622, loss: 6.5622 +2024-01-01 16:54:46,698 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 1 day, 21:59:56, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5964, loss_cls: 6.5580, loss: 6.5580 +2024-01-01 16:55:47,952 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 1 day, 21:58:03, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5908, loss_cls: 6.5676, loss: 6.5676 +2024-01-01 16:56:49,139 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 1 day, 21:56:09, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5930, loss_cls: 6.5400, loss: 6.5400 +2024-01-01 16:57:50,724 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 1 day, 21:54:21, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5875, loss_cls: 6.5908, loss: 6.5908 +2024-01-01 16:58:51,912 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 1 day, 21:52:28, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5939, loss_cls: 6.5770, loss: 6.5770 +2024-01-01 16:59:53,408 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 1 day, 21:50:41, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.5973, loss_cls: 6.5248, loss: 6.5248 +2024-01-01 17:00:54,733 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 1 day, 21:48:51, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5886, loss_cls: 6.6042, loss: 6.6042 +2024-01-01 17:01:55,703 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 1 day, 21:46:57, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5969, loss_cls: 6.5629, loss: 6.5629 +2024-01-01 17:02:56,855 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 1 day, 21:45:05, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5897, loss_cls: 6.5646, loss: 6.5646 +2024-01-01 17:03:57,999 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 1 day, 21:43:15, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5997, loss_cls: 6.5273, loss: 6.5273 +2024-01-01 17:04:59,438 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 1 day, 21:41:29, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5980, loss_cls: 6.5546, loss: 6.5546 +2024-01-01 17:06:00,760 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 1 day, 21:39:42, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.5967, loss_cls: 6.5724, loss: 6.5724 +2024-01-01 17:07:02,182 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 1 day, 21:37:57, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.6002, loss_cls: 6.5383, loss: 6.5383 +2024-01-01 17:08:03,475 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 1 day, 21:36:11, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5859, loss_cls: 6.5793, loss: 6.5793 +2024-01-01 17:09:04,964 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 1 day, 21:34:28, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5855, loss_cls: 6.6105, loss: 6.6105 +2024-01-01 17:10:06,101 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 1 day, 21:32:41, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.5881, loss_cls: 6.5684, loss: 6.5684 +2024-01-01 17:11:07,450 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 1 day, 21:30:56, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5834, loss_cls: 6.5829, loss: 6.5829 +2024-01-01 17:12:08,818 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 1 day, 21:29:13, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.5981, loss_cls: 6.5394, loss: 6.5394 +2024-01-01 17:13:10,040 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 1 day, 21:27:28, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5911, loss_cls: 6.5874, loss: 6.5874 +2024-01-01 17:14:11,511 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 1 day, 21:25:47, time: 0.615, data_time: 0.001, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5875, loss_cls: 6.5668, loss: 6.5668 +2024-01-01 17:15:13,002 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 1 day, 21:24:07, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5938, loss_cls: 6.5516, loss: 6.5516 +2024-01-01 17:16:13,554 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 1 day, 21:22:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5913, loss_cls: 6.5775, loss: 6.5775 +2024-01-01 17:17:14,907 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 1 day, 21:20:33, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.5959, loss_cls: 6.5362, loss: 6.5362 +2024-01-01 17:18:16,603 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 1 day, 21:18:57, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.5964, loss_cls: 6.5468, loss: 6.5468 +2024-01-01 17:18:46,420 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-01-01 17:20:36,197 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 17:20:37,040 - pyskl - INFO - +top1_acc 0.2438 +top5_acc 0.4859 +2024-01-01 17:20:37,040 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 17:20:37,076 - pyskl - INFO - +mean_acc 0.2437 +2024-01-01 17:20:37,089 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2438, top5_acc: 0.4859, mean_class_accuracy: 0.2437 +2024-01-01 17:24:05,490 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 1 day, 21:43:18, time: 2.084, data_time: 1.489, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6042, loss_cls: 6.4978, loss: 6.4978 +2024-01-01 17:25:06,102 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 1 day, 21:41:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6012, loss_cls: 6.5159, loss: 6.5159 +2024-01-01 17:26:06,974 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 1 day, 21:39:24, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3375, top5_acc: 0.5933, loss_cls: 6.5324, loss: 6.5324 +2024-01-01 17:27:08,013 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 1 day, 21:37:32, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3408, top5_acc: 0.5998, loss_cls: 6.5190, loss: 6.5190 +2024-01-01 17:28:08,890 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 1 day, 21:35:38, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.5978, loss_cls: 6.4911, loss: 6.4911 +2024-01-01 17:29:10,208 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 1 day, 21:33:51, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3433, top5_acc: 0.6073, loss_cls: 6.5048, loss: 6.5048 +2024-01-01 17:30:11,299 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 1 day, 21:32:01, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6027, loss_cls: 6.5367, loss: 6.5367 +2024-01-01 17:31:12,437 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 1 day, 21:30:13, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6047, loss_cls: 6.5092, loss: 6.5092 +2024-01-01 17:32:13,123 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 1 day, 21:28:19, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.6052, loss_cls: 6.5072, loss: 6.5072 +2024-01-01 17:33:13,766 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 1 day, 21:26:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6098, loss_cls: 6.4728, loss: 6.4728 +2024-01-01 17:34:14,500 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 1 day, 21:24:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5984, loss_cls: 6.5426, loss: 6.5426 +2024-01-01 17:35:15,216 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 1 day, 21:22:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6000, loss_cls: 6.5049, loss: 6.5049 +2024-01-01 17:36:15,750 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 1 day, 21:20:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5989, loss_cls: 6.5372, loss: 6.5372 +2024-01-01 17:37:17,008 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 1 day, 21:19:02, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.5961, loss_cls: 6.5359, loss: 6.5359 +2024-01-01 17:38:18,342 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 1 day, 21:17:20, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5941, loss_cls: 6.5328, loss: 6.5328 +2024-01-01 17:39:19,365 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 1 day, 21:15:33, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6030, loss_cls: 6.5219, loss: 6.5219 +2024-01-01 17:40:20,712 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 1 day, 21:13:52, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5869, loss_cls: 6.5749, loss: 6.5749 +2024-01-01 17:41:21,953 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 1 day, 21:12:09, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5930, loss_cls: 6.5860, loss: 6.5860 +2024-01-01 17:42:22,465 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 1 day, 21:10:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3314, top5_acc: 0.5945, loss_cls: 6.5795, loss: 6.5795 +2024-01-01 17:43:22,908 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 1 day, 21:08:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5853, loss_cls: 6.5725, loss: 6.5725 +2024-01-01 17:44:23,787 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 1 day, 21:06:40, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5952, loss_cls: 6.5673, loss: 6.5673 +2024-01-01 17:45:24,016 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 1 day, 21:04:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5941, loss_cls: 6.5697, loss: 6.5697 +2024-01-01 17:46:24,398 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 1 day, 21:02:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.5964, loss_cls: 6.5578, loss: 6.5578 +2024-01-01 17:47:25,064 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 1 day, 21:01:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5933, loss_cls: 6.5491, loss: 6.5491 +2024-01-01 17:48:25,354 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 1 day, 20:59:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3319, top5_acc: 0.5928, loss_cls: 6.5522, loss: 6.5522 +2024-01-01 17:49:25,596 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 1 day, 20:57:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5941, loss_cls: 6.5715, loss: 6.5715 +2024-01-01 17:50:26,097 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 1 day, 20:55:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5958, loss_cls: 6.5576, loss: 6.5576 +2024-01-01 17:51:26,409 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 1 day, 20:53:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5850, loss_cls: 6.6027, loss: 6.6027 +2024-01-01 17:52:27,368 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 1 day, 20:52:08, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5905, loss_cls: 6.5749, loss: 6.5749 +2024-01-01 17:53:28,635 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 1 day, 20:50:31, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5938, loss_cls: 6.5395, loss: 6.5395 +2024-01-01 17:54:29,719 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 1 day, 20:48:52, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5992, loss_cls: 6.5436, loss: 6.5436 +2024-01-01 17:55:30,152 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 1 day, 20:47:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5994, loss_cls: 6.5208, loss: 6.5208 +2024-01-01 17:56:31,374 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 1 day, 20:45:28, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5902, loss_cls: 6.5767, loss: 6.5767 +2024-01-01 17:57:32,600 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 1 day, 20:43:52, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5981, loss_cls: 6.5693, loss: 6.5693 +2024-01-01 17:58:33,347 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 1 day, 20:42:10, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5895, loss_cls: 6.5582, loss: 6.5582 +2024-01-01 17:59:34,297 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 1 day, 20:40:31, time: 0.609, data_time: 0.001, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5964, loss_cls: 6.5537, loss: 6.5537 +2024-01-01 18:00:35,485 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 1 day, 20:38:55, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.5988, loss_cls: 6.5371, loss: 6.5371 +2024-01-01 18:01:05,197 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-01-01 18:02:58,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 18:02:58,961 - pyskl - INFO - +top1_acc 0.2788 +top5_acc 0.5294 +2024-01-01 18:02:58,961 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 18:02:59,000 - pyskl - INFO - +mean_acc 0.2785 +2024-01-01 18:02:59,006 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_80.pth was removed +2024-01-01 18:02:59,278 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2024-01-01 18:02:59,278 - pyskl - INFO - Best top1_acc is 0.2788 at 83 epoch. +2024-01-01 18:02:59,287 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2788, top5_acc: 0.5294, mean_class_accuracy: 0.2785 +2024-01-01 18:06:25,742 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 1 day, 20:58:17, time: 2.064, data_time: 1.462, memory: 16177, top1_acc: 0.3412, top5_acc: 0.6094, loss_cls: 6.4864, loss: 6.4864 +2024-01-01 18:07:25,584 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 1 day, 20:56:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6172, loss_cls: 6.4452, loss: 6.4452 +2024-01-01 18:08:25,928 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 1 day, 20:54:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3427, top5_acc: 0.6042, loss_cls: 6.5188, loss: 6.5188 +2024-01-01 18:09:26,292 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 1 day, 20:52:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6075, loss_cls: 6.4696, loss: 6.4696 +2024-01-01 18:10:26,854 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 1 day, 20:50:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.6019, loss_cls: 6.5077, loss: 6.5077 +2024-01-01 18:11:27,505 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 1 day, 20:49:08, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.6066, loss_cls: 6.4848, loss: 6.4848 +2024-01-01 18:12:28,445 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 1 day, 20:47:25, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.6058, loss_cls: 6.5196, loss: 6.5196 +2024-01-01 18:13:28,959 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 1 day, 20:45:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3367, top5_acc: 0.5889, loss_cls: 6.5644, loss: 6.5644 +2024-01-01 18:14:29,537 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 1 day, 20:43:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5952, loss_cls: 6.5466, loss: 6.5466 +2024-01-01 18:15:30,274 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 1 day, 20:42:10, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6006, loss_cls: 6.5229, loss: 6.5229 +2024-01-01 18:16:31,766 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 1 day, 20:40:35, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.6027, loss_cls: 6.5245, loss: 6.5245 +2024-01-01 18:17:32,998 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 1 day, 20:38:58, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6075, loss_cls: 6.4848, loss: 6.4848 +2024-01-01 18:18:34,144 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 1 day, 20:37:20, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.6008, loss_cls: 6.5335, loss: 6.5335 +2024-01-01 18:19:35,247 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 1 day, 20:35:41, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.5961, loss_cls: 6.5323, loss: 6.5323 +2024-01-01 18:20:36,041 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 1 day, 20:34:00, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.5955, loss_cls: 6.5265, loss: 6.5265 +2024-01-01 18:21:36,359 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 1 day, 20:32:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5861, loss_cls: 6.5635, loss: 6.5635 +2024-01-01 18:22:37,144 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 1 day, 20:30:34, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5986, loss_cls: 6.5553, loss: 6.5553 +2024-01-01 18:23:37,748 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 1 day, 20:28:52, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3478, top5_acc: 0.6067, loss_cls: 6.4724, loss: 6.4724 +2024-01-01 18:24:37,969 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 1 day, 20:27:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5925, loss_cls: 6.5580, loss: 6.5580 +2024-01-01 18:25:38,523 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 1 day, 20:25:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5872, loss_cls: 6.5448, loss: 6.5448 +2024-01-01 18:26:39,252 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 1 day, 20:23:45, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.5942, loss_cls: 6.5391, loss: 6.5391 +2024-01-01 18:27:39,863 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 1 day, 20:22:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.5984, loss_cls: 6.5183, loss: 6.5183 +2024-01-01 18:28:40,059 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 1 day, 20:20:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.5958, loss_cls: 6.5363, loss: 6.5363 +2024-01-01 18:29:40,360 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 1 day, 20:18:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3378, top5_acc: 0.5942, loss_cls: 6.5572, loss: 6.5572 +2024-01-01 18:30:40,702 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 1 day, 20:16:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6102, loss_cls: 6.4777, loss: 6.4777 +2024-01-01 18:31:41,106 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 1 day, 20:15:14, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.5970, loss_cls: 6.5386, loss: 6.5386 +2024-01-01 18:32:41,238 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 1 day, 20:13:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5981, loss_cls: 6.5503, loss: 6.5503 +2024-01-01 18:33:41,585 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 1 day, 20:11:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.5983, loss_cls: 6.5358, loss: 6.5358 +2024-01-01 18:34:41,986 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 1 day, 20:10:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5953, loss_cls: 6.5643, loss: 6.5643 +2024-01-01 18:35:42,516 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 1 day, 20:08:29, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3272, top5_acc: 0.5956, loss_cls: 6.5578, loss: 6.5578 +2024-01-01 18:36:42,947 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 1 day, 20:06:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.5998, loss_cls: 6.5129, loss: 6.5129 +2024-01-01 18:37:43,598 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 1 day, 20:05:13, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5917, loss_cls: 6.5393, loss: 6.5393 +2024-01-01 18:38:44,874 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 1 day, 20:03:42, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3333, top5_acc: 0.5952, loss_cls: 6.5832, loss: 6.5832 +2024-01-01 18:39:45,960 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 1 day, 20:02:10, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5989, loss_cls: 6.5111, loss: 6.5111 +2024-01-01 18:40:47,480 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 1 day, 20:00:42, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5970, loss_cls: 6.5283, loss: 6.5283 +2024-01-01 18:41:49,209 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 1 day, 19:59:16, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5886, loss_cls: 6.5512, loss: 6.5512 +2024-01-01 18:42:49,346 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 1 day, 19:57:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5952, loss_cls: 6.5289, loss: 6.5289 +2024-01-01 18:43:19,027 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-01-01 18:45:19,322 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 18:45:20,394 - pyskl - INFO - +top1_acc 0.2747 +top5_acc 0.5248 +2024-01-01 18:45:20,395 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 18:45:20,433 - pyskl - INFO - +mean_acc 0.2745 +2024-01-01 18:45:20,440 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2747, top5_acc: 0.5248, mean_class_accuracy: 0.2745 +2024-01-01 18:49:04,021 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 1 day, 20:16:24, time: 2.236, data_time: 1.629, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6125, loss_cls: 6.4436, loss: 6.4436 +2024-01-01 18:50:03,826 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 1 day, 20:14:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6088, loss_cls: 6.4680, loss: 6.4680 +2024-01-01 18:51:04,976 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 1 day, 20:13:00, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5972, loss_cls: 6.5410, loss: 6.5410 +2024-01-01 18:52:05,337 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 1 day, 20:11:18, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6109, loss_cls: 6.4743, loss: 6.4743 +2024-01-01 18:53:05,694 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 1 day, 20:09:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5998, loss_cls: 6.5101, loss: 6.5101 +2024-01-01 18:54:06,032 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 1 day, 20:07:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6033, loss_cls: 6.4981, loss: 6.4981 +2024-01-01 18:55:06,229 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 1 day, 20:06:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6006, loss_cls: 6.4864, loss: 6.4864 +2024-01-01 18:56:06,187 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 1 day, 20:04:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6088, loss_cls: 6.4738, loss: 6.4738 +2024-01-01 18:57:06,656 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 1 day, 20:02:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.6017, loss_cls: 6.5303, loss: 6.5303 +2024-01-01 18:58:06,906 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 1 day, 20:01:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6064, loss_cls: 6.4810, loss: 6.4810 +2024-01-01 18:59:07,168 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 1 day, 19:59:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3369, top5_acc: 0.6042, loss_cls: 6.5302, loss: 6.5302 +2024-01-01 19:00:07,519 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 1 day, 19:57:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5948, loss_cls: 6.5449, loss: 6.5449 +2024-01-01 19:01:08,164 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 1 day, 19:56:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3430, top5_acc: 0.6056, loss_cls: 6.4987, loss: 6.4987 +2024-01-01 19:02:08,292 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 1 day, 19:54:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.6002, loss_cls: 6.5080, loss: 6.5080 +2024-01-01 19:03:08,691 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 1 day, 19:52:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6047, loss_cls: 6.5027, loss: 6.5027 +2024-01-01 19:04:09,152 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 1 day, 19:51:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.5970, loss_cls: 6.5251, loss: 6.5251 +2024-01-01 19:05:09,551 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 1 day, 19:49:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5925, loss_cls: 6.5676, loss: 6.5676 +2024-01-01 19:06:09,999 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 1 day, 19:47:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6023, loss_cls: 6.4779, loss: 6.4779 +2024-01-01 19:07:10,349 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 1 day, 19:46:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3378, top5_acc: 0.6044, loss_cls: 6.5229, loss: 6.5229 +2024-01-01 19:08:10,695 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 1 day, 19:44:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6006, loss_cls: 6.5207, loss: 6.5207 +2024-01-01 19:09:11,190 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 1 day, 19:42:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.5994, loss_cls: 6.5383, loss: 6.5383 +2024-01-01 19:10:11,710 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 1 day, 19:41:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.5953, loss_cls: 6.5352, loss: 6.5352 +2024-01-01 19:11:12,392 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 1 day, 19:39:48, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.6014, loss_cls: 6.5115, loss: 6.5115 +2024-01-01 19:12:13,254 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 1 day, 19:38:15, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6114, loss_cls: 6.4781, loss: 6.4781 +2024-01-01 19:13:13,320 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 1 day, 19:36:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5922, loss_cls: 6.5167, loss: 6.5167 +2024-01-01 19:14:13,794 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 1 day, 19:35:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3378, top5_acc: 0.5969, loss_cls: 6.5191, loss: 6.5191 +2024-01-01 19:15:14,374 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 1 day, 19:33:27, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5953, loss_cls: 6.5347, loss: 6.5347 +2024-01-01 19:16:14,623 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 1 day, 19:31:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3427, top5_acc: 0.5961, loss_cls: 6.5328, loss: 6.5328 +2024-01-01 19:17:15,071 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 1 day, 19:30:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.6039, loss_cls: 6.5066, loss: 6.5066 +2024-01-01 19:18:15,657 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 1 day, 19:28:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5969, loss_cls: 6.5088, loss: 6.5088 +2024-01-01 19:19:16,084 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 1 day, 19:27:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3312, top5_acc: 0.5916, loss_cls: 6.5669, loss: 6.5669 +2024-01-01 19:20:17,705 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 1 day, 19:25:43, time: 0.616, data_time: 0.001, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5908, loss_cls: 6.5749, loss: 6.5749 +2024-01-01 19:21:18,576 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 1 day, 19:24:12, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.5988, loss_cls: 6.5239, loss: 6.5239 +2024-01-01 19:22:19,744 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 1 day, 19:22:44, time: 0.612, data_time: 0.001, memory: 16177, top1_acc: 0.3395, top5_acc: 0.5947, loss_cls: 6.5313, loss: 6.5313 +2024-01-01 19:23:21,876 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 1 day, 19:21:25, time: 0.621, data_time: 0.000, memory: 16177, top1_acc: 0.3473, top5_acc: 0.5970, loss_cls: 6.5146, loss: 6.5146 +2024-01-01 19:24:22,393 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 1 day, 19:19:52, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6027, loss_cls: 6.4796, loss: 6.4796 +2024-01-01 19:25:22,477 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 1 day, 19:18:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6092, loss_cls: 6.4912, loss: 6.4912 +2024-01-01 19:25:52,932 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-01-01 19:27:50,024 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 19:27:51,086 - pyskl - INFO - +top1_acc 0.2598 +top5_acc 0.5161 +2024-01-01 19:27:51,086 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 19:27:51,120 - pyskl - INFO - +mean_acc 0.2596 +2024-01-01 19:27:51,128 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2598, top5_acc: 0.5161, mean_class_accuracy: 0.2596 +2024-01-01 19:31:16,476 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 1 day, 19:31:48, time: 2.053, data_time: 1.455, memory: 16177, top1_acc: 0.3427, top5_acc: 0.6158, loss_cls: 6.4557, loss: 6.4557 +2024-01-01 19:32:16,408 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 1 day, 19:30:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6152, loss_cls: 6.4475, loss: 6.4475 +2024-01-01 19:33:16,563 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 1 day, 19:28:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6059, loss_cls: 6.4860, loss: 6.4860 +2024-01-01 19:34:17,414 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 1 day, 19:26:57, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.6052, loss_cls: 6.4936, loss: 6.4936 +2024-01-01 19:35:18,053 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 1 day, 19:25:23, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6069, loss_cls: 6.4530, loss: 6.4530 +2024-01-01 19:36:18,487 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 1 day, 19:23:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6178, loss_cls: 6.4298, loss: 6.4298 +2024-01-01 19:37:19,136 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 1 day, 19:22:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.6114, loss_cls: 6.4881, loss: 6.4881 +2024-01-01 19:38:19,685 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 1 day, 19:20:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.5983, loss_cls: 6.5095, loss: 6.5095 +2024-01-01 19:39:20,139 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 1 day, 19:19:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3448, top5_acc: 0.6028, loss_cls: 6.5215, loss: 6.5215 +2024-01-01 19:40:20,816 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 1 day, 19:17:33, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.6016, loss_cls: 6.5150, loss: 6.5150 +2024-01-01 19:41:21,144 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 1 day, 19:15:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.5939, loss_cls: 6.5277, loss: 6.5277 +2024-01-01 19:42:21,694 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 1 day, 19:14:25, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.6048, loss_cls: 6.5098, loss: 6.5098 +2024-01-01 19:43:22,104 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 1 day, 19:12:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5998, loss_cls: 6.5274, loss: 6.5274 +2024-01-01 19:44:22,275 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 1 day, 19:11:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.5997, loss_cls: 6.4926, loss: 6.4926 +2024-01-01 19:45:22,794 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 1 day, 19:09:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3323, top5_acc: 0.5948, loss_cls: 6.5108, loss: 6.5108 +2024-01-01 19:46:23,118 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 1 day, 19:08:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6017, loss_cls: 6.4978, loss: 6.4978 +2024-01-01 19:47:23,221 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 1 day, 19:06:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5934, loss_cls: 6.5124, loss: 6.5124 +2024-01-01 19:48:24,249 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 1 day, 19:05:05, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6120, loss_cls: 6.4545, loss: 6.4545 +2024-01-01 19:49:25,273 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 1 day, 19:03:37, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.6064, loss_cls: 6.4808, loss: 6.4808 +2024-01-01 19:50:26,446 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 1 day, 19:02:10, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3533, top5_acc: 0.6148, loss_cls: 6.4442, loss: 6.4442 +2024-01-01 19:51:27,527 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 1 day, 19:00:43, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6017, loss_cls: 6.4882, loss: 6.4882 +2024-01-01 19:52:28,576 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 1 day, 18:59:16, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6061, loss_cls: 6.4614, loss: 6.4614 +2024-01-01 19:53:29,495 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 1 day, 18:57:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.5959, loss_cls: 6.5667, loss: 6.5667 +2024-01-01 19:54:30,043 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 1 day, 18:56:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3337, top5_acc: 0.5962, loss_cls: 6.5134, loss: 6.5134 +2024-01-01 19:55:31,550 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 1 day, 18:54:53, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.6098, loss_cls: 6.5086, loss: 6.5086 +2024-01-01 19:56:32,244 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 1 day, 18:53:24, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6027, loss_cls: 6.4961, loss: 6.4961 +2024-01-01 19:57:32,481 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 1 day, 18:51:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3394, top5_acc: 0.5950, loss_cls: 6.5328, loss: 6.5328 +2024-01-01 19:58:33,666 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 1 day, 18:50:26, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6097, loss_cls: 6.4922, loss: 6.4922 +2024-01-01 19:59:34,973 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 1 day, 18:49:01, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.6027, loss_cls: 6.5219, loss: 6.5219 +2024-01-01 20:00:36,083 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 1 day, 18:47:36, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.5994, loss_cls: 6.5296, loss: 6.5296 +2024-01-01 20:01:37,824 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 1 day, 18:46:15, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.5975, loss_cls: 6.5034, loss: 6.5034 +2024-01-01 20:02:40,519 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 1 day, 18:45:01, time: 0.627, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.5947, loss_cls: 6.5281, loss: 6.5281 +2024-01-01 20:03:41,265 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 1 day, 18:43:33, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6103, loss_cls: 6.4863, loss: 6.4863 +2024-01-01 20:04:42,474 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 1 day, 18:42:09, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3383, top5_acc: 0.6080, loss_cls: 6.4879, loss: 6.4879 +2024-01-01 20:05:44,184 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 1 day, 18:40:48, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.6061, loss_cls: 6.4830, loss: 6.4830 +2024-01-01 20:06:44,095 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 1 day, 18:39:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.5919, loss_cls: 6.5274, loss: 6.5274 +2024-01-01 20:07:44,597 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 1 day, 18:37:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3383, top5_acc: 0.5972, loss_cls: 6.5297, loss: 6.5297 +2024-01-01 20:08:15,087 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-01-01 20:10:14,419 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 20:10:15,531 - pyskl - INFO - +top1_acc 0.2848 +top5_acc 0.5389 +2024-01-01 20:10:15,532 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 20:10:15,574 - pyskl - INFO - +mean_acc 0.2845 +2024-01-01 20:10:15,580 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_83.pth was removed +2024-01-01 20:10:15,854 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. +2024-01-01 20:10:15,854 - pyskl - INFO - Best top1_acc is 0.2848 at 86 epoch. +2024-01-01 20:10:15,862 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2848, top5_acc: 0.5389, mean_class_accuracy: 0.2845 +2024-01-01 20:13:45,147 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 1 day, 18:49:53, time: 2.093, data_time: 1.497, memory: 16177, top1_acc: 0.3488, top5_acc: 0.6075, loss_cls: 6.4249, loss: 6.4249 +2024-01-01 20:14:46,256 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 1 day, 18:48:26, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3506, top5_acc: 0.6064, loss_cls: 6.4672, loss: 6.4672 +2024-01-01 20:15:47,237 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 1 day, 18:46:58, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6106, loss_cls: 6.4727, loss: 6.4727 +2024-01-01 20:16:47,666 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 1 day, 18:45:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3489, top5_acc: 0.6105, loss_cls: 6.4622, loss: 6.4622 +2024-01-01 20:17:49,029 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 1 day, 18:44:01, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.5991, loss_cls: 6.5167, loss: 6.5167 +2024-01-01 20:18:49,415 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 1 day, 18:42:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6155, loss_cls: 6.4449, loss: 6.4449 +2024-01-01 20:19:49,859 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 1 day, 18:40:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6116, loss_cls: 6.4614, loss: 6.4614 +2024-01-01 20:20:50,250 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 1 day, 18:39:27, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.6009, loss_cls: 6.4880, loss: 6.4880 +2024-01-01 20:21:51,025 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 1 day, 18:37:59, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6106, loss_cls: 6.4567, loss: 6.4567 +2024-01-01 20:22:51,361 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 1 day, 18:36:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5978, loss_cls: 6.5102, loss: 6.5102 +2024-01-01 20:23:52,060 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 1 day, 18:34:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3461, top5_acc: 0.6123, loss_cls: 6.4874, loss: 6.4874 +2024-01-01 20:24:52,771 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 1 day, 18:33:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.6022, loss_cls: 6.5067, loss: 6.5067 +2024-01-01 20:25:53,168 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 1 day, 18:32:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.5944, loss_cls: 6.5178, loss: 6.5178 +2024-01-01 20:26:53,955 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 1 day, 18:30:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6062, loss_cls: 6.4449, loss: 6.4449 +2024-01-01 20:27:54,852 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 1 day, 18:29:06, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5988, loss_cls: 6.4987, loss: 6.4987 +2024-01-01 20:28:55,503 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 1 day, 18:27:38, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.6070, loss_cls: 6.4646, loss: 6.4646 +2024-01-01 20:29:56,221 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 1 day, 18:26:11, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6062, loss_cls: 6.5060, loss: 6.5060 +2024-01-01 20:30:57,522 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 1 day, 18:24:47, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3534, top5_acc: 0.6053, loss_cls: 6.4597, loss: 6.4597 +2024-01-01 20:31:59,203 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 1 day, 18:23:26, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6053, loss_cls: 6.4677, loss: 6.4677 +2024-01-01 20:33:00,360 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 1 day, 18:22:02, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6075, loss_cls: 6.4782, loss: 6.4782 +2024-01-01 20:34:02,087 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 1 day, 18:20:42, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5975, loss_cls: 6.5296, loss: 6.5296 +2024-01-01 20:35:03,420 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 1 day, 18:19:19, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.6120, loss_cls: 6.4663, loss: 6.4663 +2024-01-01 20:36:04,512 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 1 day, 18:17:55, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6114, loss_cls: 6.4553, loss: 6.4553 +2024-01-01 20:37:05,779 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 1 day, 18:16:32, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6045, loss_cls: 6.4794, loss: 6.4794 +2024-01-01 20:38:07,159 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 1 day, 18:15:10, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.5989, loss_cls: 6.4943, loss: 6.4943 +2024-01-01 20:39:08,626 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 1 day, 18:13:49, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.5972, loss_cls: 6.4889, loss: 6.4889 +2024-01-01 20:40:09,915 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 1 day, 18:12:26, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6184, loss_cls: 6.4263, loss: 6.4263 +2024-01-01 20:41:11,346 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 1 day, 18:11:05, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3461, top5_acc: 0.5952, loss_cls: 6.4900, loss: 6.4900 +2024-01-01 20:42:12,820 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 1 day, 18:09:44, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5955, loss_cls: 6.5150, loss: 6.5150 +2024-01-01 20:43:14,255 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 1 day, 18:08:22, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3448, top5_acc: 0.6105, loss_cls: 6.4630, loss: 6.4630 +2024-01-01 20:44:16,008 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 1 day, 18:07:03, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6117, loss_cls: 6.4848, loss: 6.4848 +2024-01-01 20:45:17,582 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 1 day, 18:05:43, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6066, loss_cls: 6.4983, loss: 6.4983 +2024-01-01 20:46:18,128 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 1 day, 18:04:17, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3478, top5_acc: 0.5995, loss_cls: 6.4991, loss: 6.4991 +2024-01-01 20:47:20,367 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 1 day, 18:03:01, time: 0.622, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6114, loss_cls: 6.4674, loss: 6.4674 +2024-01-01 20:48:20,770 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 1 day, 18:01:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.6105, loss_cls: 6.5052, loss: 6.5052 +2024-01-01 20:49:20,668 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 1 day, 18:00:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.6103, loss_cls: 6.4826, loss: 6.4826 +2024-01-01 20:50:20,941 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 1 day, 17:58:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3445, top5_acc: 0.5995, loss_cls: 6.5003, loss: 6.5003 +2024-01-01 20:50:50,812 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-01-01 20:52:46,777 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 20:52:47,811 - pyskl - INFO - +top1_acc 0.2886 +top5_acc 0.5460 +2024-01-01 20:52:47,811 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 20:52:47,849 - pyskl - INFO - +mean_acc 0.2884 +2024-01-01 20:52:47,854 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_86.pth was removed +2024-01-01 20:52:48,130 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2024-01-01 20:52:48,131 - pyskl - INFO - Best top1_acc is 0.2886 at 87 epoch. +2024-01-01 20:52:48,138 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2886, top5_acc: 0.5460, mean_class_accuracy: 0.2884 +2024-01-01 20:56:06,217 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 1 day, 18:07:59, time: 1.981, data_time: 1.388, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6170, loss_cls: 6.4209, loss: 6.4209 +2024-01-01 20:57:05,833 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 1 day, 18:06:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6177, loss_cls: 6.4006, loss: 6.4006 +2024-01-01 20:58:05,819 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 1 day, 18:04:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3427, top5_acc: 0.6081, loss_cls: 6.4565, loss: 6.4565 +2024-01-01 20:59:06,440 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 1 day, 18:03:28, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6105, loss_cls: 6.4257, loss: 6.4257 +2024-01-01 21:00:06,895 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 1 day, 18:02:00, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6094, loss_cls: 6.4932, loss: 6.4932 +2024-01-01 21:01:07,969 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 1 day, 18:00:36, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3488, top5_acc: 0.6078, loss_cls: 6.4802, loss: 6.4802 +2024-01-01 21:02:09,146 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 1 day, 17:59:13, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6183, loss_cls: 6.4379, loss: 6.4379 +2024-01-01 21:03:10,392 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 1 day, 17:57:50, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6177, loss_cls: 6.4475, loss: 6.4475 +2024-01-01 21:04:11,856 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 1 day, 17:56:29, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6181, loss_cls: 6.4178, loss: 6.4178 +2024-01-01 21:05:13,036 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 1 day, 17:55:06, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6117, loss_cls: 6.4605, loss: 6.4605 +2024-01-01 21:06:14,242 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 1 day, 17:53:43, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6203, loss_cls: 6.3845, loss: 6.3845 +2024-01-01 21:07:15,107 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 1 day, 17:52:19, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6023, loss_cls: 6.4641, loss: 6.4641 +2024-01-01 21:08:15,630 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 1 day, 17:50:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6053, loss_cls: 6.4682, loss: 6.4682 +2024-01-01 21:09:16,734 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 1 day, 17:49:29, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6072, loss_cls: 6.4714, loss: 6.4714 +2024-01-01 21:10:17,829 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 1 day, 17:48:07, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6084, loss_cls: 6.4548, loss: 6.4548 +2024-01-01 21:11:19,061 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 1 day, 17:46:45, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6162, loss_cls: 6.4131, loss: 6.4131 +2024-01-01 21:12:19,506 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 1 day, 17:45:18, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5998, loss_cls: 6.5048, loss: 6.5048 +2024-01-01 21:13:19,988 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 1 day, 17:43:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.6031, loss_cls: 6.5098, loss: 6.5098 +2024-01-01 21:14:20,920 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 1 day, 17:42:29, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6067, loss_cls: 6.4955, loss: 6.4955 +2024-01-01 21:15:21,534 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 1 day, 17:41:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6056, loss_cls: 6.4923, loss: 6.4923 +2024-01-01 21:16:22,154 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 1 day, 17:39:39, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6016, loss_cls: 6.4751, loss: 6.4751 +2024-01-01 21:17:22,522 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 1 day, 17:38:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3323, top5_acc: 0.5972, loss_cls: 6.5179, loss: 6.5179 +2024-01-01 21:18:22,840 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 1 day, 17:36:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6092, loss_cls: 6.4557, loss: 6.4557 +2024-01-01 21:19:23,142 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 1 day, 17:35:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.5991, loss_cls: 6.5335, loss: 6.5335 +2024-01-01 21:20:23,152 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 1 day, 17:33:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6044, loss_cls: 6.4710, loss: 6.4710 +2024-01-01 21:21:23,347 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 1 day, 17:32:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6034, loss_cls: 6.4833, loss: 6.4833 +2024-01-01 21:22:23,418 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 1 day, 17:30:58, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.5969, loss_cls: 6.5119, loss: 6.5119 +2024-01-01 21:23:23,898 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 1 day, 17:29:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6052, loss_cls: 6.4868, loss: 6.4868 +2024-01-01 21:24:24,092 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 1 day, 17:28:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3403, top5_acc: 0.6075, loss_cls: 6.4777, loss: 6.4777 +2024-01-01 21:25:25,647 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 1 day, 17:26:48, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6019, loss_cls: 6.4888, loss: 6.4888 +2024-01-01 21:26:27,658 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 1 day, 17:25:33, time: 0.620, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.6017, loss_cls: 6.5248, loss: 6.5248 +2024-01-01 21:27:28,144 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 1 day, 17:24:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6112, loss_cls: 6.4452, loss: 6.4452 +2024-01-01 21:28:29,658 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 1 day, 17:22:50, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6108, loss_cls: 6.4723, loss: 6.4723 +2024-01-01 21:29:30,684 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 1 day, 17:21:29, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3438, top5_acc: 0.6028, loss_cls: 6.4629, loss: 6.4629 +2024-01-01 21:30:30,636 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 1 day, 17:20:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6123, loss_cls: 6.4778, loss: 6.4778 +2024-01-01 21:31:30,777 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 1 day, 17:18:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3544, top5_acc: 0.6091, loss_cls: 6.4444, loss: 6.4444 +2024-01-01 21:32:31,209 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 1 day, 17:17:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6136, loss_cls: 6.4379, loss: 6.4379 +2024-01-01 21:33:01,573 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-01-01 21:34:59,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 21:35:00,265 - pyskl - INFO - +top1_acc 0.2917 +top5_acc 0.5481 +2024-01-01 21:35:00,265 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 21:35:00,298 - pyskl - INFO - +mean_acc 0.2917 +2024-01-01 21:35:00,306 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_87.pth was removed +2024-01-01 21:35:00,533 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2024-01-01 21:35:00,534 - pyskl - INFO - Best top1_acc is 0.2917 at 88 epoch. +2024-01-01 21:35:00,541 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2917, top5_acc: 0.5481, mean_class_accuracy: 0.2917 +2024-01-01 21:38:20,484 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 1 day, 17:25:37, time: 1.999, data_time: 1.411, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6194, loss_cls: 6.4284, loss: 6.4284 +2024-01-01 21:39:20,167 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 1 day, 17:24:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6197, loss_cls: 6.3993, loss: 6.3993 +2024-01-01 21:40:19,939 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 1 day, 17:22:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6114, loss_cls: 6.4473, loss: 6.4473 +2024-01-01 21:41:19,998 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 1 day, 17:21:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6100, loss_cls: 6.4509, loss: 6.4509 +2024-01-01 21:42:20,294 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 1 day, 17:19:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6198, loss_cls: 6.4095, loss: 6.4095 +2024-01-01 21:43:20,709 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 1 day, 17:18:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6120, loss_cls: 6.4461, loss: 6.4461 +2024-01-01 21:44:21,823 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 1 day, 17:16:59, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6155, loss_cls: 6.4487, loss: 6.4487 +2024-01-01 21:45:22,727 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 1 day, 17:15:36, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6216, loss_cls: 6.4253, loss: 6.4253 +2024-01-01 21:46:22,696 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 1 day, 17:14:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.6083, loss_cls: 6.4745, loss: 6.4745 +2024-01-01 21:47:23,153 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 1 day, 17:12:44, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6178, loss_cls: 6.4473, loss: 6.4473 +2024-01-01 21:48:24,271 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 1 day, 17:11:24, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6073, loss_cls: 6.4642, loss: 6.4642 +2024-01-01 21:49:25,067 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 1 day, 17:10:01, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6041, loss_cls: 6.4528, loss: 6.4528 +2024-01-01 21:50:25,183 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 1 day, 17:08:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6120, loss_cls: 6.4442, loss: 6.4442 +2024-01-01 21:51:25,663 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 1 day, 17:07:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.6003, loss_cls: 6.4923, loss: 6.4923 +2024-01-01 21:52:26,940 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 1 day, 17:05:52, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3573, top5_acc: 0.6109, loss_cls: 6.4565, loss: 6.4565 +2024-01-01 21:53:27,461 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 1 day, 17:04:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6078, loss_cls: 6.4785, loss: 6.4785 +2024-01-01 21:54:27,341 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 1 day, 17:03:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6070, loss_cls: 6.4451, loss: 6.4451 +2024-01-01 21:55:27,643 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 1 day, 17:01:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6017, loss_cls: 6.4608, loss: 6.4608 +2024-01-01 21:56:27,895 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 1 day, 17:00:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6073, loss_cls: 6.4588, loss: 6.4588 +2024-01-01 21:57:28,119 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 1 day, 16:58:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.6042, loss_cls: 6.4713, loss: 6.4713 +2024-01-01 21:58:28,191 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 1 day, 16:57:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6053, loss_cls: 6.4450, loss: 6.4450 +2024-01-01 21:59:28,111 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 1 day, 16:55:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6138, loss_cls: 6.4385, loss: 6.4385 +2024-01-01 22:00:28,467 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 1 day, 16:54:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6081, loss_cls: 6.4529, loss: 6.4529 +2024-01-01 22:01:28,618 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 1 day, 16:53:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6092, loss_cls: 6.4465, loss: 6.4465 +2024-01-01 22:02:28,855 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 1 day, 16:51:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6095, loss_cls: 6.4452, loss: 6.4452 +2024-01-01 22:03:28,932 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 1 day, 16:50:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6208, loss_cls: 6.4276, loss: 6.4276 +2024-01-01 22:04:29,365 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 1 day, 16:48:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3488, top5_acc: 0.6134, loss_cls: 6.4696, loss: 6.4696 +2024-01-01 22:05:29,587 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 1 day, 16:47:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.6005, loss_cls: 6.5227, loss: 6.5227 +2024-01-01 22:06:29,886 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 1 day, 16:46:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6116, loss_cls: 6.4743, loss: 6.4743 +2024-01-01 22:07:31,042 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 1 day, 16:44:51, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6138, loss_cls: 6.4472, loss: 6.4472 +2024-01-01 22:08:31,824 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 1 day, 16:43:30, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6134, loss_cls: 6.4424, loss: 6.4424 +2024-01-01 22:09:32,637 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 1 day, 16:42:10, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6064, loss_cls: 6.4808, loss: 6.4808 +2024-01-01 22:10:34,963 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 1 day, 16:40:58, time: 0.623, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6130, loss_cls: 6.4235, loss: 6.4235 +2024-01-01 22:11:35,413 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 1 day, 16:39:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3489, top5_acc: 0.6139, loss_cls: 6.4445, loss: 6.4445 +2024-01-01 22:12:35,692 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 1 day, 16:38:13, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6077, loss_cls: 6.4744, loss: 6.4744 +2024-01-01 22:13:35,841 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 1 day, 16:36:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6127, loss_cls: 6.4508, loss: 6.4508 +2024-01-01 22:14:35,938 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 1 day, 16:35:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3544, top5_acc: 0.5978, loss_cls: 6.4741, loss: 6.4741 +2024-01-01 22:15:06,252 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-01-01 22:17:01,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 22:17:02,621 - pyskl - INFO - +top1_acc 0.2727 +top5_acc 0.5249 +2024-01-01 22:17:02,621 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 22:17:02,654 - pyskl - INFO - +mean_acc 0.2725 +2024-01-01 22:17:02,662 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2727, top5_acc: 0.5249, mean_class_accuracy: 0.2725 +2024-01-01 22:20:25,095 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 1 day, 16:43:06, time: 2.024, data_time: 1.434, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6158, loss_cls: 6.4182, loss: 6.4182 +2024-01-01 22:21:24,357 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 1 day, 16:41:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6242, loss_cls: 6.3834, loss: 6.3834 +2024-01-01 22:22:24,280 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 1 day, 16:40:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3514, top5_acc: 0.6211, loss_cls: 6.3972, loss: 6.3972 +2024-01-01 22:23:24,333 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 1 day, 16:38:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6184, loss_cls: 6.4139, loss: 6.4139 +2024-01-01 22:24:24,607 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 1 day, 16:37:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6208, loss_cls: 6.3918, loss: 6.3918 +2024-01-01 22:25:24,908 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 1 day, 16:35:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6250, loss_cls: 6.3901, loss: 6.3901 +2024-01-01 22:26:25,265 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 1 day, 16:34:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.6142, loss_cls: 6.4245, loss: 6.4245 +2024-01-01 22:27:25,627 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 1 day, 16:33:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3611, top5_acc: 0.6150, loss_cls: 6.4141, loss: 6.4141 +2024-01-01 22:28:25,792 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 1 day, 16:31:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6055, loss_cls: 6.4376, loss: 6.4376 +2024-01-01 22:29:25,930 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 1 day, 16:30:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6112, loss_cls: 6.4701, loss: 6.4701 +2024-01-01 22:30:25,930 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 1 day, 16:29:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6103, loss_cls: 6.4386, loss: 6.4386 +2024-01-01 22:31:26,106 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 1 day, 16:27:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6200, loss_cls: 6.3887, loss: 6.3887 +2024-01-01 22:32:26,281 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 1 day, 16:26:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6158, loss_cls: 6.4331, loss: 6.4331 +2024-01-01 22:33:26,631 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 1 day, 16:24:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6117, loss_cls: 6.4652, loss: 6.4652 +2024-01-01 22:34:27,205 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 1 day, 16:23:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3603, top5_acc: 0.6127, loss_cls: 6.4282, loss: 6.4282 +2024-01-01 22:35:27,644 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 1 day, 16:22:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6198, loss_cls: 6.3916, loss: 6.3916 +2024-01-01 22:36:27,814 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 1 day, 16:20:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6075, loss_cls: 6.4701, loss: 6.4701 +2024-01-01 22:37:28,006 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 1 day, 16:19:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6155, loss_cls: 6.4318, loss: 6.4318 +2024-01-01 22:38:28,255 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 1 day, 16:18:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6183, loss_cls: 6.4392, loss: 6.4392 +2024-01-01 22:39:28,478 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 1 day, 16:16:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3489, top5_acc: 0.6119, loss_cls: 6.4433, loss: 6.4433 +2024-01-01 22:40:28,683 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 1 day, 16:15:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6141, loss_cls: 6.4385, loss: 6.4385 +2024-01-01 22:41:28,996 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 1 day, 16:13:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3473, top5_acc: 0.6058, loss_cls: 6.4778, loss: 6.4778 +2024-01-01 22:42:29,166 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 1 day, 16:12:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6102, loss_cls: 6.4845, loss: 6.4845 +2024-01-01 22:43:29,450 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 1 day, 16:11:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6042, loss_cls: 6.4505, loss: 6.4505 +2024-01-01 22:44:29,975 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 1 day, 16:09:51, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.6164, loss_cls: 6.4201, loss: 6.4201 +2024-01-01 22:45:31,095 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 1 day, 16:08:33, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6091, loss_cls: 6.4463, loss: 6.4463 +2024-01-01 22:46:31,390 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 1 day, 16:07:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6181, loss_cls: 6.4228, loss: 6.4228 +2024-01-01 22:47:32,246 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 1 day, 16:05:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3655, top5_acc: 0.6125, loss_cls: 6.4332, loss: 6.4332 +2024-01-01 22:48:33,300 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 1 day, 16:04:36, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6141, loss_cls: 6.4546, loss: 6.4546 +2024-01-01 22:49:34,158 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 1 day, 16:03:17, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.5997, loss_cls: 6.5087, loss: 6.5087 +2024-01-01 22:50:35,194 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 1 day, 16:02:00, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6030, loss_cls: 6.4687, loss: 6.4687 +2024-01-01 22:51:36,644 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 1 day, 16:00:44, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3434, top5_acc: 0.6031, loss_cls: 6.5041, loss: 6.5041 +2024-01-01 22:52:37,750 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 1 day, 15:59:27, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6134, loss_cls: 6.4490, loss: 6.4490 +2024-01-01 22:53:37,832 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 1 day, 15:58:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6088, loss_cls: 6.4393, loss: 6.4393 +2024-01-01 22:54:37,856 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 1 day, 15:56:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3488, top5_acc: 0.5978, loss_cls: 6.4611, loss: 6.4611 +2024-01-01 22:55:37,845 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 1 day, 15:55:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6055, loss_cls: 6.4785, loss: 6.4785 +2024-01-01 22:56:37,476 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 1 day, 15:53:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6181, loss_cls: 6.3982, loss: 6.3982 +2024-01-01 22:57:07,331 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-01-01 22:59:06,782 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 22:59:07,910 - pyskl - INFO - +top1_acc 0.2844 +top5_acc 0.5354 +2024-01-01 22:59:07,911 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 22:59:07,947 - pyskl - INFO - +mean_acc 0.2840 +2024-01-01 22:59:07,955 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.2844, top5_acc: 0.5354, mean_class_accuracy: 0.2840 +2024-01-01 23:02:26,838 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 1 day, 16:00:30, time: 1.989, data_time: 1.398, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6108, loss_cls: 6.4222, loss: 6.4222 +2024-01-01 23:03:26,092 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 1 day, 15:59:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3655, top5_acc: 0.6275, loss_cls: 6.3387, loss: 6.3387 +2024-01-01 23:04:25,623 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 1 day, 15:57:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6162, loss_cls: 6.4153, loss: 6.4153 +2024-01-01 23:05:25,601 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 1 day, 15:56:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6277, loss_cls: 6.3671, loss: 6.3671 +2024-01-01 23:06:25,786 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 1 day, 15:54:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6319, loss_cls: 6.3574, loss: 6.3574 +2024-01-01 23:07:25,918 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 1 day, 15:53:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6162, loss_cls: 6.4032, loss: 6.4032 +2024-01-01 23:08:26,708 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 1 day, 15:52:13, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3680, top5_acc: 0.6250, loss_cls: 6.3859, loss: 6.3859 +2024-01-01 23:09:27,383 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 1 day, 15:50:54, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6152, loss_cls: 6.4179, loss: 6.4179 +2024-01-01 23:10:28,641 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 1 day, 15:49:37, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6209, loss_cls: 6.3857, loss: 6.3857 +2024-01-01 23:11:29,874 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 1 day, 15:48:20, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3412, top5_acc: 0.5978, loss_cls: 6.4850, loss: 6.4850 +2024-01-01 23:12:30,968 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 1 day, 15:47:03, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6123, loss_cls: 6.4385, loss: 6.4385 +2024-01-01 23:13:31,496 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 1 day, 15:45:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6198, loss_cls: 6.3975, loss: 6.3975 +2024-01-01 23:14:31,877 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 1 day, 15:44:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3534, top5_acc: 0.6108, loss_cls: 6.4459, loss: 6.4459 +2024-01-01 23:15:32,810 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 1 day, 15:43:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6250, loss_cls: 6.3904, loss: 6.3904 +2024-01-01 23:16:33,175 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 1 day, 15:41:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6281, loss_cls: 6.3656, loss: 6.3656 +2024-01-01 23:17:33,282 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 1 day, 15:40:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6092, loss_cls: 6.4335, loss: 6.4335 +2024-01-01 23:18:33,463 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 1 day, 15:39:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6000, loss_cls: 6.5036, loss: 6.5036 +2024-01-01 23:19:34,039 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 1 day, 15:37:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6036, loss_cls: 6.4651, loss: 6.4651 +2024-01-01 23:20:35,133 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 1 day, 15:36:27, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3575, top5_acc: 0.6150, loss_cls: 6.4340, loss: 6.4340 +2024-01-01 23:21:35,703 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 1 day, 15:35:08, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6103, loss_cls: 6.4336, loss: 6.4336 +2024-01-01 23:22:35,896 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 1 day, 15:33:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3508, top5_acc: 0.6119, loss_cls: 6.4554, loss: 6.4554 +2024-01-01 23:23:36,544 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 1 day, 15:32:29, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6111, loss_cls: 6.4231, loss: 6.4231 +2024-01-01 23:24:36,852 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 1 day, 15:31:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6159, loss_cls: 6.4061, loss: 6.4061 +2024-01-01 23:25:36,998 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 1 day, 15:29:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3534, top5_acc: 0.6211, loss_cls: 6.4019, loss: 6.4019 +2024-01-01 23:26:37,122 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 1 day, 15:28:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6181, loss_cls: 6.4311, loss: 6.4311 +2024-01-01 23:27:37,493 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 1 day, 15:27:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6155, loss_cls: 6.4210, loss: 6.4210 +2024-01-01 23:28:37,563 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 1 day, 15:25:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6080, loss_cls: 6.4398, loss: 6.4398 +2024-01-01 23:29:38,649 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 1 day, 15:24:32, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6255, loss_cls: 6.3867, loss: 6.3867 +2024-01-01 23:30:39,516 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 1 day, 15:23:14, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6089, loss_cls: 6.4452, loss: 6.4452 +2024-01-01 23:31:40,368 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 1 day, 15:21:57, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6109, loss_cls: 6.4703, loss: 6.4703 +2024-01-01 23:32:41,532 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 1 day, 15:20:42, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6088, loss_cls: 6.4422, loss: 6.4422 +2024-01-01 23:33:43,031 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 1 day, 15:19:28, time: 0.615, data_time: 0.001, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6072, loss_cls: 6.4972, loss: 6.4972 +2024-01-01 23:34:43,477 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 1 day, 15:18:09, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6084, loss_cls: 6.4423, loss: 6.4423 +2024-01-01 23:35:43,658 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 1 day, 15:16:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6116, loss_cls: 6.4320, loss: 6.4320 +2024-01-01 23:36:43,726 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 1 day, 15:15:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6173, loss_cls: 6.4164, loss: 6.4164 +2024-01-01 23:37:43,637 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 1 day, 15:14:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6056, loss_cls: 6.4416, loss: 6.4416 +2024-01-01 23:38:43,629 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 1 day, 15:12:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6138, loss_cls: 6.4667, loss: 6.4667 +2024-01-01 23:39:13,920 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-01-01 23:41:11,822 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 23:41:12,712 - pyskl - INFO - +top1_acc 0.2751 +top5_acc 0.5311 +2024-01-01 23:41:12,712 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 23:41:12,744 - pyskl - INFO - +mean_acc 0.2749 +2024-01-01 23:41:12,751 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2751, top5_acc: 0.5311, mean_class_accuracy: 0.2749 +2024-01-01 23:44:33,160 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 1 day, 15:18:46, time: 2.004, data_time: 1.415, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6230, loss_cls: 6.3777, loss: 6.3777 +2024-01-01 23:45:32,594 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 1 day, 15:17:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3684, top5_acc: 0.6275, loss_cls: 6.3317, loss: 6.3317 +2024-01-01 23:46:32,484 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 1 day, 15:16:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6289, loss_cls: 6.3501, loss: 6.3501 +2024-01-01 23:47:32,660 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 1 day, 15:14:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3642, top5_acc: 0.6284, loss_cls: 6.3548, loss: 6.3548 +2024-01-01 23:48:32,708 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 1 day, 15:13:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6175, loss_cls: 6.4032, loss: 6.4032 +2024-01-01 23:49:32,760 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 1 day, 15:11:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6283, loss_cls: 6.4011, loss: 6.4011 +2024-01-01 23:50:32,934 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 1 day, 15:10:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6114, loss_cls: 6.4355, loss: 6.4355 +2024-01-01 23:51:33,164 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 1 day, 15:09:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6278, loss_cls: 6.3683, loss: 6.3683 +2024-01-01 23:52:33,722 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 1 day, 15:08:01, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6059, loss_cls: 6.4596, loss: 6.4596 +2024-01-01 23:53:33,929 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 1 day, 15:06:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6217, loss_cls: 6.3786, loss: 6.3786 +2024-01-01 23:54:34,066 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 1 day, 15:05:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6200, loss_cls: 6.4035, loss: 6.4035 +2024-01-01 23:55:34,315 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 1 day, 15:04:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6214, loss_cls: 6.3783, loss: 6.3783 +2024-01-01 23:56:34,542 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 1 day, 15:02:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6269, loss_cls: 6.3821, loss: 6.3821 +2024-01-01 23:57:34,849 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 1 day, 15:01:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6128, loss_cls: 6.4406, loss: 6.4406 +2024-01-01 23:58:35,437 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 1 day, 15:00:07, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3603, top5_acc: 0.6203, loss_cls: 6.3983, loss: 6.3983 +2024-01-01 23:59:35,767 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 1 day, 14:58:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6194, loss_cls: 6.3764, loss: 6.3764 +2024-01-02 00:00:36,089 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 1 day, 14:57:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6134, loss_cls: 6.4218, loss: 6.4218 +2024-01-02 00:01:36,057 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 1 day, 14:56:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6175, loss_cls: 6.4288, loss: 6.4288 +2024-01-02 00:02:36,389 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 1 day, 14:54:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6089, loss_cls: 6.4323, loss: 6.4323 +2024-01-02 00:03:36,671 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 1 day, 14:53:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6138, loss_cls: 6.4386, loss: 6.4386 +2024-01-02 00:04:37,478 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 1 day, 14:52:16, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6166, loss_cls: 6.4200, loss: 6.4200 +2024-01-02 00:05:38,429 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 1 day, 14:51:00, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6223, loss_cls: 6.4160, loss: 6.4160 +2024-01-02 00:06:39,057 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 1 day, 14:49:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3517, top5_acc: 0.6153, loss_cls: 6.4258, loss: 6.4258 +2024-01-02 00:07:40,191 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 1 day, 14:48:28, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6211, loss_cls: 6.3927, loss: 6.3927 +2024-01-02 00:08:41,652 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 1 day, 14:47:14, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6172, loss_cls: 6.3776, loss: 6.3776 +2024-01-02 00:09:42,377 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 1 day, 14:45:58, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6125, loss_cls: 6.4049, loss: 6.4049 +2024-01-02 00:10:43,242 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 1 day, 14:44:42, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.6162, loss_cls: 6.4222, loss: 6.4222 +2024-01-02 00:11:44,246 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 1 day, 14:43:26, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6198, loss_cls: 6.4025, loss: 6.4025 +2024-01-02 00:12:44,679 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 1 day, 14:42:09, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6144, loss_cls: 6.4255, loss: 6.4255 +2024-01-02 00:13:45,341 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 1 day, 14:40:52, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6077, loss_cls: 6.4765, loss: 6.4765 +2024-01-02 00:14:46,234 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 1 day, 14:39:37, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6197, loss_cls: 6.4179, loss: 6.4179 +2024-01-02 00:15:47,313 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 1 day, 14:38:22, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.6027, loss_cls: 6.4967, loss: 6.4967 +2024-01-02 00:16:47,210 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 1 day, 14:37:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3627, top5_acc: 0.6150, loss_cls: 6.3978, loss: 6.3978 +2024-01-02 00:17:47,291 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 1 day, 14:35:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.6147, loss_cls: 6.4423, loss: 6.4423 +2024-01-02 00:18:47,477 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 1 day, 14:34:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3663, top5_acc: 0.6205, loss_cls: 6.3880, loss: 6.3880 +2024-01-02 00:19:47,309 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 1 day, 14:33:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3575, top5_acc: 0.6228, loss_cls: 6.3981, loss: 6.3981 +2024-01-02 00:20:47,214 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 1 day, 14:31:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6197, loss_cls: 6.4200, loss: 6.4200 +2024-01-02 00:21:17,569 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-01-02 00:23:12,436 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 00:23:13,236 - pyskl - INFO - +top1_acc 0.3080 +top5_acc 0.5634 +2024-01-02 00:23:13,236 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 00:23:13,271 - pyskl - INFO - +mean_acc 0.3078 +2024-01-02 00:23:13,276 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_88.pth was removed +2024-01-02 00:23:13,496 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-01-02 00:23:13,496 - pyskl - INFO - Best top1_acc is 0.3080 at 92 epoch. +2024-01-02 00:23:13,503 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.3080, top5_acc: 0.5634, mean_class_accuracy: 0.3078 +2024-01-02 00:26:35,832 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 1 day, 14:37:15, time: 2.023, data_time: 1.433, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6298, loss_cls: 6.3364, loss: 6.3364 +2024-01-02 00:27:35,225 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 1 day, 14:35:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6248, loss_cls: 6.3716, loss: 6.3716 +2024-01-02 00:28:35,099 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 1 day, 14:34:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6338, loss_cls: 6.3369, loss: 6.3369 +2024-01-02 00:29:35,077 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 1 day, 14:33:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6284, loss_cls: 6.3558, loss: 6.3558 +2024-01-02 00:30:35,162 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 1 day, 14:31:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6298, loss_cls: 6.3694, loss: 6.3694 +2024-01-02 00:31:35,523 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 1 day, 14:30:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6186, loss_cls: 6.3838, loss: 6.3838 +2024-01-02 00:32:35,575 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 1 day, 14:29:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6328, loss_cls: 6.3635, loss: 6.3635 +2024-01-02 00:33:35,804 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 1 day, 14:28:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6278, loss_cls: 6.3479, loss: 6.3479 +2024-01-02 00:34:35,927 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 1 day, 14:26:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6170, loss_cls: 6.3979, loss: 6.3979 +2024-01-02 00:35:36,519 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 1 day, 14:25:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6184, loss_cls: 6.3720, loss: 6.3720 +2024-01-02 00:36:37,283 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 1 day, 14:24:09, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6120, loss_cls: 6.4110, loss: 6.4110 +2024-01-02 00:37:38,435 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 1 day, 14:22:54, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6261, loss_cls: 6.3878, loss: 6.3878 +2024-01-02 00:38:38,705 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 1 day, 14:21:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3586, top5_acc: 0.6112, loss_cls: 6.4155, loss: 6.4155 +2024-01-02 00:39:39,259 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 1 day, 14:20:20, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6270, loss_cls: 6.3411, loss: 6.3411 +2024-01-02 00:40:39,589 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 1 day, 14:19:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6131, loss_cls: 6.4198, loss: 6.4198 +2024-01-02 00:41:39,736 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 1 day, 14:17:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6050, loss_cls: 6.4529, loss: 6.4529 +2024-01-02 00:42:39,982 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 1 day, 14:16:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6200, loss_cls: 6.4062, loss: 6.4062 +2024-01-02 00:43:40,086 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 1 day, 14:15:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6206, loss_cls: 6.4050, loss: 6.4050 +2024-01-02 00:44:40,390 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 1 day, 14:13:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6195, loss_cls: 6.4009, loss: 6.4009 +2024-01-02 00:45:40,400 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 1 day, 14:12:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6134, loss_cls: 6.4076, loss: 6.4076 +2024-01-02 00:46:40,402 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 1 day, 14:11:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6222, loss_cls: 6.3831, loss: 6.3831 +2024-01-02 00:47:40,450 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 1 day, 14:09:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6123, loss_cls: 6.4041, loss: 6.4041 +2024-01-02 00:48:40,812 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 1 day, 14:08:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6122, loss_cls: 6.4407, loss: 6.4407 +2024-01-02 00:49:40,771 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 1 day, 14:07:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3666, top5_acc: 0.6206, loss_cls: 6.3915, loss: 6.3915 +2024-01-02 00:50:41,087 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 1 day, 14:06:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6217, loss_cls: 6.4046, loss: 6.4046 +2024-01-02 00:51:41,820 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 1 day, 14:04:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6172, loss_cls: 6.4095, loss: 6.4095 +2024-01-02 00:52:42,791 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 1 day, 14:03:35, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6170, loss_cls: 6.4231, loss: 6.4231 +2024-01-02 00:53:43,381 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 1 day, 14:02:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6239, loss_cls: 6.4108, loss: 6.4108 +2024-01-02 00:54:43,813 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 1 day, 14:01:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6098, loss_cls: 6.4493, loss: 6.4493 +2024-01-02 00:55:45,306 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 1 day, 13:59:51, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3663, top5_acc: 0.6120, loss_cls: 6.3933, loss: 6.3933 +2024-01-02 00:56:46,673 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 1 day, 13:58:38, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6166, loss_cls: 6.4162, loss: 6.4162 +2024-01-02 00:57:47,748 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 1 day, 13:57:24, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6092, loss_cls: 6.4268, loss: 6.4268 +2024-01-02 00:58:48,160 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 1 day, 13:56:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6269, loss_cls: 6.3642, loss: 6.3642 +2024-01-02 00:59:47,963 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 1 day, 13:54:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6227, loss_cls: 6.4053, loss: 6.4053 +2024-01-02 01:00:47,570 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 1 day, 13:53:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3627, top5_acc: 0.6277, loss_cls: 6.3793, loss: 6.3793 +2024-01-02 01:01:47,006 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 1 day, 13:52:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6288, loss_cls: 6.3556, loss: 6.3556 +2024-01-02 01:02:46,792 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 1 day, 13:50:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6153, loss_cls: 6.4205, loss: 6.4205 +2024-01-02 01:03:17,773 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-01-02 01:05:20,666 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 01:05:21,764 - pyskl - INFO - +top1_acc 0.2998 +top5_acc 0.5534 +2024-01-02 01:05:21,764 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 01:05:21,838 - pyskl - INFO - +mean_acc 0.2995 +2024-01-02 01:05:21,857 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.2998, top5_acc: 0.5534, mean_class_accuracy: 0.2995 +2024-01-02 01:08:48,323 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 1 day, 13:56:03, time: 2.065, data_time: 1.476, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6333, loss_cls: 6.3215, loss: 6.3215 +2024-01-02 01:09:47,696 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 1 day, 13:54:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6330, loss_cls: 6.3235, loss: 6.3235 +2024-01-02 01:10:47,398 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 1 day, 13:53:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6347, loss_cls: 6.2892, loss: 6.2892 +2024-01-02 01:11:47,759 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 1 day, 13:52:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6273, loss_cls: 6.3406, loss: 6.3406 +2024-01-02 01:12:48,128 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 1 day, 13:50:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6253, loss_cls: 6.3390, loss: 6.3390 +2024-01-02 01:13:48,366 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 1 day, 13:49:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6200, loss_cls: 6.3844, loss: 6.3844 +2024-01-02 01:14:49,075 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 1 day, 13:48:17, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6256, loss_cls: 6.3656, loss: 6.3656 +2024-01-02 01:15:49,490 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 1 day, 13:47:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6262, loss_cls: 6.3583, loss: 6.3583 +2024-01-02 01:16:49,689 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 1 day, 13:45:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6325, loss_cls: 6.3274, loss: 6.3274 +2024-01-02 01:17:49,842 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 1 day, 13:44:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3759, top5_acc: 0.6231, loss_cls: 6.3399, loss: 6.3399 +2024-01-02 01:18:50,382 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 1 day, 13:43:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3702, top5_acc: 0.6266, loss_cls: 6.3681, loss: 6.3681 +2024-01-02 01:19:50,763 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 1 day, 13:41:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6234, loss_cls: 6.3497, loss: 6.3497 +2024-01-02 01:20:50,957 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 1 day, 13:40:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6270, loss_cls: 6.3462, loss: 6.3462 +2024-01-02 01:21:51,904 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 1 day, 13:39:24, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6292, loss_cls: 6.3891, loss: 6.3891 +2024-01-02 01:22:52,633 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 1 day, 13:38:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6230, loss_cls: 6.4035, loss: 6.4035 +2024-01-02 01:23:52,923 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 1 day, 13:36:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6234, loss_cls: 6.3928, loss: 6.3928 +2024-01-02 01:24:53,339 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 1 day, 13:35:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6122, loss_cls: 6.4244, loss: 6.4244 +2024-01-02 01:25:53,772 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 1 day, 13:34:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6136, loss_cls: 6.4298, loss: 6.4298 +2024-01-02 01:26:53,932 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 1 day, 13:33:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6231, loss_cls: 6.3687, loss: 6.3687 +2024-01-02 01:27:54,560 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 1 day, 13:31:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6336, loss_cls: 6.3416, loss: 6.3416 +2024-01-02 01:28:55,651 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 1 day, 13:30:36, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6155, loss_cls: 6.4227, loss: 6.4227 +2024-01-02 01:29:56,694 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 1 day, 13:29:23, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6227, loss_cls: 6.3626, loss: 6.3626 +2024-01-02 01:30:57,935 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 1 day, 13:28:10, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3670, top5_acc: 0.6222, loss_cls: 6.3855, loss: 6.3855 +2024-01-02 01:31:58,530 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 1 day, 13:26:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6209, loss_cls: 6.4011, loss: 6.4011 +2024-01-02 01:32:59,197 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 1 day, 13:25:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3652, top5_acc: 0.6238, loss_cls: 6.3768, loss: 6.3768 +2024-01-02 01:34:00,030 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 1 day, 13:24:26, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6194, loss_cls: 6.4088, loss: 6.4088 +2024-01-02 01:35:01,065 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 1 day, 13:23:13, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6297, loss_cls: 6.3729, loss: 6.3729 +2024-01-02 01:36:01,608 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 1 day, 13:21:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6100, loss_cls: 6.4073, loss: 6.4073 +2024-01-02 01:37:02,428 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 1 day, 13:20:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6200, loss_cls: 6.3829, loss: 6.3829 +2024-01-02 01:38:04,605 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 1 day, 13:19:35, time: 0.622, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6212, loss_cls: 6.4086, loss: 6.4086 +2024-01-02 01:39:05,298 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 1 day, 13:18:20, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6278, loss_cls: 6.3571, loss: 6.3571 +2024-01-02 01:40:05,487 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 1 day, 13:17:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3520, top5_acc: 0.6211, loss_cls: 6.4178, loss: 6.4178 +2024-01-02 01:41:06,134 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 1 day, 13:15:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6128, loss_cls: 6.4420, loss: 6.4420 +2024-01-02 01:42:06,042 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 1 day, 13:14:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3661, top5_acc: 0.6230, loss_cls: 6.3787, loss: 6.3787 +2024-01-02 01:43:06,182 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 1 day, 13:13:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6150, loss_cls: 6.4046, loss: 6.4046 +2024-01-02 01:44:06,170 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 1 day, 13:12:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6159, loss_cls: 6.4165, loss: 6.4165 +2024-01-02 01:45:06,145 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 1 day, 13:10:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6238, loss_cls: 6.3642, loss: 6.3642 +2024-01-02 01:45:36,382 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-01-02 01:47:34,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 01:47:35,221 - pyskl - INFO - +top1_acc 0.2925 +top5_acc 0.5492 +2024-01-02 01:47:35,221 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 01:47:35,269 - pyskl - INFO - +mean_acc 0.2922 +2024-01-02 01:47:35,280 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2925, top5_acc: 0.5492, mean_class_accuracy: 0.2922 +2024-01-02 01:51:01,864 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 1 day, 13:15:24, time: 2.066, data_time: 1.471, memory: 16177, top1_acc: 0.3773, top5_acc: 0.6312, loss_cls: 6.3151, loss: 6.3151 +2024-01-02 01:52:01,272 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 1 day, 13:14:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6323, loss_cls: 6.3481, loss: 6.3481 +2024-01-02 01:53:01,387 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 1 day, 13:12:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6220, loss_cls: 6.3598, loss: 6.3598 +2024-01-02 01:54:01,631 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 1 day, 13:11:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6366, loss_cls: 6.3234, loss: 6.3234 +2024-01-02 01:55:01,819 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 1 day, 13:10:17, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6428, loss_cls: 6.3088, loss: 6.3088 +2024-01-02 01:56:02,306 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 1 day, 13:09:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3652, top5_acc: 0.6320, loss_cls: 6.3496, loss: 6.3496 +2024-01-02 01:57:02,678 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 1 day, 13:07:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6162, loss_cls: 6.4005, loss: 6.4005 +2024-01-02 01:58:03,488 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 1 day, 13:06:32, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6284, loss_cls: 6.3396, loss: 6.3396 +2024-01-02 01:59:04,714 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 1 day, 13:05:19, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6253, loss_cls: 6.3660, loss: 6.3660 +2024-01-02 02:00:05,527 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 1 day, 13:04:05, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3698, top5_acc: 0.6248, loss_cls: 6.3411, loss: 6.3411 +2024-01-02 02:01:05,888 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 1 day, 13:02:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3756, top5_acc: 0.6250, loss_cls: 6.3332, loss: 6.3332 +2024-01-02 02:02:05,981 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 1 day, 13:01:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6172, loss_cls: 6.3847, loss: 6.3847 +2024-01-02 02:03:06,239 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 1 day, 13:00:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6203, loss_cls: 6.3731, loss: 6.3731 +2024-01-02 02:04:06,336 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 1 day, 12:59:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6212, loss_cls: 6.3789, loss: 6.3789 +2024-01-02 02:05:06,213 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 1 day, 12:57:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6227, loss_cls: 6.3876, loss: 6.3876 +2024-01-02 02:06:06,426 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 1 day, 12:56:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3658, top5_acc: 0.6253, loss_cls: 6.3448, loss: 6.3448 +2024-01-02 02:07:06,638 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 1 day, 12:55:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6239, loss_cls: 6.3704, loss: 6.3704 +2024-01-02 02:08:07,046 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 1 day, 12:53:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3575, top5_acc: 0.6205, loss_cls: 6.3839, loss: 6.3839 +2024-01-02 02:09:07,176 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 1 day, 12:52:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6269, loss_cls: 6.3361, loss: 6.3361 +2024-01-02 02:10:07,165 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 1 day, 12:51:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6272, loss_cls: 6.3372, loss: 6.3372 +2024-01-02 02:11:07,465 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 1 day, 12:50:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6259, loss_cls: 6.3558, loss: 6.3558 +2024-01-02 02:12:07,557 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 1 day, 12:48:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6228, loss_cls: 6.3685, loss: 6.3685 +2024-01-02 02:13:07,914 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 1 day, 12:47:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6261, loss_cls: 6.3604, loss: 6.3604 +2024-01-02 02:14:08,073 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 1 day, 12:46:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6283, loss_cls: 6.3477, loss: 6.3477 +2024-01-02 02:15:08,608 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 1 day, 12:45:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6141, loss_cls: 6.4237, loss: 6.4237 +2024-01-02 02:16:09,978 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 1 day, 12:44:00, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6173, loss_cls: 6.3876, loss: 6.3876 +2024-01-02 02:17:10,247 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 1 day, 12:42:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6298, loss_cls: 6.3498, loss: 6.3498 +2024-01-02 02:18:10,981 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 1 day, 12:41:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3647, top5_acc: 0.6225, loss_cls: 6.3776, loss: 6.3776 +2024-01-02 02:19:12,877 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 1 day, 12:40:22, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6289, loss_cls: 6.3265, loss: 6.3265 +2024-01-02 02:20:14,616 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 1 day, 12:39:12, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6170, loss_cls: 6.4001, loss: 6.4001 +2024-01-02 02:21:14,964 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 1 day, 12:37:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6239, loss_cls: 6.3909, loss: 6.3909 +2024-01-02 02:22:15,307 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 1 day, 12:36:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6262, loss_cls: 6.3725, loss: 6.3725 +2024-01-02 02:23:15,098 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 1 day, 12:35:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6320, loss_cls: 6.3364, loss: 6.3364 +2024-01-02 02:24:14,851 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 1 day, 12:34:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6150, loss_cls: 6.4195, loss: 6.4195 +2024-01-02 02:25:14,797 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 1 day, 12:32:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3666, top5_acc: 0.6333, loss_cls: 6.3465, loss: 6.3465 +2024-01-02 02:26:14,819 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 1 day, 12:31:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6139, loss_cls: 6.4164, loss: 6.4164 +2024-01-02 02:27:14,896 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 1 day, 12:30:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3670, top5_acc: 0.6203, loss_cls: 6.3801, loss: 6.3801 +2024-01-02 02:27:45,357 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-01-02 02:29:40,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 02:29:41,487 - pyskl - INFO - +top1_acc 0.3049 +top5_acc 0.5593 +2024-01-02 02:29:41,487 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 02:29:41,521 - pyskl - INFO - +mean_acc 0.3046 +2024-01-02 02:29:41,535 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.3049, top5_acc: 0.5593, mean_class_accuracy: 0.3046 +2024-01-02 02:33:01,607 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 1 day, 12:34:17, time: 2.001, data_time: 1.407, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6433, loss_cls: 6.2747, loss: 6.2747 +2024-01-02 02:34:01,522 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 1 day, 12:33:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6419, loss_cls: 6.3095, loss: 6.3095 +2024-01-02 02:35:01,407 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 1 day, 12:31:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3816, top5_acc: 0.6314, loss_cls: 6.3105, loss: 6.3105 +2024-01-02 02:36:01,654 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 1 day, 12:30:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6238, loss_cls: 6.3615, loss: 6.3615 +2024-01-02 02:37:01,853 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 1 day, 12:29:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6262, loss_cls: 6.3501, loss: 6.3501 +2024-01-02 02:38:02,259 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 1 day, 12:28:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6447, loss_cls: 6.2618, loss: 6.2618 +2024-01-02 02:39:02,435 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 1 day, 12:26:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3666, top5_acc: 0.6208, loss_cls: 6.3600, loss: 6.3600 +2024-01-02 02:40:02,679 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 1 day, 12:25:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3661, top5_acc: 0.6269, loss_cls: 6.3323, loss: 6.3323 +2024-01-02 02:41:03,208 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 1 day, 12:24:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6311, loss_cls: 6.3334, loss: 6.3334 +2024-01-02 02:42:03,600 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 1 day, 12:23:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6309, loss_cls: 6.3063, loss: 6.3063 +2024-01-02 02:43:04,074 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 1 day, 12:21:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6344, loss_cls: 6.3313, loss: 6.3313 +2024-01-02 02:44:04,402 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 1 day, 12:20:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6273, loss_cls: 6.3543, loss: 6.3543 +2024-01-02 02:45:04,400 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 1 day, 12:19:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6370, loss_cls: 6.3178, loss: 6.3178 +2024-01-02 02:46:04,772 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 1 day, 12:18:04, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3652, top5_acc: 0.6267, loss_cls: 6.3459, loss: 6.3459 +2024-01-02 02:47:04,998 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 1 day, 12:16:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6328, loss_cls: 6.3233, loss: 6.3233 +2024-01-02 02:48:05,372 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 12:15:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6178, loss_cls: 6.3732, loss: 6.3732 +2024-01-02 02:49:06,121 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 12:14:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6252, loss_cls: 6.3503, loss: 6.3503 +2024-01-02 02:50:06,687 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 12:13:08, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6172, loss_cls: 6.3590, loss: 6.3590 +2024-01-02 02:51:07,165 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 12:11:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3605, top5_acc: 0.6258, loss_cls: 6.3733, loss: 6.3733 +2024-01-02 02:52:07,586 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 12:10:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6259, loss_cls: 6.3572, loss: 6.3572 +2024-01-02 02:53:07,860 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 12:09:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6162, loss_cls: 6.4236, loss: 6.4236 +2024-01-02 02:54:08,144 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 12:08:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6214, loss_cls: 6.3853, loss: 6.3853 +2024-01-02 02:55:08,467 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 12:06:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6270, loss_cls: 6.3464, loss: 6.3464 +2024-01-02 02:56:09,410 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 12:05:46, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6236, loss_cls: 6.3882, loss: 6.3882 +2024-01-02 02:57:10,197 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 12:04:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3698, top5_acc: 0.6220, loss_cls: 6.3662, loss: 6.3662 +2024-01-02 02:58:10,762 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 12:03:20, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6195, loss_cls: 6.3880, loss: 6.3880 +2024-01-02 02:59:11,146 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 12:02:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6327, loss_cls: 6.3485, loss: 6.3485 +2024-01-02 03:00:11,770 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 12:00:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3611, top5_acc: 0.6266, loss_cls: 6.3903, loss: 6.3903 +2024-01-02 03:01:13,520 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 11:59:44, time: 0.617, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6172, loss_cls: 6.3831, loss: 6.3831 +2024-01-02 03:02:14,563 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 11:58:32, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3664, top5_acc: 0.6339, loss_cls: 6.3674, loss: 6.3674 +2024-01-02 03:03:14,946 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 11:57:18, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3875, top5_acc: 0.6392, loss_cls: 6.2818, loss: 6.2818 +2024-01-02 03:04:14,974 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 11:56:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6269, loss_cls: 6.3635, loss: 6.3635 +2024-01-02 03:05:15,125 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 11:54:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6311, loss_cls: 6.3510, loss: 6.3510 +2024-01-02 03:06:15,106 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 11:53:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6245, loss_cls: 6.3527, loss: 6.3527 +2024-01-02 03:07:15,040 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 11:52:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6241, loss_cls: 6.3668, loss: 6.3668 +2024-01-02 03:08:15,399 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 11:51:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6180, loss_cls: 6.4158, loss: 6.4158 +2024-01-02 03:09:15,530 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 11:49:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6336, loss_cls: 6.3582, loss: 6.3582 +2024-01-02 03:09:45,988 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-01-02 03:11:43,830 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 03:11:44,887 - pyskl - INFO - +top1_acc 0.2978 +top5_acc 0.5527 +2024-01-02 03:11:44,887 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 03:11:44,925 - pyskl - INFO - +mean_acc 0.2976 +2024-01-02 03:11:44,933 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.2978, top5_acc: 0.5527, mean_class_accuracy: 0.2976 +2024-01-02 03:15:03,652 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 11:53:19, time: 1.987, data_time: 1.395, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6469, loss_cls: 6.2590, loss: 6.2590 +2024-01-02 03:16:03,031 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 11:52:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6422, loss_cls: 6.2992, loss: 6.2992 +2024-01-02 03:17:02,849 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 11:50:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6408, loss_cls: 6.2604, loss: 6.2604 +2024-01-02 03:18:03,048 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 11:49:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6294, loss_cls: 6.3130, loss: 6.3130 +2024-01-02 03:19:03,421 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 11:48:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3816, top5_acc: 0.6370, loss_cls: 6.3045, loss: 6.3045 +2024-01-02 03:20:03,620 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 11:47:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6303, loss_cls: 6.3171, loss: 6.3171 +2024-01-02 03:21:04,103 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 11:45:51, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3661, top5_acc: 0.6372, loss_cls: 6.3111, loss: 6.3111 +2024-01-02 03:22:04,257 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 11:44:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6272, loss_cls: 6.3531, loss: 6.3531 +2024-01-02 03:23:04,527 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 11:43:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6345, loss_cls: 6.3265, loss: 6.3265 +2024-01-02 03:24:04,728 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 11:42:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6305, loss_cls: 6.3437, loss: 6.3437 +2024-01-02 03:25:04,896 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 11:40:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3808, top5_acc: 0.6423, loss_cls: 6.2752, loss: 6.2752 +2024-01-02 03:26:05,136 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 11:39:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6195, loss_cls: 6.3801, loss: 6.3801 +2024-01-02 03:27:05,537 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 11:38:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3723, top5_acc: 0.6338, loss_cls: 6.3135, loss: 6.3135 +2024-01-02 03:28:05,717 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 11:37:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6384, loss_cls: 6.3021, loss: 6.3021 +2024-01-02 03:29:06,028 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 11:36:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3652, top5_acc: 0.6247, loss_cls: 6.3388, loss: 6.3388 +2024-01-02 03:30:06,135 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 11:34:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6297, loss_cls: 6.3690, loss: 6.3690 +2024-01-02 03:31:06,531 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 11:33:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6347, loss_cls: 6.3407, loss: 6.3407 +2024-01-02 03:32:06,976 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 11:32:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3767, top5_acc: 0.6342, loss_cls: 6.3137, loss: 6.3137 +2024-01-02 03:33:07,929 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 11:31:08, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6170, loss_cls: 6.3831, loss: 6.3831 +2024-01-02 03:34:08,914 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 11:29:56, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6234, loss_cls: 6.3742, loss: 6.3742 +2024-01-02 03:35:09,959 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 11:28:45, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3713, top5_acc: 0.6362, loss_cls: 6.3139, loss: 6.3139 +2024-01-02 03:36:10,853 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 11:27:33, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3722, top5_acc: 0.6261, loss_cls: 6.3444, loss: 6.3444 +2024-01-02 03:37:11,459 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 11:26:21, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6200, loss_cls: 6.3590, loss: 6.3590 +2024-01-02 03:38:12,356 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 11:25:09, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6259, loss_cls: 6.3686, loss: 6.3686 +2024-01-02 03:39:13,892 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 11:23:59, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6216, loss_cls: 6.3947, loss: 6.3947 +2024-01-02 03:40:14,692 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 11:22:47, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6284, loss_cls: 6.3621, loss: 6.3621 +2024-01-02 03:41:15,082 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 11:21:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6253, loss_cls: 6.3925, loss: 6.3925 +2024-01-02 03:42:16,440 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 11:20:24, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6334, loss_cls: 6.3496, loss: 6.3496 +2024-01-02 03:43:18,340 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 11:19:15, time: 0.619, data_time: 0.001, memory: 16177, top1_acc: 0.3700, top5_acc: 0.6288, loss_cls: 6.3125, loss: 6.3125 +2024-01-02 03:44:18,948 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 11:18:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6252, loss_cls: 6.3324, loss: 6.3324 +2024-01-02 03:45:19,223 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 11:16:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3691, top5_acc: 0.6280, loss_cls: 6.3589, loss: 6.3589 +2024-01-02 03:46:19,556 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 11:15:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6325, loss_cls: 6.3292, loss: 6.3292 +2024-01-02 03:47:19,720 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 11:14:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3691, top5_acc: 0.6198, loss_cls: 6.3760, loss: 6.3760 +2024-01-02 03:48:19,499 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 11:13:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6327, loss_cls: 6.3045, loss: 6.3045 +2024-01-02 03:49:19,443 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 11:11:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3656, top5_acc: 0.6280, loss_cls: 6.3718, loss: 6.3718 +2024-01-02 03:50:19,779 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 11:10:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6298, loss_cls: 6.3571, loss: 6.3571 +2024-01-02 03:51:20,044 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 11:09:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3605, top5_acc: 0.6228, loss_cls: 6.3828, loss: 6.3828 +2024-01-02 03:51:50,604 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-01-02 03:53:49,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 03:53:50,779 - pyskl - INFO - +top1_acc 0.3051 +top5_acc 0.5612 +2024-01-02 03:53:50,779 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 03:53:50,817 - pyskl - INFO - +mean_acc 0.3049 +2024-01-02 03:53:50,825 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.3051, top5_acc: 0.5612, mean_class_accuracy: 0.3049 +2024-01-02 03:57:11,458 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 11:12:41, time: 2.006, data_time: 1.414, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6344, loss_cls: 6.2902, loss: 6.2902 +2024-01-02 03:58:10,883 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 11:11:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3764, top5_acc: 0.6425, loss_cls: 6.2798, loss: 6.2798 +2024-01-02 03:59:10,932 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 11:10:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6403, loss_cls: 6.2697, loss: 6.2697 +2024-01-02 04:00:10,848 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 11:08:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3642, top5_acc: 0.6352, loss_cls: 6.3486, loss: 6.3486 +2024-01-02 04:01:10,983 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 11:07:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3798, top5_acc: 0.6372, loss_cls: 6.2738, loss: 6.2738 +2024-01-02 04:02:11,455 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 11:06:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6275, loss_cls: 6.3251, loss: 6.3251 +2024-01-02 04:03:11,800 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 11:05:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3759, top5_acc: 0.6350, loss_cls: 6.3140, loss: 6.3140 +2024-01-02 04:04:11,801 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 11:04:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3814, top5_acc: 0.6364, loss_cls: 6.2825, loss: 6.2825 +2024-01-02 04:05:11,955 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 11:02:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6284, loss_cls: 6.3142, loss: 6.3142 +2024-01-02 04:06:12,121 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 11:01:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3769, top5_acc: 0.6419, loss_cls: 6.2716, loss: 6.2716 +2024-01-02 04:07:11,947 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 11:00:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6411, loss_cls: 6.3108, loss: 6.3108 +2024-01-02 04:08:12,376 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 10:59:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6350, loss_cls: 6.2978, loss: 6.2978 +2024-01-02 04:09:12,455 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 10:57:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6241, loss_cls: 6.3306, loss: 6.3306 +2024-01-02 04:10:12,879 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 10:56:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6348, loss_cls: 6.3527, loss: 6.3527 +2024-01-02 04:11:13,829 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 10:55:33, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6434, loss_cls: 6.2899, loss: 6.2899 +2024-01-02 04:12:14,673 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 10:54:21, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6250, loss_cls: 6.3431, loss: 6.3431 +2024-01-02 04:13:15,351 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 10:53:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3783, top5_acc: 0.6394, loss_cls: 6.2860, loss: 6.2860 +2024-01-02 04:14:15,385 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 10:51:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6377, loss_cls: 6.3086, loss: 6.3086 +2024-01-02 04:15:15,644 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 10:50:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3738, top5_acc: 0.6303, loss_cls: 6.3264, loss: 6.3264 +2024-01-02 04:16:15,840 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 10:49:30, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6273, loss_cls: 6.3589, loss: 6.3589 +2024-01-02 04:17:16,306 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 10:48:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6438, loss_cls: 6.2654, loss: 6.2654 +2024-01-02 04:18:16,514 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 10:47:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6377, loss_cls: 6.3061, loss: 6.3061 +2024-01-02 04:19:17,276 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 10:45:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3702, top5_acc: 0.6312, loss_cls: 6.3191, loss: 6.3191 +2024-01-02 04:20:18,358 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 10:44:43, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6358, loss_cls: 6.3164, loss: 6.3164 +2024-01-02 04:21:18,900 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 10:43:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3697, top5_acc: 0.6292, loss_cls: 6.3580, loss: 6.3580 +2024-01-02 04:22:19,389 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 10:42:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6261, loss_cls: 6.3423, loss: 6.3423 +2024-01-02 04:23:20,171 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 10:41:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6266, loss_cls: 6.3468, loss: 6.3468 +2024-01-02 04:24:22,102 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 10:39:59, time: 0.619, data_time: 0.000, memory: 16177, top1_acc: 0.3627, top5_acc: 0.6186, loss_cls: 6.3643, loss: 6.3643 +2024-01-02 04:25:23,313 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 10:38:49, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6227, loss_cls: 6.3633, loss: 6.3633 +2024-01-02 04:26:23,786 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 10:37:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6341, loss_cls: 6.3128, loss: 6.3128 +2024-01-02 04:27:24,365 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 10:36:25, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.3680, top5_acc: 0.6328, loss_cls: 6.3247, loss: 6.3247 +2024-01-02 04:28:24,964 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 10:35:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6361, loss_cls: 6.2899, loss: 6.2899 +2024-01-02 04:29:24,841 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 10:34:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6356, loss_cls: 6.3309, loss: 6.3309 +2024-01-02 04:30:24,860 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 10:32:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6281, loss_cls: 6.3260, loss: 6.3260 +2024-01-02 04:31:25,056 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 10:31:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6362, loss_cls: 6.3169, loss: 6.3169 +2024-01-02 04:32:25,306 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 10:30:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6205, loss_cls: 6.3685, loss: 6.3685 +2024-01-02 04:33:26,231 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 10:29:12, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3733, top5_acc: 0.6372, loss_cls: 6.3193, loss: 6.3193 +2024-01-02 04:33:57,500 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-01-02 04:35:54,426 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 04:35:55,272 - pyskl - INFO - +top1_acc 0.3188 +top5_acc 0.5663 +2024-01-02 04:35:55,272 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 04:35:55,308 - pyskl - INFO - +mean_acc 0.3184 +2024-01-02 04:35:55,313 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_92.pth was removed +2024-01-02 04:35:55,547 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2024-01-02 04:35:55,547 - pyskl - INFO - Best top1_acc is 0.3188 at 98 epoch. +2024-01-02 04:35:55,555 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.3188, top5_acc: 0.5663, mean_class_accuracy: 0.3184 +2024-01-02 04:39:24,515 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 10:32:25, time: 2.090, data_time: 1.494, memory: 16177, top1_acc: 0.3777, top5_acc: 0.6417, loss_cls: 6.2659, loss: 6.2659 +2024-01-02 04:40:24,048 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 10:31:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3795, top5_acc: 0.6486, loss_cls: 6.2354, loss: 6.2354 +2024-01-02 04:41:24,253 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 10:29:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3783, top5_acc: 0.6364, loss_cls: 6.2706, loss: 6.2706 +2024-01-02 04:42:24,303 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 10:28:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3823, top5_acc: 0.6403, loss_cls: 6.2693, loss: 6.2693 +2024-01-02 04:43:24,529 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 10:27:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3733, top5_acc: 0.6348, loss_cls: 6.3128, loss: 6.3128 +2024-01-02 04:44:24,522 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 10:26:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6442, loss_cls: 6.2558, loss: 6.2558 +2024-01-02 04:45:24,899 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 10:25:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3809, top5_acc: 0.6428, loss_cls: 6.2553, loss: 6.2553 +2024-01-02 04:46:25,256 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 10:23:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6306, loss_cls: 6.3111, loss: 6.3111 +2024-01-02 04:47:25,872 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 10:22:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6311, loss_cls: 6.3320, loss: 6.3320 +2024-01-02 04:48:27,007 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 10:21:32, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6403, loss_cls: 6.2719, loss: 6.2719 +2024-01-02 04:49:27,265 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 10:20:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6344, loss_cls: 6.3291, loss: 6.3291 +2024-01-02 04:50:27,968 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 10:19:08, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6398, loss_cls: 6.3023, loss: 6.3023 +2024-01-02 04:51:28,702 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 10:17:57, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6353, loss_cls: 6.3027, loss: 6.3027 +2024-01-02 04:52:28,682 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 10:16:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6308, loss_cls: 6.3283, loss: 6.3283 +2024-01-02 04:53:28,943 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 10:15:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3847, top5_acc: 0.6492, loss_cls: 6.2436, loss: 6.2436 +2024-01-02 04:54:28,911 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 10:14:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3748, top5_acc: 0.6341, loss_cls: 6.2951, loss: 6.2951 +2024-01-02 04:55:29,572 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 10:13:07, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6436, loss_cls: 6.2873, loss: 6.2873 +2024-01-02 04:56:30,528 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 10:11:56, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3809, top5_acc: 0.6459, loss_cls: 6.2552, loss: 6.2552 +2024-01-02 04:57:31,155 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 10:10:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6317, loss_cls: 6.3474, loss: 6.3474 +2024-01-02 04:58:32,142 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 10:09:34, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6427, loss_cls: 6.2732, loss: 6.2732 +2024-01-02 04:59:33,122 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 10:08:24, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6383, loss_cls: 6.2934, loss: 6.2934 +2024-01-02 05:00:33,774 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 10:07:12, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3714, top5_acc: 0.6300, loss_cls: 6.3419, loss: 6.3419 +2024-01-02 05:01:34,438 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 10:06:01, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6356, loss_cls: 6.2881, loss: 6.2881 +2024-01-02 05:02:35,314 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 10:04:51, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3802, top5_acc: 0.6386, loss_cls: 6.3140, loss: 6.3140 +2024-01-02 05:03:35,514 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 10:03:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6338, loss_cls: 6.3140, loss: 6.3140 +2024-01-02 05:04:35,754 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 10:02:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6388, loss_cls: 6.2746, loss: 6.2746 +2024-01-02 05:05:37,013 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 10:01:17, time: 0.613, data_time: 0.001, memory: 16177, top1_acc: 0.3720, top5_acc: 0.6341, loss_cls: 6.3140, loss: 6.3140 +2024-01-02 05:06:38,969 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 10:00:09, time: 0.620, data_time: 0.001, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6247, loss_cls: 6.3518, loss: 6.3518 +2024-01-02 05:07:40,399 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 9:58:59, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6323, loss_cls: 6.3336, loss: 6.3336 +2024-01-02 05:08:40,588 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 9:57:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6286, loss_cls: 6.3247, loss: 6.3247 +2024-01-02 05:09:41,012 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 9:56:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3802, top5_acc: 0.6308, loss_cls: 6.3281, loss: 6.3281 +2024-01-02 05:10:41,097 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 9:55:23, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3847, top5_acc: 0.6370, loss_cls: 6.3074, loss: 6.3074 +2024-01-02 05:11:41,057 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 9:54:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6242, loss_cls: 6.3572, loss: 6.3572 +2024-01-02 05:12:41,071 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 9:52:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6427, loss_cls: 6.2941, loss: 6.2941 +2024-01-02 05:13:41,487 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 9:51:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3727, top5_acc: 0.6278, loss_cls: 6.3524, loss: 6.3524 +2024-01-02 05:14:41,710 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 9:50:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6364, loss_cls: 6.2928, loss: 6.2928 +2024-01-02 05:15:42,041 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 9:49:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6297, loss_cls: 6.3466, loss: 6.3466 +2024-01-02 05:16:12,037 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-01-02 05:18:11,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 05:18:12,356 - pyskl - INFO - +top1_acc 0.3155 +top5_acc 0.5745 +2024-01-02 05:18:12,356 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 05:18:12,394 - pyskl - INFO - +mean_acc 0.3153 +2024-01-02 05:18:12,402 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.3155, top5_acc: 0.5745, mean_class_accuracy: 0.3153 +2024-01-02 05:21:35,404 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 9:52:05, time: 2.030, data_time: 1.439, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6512, loss_cls: 6.2264, loss: 6.2264 +2024-01-02 05:22:34,928 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 9:50:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6388, loss_cls: 6.2589, loss: 6.2589 +2024-01-02 05:23:34,714 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 9:49:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6430, loss_cls: 6.2519, loss: 6.2519 +2024-01-02 05:24:34,825 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 9:48:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6544, loss_cls: 6.2271, loss: 6.2271 +2024-01-02 05:25:34,805 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 9:47:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6416, loss_cls: 6.2830, loss: 6.2830 +2024-01-02 05:26:34,923 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 9:46:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3808, top5_acc: 0.6441, loss_cls: 6.2569, loss: 6.2569 +2024-01-02 05:27:35,053 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 9:44:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6367, loss_cls: 6.2992, loss: 6.2992 +2024-01-02 05:28:35,069 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 9:43:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3795, top5_acc: 0.6319, loss_cls: 6.3015, loss: 6.3015 +2024-01-02 05:29:35,931 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 9:42:25, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3870, top5_acc: 0.6397, loss_cls: 6.2772, loss: 6.2772 +2024-01-02 05:30:37,040 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 9:41:15, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6367, loss_cls: 6.3060, loss: 6.3060 +2024-01-02 05:31:37,232 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 9:40:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6267, loss_cls: 6.3156, loss: 6.3156 +2024-01-02 05:32:37,410 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 9:38:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3767, top5_acc: 0.6433, loss_cls: 6.2955, loss: 6.2955 +2024-01-02 05:33:37,565 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 9:37:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6388, loss_cls: 6.2715, loss: 6.2715 +2024-01-02 05:34:37,606 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 9:36:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6375, loss_cls: 6.3092, loss: 6.3092 +2024-01-02 05:35:37,755 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 9:35:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3819, top5_acc: 0.6328, loss_cls: 6.3015, loss: 6.3015 +2024-01-02 05:36:37,771 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 9:34:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6358, loss_cls: 6.3297, loss: 6.3297 +2024-01-02 05:37:37,848 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 9:32:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6362, loss_cls: 6.2797, loss: 6.2797 +2024-01-02 05:38:38,023 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 9:31:38, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3878, top5_acc: 0.6388, loss_cls: 6.2600, loss: 6.2600 +2024-01-02 05:39:38,197 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 9:30:26, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3828, top5_acc: 0.6452, loss_cls: 6.2744, loss: 6.2744 +2024-01-02 05:40:38,466 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 9:29:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3722, top5_acc: 0.6339, loss_cls: 6.3217, loss: 6.3217 +2024-01-02 05:41:38,664 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 9:28:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6412, loss_cls: 6.2788, loss: 6.2788 +2024-01-02 05:42:38,803 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 9:26:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6408, loss_cls: 6.3112, loss: 6.3112 +2024-01-02 05:43:39,235 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 9:25:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6469, loss_cls: 6.2617, loss: 6.2617 +2024-01-02 05:44:39,975 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 9:24:29, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6305, loss_cls: 6.3256, loss: 6.3256 +2024-01-02 05:45:40,110 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 9:23:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6409, loss_cls: 6.3063, loss: 6.3063 +2024-01-02 05:46:40,575 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 9:22:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6430, loss_cls: 6.2755, loss: 6.2755 +2024-01-02 05:47:42,001 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 9:20:58, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6394, loss_cls: 6.2847, loss: 6.2847 +2024-01-02 05:48:43,586 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 9:19:49, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6377, loss_cls: 6.2981, loss: 6.2981 +2024-01-02 05:49:43,970 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 9:18:38, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.3778, top5_acc: 0.6300, loss_cls: 6.3055, loss: 6.3055 +2024-01-02 05:50:44,292 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 9:17:27, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.3827, top5_acc: 0.6398, loss_cls: 6.2497, loss: 6.2497 +2024-01-02 05:51:44,326 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 9:16:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3702, top5_acc: 0.6338, loss_cls: 6.3426, loss: 6.3426 +2024-01-02 05:52:44,219 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 9:15:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3683, top5_acc: 0.6378, loss_cls: 6.3197, loss: 6.3197 +2024-01-02 05:53:44,363 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 9:13:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6438, loss_cls: 6.2687, loss: 6.2687 +2024-01-02 05:54:44,467 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 9:12:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3684, top5_acc: 0.6370, loss_cls: 6.3316, loss: 6.3316 +2024-01-02 05:55:44,256 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 9:11:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6319, loss_cls: 6.3177, loss: 6.3177 +2024-01-02 05:56:44,385 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 9:10:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3836, top5_acc: 0.6491, loss_cls: 6.2707, loss: 6.2707 +2024-01-02 05:57:44,407 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 9:09:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6459, loss_cls: 6.2624, loss: 6.2624 +2024-01-02 05:58:14,435 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-01-02 06:00:15,163 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 06:00:15,959 - pyskl - INFO - +top1_acc 0.3041 +top5_acc 0.5584 +2024-01-02 06:00:15,959 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 06:00:15,991 - pyskl - INFO - +mean_acc 0.3039 +2024-01-02 06:00:15,998 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.3041, top5_acc: 0.5584, mean_class_accuracy: 0.3039 +2024-01-02 06:03:34,045 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 9:11:19, time: 1.980, data_time: 1.391, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6434, loss_cls: 6.2534, loss: 6.2534 +2024-01-02 06:04:33,492 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 9:10:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6455, loss_cls: 6.2654, loss: 6.2654 +2024-01-02 06:05:33,077 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 9:08:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6550, loss_cls: 6.2036, loss: 6.2036 +2024-01-02 06:06:33,086 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 9:07:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3805, top5_acc: 0.6389, loss_cls: 6.2525, loss: 6.2525 +2024-01-02 06:07:33,191 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 9:06:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3975, top5_acc: 0.6486, loss_cls: 6.2212, loss: 6.2212 +2024-01-02 06:08:33,064 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 9:05:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6442, loss_cls: 6.2515, loss: 6.2515 +2024-01-02 06:09:33,315 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 9:04:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3980, top5_acc: 0.6552, loss_cls: 6.1787, loss: 6.1787 +2024-01-02 06:10:33,632 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 9:02:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6531, loss_cls: 6.2327, loss: 6.2327 +2024-01-02 06:11:34,117 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 9:01:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6478, loss_cls: 6.2647, loss: 6.2647 +2024-01-02 06:12:34,670 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 9:00:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6408, loss_cls: 6.2701, loss: 6.2701 +2024-01-02 06:13:35,593 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 8:59:22, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6481, loss_cls: 6.2616, loss: 6.2616 +2024-01-02 06:14:36,670 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 8:58:13, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6397, loss_cls: 6.2997, loss: 6.2997 +2024-01-02 06:15:36,786 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 8:57:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6486, loss_cls: 6.2421, loss: 6.2421 +2024-01-02 06:16:36,775 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 8:55:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3714, top5_acc: 0.6359, loss_cls: 6.3121, loss: 6.3121 +2024-01-02 06:17:37,181 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 8:54:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6553, loss_cls: 6.2187, loss: 6.2187 +2024-01-02 06:18:37,884 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 8:53:28, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6428, loss_cls: 6.2897, loss: 6.2897 +2024-01-02 06:19:38,331 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 8:52:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6522, loss_cls: 6.2409, loss: 6.2409 +2024-01-02 06:20:38,589 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 8:51:06, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6330, loss_cls: 6.3222, loss: 6.3222 +2024-01-02 06:21:39,329 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 8:49:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3733, top5_acc: 0.6350, loss_cls: 6.3076, loss: 6.3076 +2024-01-02 06:22:39,860 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 8:48:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6333, loss_cls: 6.3252, loss: 6.3252 +2024-01-02 06:23:40,030 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 8:47:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3783, top5_acc: 0.6353, loss_cls: 6.2637, loss: 6.2637 +2024-01-02 06:24:40,515 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 8:46:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6334, loss_cls: 6.3279, loss: 6.3279 +2024-01-02 06:25:41,877 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 8:45:15, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6380, loss_cls: 6.2777, loss: 6.2777 +2024-01-02 06:26:41,906 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 8:44:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3762, top5_acc: 0.6345, loss_cls: 6.2953, loss: 6.2953 +2024-01-02 06:27:42,459 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 8:42:53, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6512, loss_cls: 6.2479, loss: 6.2479 +2024-01-02 06:28:43,709 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 8:41:44, time: 0.612, data_time: 0.001, memory: 16177, top1_acc: 0.3845, top5_acc: 0.6552, loss_cls: 6.2559, loss: 6.2559 +2024-01-02 06:29:44,730 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 8:40:35, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3870, top5_acc: 0.6409, loss_cls: 6.2630, loss: 6.2630 +2024-01-02 06:30:45,706 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 8:39:26, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3684, top5_acc: 0.6347, loss_cls: 6.3173, loss: 6.3173 +2024-01-02 06:31:46,056 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 8:38:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6353, loss_cls: 6.2963, loss: 6.2963 +2024-01-02 06:32:46,111 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 8:37:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6359, loss_cls: 6.3051, loss: 6.3051 +2024-01-02 06:33:46,522 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 8:35:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6378, loss_cls: 6.3231, loss: 6.3231 +2024-01-02 06:34:46,409 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 8:34:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6291, loss_cls: 6.2925, loss: 6.2925 +2024-01-02 06:35:46,534 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 8:33:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3859, top5_acc: 0.6505, loss_cls: 6.2381, loss: 6.2381 +2024-01-02 06:36:46,648 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 8:32:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6348, loss_cls: 6.3288, loss: 6.3288 +2024-01-02 06:37:46,819 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 8:31:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6455, loss_cls: 6.2862, loss: 6.2862 +2024-01-02 06:38:46,789 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 8:29:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6559, loss_cls: 6.2222, loss: 6.2222 +2024-01-02 06:39:46,932 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 8:28:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6353, loss_cls: 6.3340, loss: 6.3340 +2024-01-02 06:40:17,191 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-01-02 06:42:16,210 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 06:42:17,265 - pyskl - INFO - +top1_acc 0.3246 +top5_acc 0.5813 +2024-01-02 06:42:17,265 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 06:42:17,301 - pyskl - INFO - +mean_acc 0.3244 +2024-01-02 06:42:17,307 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_98.pth was removed +2024-01-02 06:42:17,660 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2024-01-02 06:42:17,661 - pyskl - INFO - Best top1_acc is 0.3246 at 101 epoch. +2024-01-02 06:42:17,678 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.3246, top5_acc: 0.5813, mean_class_accuracy: 0.3244 +2024-01-02 06:45:36,908 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 8:30:50, time: 1.992, data_time: 1.403, memory: 16177, top1_acc: 0.3847, top5_acc: 0.6489, loss_cls: 6.2398, loss: 6.2398 +2024-01-02 06:46:36,106 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 8:29:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3903, top5_acc: 0.6531, loss_cls: 6.2208, loss: 6.2208 +2024-01-02 06:47:36,133 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 8:28:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6503, loss_cls: 6.2037, loss: 6.2037 +2024-01-02 06:48:36,027 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 8:27:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3848, top5_acc: 0.6508, loss_cls: 6.2132, loss: 6.2132 +2024-01-02 06:49:36,087 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 8:26:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6459, loss_cls: 6.2358, loss: 6.2358 +2024-01-02 06:50:36,308 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 8:24:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3870, top5_acc: 0.6508, loss_cls: 6.2053, loss: 6.2053 +2024-01-02 06:51:36,717 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 8:23:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6461, loss_cls: 6.2391, loss: 6.2391 +2024-01-02 06:52:37,411 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 8:22:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6419, loss_cls: 6.2615, loss: 6.2615 +2024-01-02 06:53:37,687 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 8:21:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3836, top5_acc: 0.6520, loss_cls: 6.2340, loss: 6.2340 +2024-01-02 06:54:37,915 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 8:20:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6558, loss_cls: 6.2045, loss: 6.2045 +2024-01-02 06:55:38,147 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 8:18:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6394, loss_cls: 6.2695, loss: 6.2695 +2024-01-02 06:56:38,292 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 8:17:47, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6366, loss_cls: 6.2684, loss: 6.2684 +2024-01-02 06:57:38,460 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 8:16:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6364, loss_cls: 6.2739, loss: 6.2739 +2024-01-02 06:58:38,613 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 8:15:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3928, top5_acc: 0.6561, loss_cls: 6.2259, loss: 6.2259 +2024-01-02 06:59:39,015 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 8:14:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6505, loss_cls: 6.2596, loss: 6.2596 +2024-01-02 07:00:38,835 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 8:13:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3878, top5_acc: 0.6419, loss_cls: 6.2566, loss: 6.2566 +2024-01-02 07:01:38,738 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 8:11:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6481, loss_cls: 6.2540, loss: 6.2540 +2024-01-02 07:02:38,936 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 8:10:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6466, loss_cls: 6.2669, loss: 6.2669 +2024-01-02 07:03:39,002 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 8:09:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3887, top5_acc: 0.6436, loss_cls: 6.2740, loss: 6.2740 +2024-01-02 07:04:39,011 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 8:08:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6473, loss_cls: 6.2193, loss: 6.2193 +2024-01-02 07:05:39,384 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 8:07:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3767, top5_acc: 0.6456, loss_cls: 6.2795, loss: 6.2795 +2024-01-02 07:06:39,967 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 8:05:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6494, loss_cls: 6.2249, loss: 6.2249 +2024-01-02 07:07:40,664 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 8:04:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3847, top5_acc: 0.6520, loss_cls: 6.2544, loss: 6.2544 +2024-01-02 07:08:40,687 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 8:03:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3786, top5_acc: 0.6509, loss_cls: 6.2504, loss: 6.2504 +2024-01-02 07:09:41,399 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 8:02:28, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3895, top5_acc: 0.6494, loss_cls: 6.2576, loss: 6.2576 +2024-01-02 07:10:42,099 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 8:01:19, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6373, loss_cls: 6.2728, loss: 6.2728 +2024-01-02 07:11:43,536 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 8:00:11, time: 0.614, data_time: 0.001, memory: 16177, top1_acc: 0.3787, top5_acc: 0.6445, loss_cls: 6.2826, loss: 6.2826 +2024-01-02 07:12:43,961 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 7:59:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6527, loss_cls: 6.2196, loss: 6.2196 +2024-01-02 07:13:44,218 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 7:57:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6370, loss_cls: 6.2841, loss: 6.2841 +2024-01-02 07:14:44,578 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 7:56:40, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3819, top5_acc: 0.6380, loss_cls: 6.2723, loss: 6.2723 +2024-01-02 07:15:44,295 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 7:55:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6445, loss_cls: 6.2575, loss: 6.2575 +2024-01-02 07:16:43,688 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 7:54:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6289, loss_cls: 6.3284, loss: 6.3284 +2024-01-02 07:17:43,808 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 7:53:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6414, loss_cls: 6.2703, loss: 6.2703 +2024-01-02 07:18:43,751 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 7:51:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3903, top5_acc: 0.6394, loss_cls: 6.2649, loss: 6.2649 +2024-01-02 07:19:44,939 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 7:50:46, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3798, top5_acc: 0.6397, loss_cls: 6.2684, loss: 6.2684 +2024-01-02 07:20:45,831 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 7:49:37, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3823, top5_acc: 0.6327, loss_cls: 6.2915, loss: 6.2915 +2024-01-02 07:21:46,176 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 7:48:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3762, top5_acc: 0.6327, loss_cls: 6.2956, loss: 6.2956 +2024-01-02 07:22:16,184 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-01-02 07:24:14,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 07:24:15,648 - pyskl - INFO - +top1_acc 0.3197 +top5_acc 0.5723 +2024-01-02 07:24:15,649 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 07:24:15,685 - pyskl - INFO - +mean_acc 0.3195 +2024-01-02 07:24:15,693 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.3197, top5_acc: 0.5723, mean_class_accuracy: 0.3195 +2024-01-02 07:27:39,050 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 7:50:26, time: 2.033, data_time: 1.441, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6567, loss_cls: 6.1969, loss: 6.1969 +2024-01-02 07:28:38,777 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 7:49:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6683, loss_cls: 6.1370, loss: 6.1370 +2024-01-02 07:29:38,862 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 7:48:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3958, top5_acc: 0.6584, loss_cls: 6.2021, loss: 6.2021 +2024-01-02 07:30:39,131 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 7:46:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6534, loss_cls: 6.2239, loss: 6.2239 +2024-01-02 07:31:39,401 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 7:45:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6506, loss_cls: 6.2061, loss: 6.2061 +2024-01-02 07:32:39,584 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 7:44:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3947, top5_acc: 0.6525, loss_cls: 6.2035, loss: 6.2035 +2024-01-02 07:33:40,128 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 7:43:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6403, loss_cls: 6.2734, loss: 6.2734 +2024-01-02 07:34:40,593 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 7:42:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3928, top5_acc: 0.6497, loss_cls: 6.2196, loss: 6.2196 +2024-01-02 07:35:41,413 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 7:41:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3898, top5_acc: 0.6495, loss_cls: 6.2274, loss: 6.2274 +2024-01-02 07:36:41,925 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 7:39:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3975, top5_acc: 0.6527, loss_cls: 6.2062, loss: 6.2062 +2024-01-02 07:37:42,857 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 7:38:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3919, top5_acc: 0.6462, loss_cls: 6.2311, loss: 6.2311 +2024-01-02 07:38:43,191 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 7:37:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6425, loss_cls: 6.2304, loss: 6.2304 +2024-01-02 07:39:43,413 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 7:36:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6405, loss_cls: 6.2808, loss: 6.2808 +2024-01-02 07:40:44,201 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 7:35:14, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6498, loss_cls: 6.2307, loss: 6.2307 +2024-01-02 07:41:44,539 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 7:34:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6306, loss_cls: 6.3166, loss: 6.3166 +2024-01-02 07:42:44,513 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 7:32:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6323, loss_cls: 6.3079, loss: 6.3079 +2024-01-02 07:43:44,683 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 7:31:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3869, top5_acc: 0.6483, loss_cls: 6.2256, loss: 6.2256 +2024-01-02 07:44:44,725 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 7:30:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6473, loss_cls: 6.2224, loss: 6.2224 +2024-01-02 07:45:44,945 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 7:29:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6461, loss_cls: 6.2359, loss: 6.2359 +2024-01-02 07:46:45,343 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 7:28:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3827, top5_acc: 0.6408, loss_cls: 6.2633, loss: 6.2633 +2024-01-02 07:47:46,661 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 7:27:04, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3802, top5_acc: 0.6419, loss_cls: 6.2756, loss: 6.2756 +2024-01-02 07:48:48,219 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 7:25:56, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6433, loss_cls: 6.2551, loss: 6.2551 +2024-01-02 07:49:48,485 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 7:24:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6417, loss_cls: 6.2510, loss: 6.2510 +2024-01-02 07:50:48,943 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 7:23:36, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3831, top5_acc: 0.6478, loss_cls: 6.2286, loss: 6.2286 +2024-01-02 07:51:50,124 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 7:22:28, time: 0.612, data_time: 0.001, memory: 16177, top1_acc: 0.3914, top5_acc: 0.6561, loss_cls: 6.2154, loss: 6.2154 +2024-01-02 07:52:51,049 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 7:21:19, time: 0.609, data_time: 0.001, memory: 16177, top1_acc: 0.3816, top5_acc: 0.6489, loss_cls: 6.2535, loss: 6.2535 +2024-01-02 07:53:51,799 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 7:20:10, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6380, loss_cls: 6.3039, loss: 6.3039 +2024-01-02 07:54:51,988 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 7:19:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3869, top5_acc: 0.6467, loss_cls: 6.2638, loss: 6.2638 +2024-01-02 07:55:52,225 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 7:17:50, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6553, loss_cls: 6.2256, loss: 6.2256 +2024-01-02 07:56:52,195 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 7:16:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3828, top5_acc: 0.6444, loss_cls: 6.2563, loss: 6.2563 +2024-01-02 07:57:52,092 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 7:15:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3783, top5_acc: 0.6383, loss_cls: 6.2987, loss: 6.2987 +2024-01-02 07:58:52,728 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 7:14:20, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6480, loss_cls: 6.2224, loss: 6.2224 +2024-01-02 07:59:53,237 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 7:13:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3819, top5_acc: 0.6423, loss_cls: 6.2542, loss: 6.2542 +2024-01-02 08:00:54,340 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 7:12:02, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6425, loss_cls: 6.2794, loss: 6.2794 +2024-01-02 08:01:54,833 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 7:10:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3877, top5_acc: 0.6506, loss_cls: 6.2483, loss: 6.2483 +2024-01-02 08:02:54,914 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 7:09:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3903, top5_acc: 0.6455, loss_cls: 6.2563, loss: 6.2563 +2024-01-02 08:03:55,014 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 7:08:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6505, loss_cls: 6.2333, loss: 6.2333 +2024-01-02 08:04:24,964 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-01-02 08:06:23,734 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 08:06:24,769 - pyskl - INFO - +top1_acc 0.3228 +top5_acc 0.5799 +2024-01-02 08:06:24,769 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 08:06:24,807 - pyskl - INFO - +mean_acc 0.3225 +2024-01-02 08:06:24,814 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.3228, top5_acc: 0.5799, mean_class_accuracy: 0.3225 +2024-01-02 08:09:42,005 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 7:10:07, time: 1.972, data_time: 1.379, memory: 16177, top1_acc: 0.3941, top5_acc: 0.6647, loss_cls: 6.1926, loss: 6.1926 +2024-01-02 08:10:41,587 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 7:08:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3886, top5_acc: 0.6530, loss_cls: 6.2094, loss: 6.2094 +2024-01-02 08:11:41,628 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 7:07:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6519, loss_cls: 6.2041, loss: 6.2041 +2024-01-02 08:12:41,920 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 7:06:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6583, loss_cls: 6.2009, loss: 6.2009 +2024-01-02 08:13:42,414 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 7:05:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4058, top5_acc: 0.6603, loss_cls: 6.1337, loss: 6.1337 +2024-01-02 08:14:42,817 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 7:04:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6617, loss_cls: 6.1652, loss: 6.1652 +2024-01-02 08:15:42,988 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 7:03:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6505, loss_cls: 6.2173, loss: 6.2173 +2024-01-02 08:16:43,439 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 7:01:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6600, loss_cls: 6.1863, loss: 6.1863 +2024-01-02 08:17:43,630 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 7:00:46, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6492, loss_cls: 6.2286, loss: 6.2286 +2024-01-02 08:18:43,907 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 6:59:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3961, top5_acc: 0.6533, loss_cls: 6.1869, loss: 6.1869 +2024-01-02 08:19:43,729 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 6:58:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3853, top5_acc: 0.6386, loss_cls: 6.2507, loss: 6.2507 +2024-01-02 08:20:44,237 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 6:57:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6561, loss_cls: 6.1850, loss: 6.1850 +2024-01-02 08:21:44,656 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 6:56:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6492, loss_cls: 6.2179, loss: 6.2179 +2024-01-02 08:22:45,486 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 6:54:58, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3783, top5_acc: 0.6491, loss_cls: 6.2681, loss: 6.2681 +2024-01-02 08:23:46,087 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 6:53:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4014, top5_acc: 0.6625, loss_cls: 6.1649, loss: 6.1649 +2024-01-02 08:24:46,149 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 6:52:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6436, loss_cls: 6.2520, loss: 6.2520 +2024-01-02 08:25:46,464 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 6:51:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6450, loss_cls: 6.2424, loss: 6.2424 +2024-01-02 08:26:46,685 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 6:50:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6367, loss_cls: 6.2901, loss: 6.2901 +2024-01-02 08:27:47,016 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 6:49:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3895, top5_acc: 0.6492, loss_cls: 6.2378, loss: 6.2378 +2024-01-02 08:28:47,728 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 6:48:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3727, top5_acc: 0.6366, loss_cls: 6.3034, loss: 6.3034 +2024-01-02 08:29:48,528 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 6:46:52, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3914, top5_acc: 0.6534, loss_cls: 6.2218, loss: 6.2218 +2024-01-02 08:30:49,425 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 6:45:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6462, loss_cls: 6.2028, loss: 6.2028 +2024-01-02 08:31:49,634 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 6:44:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3919, top5_acc: 0.6448, loss_cls: 6.2213, loss: 6.2213 +2024-01-02 08:32:50,598 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 6:43:25, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3859, top5_acc: 0.6478, loss_cls: 6.2459, loss: 6.2459 +2024-01-02 08:33:51,575 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 6:42:16, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6503, loss_cls: 6.1990, loss: 6.1990 +2024-01-02 08:34:52,834 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 6:41:08, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3852, top5_acc: 0.6423, loss_cls: 6.2583, loss: 6.2583 +2024-01-02 08:35:53,037 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 6:39:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3862, top5_acc: 0.6397, loss_cls: 6.2586, loss: 6.2586 +2024-01-02 08:36:53,611 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 6:38:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3992, top5_acc: 0.6516, loss_cls: 6.2279, loss: 6.2279 +2024-01-02 08:37:54,310 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 6:37:41, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6367, loss_cls: 6.2825, loss: 6.2825 +2024-01-02 08:38:54,254 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 6:36:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6469, loss_cls: 6.2500, loss: 6.2500 +2024-01-02 08:39:53,788 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 6:35:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6466, loss_cls: 6.2575, loss: 6.2575 +2024-01-02 08:40:54,099 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 6:34:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3961, top5_acc: 0.6602, loss_cls: 6.1979, loss: 6.1979 +2024-01-02 08:41:54,722 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 6:33:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6406, loss_cls: 6.2439, loss: 6.2439 +2024-01-02 08:42:55,062 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 6:31:52, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6517, loss_cls: 6.2089, loss: 6.2089 +2024-01-02 08:43:55,171 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 6:30:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3877, top5_acc: 0.6450, loss_cls: 6.2540, loss: 6.2540 +2024-01-02 08:44:55,352 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 6:29:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3931, top5_acc: 0.6634, loss_cls: 6.1783, loss: 6.1783 +2024-01-02 08:45:55,654 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 6:28:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6541, loss_cls: 6.1896, loss: 6.1896 +2024-01-02 08:46:26,032 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-01-02 08:48:26,425 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 08:48:27,250 - pyskl - INFO - +top1_acc 0.3298 +top5_acc 0.5941 +2024-01-02 08:48:27,250 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 08:48:27,282 - pyskl - INFO - +mean_acc 0.3294 +2024-01-02 08:48:27,287 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_101.pth was removed +2024-01-02 08:48:27,527 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2024-01-02 08:48:27,527 - pyskl - INFO - Best top1_acc is 0.3298 at 104 epoch. +2024-01-02 08:48:27,534 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.3298, top5_acc: 0.5941, mean_class_accuracy: 0.3294 +2024-01-02 08:51:45,458 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 6:29:49, time: 1.979, data_time: 1.387, memory: 16177, top1_acc: 0.4034, top5_acc: 0.6633, loss_cls: 6.1349, loss: 6.1349 +2024-01-02 08:52:44,767 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 6:28:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4037, top5_acc: 0.6589, loss_cls: 6.1402, loss: 6.1402 +2024-01-02 08:53:44,603 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 6:27:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6681, loss_cls: 6.1603, loss: 6.1603 +2024-01-02 08:54:44,230 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 6:26:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3950, top5_acc: 0.6556, loss_cls: 6.2018, loss: 6.2018 +2024-01-02 08:55:44,434 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 6:25:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6637, loss_cls: 6.1798, loss: 6.1798 +2024-01-02 08:56:44,535 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 6:23:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4062, top5_acc: 0.6587, loss_cls: 6.1620, loss: 6.1620 +2024-01-02 08:57:44,991 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 6:22:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6439, loss_cls: 6.2167, loss: 6.2167 +2024-01-02 08:58:45,378 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 6:21:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3973, top5_acc: 0.6503, loss_cls: 6.1981, loss: 6.1981 +2024-01-02 08:59:45,544 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 6:20:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6539, loss_cls: 6.2310, loss: 6.2310 +2024-01-02 09:00:45,737 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 6:19:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6519, loss_cls: 6.2031, loss: 6.2031 +2024-01-02 09:01:46,007 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 6:18:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6598, loss_cls: 6.1721, loss: 6.1721 +2024-01-02 09:02:46,101 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 6:17:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3967, top5_acc: 0.6547, loss_cls: 6.1914, loss: 6.1914 +2024-01-02 09:03:46,246 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 6:15:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6558, loss_cls: 6.1604, loss: 6.1604 +2024-01-02 09:04:46,383 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 6:14:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3886, top5_acc: 0.6558, loss_cls: 6.2214, loss: 6.2214 +2024-01-02 09:05:46,321 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 6:13:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6558, loss_cls: 6.2203, loss: 6.2203 +2024-01-02 09:06:46,304 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 6:12:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6505, loss_cls: 6.2393, loss: 6.2393 +2024-01-02 09:07:46,362 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 6:11:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3908, top5_acc: 0.6527, loss_cls: 6.2192, loss: 6.2192 +2024-01-02 09:08:46,588 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 6:10:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6503, loss_cls: 6.2019, loss: 6.2019 +2024-01-02 09:09:46,798 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 6:08:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6427, loss_cls: 6.2257, loss: 6.2257 +2024-01-02 09:10:47,693 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 6:07:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3873, top5_acc: 0.6489, loss_cls: 6.2371, loss: 6.2371 +2024-01-02 09:11:49,010 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 6:06:36, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6598, loss_cls: 6.1660, loss: 6.1660 +2024-01-02 09:12:49,091 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 6:05:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3909, top5_acc: 0.6570, loss_cls: 6.2217, loss: 6.2217 +2024-01-02 09:13:49,190 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 6:04:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6578, loss_cls: 6.2078, loss: 6.2078 +2024-01-02 09:14:50,246 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 6:03:09, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6598, loss_cls: 6.1674, loss: 6.1674 +2024-01-02 09:15:51,984 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 6:02:02, time: 0.617, data_time: 0.001, memory: 16177, top1_acc: 0.3881, top5_acc: 0.6438, loss_cls: 6.2504, loss: 6.2504 +2024-01-02 09:16:53,577 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 6:00:55, time: 0.616, data_time: 0.001, memory: 16177, top1_acc: 0.3895, top5_acc: 0.6455, loss_cls: 6.2333, loss: 6.2333 +2024-01-02 09:17:54,231 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 5:59:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6486, loss_cls: 6.2106, loss: 6.2106 +2024-01-02 09:18:54,407 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 5:58:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3958, top5_acc: 0.6583, loss_cls: 6.2152, loss: 6.2152 +2024-01-02 09:19:54,599 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 5:57:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6462, loss_cls: 6.2494, loss: 6.2494 +2024-01-02 09:20:55,290 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 5:56:19, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3898, top5_acc: 0.6428, loss_cls: 6.2419, loss: 6.2419 +2024-01-02 09:21:54,954 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 5:55:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6511, loss_cls: 6.2185, loss: 6.2185 +2024-01-02 09:22:54,864 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 5:54:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3937, top5_acc: 0.6503, loss_cls: 6.1939, loss: 6.1939 +2024-01-02 09:23:55,237 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 5:52:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3987, top5_acc: 0.6575, loss_cls: 6.2060, loss: 6.2060 +2024-01-02 09:24:55,657 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 5:51:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3828, top5_acc: 0.6381, loss_cls: 6.2797, loss: 6.2797 +2024-01-02 09:25:55,988 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 5:50:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3948, top5_acc: 0.6555, loss_cls: 6.2125, loss: 6.2125 +2024-01-02 09:26:56,271 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 5:49:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6477, loss_cls: 6.2468, loss: 6.2468 +2024-01-02 09:27:56,385 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 5:48:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6486, loss_cls: 6.2295, loss: 6.2295 +2024-01-02 09:28:26,871 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-01-02 09:30:25,119 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 09:30:25,975 - pyskl - INFO - +top1_acc 0.3402 +top5_acc 0.5931 +2024-01-02 09:30:25,975 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 09:30:26,012 - pyskl - INFO - +mean_acc 0.3399 +2024-01-02 09:30:26,017 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_104.pth was removed +2024-01-02 09:30:26,256 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2024-01-02 09:30:26,257 - pyskl - INFO - Best top1_acc is 0.3402 at 105 epoch. +2024-01-02 09:30:26,269 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.3402, top5_acc: 0.5931, mean_class_accuracy: 0.3399 +2024-01-02 09:33:43,302 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 5:49:29, time: 1.970, data_time: 1.382, memory: 16177, top1_acc: 0.4052, top5_acc: 0.6673, loss_cls: 6.1245, loss: 6.1245 +2024-01-02 09:34:42,377 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 5:48:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6644, loss_cls: 6.1478, loss: 6.1478 +2024-01-02 09:35:42,196 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 5:47:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6559, loss_cls: 6.1701, loss: 6.1701 +2024-01-02 09:36:42,243 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 5:45:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3980, top5_acc: 0.6617, loss_cls: 6.1395, loss: 6.1395 +2024-01-02 09:37:42,204 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 5:44:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4022, top5_acc: 0.6528, loss_cls: 6.1805, loss: 6.1805 +2024-01-02 09:38:42,310 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 5:43:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4036, top5_acc: 0.6605, loss_cls: 6.1668, loss: 6.1668 +2024-01-02 09:39:42,228 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 5:42:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4003, top5_acc: 0.6589, loss_cls: 6.1811, loss: 6.1811 +2024-01-02 09:40:42,391 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 5:41:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4036, top5_acc: 0.6552, loss_cls: 6.1699, loss: 6.1699 +2024-01-02 09:41:42,783 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 5:40:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6609, loss_cls: 6.1492, loss: 6.1492 +2024-01-02 09:42:42,580 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 5:39:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4039, top5_acc: 0.6530, loss_cls: 6.1808, loss: 6.1808 +2024-01-02 09:43:43,124 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 5:37:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6644, loss_cls: 6.1548, loss: 6.1548 +2024-01-02 09:44:44,240 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 5:36:44, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6592, loss_cls: 6.1426, loss: 6.1426 +2024-01-02 09:45:44,794 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 5:35:36, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3987, top5_acc: 0.6520, loss_cls: 6.2088, loss: 6.2088 +2024-01-02 09:46:45,701 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 5:34:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6583, loss_cls: 6.1751, loss: 6.1751 +2024-01-02 09:47:46,297 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 5:33:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3922, top5_acc: 0.6573, loss_cls: 6.2062, loss: 6.2062 +2024-01-02 09:48:46,529 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 5:32:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6597, loss_cls: 6.1810, loss: 6.1810 +2024-01-02 09:49:47,099 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 5:31:01, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3964, top5_acc: 0.6606, loss_cls: 6.2002, loss: 6.2002 +2024-01-02 09:50:47,087 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 5:29:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6622, loss_cls: 6.1821, loss: 6.1821 +2024-01-02 09:51:47,100 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 5:28:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6491, loss_cls: 6.2178, loss: 6.2178 +2024-01-02 09:52:48,071 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 5:27:35, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3930, top5_acc: 0.6577, loss_cls: 6.1798, loss: 6.1798 +2024-01-02 09:53:48,804 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 5:26:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6452, loss_cls: 6.2475, loss: 6.2475 +2024-01-02 09:54:49,170 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 5:25:18, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6592, loss_cls: 6.1670, loss: 6.1670 +2024-01-02 09:55:49,771 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 5:24:09, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6584, loss_cls: 6.1900, loss: 6.1900 +2024-01-02 09:56:51,114 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 5:23:02, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.4113, top5_acc: 0.6780, loss_cls: 6.1195, loss: 6.1195 +2024-01-02 09:57:52,940 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 5:21:55, time: 0.618, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6517, loss_cls: 6.2163, loss: 6.2163 +2024-01-02 09:58:54,058 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 5:20:48, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6472, loss_cls: 6.2697, loss: 6.2697 +2024-01-02 09:59:54,598 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 5:19:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6484, loss_cls: 6.2162, loss: 6.2162 +2024-01-02 10:00:54,862 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 5:18:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3927, top5_acc: 0.6478, loss_cls: 6.2208, loss: 6.2208 +2024-01-02 10:01:54,971 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 5:17:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3972, top5_acc: 0.6583, loss_cls: 6.1769, loss: 6.1769 +2024-01-02 10:02:54,800 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 5:16:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3900, top5_acc: 0.6477, loss_cls: 6.2353, loss: 6.2353 +2024-01-02 10:03:54,430 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 5:15:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3941, top5_acc: 0.6578, loss_cls: 6.1806, loss: 6.1806 +2024-01-02 10:04:54,668 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 5:13:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3848, top5_acc: 0.6470, loss_cls: 6.2490, loss: 6.2490 +2024-01-02 10:05:54,880 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 5:12:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6495, loss_cls: 6.2107, loss: 6.2107 +2024-01-02 10:06:55,023 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 5:11:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6545, loss_cls: 6.1975, loss: 6.1975 +2024-01-02 10:07:55,349 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 5:10:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6641, loss_cls: 6.1678, loss: 6.1678 +2024-01-02 10:08:55,819 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 5:09:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3966, top5_acc: 0.6584, loss_cls: 6.1789, loss: 6.1789 +2024-01-02 10:09:56,257 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 5:08:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3905, top5_acc: 0.6552, loss_cls: 6.2191, loss: 6.2191 +2024-01-02 10:10:26,546 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-01-02 10:12:24,905 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 10:12:25,907 - pyskl - INFO - +top1_acc 0.3248 +top5_acc 0.5841 +2024-01-02 10:12:25,908 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 10:12:25,981 - pyskl - INFO - +mean_acc 0.3246 +2024-01-02 10:12:26,000 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.3248, top5_acc: 0.5841, mean_class_accuracy: 0.3246 +2024-01-02 10:15:45,551 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 5:09:19, time: 1.995, data_time: 1.405, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6603, loss_cls: 6.1279, loss: 6.1279 +2024-01-02 10:16:44,834 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 5:08:08, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6597, loss_cls: 6.1727, loss: 6.1727 +2024-01-02 10:17:44,617 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 5:06:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4062, top5_acc: 0.6670, loss_cls: 6.1341, loss: 6.1341 +2024-01-02 10:18:44,629 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 5:05:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3920, top5_acc: 0.6531, loss_cls: 6.2057, loss: 6.2057 +2024-01-02 10:19:44,855 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 5:04:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3887, top5_acc: 0.6552, loss_cls: 6.1938, loss: 6.1938 +2024-01-02 10:20:44,987 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 5:03:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6558, loss_cls: 6.2077, loss: 6.2077 +2024-01-02 10:21:45,434 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 5:02:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4003, top5_acc: 0.6658, loss_cls: 6.1502, loss: 6.1502 +2024-01-02 10:22:45,460 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 5:01:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6675, loss_cls: 6.1495, loss: 6.1495 +2024-01-02 10:23:45,501 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 5:00:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4080, top5_acc: 0.6633, loss_cls: 6.1401, loss: 6.1401 +2024-01-02 10:24:45,716 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 4:58:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6570, loss_cls: 6.1950, loss: 6.1950 +2024-01-02 10:25:46,073 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 4:57:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6637, loss_cls: 6.1334, loss: 6.1334 +2024-01-02 10:26:46,437 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 4:56:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3986, top5_acc: 0.6694, loss_cls: 6.1460, loss: 6.1460 +2024-01-02 10:27:46,854 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 4:55:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4053, top5_acc: 0.6575, loss_cls: 6.1637, loss: 6.1637 +2024-01-02 10:28:47,045 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 4:54:21, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6611, loss_cls: 6.1603, loss: 6.1603 +2024-01-02 10:29:47,202 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 4:53:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4098, top5_acc: 0.6648, loss_cls: 6.1472, loss: 6.1472 +2024-01-02 10:30:47,417 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 4:52:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4144, top5_acc: 0.6605, loss_cls: 6.1482, loss: 6.1482 +2024-01-02 10:31:47,447 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 4:50:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4025, top5_acc: 0.6606, loss_cls: 6.1775, loss: 6.1775 +2024-01-02 10:32:47,650 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 4:49:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6644, loss_cls: 6.1147, loss: 6.1147 +2024-01-02 10:33:48,126 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 4:48:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6658, loss_cls: 6.1586, loss: 6.1586 +2024-01-02 10:34:48,969 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 4:47:29, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6539, loss_cls: 6.1951, loss: 6.1951 +2024-01-02 10:35:49,015 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 4:46:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3905, top5_acc: 0.6552, loss_cls: 6.1970, loss: 6.1970 +2024-01-02 10:36:49,190 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 4:45:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6631, loss_cls: 6.1659, loss: 6.1659 +2024-01-02 10:37:50,203 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 4:44:04, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3991, top5_acc: 0.6636, loss_cls: 6.1537, loss: 6.1537 +2024-01-02 10:38:51,738 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 4:42:57, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6558, loss_cls: 6.2050, loss: 6.2050 +2024-01-02 10:39:53,325 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 4:41:50, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6620, loss_cls: 6.1703, loss: 6.1703 +2024-01-02 10:40:53,885 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 4:40:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6644, loss_cls: 6.1667, loss: 6.1667 +2024-01-02 10:41:54,118 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 4:39:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6575, loss_cls: 6.1872, loss: 6.1872 +2024-01-02 10:42:54,743 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 4:38:26, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6466, loss_cls: 6.2319, loss: 6.2319 +2024-01-02 10:43:54,874 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 4:37:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6566, loss_cls: 6.1780, loss: 6.1780 +2024-01-02 10:44:54,768 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 4:36:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3972, top5_acc: 0.6525, loss_cls: 6.1901, loss: 6.1901 +2024-01-02 10:45:54,568 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 4:34:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6558, loss_cls: 6.1976, loss: 6.1976 +2024-01-02 10:46:54,798 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 4:33:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4006, top5_acc: 0.6587, loss_cls: 6.1882, loss: 6.1882 +2024-01-02 10:47:54,981 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 4:32:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6570, loss_cls: 6.1587, loss: 6.1587 +2024-01-02 10:48:55,275 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 4:31:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6531, loss_cls: 6.1817, loss: 6.1817 +2024-01-02 10:49:55,574 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 4:30:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3991, top5_acc: 0.6564, loss_cls: 6.1796, loss: 6.1796 +2024-01-02 10:50:55,685 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 4:29:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4047, top5_acc: 0.6553, loss_cls: 6.1815, loss: 6.1815 +2024-01-02 10:51:55,927 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 4:28:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4009, top5_acc: 0.6523, loss_cls: 6.1926, loss: 6.1926 +2024-01-02 10:52:26,243 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-01-02 10:54:26,757 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 10:54:27,578 - pyskl - INFO - +top1_acc 0.3353 +top5_acc 0.5894 +2024-01-02 10:54:27,579 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 10:54:27,612 - pyskl - INFO - +mean_acc 0.3350 +2024-01-02 10:54:27,619 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.3353, top5_acc: 0.5894, mean_class_accuracy: 0.3350 +2024-01-02 10:57:47,118 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 4:29:07, time: 1.995, data_time: 1.404, memory: 16177, top1_acc: 0.4148, top5_acc: 0.6702, loss_cls: 6.0904, loss: 6.0904 +2024-01-02 10:58:46,900 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 4:27:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6705, loss_cls: 6.1023, loss: 6.1023 +2024-01-02 10:59:46,960 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 4:26:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6747, loss_cls: 6.0924, loss: 6.0924 +2024-01-02 11:00:47,355 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 4:25:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6809, loss_cls: 6.0790, loss: 6.0790 +2024-01-02 11:01:47,353 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 4:24:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4144, top5_acc: 0.6767, loss_cls: 6.0872, loss: 6.0872 +2024-01-02 11:02:47,472 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 4:23:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3936, top5_acc: 0.6656, loss_cls: 6.1810, loss: 6.1810 +2024-01-02 11:03:47,759 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 4:22:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6616, loss_cls: 6.1623, loss: 6.1623 +2024-01-02 11:04:47,951 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 4:21:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6678, loss_cls: 6.1368, loss: 6.1368 +2024-01-02 11:05:48,177 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 4:19:57, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3992, top5_acc: 0.6550, loss_cls: 6.1722, loss: 6.1722 +2024-01-02 11:06:48,466 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 4:18:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4069, top5_acc: 0.6684, loss_cls: 6.1265, loss: 6.1265 +2024-01-02 11:07:48,551 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 4:17:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6670, loss_cls: 6.1476, loss: 6.1476 +2024-01-02 11:08:48,577 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 4:16:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4022, top5_acc: 0.6663, loss_cls: 6.1299, loss: 6.1299 +2024-01-02 11:09:48,842 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 4:15:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4041, top5_acc: 0.6627, loss_cls: 6.1652, loss: 6.1652 +2024-01-02 11:10:49,023 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 4:14:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6628, loss_cls: 6.1571, loss: 6.1571 +2024-01-02 11:11:49,832 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 4:13:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3950, top5_acc: 0.6553, loss_cls: 6.1774, loss: 6.1774 +2024-01-02 11:12:50,160 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 4:11:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4045, top5_acc: 0.6658, loss_cls: 6.1560, loss: 6.1560 +2024-01-02 11:13:50,136 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 4:10:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3973, top5_acc: 0.6581, loss_cls: 6.1982, loss: 6.1982 +2024-01-02 11:14:50,778 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 4:09:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3994, top5_acc: 0.6600, loss_cls: 6.1553, loss: 6.1553 +2024-01-02 11:15:52,117 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 4:08:35, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6694, loss_cls: 6.1291, loss: 6.1291 +2024-01-02 11:16:52,388 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 4:07:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6659, loss_cls: 6.1616, loss: 6.1616 +2024-01-02 11:17:52,948 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 4:06:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4048, top5_acc: 0.6570, loss_cls: 6.1627, loss: 6.1627 +2024-01-02 11:18:53,923 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 4:05:11, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6595, loss_cls: 6.1553, loss: 6.1553 +2024-01-02 11:19:54,553 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 4:04:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6698, loss_cls: 6.1264, loss: 6.1264 +2024-01-02 11:20:55,733 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 4:02:56, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4089, top5_acc: 0.6628, loss_cls: 6.1352, loss: 6.1352 +2024-01-02 11:21:57,123 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 4:01:50, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6611, loss_cls: 6.1782, loss: 6.1782 +2024-01-02 11:22:57,423 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 4:00:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6575, loss_cls: 6.1980, loss: 6.1980 +2024-01-02 11:23:57,883 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 3:59:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6639, loss_cls: 6.1634, loss: 6.1634 +2024-01-02 11:24:57,954 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 3:58:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6575, loss_cls: 6.1681, loss: 6.1681 +2024-01-02 11:25:57,644 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 3:57:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4148, top5_acc: 0.6784, loss_cls: 6.1134, loss: 6.1134 +2024-01-02 11:26:57,457 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 3:56:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6578, loss_cls: 6.1894, loss: 6.1894 +2024-01-02 11:27:57,404 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 3:54:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6614, loss_cls: 6.1429, loss: 6.1429 +2024-01-02 11:28:57,755 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 3:53:50, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6630, loss_cls: 6.1557, loss: 6.1557 +2024-01-02 11:29:57,893 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 3:52:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6545, loss_cls: 6.1927, loss: 6.1927 +2024-01-02 11:30:58,113 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 3:51:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3984, top5_acc: 0.6550, loss_cls: 6.1801, loss: 6.1801 +2024-01-02 11:31:58,246 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 3:50:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3964, top5_acc: 0.6633, loss_cls: 6.1645, loss: 6.1645 +2024-01-02 11:32:58,082 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 3:49:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6586, loss_cls: 6.1778, loss: 6.1778 +2024-01-02 11:33:58,104 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 3:48:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3937, top5_acc: 0.6498, loss_cls: 6.2126, loss: 6.2126 +2024-01-02 11:34:28,616 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-01-02 11:36:26,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 11:36:27,686 - pyskl - INFO - +top1_acc 0.3459 +top5_acc 0.6018 +2024-01-02 11:36:27,686 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 11:36:27,721 - pyskl - INFO - +mean_acc 0.3456 +2024-01-02 11:36:27,726 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_105.pth was removed +2024-01-02 11:36:27,949 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2024-01-02 11:36:27,950 - pyskl - INFO - Best top1_acc is 0.3459 at 108 epoch. +2024-01-02 11:36:27,957 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.3459, top5_acc: 0.6018, mean_class_accuracy: 0.3456 +2024-01-02 11:39:47,780 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 3:49:00, time: 1.998, data_time: 1.406, memory: 16177, top1_acc: 0.4133, top5_acc: 0.6675, loss_cls: 6.1236, loss: 6.1236 +2024-01-02 11:40:47,187 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 3:47:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4080, top5_acc: 0.6691, loss_cls: 6.0998, loss: 6.0998 +2024-01-02 11:41:47,004 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 3:46:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4231, top5_acc: 0.6789, loss_cls: 6.0655, loss: 6.0655 +2024-01-02 11:42:47,105 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 3:45:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4195, top5_acc: 0.6720, loss_cls: 6.1001, loss: 6.1001 +2024-01-02 11:43:47,520 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 3:44:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4102, top5_acc: 0.6719, loss_cls: 6.1006, loss: 6.1006 +2024-01-02 11:44:48,422 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 3:43:18, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4150, top5_acc: 0.6795, loss_cls: 6.0831, loss: 6.0831 +2024-01-02 11:45:49,473 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 3:42:10, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6695, loss_cls: 6.1199, loss: 6.1199 +2024-01-02 11:46:50,872 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 3:41:04, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6786, loss_cls: 6.1153, loss: 6.1153 +2024-01-02 11:47:51,298 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 3:39:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4122, top5_acc: 0.6677, loss_cls: 6.1178, loss: 6.1178 +2024-01-02 11:48:51,470 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 3:38:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6630, loss_cls: 6.1415, loss: 6.1415 +2024-01-02 11:49:51,954 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 3:37:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4020, top5_acc: 0.6648, loss_cls: 6.1380, loss: 6.1380 +2024-01-02 11:50:52,071 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 3:36:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4213, top5_acc: 0.6627, loss_cls: 6.1250, loss: 6.1250 +2024-01-02 11:51:52,282 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 3:35:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6614, loss_cls: 6.1575, loss: 6.1575 +2024-01-02 11:52:52,564 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 3:34:15, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4052, top5_acc: 0.6592, loss_cls: 6.1663, loss: 6.1663 +2024-01-02 11:53:52,760 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 3:33:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3916, top5_acc: 0.6567, loss_cls: 6.1811, loss: 6.1811 +2024-01-02 11:54:53,434 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 3:31:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4014, top5_acc: 0.6594, loss_cls: 6.1913, loss: 6.1913 +2024-01-02 11:55:55,403 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 3:30:53, time: 0.620, data_time: 0.001, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6655, loss_cls: 6.1382, loss: 6.1382 +2024-01-02 11:56:56,160 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 3:29:46, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6656, loss_cls: 6.1076, loss: 6.1076 +2024-01-02 11:57:56,556 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 3:28:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4134, top5_acc: 0.6620, loss_cls: 6.1321, loss: 6.1321 +2024-01-02 11:58:56,576 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 3:27:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6600, loss_cls: 6.1307, loss: 6.1307 +2024-01-02 11:59:57,220 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 3:26:22, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6595, loss_cls: 6.1778, loss: 6.1778 +2024-01-02 12:00:57,820 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 3:25:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4086, top5_acc: 0.6697, loss_cls: 6.1365, loss: 6.1365 +2024-01-02 12:01:58,387 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 3:24:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6703, loss_cls: 6.1096, loss: 6.1096 +2024-01-02 12:02:59,557 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 3:23:00, time: 0.612, data_time: 0.001, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6666, loss_cls: 6.1185, loss: 6.1185 +2024-01-02 12:04:00,367 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 3:21:52, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3986, top5_acc: 0.6652, loss_cls: 6.1646, loss: 6.1646 +2024-01-02 12:05:00,649 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 3:20:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6731, loss_cls: 6.1054, loss: 6.1054 +2024-01-02 12:06:01,185 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 3:19:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4073, top5_acc: 0.6597, loss_cls: 6.1573, loss: 6.1573 +2024-01-02 12:07:01,279 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 3:18:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6755, loss_cls: 6.1011, loss: 6.1011 +2024-01-02 12:08:01,152 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 3:17:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6605, loss_cls: 6.1864, loss: 6.1864 +2024-01-02 12:09:01,007 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 3:16:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4073, top5_acc: 0.6634, loss_cls: 6.1528, loss: 6.1528 +2024-01-02 12:10:01,272 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 3:15:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6539, loss_cls: 6.1713, loss: 6.1713 +2024-01-02 12:11:01,697 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 3:13:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4080, top5_acc: 0.6677, loss_cls: 6.1188, loss: 6.1188 +2024-01-02 12:12:02,224 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 3:12:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3977, top5_acc: 0.6650, loss_cls: 6.1354, loss: 6.1354 +2024-01-02 12:13:02,566 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 3:11:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6594, loss_cls: 6.1113, loss: 6.1113 +2024-01-02 12:14:03,115 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 3:10:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4002, top5_acc: 0.6631, loss_cls: 6.1634, loss: 6.1634 +2024-01-02 12:15:03,488 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 3:09:25, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3977, top5_acc: 0.6620, loss_cls: 6.1753, loss: 6.1753 +2024-01-02 12:16:03,966 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 3:08:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4062, top5_acc: 0.6653, loss_cls: 6.1324, loss: 6.1324 +2024-01-02 12:16:34,646 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-01-02 12:18:34,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 12:18:35,275 - pyskl - INFO - +top1_acc 0.3479 +top5_acc 0.6022 +2024-01-02 12:18:35,275 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 12:18:35,306 - pyskl - INFO - +mean_acc 0.3476 +2024-01-02 12:18:35,311 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_108.pth was removed +2024-01-02 12:18:35,541 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_109.pth. +2024-01-02 12:18:35,542 - pyskl - INFO - Best top1_acc is 0.3479 at 109 epoch. +2024-01-02 12:18:35,549 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.3479, top5_acc: 0.6022, mean_class_accuracy: 0.3476 +2024-01-02 12:22:02,800 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 3:09:11, time: 2.072, data_time: 1.469, memory: 16177, top1_acc: 0.4220, top5_acc: 0.6867, loss_cls: 6.0516, loss: 6.0516 +2024-01-02 12:23:02,482 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 3:08:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6733, loss_cls: 6.0758, loss: 6.0758 +2024-01-02 12:24:02,426 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 3:06:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4161, top5_acc: 0.6820, loss_cls: 6.0810, loss: 6.0810 +2024-01-02 12:25:02,485 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 3:05:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4280, top5_acc: 0.6827, loss_cls: 6.0464, loss: 6.0464 +2024-01-02 12:26:02,597 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 3:04:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4241, top5_acc: 0.6761, loss_cls: 6.0609, loss: 6.0609 +2024-01-02 12:27:02,771 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 3:03:29, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4197, top5_acc: 0.6755, loss_cls: 6.0487, loss: 6.0487 +2024-01-02 12:28:02,657 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 3:02:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6739, loss_cls: 6.0989, loss: 6.0989 +2024-01-02 12:29:02,833 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 3:01:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4052, top5_acc: 0.6747, loss_cls: 6.1055, loss: 6.1055 +2024-01-02 12:30:03,043 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 3:00:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6677, loss_cls: 6.1113, loss: 6.1113 +2024-01-02 12:31:03,070 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 2:58:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4012, top5_acc: 0.6731, loss_cls: 6.1228, loss: 6.1228 +2024-01-02 12:32:03,335 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 2:57:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6633, loss_cls: 6.1318, loss: 6.1318 +2024-01-02 12:33:03,380 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 2:56:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4108, top5_acc: 0.6639, loss_cls: 6.1211, loss: 6.1211 +2024-01-02 12:34:03,502 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 2:55:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4081, top5_acc: 0.6666, loss_cls: 6.1296, loss: 6.1296 +2024-01-02 12:35:03,720 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 2:54:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4197, top5_acc: 0.6673, loss_cls: 6.0916, loss: 6.0916 +2024-01-02 12:36:03,583 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 2:53:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4206, top5_acc: 0.6741, loss_cls: 6.0764, loss: 6.0764 +2024-01-02 12:37:03,958 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 2:52:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4105, top5_acc: 0.6666, loss_cls: 6.1602, loss: 6.1602 +2024-01-02 12:38:04,679 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 2:51:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6587, loss_cls: 6.1991, loss: 6.1991 +2024-01-02 12:39:05,567 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 2:49:54, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4155, top5_acc: 0.6770, loss_cls: 6.0839, loss: 6.0839 +2024-01-02 12:40:05,288 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 2:48:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4086, top5_acc: 0.6667, loss_cls: 6.1284, loss: 6.1284 +2024-01-02 12:41:05,288 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 2:47:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6717, loss_cls: 6.1080, loss: 6.1080 +2024-01-02 12:42:05,980 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 2:46:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6655, loss_cls: 6.1297, loss: 6.1297 +2024-01-02 12:43:07,086 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 2:45:23, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4084, top5_acc: 0.6628, loss_cls: 6.1413, loss: 6.1413 +2024-01-02 12:44:08,034 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 2:44:16, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3994, top5_acc: 0.6578, loss_cls: 6.1740, loss: 6.1740 +2024-01-02 12:45:08,863 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 2:43:09, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6627, loss_cls: 6.1303, loss: 6.1303 +2024-01-02 12:46:09,009 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 2:42:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3984, top5_acc: 0.6558, loss_cls: 6.1716, loss: 6.1716 +2024-01-02 12:47:09,078 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 2:40:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6667, loss_cls: 6.1159, loss: 6.1159 +2024-01-02 12:48:09,511 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 2:39:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6745, loss_cls: 6.1107, loss: 6.1107 +2024-01-02 12:49:09,391 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 2:38:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4052, top5_acc: 0.6678, loss_cls: 6.1557, loss: 6.1557 +2024-01-02 12:50:08,879 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 2:37:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4097, top5_acc: 0.6702, loss_cls: 6.1406, loss: 6.1406 +2024-01-02 12:51:08,790 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 2:36:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6700, loss_cls: 6.1001, loss: 6.1001 +2024-01-02 12:52:08,788 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 2:35:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4025, top5_acc: 0.6648, loss_cls: 6.1507, loss: 6.1507 +2024-01-02 12:53:08,772 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 2:34:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6739, loss_cls: 6.1314, loss: 6.1314 +2024-01-02 12:54:09,104 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 2:32:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4098, top5_acc: 0.6722, loss_cls: 6.1253, loss: 6.1253 +2024-01-02 12:55:10,132 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 2:31:50, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6697, loss_cls: 6.1037, loss: 6.1037 +2024-01-02 12:56:10,556 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 2:30:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4102, top5_acc: 0.6789, loss_cls: 6.0887, loss: 6.0887 +2024-01-02 12:57:10,858 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 2:29:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6736, loss_cls: 6.1080, loss: 6.1080 +2024-01-02 12:58:11,326 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 2:28:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4041, top5_acc: 0.6708, loss_cls: 6.1195, loss: 6.1195 +2024-01-02 12:58:42,081 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-01-02 13:00:39,207 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 13:00:40,009 - pyskl - INFO - +top1_acc 0.3529 +top5_acc 0.6106 +2024-01-02 13:00:40,009 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 13:00:40,045 - pyskl - INFO - +mean_acc 0.3525 +2024-01-02 13:00:40,052 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_109.pth was removed +2024-01-02 13:00:40,282 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2024-01-02 13:00:40,282 - pyskl - INFO - Best top1_acc is 0.3529 at 110 epoch. +2024-01-02 13:00:40,289 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.3529, top5_acc: 0.6106, mean_class_accuracy: 0.3525 +2024-01-02 13:04:02,259 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 2:29:07, time: 2.020, data_time: 1.425, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6839, loss_cls: 6.0473, loss: 6.0473 +2024-01-02 13:05:02,818 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 2:27:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4263, top5_acc: 0.6873, loss_cls: 6.0196, loss: 6.0196 +2024-01-02 13:06:02,687 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 2:26:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6769, loss_cls: 6.0746, loss: 6.0746 +2024-01-02 13:07:02,715 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 2:25:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4269, top5_acc: 0.6802, loss_cls: 6.0552, loss: 6.0552 +2024-01-02 13:08:02,725 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 2:24:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6711, loss_cls: 6.1020, loss: 6.1020 +2024-01-02 13:09:03,229 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 2:23:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4234, top5_acc: 0.6742, loss_cls: 6.0707, loss: 6.0707 +2024-01-02 13:10:03,467 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 2:22:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4147, top5_acc: 0.6630, loss_cls: 6.0937, loss: 6.0937 +2024-01-02 13:11:03,683 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 2:21:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4180, top5_acc: 0.6753, loss_cls: 6.0675, loss: 6.0675 +2024-01-02 13:12:04,639 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 2:20:05, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4148, top5_acc: 0.6787, loss_cls: 6.0790, loss: 6.0790 +2024-01-02 13:13:05,149 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 2:18:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4119, top5_acc: 0.6719, loss_cls: 6.0860, loss: 6.0860 +2024-01-02 13:14:05,556 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 2:17:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4213, top5_acc: 0.6861, loss_cls: 6.0453, loss: 6.0453 +2024-01-02 13:15:05,940 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 2:16:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6720, loss_cls: 6.1294, loss: 6.1294 +2024-01-02 13:16:06,141 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 2:15:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6770, loss_cls: 6.0839, loss: 6.0839 +2024-01-02 13:17:06,037 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 2:14:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4061, top5_acc: 0.6617, loss_cls: 6.1426, loss: 6.1426 +2024-01-02 13:18:06,586 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 2:13:20, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6581, loss_cls: 6.1729, loss: 6.1729 +2024-01-02 13:19:07,337 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 2:12:12, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.4094, top5_acc: 0.6744, loss_cls: 6.1115, loss: 6.1115 +2024-01-02 13:20:08,117 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 2:11:05, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6634, loss_cls: 6.1670, loss: 6.1670 +2024-01-02 13:21:08,686 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 2:09:58, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4130, top5_acc: 0.6719, loss_cls: 6.1131, loss: 6.1131 +2024-01-02 13:22:08,779 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 2:08:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6667, loss_cls: 6.1092, loss: 6.1092 +2024-01-02 13:23:09,153 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 2:07:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6789, loss_cls: 6.0665, loss: 6.0665 +2024-01-02 13:24:10,185 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 2:06:36, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4206, top5_acc: 0.6752, loss_cls: 6.0684, loss: 6.0684 +2024-01-02 13:25:11,199 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 2:05:30, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4098, top5_acc: 0.6695, loss_cls: 6.1108, loss: 6.1108 +2024-01-02 13:26:12,352 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 2:04:23, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6637, loss_cls: 6.1079, loss: 6.1079 +2024-01-02 13:27:13,070 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 2:03:16, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6728, loss_cls: 6.0716, loss: 6.0716 +2024-01-02 13:28:13,509 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 2:02:09, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.4213, top5_acc: 0.6720, loss_cls: 6.0731, loss: 6.0731 +2024-01-02 13:29:13,662 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 2:01:01, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.4083, top5_acc: 0.6611, loss_cls: 6.1239, loss: 6.1239 +2024-01-02 13:30:13,867 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 1:59:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6714, loss_cls: 6.0831, loss: 6.0831 +2024-01-02 13:31:13,921 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 1:58:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4108, top5_acc: 0.6700, loss_cls: 6.1271, loss: 6.1271 +2024-01-02 13:32:13,967 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 1:57:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6673, loss_cls: 6.1111, loss: 6.1111 +2024-01-02 13:33:14,104 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 1:56:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6652, loss_cls: 6.1049, loss: 6.1049 +2024-01-02 13:34:14,146 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 1:55:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4131, top5_acc: 0.6748, loss_cls: 6.0996, loss: 6.0996 +2024-01-02 13:35:14,545 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 1:54:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4105, top5_acc: 0.6659, loss_cls: 6.1342, loss: 6.1342 +2024-01-02 13:36:14,934 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 1:53:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6663, loss_cls: 6.1182, loss: 6.1182 +2024-01-02 13:37:15,180 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 1:52:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4100, top5_acc: 0.6775, loss_cls: 6.0893, loss: 6.0893 +2024-01-02 13:38:15,365 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 1:50:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4094, top5_acc: 0.6642, loss_cls: 6.1284, loss: 6.1284 +2024-01-02 13:39:16,014 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 1:49:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4172, top5_acc: 0.6783, loss_cls: 6.0695, loss: 6.0695 +2024-01-02 13:40:16,097 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 1:48:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4102, top5_acc: 0.6798, loss_cls: 6.0969, loss: 6.0969 +2024-01-02 13:40:46,627 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-01-02 13:42:46,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 13:42:47,916 - pyskl - INFO - +top1_acc 0.3481 +top5_acc 0.6060 +2024-01-02 13:42:47,916 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 13:42:47,955 - pyskl - INFO - +mean_acc 0.3480 +2024-01-02 13:42:47,964 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.3481, top5_acc: 0.6060, mean_class_accuracy: 0.3480 +2024-01-02 13:46:08,528 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 1:49:09, time: 2.006, data_time: 1.413, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6914, loss_cls: 6.0300, loss: 6.0300 +2024-01-02 13:47:08,311 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 1:48:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6756, loss_cls: 6.0550, loss: 6.0550 +2024-01-02 13:48:08,135 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 1:46:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4208, top5_acc: 0.6823, loss_cls: 6.0659, loss: 6.0659 +2024-01-02 13:49:08,309 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 1:45:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6803, loss_cls: 6.0688, loss: 6.0688 +2024-01-02 13:50:08,321 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 1:44:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4200, top5_acc: 0.6791, loss_cls: 6.0836, loss: 6.0836 +2024-01-02 13:51:08,401 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 1:43:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6727, loss_cls: 6.1046, loss: 6.1046 +2024-01-02 13:52:08,434 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 1:42:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4281, top5_acc: 0.6791, loss_cls: 6.0447, loss: 6.0447 +2024-01-02 13:53:08,670 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 1:41:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6794, loss_cls: 6.0735, loss: 6.0735 +2024-01-02 13:54:08,857 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 1:40:07, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4247, top5_acc: 0.6783, loss_cls: 6.0425, loss: 6.0425 +2024-01-02 13:55:08,971 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 1:38:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4142, top5_acc: 0.6808, loss_cls: 6.0680, loss: 6.0680 +2024-01-02 13:56:09,209 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 1:37:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6778, loss_cls: 6.0588, loss: 6.0588 +2024-01-02 13:57:09,554 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 1:36:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4092, top5_acc: 0.6794, loss_cls: 6.0826, loss: 6.0826 +2024-01-02 13:58:09,934 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 1:35:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6830, loss_cls: 6.0411, loss: 6.0411 +2024-01-02 13:59:10,268 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 1:34:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4183, top5_acc: 0.6831, loss_cls: 6.0508, loss: 6.0508 +2024-01-02 14:00:10,445 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 1:33:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6791, loss_cls: 6.0623, loss: 6.0623 +2024-01-02 14:01:11,361 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 1:32:16, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4191, top5_acc: 0.6825, loss_cls: 6.0478, loss: 6.0478 +2024-01-02 14:02:11,667 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 1:31:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6716, loss_cls: 6.1099, loss: 6.1099 +2024-01-02 14:03:12,197 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 1:30:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4220, top5_acc: 0.6791, loss_cls: 6.0647, loss: 6.0647 +2024-01-02 14:04:12,398 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 1:28:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6714, loss_cls: 6.1040, loss: 6.1040 +2024-01-02 14:05:13,379 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 1:27:47, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4144, top5_acc: 0.6752, loss_cls: 6.0734, loss: 6.0734 +2024-01-02 14:06:14,391 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 1:26:41, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6805, loss_cls: 6.0841, loss: 6.0841 +2024-01-02 14:07:15,532 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 1:25:34, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4177, top5_acc: 0.6794, loss_cls: 6.0755, loss: 6.0755 +2024-01-02 14:08:16,414 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 1:24:28, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6695, loss_cls: 6.0970, loss: 6.0970 +2024-01-02 14:09:17,229 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 1:23:21, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4122, top5_acc: 0.6702, loss_cls: 6.1026, loss: 6.1026 +2024-01-02 14:10:17,820 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 1:22:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4189, top5_acc: 0.6714, loss_cls: 6.1203, loss: 6.1203 +2024-01-02 14:11:18,433 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 1:21:07, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4183, top5_acc: 0.6741, loss_cls: 6.0791, loss: 6.0791 +2024-01-02 14:12:18,043 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 1:19:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4273, top5_acc: 0.6834, loss_cls: 6.0591, loss: 6.0591 +2024-01-02 14:13:17,955 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 1:18:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4077, top5_acc: 0.6666, loss_cls: 6.1060, loss: 6.1060 +2024-01-02 14:14:17,806 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 1:17:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4111, top5_acc: 0.6805, loss_cls: 6.0794, loss: 6.0794 +2024-01-02 14:15:17,970 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 1:16:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6845, loss_cls: 6.0805, loss: 6.0805 +2024-01-02 14:16:18,078 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 1:15:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4197, top5_acc: 0.6741, loss_cls: 6.0840, loss: 6.0840 +2024-01-02 14:17:18,529 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 1:14:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4183, top5_acc: 0.6691, loss_cls: 6.1119, loss: 6.1119 +2024-01-02 14:18:18,930 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 1:13:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4081, top5_acc: 0.6764, loss_cls: 6.1068, loss: 6.1068 +2024-01-02 14:19:19,138 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 1:12:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4120, top5_acc: 0.6794, loss_cls: 6.1034, loss: 6.1034 +2024-01-02 14:20:19,317 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 1:11:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4156, top5_acc: 0.6811, loss_cls: 6.0601, loss: 6.0601 +2024-01-02 14:21:19,722 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 1:09:53, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6813, loss_cls: 6.0644, loss: 6.0644 +2024-01-02 14:22:20,112 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 1:08:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4148, top5_acc: 0.6637, loss_cls: 6.1275, loss: 6.1275 +2024-01-02 14:22:50,114 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-01-02 14:24:47,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 14:24:48,072 - pyskl - INFO - +top1_acc 0.3637 +top5_acc 0.6213 +2024-01-02 14:24:48,072 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 14:24:48,111 - pyskl - INFO - +mean_acc 0.3635 +2024-01-02 14:24:48,117 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_110.pth was removed +2024-01-02 14:24:48,351 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2024-01-02 14:24:48,351 - pyskl - INFO - Best top1_acc is 0.3637 at 112 epoch. +2024-01-02 14:24:48,358 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.3637, top5_acc: 0.6213, mean_class_accuracy: 0.3635 +2024-01-02 14:28:12,519 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 1:09:14, time: 2.042, data_time: 1.450, memory: 16177, top1_acc: 0.4348, top5_acc: 0.6942, loss_cls: 5.9707, loss: 5.9707 +2024-01-02 14:29:12,310 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 1:08:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4292, top5_acc: 0.6945, loss_cls: 5.9938, loss: 5.9938 +2024-01-02 14:30:12,269 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 1:06:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6919, loss_cls: 5.9892, loss: 5.9892 +2024-01-02 14:31:12,542 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 1:05:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4241, top5_acc: 0.6873, loss_cls: 6.0063, loss: 6.0063 +2024-01-02 14:32:12,908 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 1:04:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4194, top5_acc: 0.6763, loss_cls: 6.0531, loss: 6.0531 +2024-01-02 14:33:13,086 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 1:03:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4358, top5_acc: 0.6908, loss_cls: 5.9905, loss: 5.9905 +2024-01-02 14:34:13,370 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 1:02:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4225, top5_acc: 0.6748, loss_cls: 6.0623, loss: 6.0623 +2024-01-02 14:35:13,771 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 1:01:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4192, top5_acc: 0.6720, loss_cls: 6.0847, loss: 6.0847 +2024-01-02 14:36:13,886 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 1:00:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4219, top5_acc: 0.6816, loss_cls: 6.0515, loss: 6.0515 +2024-01-02 14:37:13,940 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 0:59:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4150, top5_acc: 0.6719, loss_cls: 6.0726, loss: 6.0726 +2024-01-02 14:38:14,605 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 0:58:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4264, top5_acc: 0.6814, loss_cls: 6.0095, loss: 6.0095 +2024-01-02 14:39:15,036 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 0:56:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6830, loss_cls: 6.0458, loss: 6.0458 +2024-01-02 14:40:15,360 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 0:55:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4223, top5_acc: 0.6856, loss_cls: 6.0475, loss: 6.0475 +2024-01-02 14:41:15,784 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 0:54:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6759, loss_cls: 6.0644, loss: 6.0644 +2024-01-02 14:42:16,925 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 0:53:33, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4130, top5_acc: 0.6669, loss_cls: 6.1120, loss: 6.1120 +2024-01-02 14:43:17,643 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 0:52:26, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4256, top5_acc: 0.6741, loss_cls: 6.0724, loss: 6.0724 +2024-01-02 14:44:18,222 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 0:51:20, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4191, top5_acc: 0.6784, loss_cls: 6.0610, loss: 6.0610 +2024-01-02 14:45:18,360 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 0:50:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4234, top5_acc: 0.6823, loss_cls: 6.0353, loss: 6.0353 +2024-01-02 14:46:18,729 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 0:49:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6708, loss_cls: 6.0928, loss: 6.0928 +2024-01-02 14:47:19,595 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 0:47:59, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4389, top5_acc: 0.6825, loss_cls: 6.0059, loss: 6.0059 +2024-01-02 14:48:20,547 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 0:46:52, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4338, top5_acc: 0.6822, loss_cls: 6.0265, loss: 6.0265 +2024-01-02 14:49:21,891 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 0:45:46, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.4134, top5_acc: 0.6678, loss_cls: 6.0979, loss: 6.0979 +2024-01-02 14:50:23,534 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 0:44:41, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.4142, top5_acc: 0.6770, loss_cls: 6.0585, loss: 6.0585 +2024-01-02 14:51:24,267 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 0:43:34, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4234, top5_acc: 0.6787, loss_cls: 6.0539, loss: 6.0539 +2024-01-02 14:52:24,904 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 0:42:27, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6656, loss_cls: 6.1133, loss: 6.1133 +2024-01-02 14:53:25,210 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 0:41:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6798, loss_cls: 6.0854, loss: 6.0854 +2024-01-02 14:54:25,138 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 0:40:13, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4125, top5_acc: 0.6714, loss_cls: 6.0908, loss: 6.0908 +2024-01-02 14:55:25,167 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 0:39:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4184, top5_acc: 0.6756, loss_cls: 6.0898, loss: 6.0898 +2024-01-02 14:56:25,596 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 0:37:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4231, top5_acc: 0.6792, loss_cls: 6.0654, loss: 6.0654 +2024-01-02 14:57:25,952 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 0:36:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4269, top5_acc: 0.6858, loss_cls: 6.0461, loss: 6.0461 +2024-01-02 14:58:26,773 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 0:35:45, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6675, loss_cls: 6.0872, loss: 6.0872 +2024-01-02 14:59:27,076 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 0:34:38, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4183, top5_acc: 0.6780, loss_cls: 6.0635, loss: 6.0635 +2024-01-02 15:00:27,373 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 0:33:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4205, top5_acc: 0.6853, loss_cls: 6.0677, loss: 6.0677 +2024-01-02 15:01:27,376 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 0:32:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4048, top5_acc: 0.6680, loss_cls: 6.1249, loss: 6.1249 +2024-01-02 15:02:27,707 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 0:31:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4091, top5_acc: 0.6772, loss_cls: 6.0932, loss: 6.0932 +2024-01-02 15:03:28,136 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 0:30:10, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4261, top5_acc: 0.6802, loss_cls: 6.0595, loss: 6.0595 +2024-01-02 15:04:28,606 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 0:29:03, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6817, loss_cls: 6.0256, loss: 6.0256 +2024-01-02 15:04:58,894 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-01-02 15:06:59,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 15:07:00,191 - pyskl - INFO - +top1_acc 0.3657 +top5_acc 0.6180 +2024-01-02 15:07:00,191 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 15:07:00,231 - pyskl - INFO - +mean_acc 0.3654 +2024-01-02 15:07:00,236 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_112.pth was removed +2024-01-02 15:07:00,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_113.pth. +2024-01-02 15:07:00,532 - pyskl - INFO - Best top1_acc is 0.3657 at 113 epoch. +2024-01-02 15:07:00,539 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3657, top5_acc: 0.6180, mean_class_accuracy: 0.3654 +2024-01-02 15:10:22,882 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 0:29:23, time: 2.023, data_time: 1.432, memory: 16177, top1_acc: 0.4398, top5_acc: 0.6887, loss_cls: 5.9913, loss: 5.9913 +2024-01-02 15:11:22,533 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 0:28:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4333, top5_acc: 0.6917, loss_cls: 5.9953, loss: 5.9953 +2024-01-02 15:12:22,416 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 0:27:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4311, top5_acc: 0.6883, loss_cls: 6.0266, loss: 6.0266 +2024-01-02 15:13:22,905 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 0:26:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6925, loss_cls: 6.0064, loss: 6.0064 +2024-01-02 15:14:23,176 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 0:24:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6850, loss_cls: 6.0330, loss: 6.0330 +2024-01-02 15:15:23,513 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 1 day, 0:23:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4292, top5_acc: 0.6866, loss_cls: 6.0071, loss: 6.0071 +2024-01-02 15:16:23,790 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 1 day, 0:22:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4370, top5_acc: 0.6884, loss_cls: 6.0216, loss: 6.0216 +2024-01-02 15:17:24,498 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 1 day, 0:21:33, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4316, top5_acc: 0.6953, loss_cls: 5.9717, loss: 5.9717 +2024-01-02 15:18:25,618 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 1 day, 0:20:27, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4295, top5_acc: 0.6917, loss_cls: 6.0027, loss: 6.0027 +2024-01-02 15:19:26,822 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 1 day, 0:19:21, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4248, top5_acc: 0.6905, loss_cls: 6.0168, loss: 6.0168 +2024-01-02 15:20:27,375 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 1 day, 0:18:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4333, top5_acc: 0.6889, loss_cls: 6.0128, loss: 6.0128 +2024-01-02 15:21:27,947 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 1 day, 0:17:07, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4178, top5_acc: 0.6744, loss_cls: 6.0707, loss: 6.0707 +2024-01-02 15:22:28,292 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 1 day, 0:16:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4234, top5_acc: 0.6828, loss_cls: 6.0376, loss: 6.0376 +2024-01-02 15:23:29,117 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 1 day, 0:14:54, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4280, top5_acc: 0.6877, loss_cls: 6.0369, loss: 6.0369 +2024-01-02 15:24:29,791 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 1 day, 0:13:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4258, top5_acc: 0.6809, loss_cls: 6.0204, loss: 6.0204 +2024-01-02 15:25:30,251 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 1 day, 0:12:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4172, top5_acc: 0.6784, loss_cls: 6.0417, loss: 6.0417 +2024-01-02 15:26:30,872 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 1 day, 0:11:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4375, top5_acc: 0.6914, loss_cls: 5.9992, loss: 5.9992 +2024-01-02 15:27:30,967 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 1 day, 0:10:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6761, loss_cls: 6.0527, loss: 6.0527 +2024-01-02 15:28:31,908 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 1 day, 0:09:20, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4203, top5_acc: 0.6895, loss_cls: 6.0370, loss: 6.0370 +2024-01-02 15:29:32,739 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 1 day, 0:08:14, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4230, top5_acc: 0.6805, loss_cls: 6.0667, loss: 6.0667 +2024-01-02 15:30:33,551 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 1 day, 0:07:08, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6784, loss_cls: 6.0756, loss: 6.0756 +2024-01-02 15:31:34,589 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 1 day, 0:06:01, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4209, top5_acc: 0.6742, loss_cls: 6.0681, loss: 6.0681 +2024-01-02 15:32:36,132 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 1 day, 0:04:56, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.4198, top5_acc: 0.6741, loss_cls: 6.0855, loss: 6.0855 +2024-01-02 15:33:36,430 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 1 day, 0:03:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4186, top5_acc: 0.6820, loss_cls: 6.0620, loss: 6.0620 +2024-01-02 15:34:36,740 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 1 day, 0:02:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6819, loss_cls: 6.0335, loss: 6.0335 +2024-01-02 15:35:37,201 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 1 day, 0:01:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4227, top5_acc: 0.6917, loss_cls: 6.0220, loss: 6.0220 +2024-01-02 15:36:36,743 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 1 day, 0:00:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4273, top5_acc: 0.6836, loss_cls: 6.0412, loss: 6.0412 +2024-01-02 15:37:36,252 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 23:59:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4161, top5_acc: 0.6798, loss_cls: 6.0580, loss: 6.0580 +2024-01-02 15:38:36,379 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 23:58:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4263, top5_acc: 0.6881, loss_cls: 6.0042, loss: 6.0042 +2024-01-02 15:39:36,857 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 23:57:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6830, loss_cls: 6.0413, loss: 6.0413 +2024-01-02 15:40:37,475 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 23:56:00, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6892, loss_cls: 6.0425, loss: 6.0425 +2024-01-02 15:41:38,117 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 23:54:53, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4295, top5_acc: 0.6908, loss_cls: 6.0149, loss: 6.0149 +2024-01-02 15:42:38,137 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 23:53:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4306, top5_acc: 0.6844, loss_cls: 6.0443, loss: 6.0443 +2024-01-02 15:43:38,307 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 23:52:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4206, top5_acc: 0.6766, loss_cls: 6.0835, loss: 6.0835 +2024-01-02 15:44:38,459 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 23:51:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4133, top5_acc: 0.6808, loss_cls: 6.0884, loss: 6.0884 +2024-01-02 15:45:38,541 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 23:50:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4241, top5_acc: 0.6839, loss_cls: 6.0485, loss: 6.0485 +2024-01-02 15:46:38,703 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 23:49:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4186, top5_acc: 0.6753, loss_cls: 6.0660, loss: 6.0660 +2024-01-02 15:47:08,834 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-01-02 15:49:09,771 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 15:49:10,829 - pyskl - INFO - +top1_acc 0.3768 +top5_acc 0.6307 +2024-01-02 15:49:10,829 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 15:49:10,868 - pyskl - INFO - +mean_acc 0.3767 +2024-01-02 15:49:10,875 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_113.pth was removed +2024-01-02 15:49:11,177 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2024-01-02 15:49:11,178 - pyskl - INFO - Best top1_acc is 0.3768 at 114 epoch. +2024-01-02 15:49:11,185 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.3768, top5_acc: 0.6307, mean_class_accuracy: 0.3767 +2024-01-02 15:52:35,126 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 23:49:34, time: 2.039, data_time: 1.448, memory: 16177, top1_acc: 0.4472, top5_acc: 0.6961, loss_cls: 5.9638, loss: 5.9638 +2024-01-02 15:53:34,708 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 23:48:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4431, top5_acc: 0.7011, loss_cls: 5.9334, loss: 5.9334 +2024-01-02 15:54:34,821 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 23:47:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6892, loss_cls: 6.0004, loss: 6.0004 +2024-01-02 15:55:35,139 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 23:46:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4280, top5_acc: 0.6914, loss_cls: 5.9930, loss: 5.9930 +2024-01-02 15:56:35,712 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 23:45:06, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.6881, loss_cls: 5.9844, loss: 5.9844 +2024-01-02 15:57:35,980 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 23:43:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.6936, loss_cls: 5.9709, loss: 5.9709 +2024-01-02 15:58:36,446 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 23:42:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4333, top5_acc: 0.6863, loss_cls: 5.9905, loss: 5.9905 +2024-01-02 15:59:36,680 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 23:41:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.6923, loss_cls: 5.9858, loss: 5.9858 +2024-01-02 16:00:37,210 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 23:40:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.6969, loss_cls: 5.9888, loss: 5.9888 +2024-01-02 16:01:37,328 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 23:39:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6937, loss_cls: 5.9798, loss: 5.9798 +2024-01-02 16:02:37,218 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 23:38:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4363, top5_acc: 0.6850, loss_cls: 6.0263, loss: 6.0263 +2024-01-02 16:03:38,178 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 23:37:18, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4213, top5_acc: 0.6813, loss_cls: 6.0383, loss: 6.0383 +2024-01-02 16:04:38,645 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 23:36:11, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4273, top5_acc: 0.6969, loss_cls: 5.9685, loss: 5.9685 +2024-01-02 16:05:39,498 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 23:35:05, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6853, loss_cls: 5.9906, loss: 5.9906 +2024-01-02 16:06:40,145 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 23:33:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4278, top5_acc: 0.6914, loss_cls: 6.0088, loss: 6.0088 +2024-01-02 16:07:40,428 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 23:32:52, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4195, top5_acc: 0.6831, loss_cls: 6.0361, loss: 6.0361 +2024-01-02 16:08:40,309 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 23:31:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6911, loss_cls: 5.9911, loss: 5.9911 +2024-01-02 16:09:40,655 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 23:30:38, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6884, loss_cls: 6.0225, loss: 6.0225 +2024-01-02 16:10:41,374 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 23:29:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6919, loss_cls: 5.9955, loss: 5.9955 +2024-01-02 16:11:41,641 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 23:28:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4130, top5_acc: 0.6797, loss_cls: 6.0821, loss: 6.0821 +2024-01-02 16:12:42,724 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 23:27:19, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4331, top5_acc: 0.6881, loss_cls: 6.0140, loss: 6.0140 +2024-01-02 16:13:44,207 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 23:26:13, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.4269, top5_acc: 0.6847, loss_cls: 6.0382, loss: 6.0382 +2024-01-02 16:14:45,409 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 23:25:07, time: 0.612, data_time: 0.001, memory: 16177, top1_acc: 0.4205, top5_acc: 0.6809, loss_cls: 6.0619, loss: 6.0619 +2024-01-02 16:15:46,029 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 23:24:01, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6694, loss_cls: 6.0562, loss: 6.0562 +2024-01-02 16:16:46,621 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 23:22:55, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6830, loss_cls: 6.0239, loss: 6.0239 +2024-01-02 16:17:46,343 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 23:21:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6887, loss_cls: 6.0098, loss: 6.0098 +2024-01-02 16:18:46,413 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 23:20:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4222, top5_acc: 0.6911, loss_cls: 6.0121, loss: 6.0121 +2024-01-02 16:19:46,591 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 23:19:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6836, loss_cls: 6.0223, loss: 6.0223 +2024-01-02 16:20:46,836 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 23:18:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6830, loss_cls: 6.0403, loss: 6.0403 +2024-01-02 16:21:47,016 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 23:17:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4188, top5_acc: 0.6798, loss_cls: 6.0753, loss: 6.0753 +2024-01-02 16:22:46,812 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 23:16:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4331, top5_acc: 0.6781, loss_cls: 6.0242, loss: 6.0242 +2024-01-02 16:23:46,827 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 23:15:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4292, top5_acc: 0.6866, loss_cls: 6.0279, loss: 6.0279 +2024-01-02 16:24:47,311 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 23:14:00, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6836, loss_cls: 6.0452, loss: 6.0452 +2024-01-02 16:25:48,378 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 23:12:54, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4194, top5_acc: 0.6823, loss_cls: 6.0599, loss: 6.0599 +2024-01-02 16:26:49,162 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 23:11:48, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4211, top5_acc: 0.6791, loss_cls: 6.0351, loss: 6.0351 +2024-01-02 16:27:49,284 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 23:10:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4278, top5_acc: 0.6866, loss_cls: 6.0353, loss: 6.0353 +2024-01-02 16:28:50,132 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 23:09:35, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4291, top5_acc: 0.6917, loss_cls: 6.0364, loss: 6.0364 +2024-01-02 16:29:20,948 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-01-02 16:31:21,897 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 16:31:22,938 - pyskl - INFO - +top1_acc 0.3645 +top5_acc 0.6214 +2024-01-02 16:31:22,939 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 16:31:22,976 - pyskl - INFO - +mean_acc 0.3643 +2024-01-02 16:31:22,984 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.3645, top5_acc: 0.6214, mean_class_accuracy: 0.3643 +2024-01-02 16:34:55,986 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 23:09:53, time: 2.130, data_time: 1.536, memory: 16177, top1_acc: 0.4430, top5_acc: 0.6972, loss_cls: 5.9332, loss: 5.9332 +2024-01-02 16:35:55,337 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 23:08:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4402, top5_acc: 0.6950, loss_cls: 5.9439, loss: 5.9439 +2024-01-02 16:36:55,342 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 23:07:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6986, loss_cls: 5.9545, loss: 5.9545 +2024-01-02 16:37:55,298 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 23:06:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6987, loss_cls: 5.9654, loss: 5.9654 +2024-01-02 16:38:55,588 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 23:05:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4434, top5_acc: 0.6923, loss_cls: 5.9679, loss: 5.9679 +2024-01-02 16:39:55,811 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 23:04:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.7070, loss_cls: 5.9410, loss: 5.9410 +2024-01-02 16:40:55,714 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 23:03:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6955, loss_cls: 5.9850, loss: 5.9850 +2024-01-02 16:41:56,096 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 23:02:04, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.6923, loss_cls: 5.9649, loss: 5.9649 +2024-01-02 16:42:56,600 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 23:00:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.6927, loss_cls: 5.9653, loss: 5.9653 +2024-01-02 16:43:56,887 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 22:59:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6964, loss_cls: 5.9816, loss: 5.9816 +2024-01-02 16:44:56,988 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 22:58:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4352, top5_acc: 0.6892, loss_cls: 5.9759, loss: 5.9759 +2024-01-02 16:45:57,024 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 22:57:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4314, top5_acc: 0.6842, loss_cls: 6.0351, loss: 6.0351 +2024-01-02 16:46:57,727 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 22:56:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6928, loss_cls: 6.0030, loss: 6.0030 +2024-01-02 16:47:58,615 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 22:55:25, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4231, top5_acc: 0.6780, loss_cls: 6.0568, loss: 6.0568 +2024-01-02 16:48:59,142 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 22:54:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4375, top5_acc: 0.6847, loss_cls: 6.0099, loss: 6.0099 +2024-01-02 16:49:59,067 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 22:53:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6934, loss_cls: 6.0067, loss: 6.0067 +2024-01-02 16:50:59,362 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 22:52:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4327, top5_acc: 0.6870, loss_cls: 6.0087, loss: 6.0087 +2024-01-02 16:51:59,782 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 22:50:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4352, top5_acc: 0.6897, loss_cls: 5.9717, loss: 5.9717 +2024-01-02 16:53:01,357 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 22:49:53, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.4266, top5_acc: 0.6858, loss_cls: 6.0246, loss: 6.0246 +2024-01-02 16:54:01,868 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 22:48:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4267, top5_acc: 0.6841, loss_cls: 6.0106, loss: 6.0106 +2024-01-02 16:55:02,901 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 22:47:40, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4345, top5_acc: 0.6961, loss_cls: 5.9867, loss: 5.9867 +2024-01-02 16:56:03,716 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 22:46:34, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6909, loss_cls: 6.0002, loss: 6.0002 +2024-01-02 16:57:03,785 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 22:45:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4298, top5_acc: 0.6930, loss_cls: 6.0230, loss: 6.0230 +2024-01-02 16:58:03,588 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 22:44:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4338, top5_acc: 0.6942, loss_cls: 5.9799, loss: 5.9799 +2024-01-02 16:59:03,279 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 22:43:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4139, top5_acc: 0.6769, loss_cls: 6.0633, loss: 6.0633 +2024-01-02 17:00:02,622 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 22:42:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4289, top5_acc: 0.6980, loss_cls: 5.9993, loss: 5.9993 +2024-01-02 17:01:02,330 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 22:40:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.7023, loss_cls: 5.9687, loss: 5.9687 +2024-01-02 17:02:02,340 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 22:39:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6848, loss_cls: 6.0391, loss: 6.0391 +2024-01-02 17:03:02,125 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 22:38:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6966, loss_cls: 5.9820, loss: 5.9820 +2024-01-02 17:04:02,167 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 22:37:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6873, loss_cls: 6.0120, loss: 6.0120 +2024-01-02 17:05:01,881 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 22:36:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4416, top5_acc: 0.6905, loss_cls: 5.9822, loss: 5.9822 +2024-01-02 17:06:02,083 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 22:35:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4309, top5_acc: 0.6923, loss_cls: 6.0050, loss: 6.0050 +2024-01-02 17:07:02,056 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 22:34:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4284, top5_acc: 0.6936, loss_cls: 6.0076, loss: 6.0076 +2024-01-02 17:08:02,167 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 22:33:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4270, top5_acc: 0.6791, loss_cls: 6.0523, loss: 6.0523 +2024-01-02 17:09:02,263 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 22:32:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6880, loss_cls: 6.0109, loss: 6.0109 +2024-01-02 17:10:02,387 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 22:30:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4341, top5_acc: 0.6855, loss_cls: 5.9974, loss: 5.9974 +2024-01-02 17:11:02,547 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 22:29:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4231, top5_acc: 0.6841, loss_cls: 6.0464, loss: 6.0464 +2024-01-02 17:11:32,995 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-01-02 17:13:33,409 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 17:13:34,449 - pyskl - INFO - +top1_acc 0.3711 +top5_acc 0.6304 +2024-01-02 17:13:34,449 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 17:13:34,485 - pyskl - INFO - +mean_acc 0.3708 +2024-01-02 17:13:34,493 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3711, top5_acc: 0.6304, mean_class_accuracy: 0.3708 +2024-01-02 17:16:53,018 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 22:29:51, time: 1.985, data_time: 1.396, memory: 16177, top1_acc: 0.4589, top5_acc: 0.7170, loss_cls: 5.8440, loss: 5.8440 +2024-01-02 17:17:52,567 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 22:28:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4495, top5_acc: 0.7078, loss_cls: 5.9312, loss: 5.9312 +2024-01-02 17:18:52,186 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 22:27:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6917, loss_cls: 6.0002, loss: 6.0002 +2024-01-02 17:19:51,890 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 22:26:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4462, top5_acc: 0.7052, loss_cls: 5.9128, loss: 5.9128 +2024-01-02 17:20:52,070 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 22:25:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4483, top5_acc: 0.7031, loss_cls: 5.9391, loss: 5.9391 +2024-01-02 17:21:52,171 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 22:24:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4331, top5_acc: 0.7005, loss_cls: 5.9520, loss: 5.9520 +2024-01-02 17:22:52,122 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 22:23:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4348, top5_acc: 0.6986, loss_cls: 5.9406, loss: 5.9406 +2024-01-02 17:23:52,100 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 22:22:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4448, top5_acc: 0.7069, loss_cls: 5.9109, loss: 5.9109 +2024-01-02 17:24:52,010 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 22:20:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6955, loss_cls: 5.9592, loss: 5.9592 +2024-01-02 17:25:52,023 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 22:19:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4383, top5_acc: 0.7052, loss_cls: 5.9416, loss: 5.9416 +2024-01-02 17:26:52,665 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 22:18:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4373, top5_acc: 0.6986, loss_cls: 5.9521, loss: 5.9521 +2024-01-02 17:27:53,044 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 22:17:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.6855, loss_cls: 6.0013, loss: 6.0013 +2024-01-02 17:28:54,085 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 22:16:31, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.6945, loss_cls: 5.9607, loss: 5.9607 +2024-01-02 17:29:54,151 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 22:15:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4420, top5_acc: 0.6937, loss_cls: 5.9645, loss: 5.9645 +2024-01-02 17:30:54,267 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 22:14:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4364, top5_acc: 0.6966, loss_cls: 5.9781, loss: 5.9781 +2024-01-02 17:31:54,870 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 22:13:12, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4472, top5_acc: 0.7000, loss_cls: 5.9315, loss: 5.9315 +2024-01-02 17:32:55,147 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 22:12:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4352, top5_acc: 0.6977, loss_cls: 5.9727, loss: 5.9727 +2024-01-02 17:33:55,710 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 22:10:59, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4441, top5_acc: 0.7058, loss_cls: 5.9256, loss: 5.9256 +2024-01-02 17:34:56,810 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 22:09:53, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4427, top5_acc: 0.6855, loss_cls: 5.9929, loss: 5.9929 +2024-01-02 17:35:57,732 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 22:08:47, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.7023, loss_cls: 5.9296, loss: 5.9296 +2024-01-02 17:36:58,872 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 22:07:42, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4317, top5_acc: 0.6889, loss_cls: 5.9793, loss: 5.9793 +2024-01-02 17:37:58,830 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 22:06:35, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.4244, top5_acc: 0.6897, loss_cls: 5.9983, loss: 5.9983 +2024-01-02 17:38:58,860 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 22:05:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.7000, loss_cls: 5.9853, loss: 5.9853 +2024-01-02 17:39:59,030 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 22:04:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.7002, loss_cls: 5.9507, loss: 5.9507 +2024-01-02 17:40:58,674 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 22:03:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4345, top5_acc: 0.6909, loss_cls: 5.9970, loss: 5.9970 +2024-01-02 17:41:58,238 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 22:02:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4222, top5_acc: 0.6794, loss_cls: 6.0399, loss: 6.0399 +2024-01-02 17:42:58,832 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 22:01:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4375, top5_acc: 0.6998, loss_cls: 5.9772, loss: 5.9772 +2024-01-02 17:43:59,748 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 21:59:56, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6902, loss_cls: 5.9850, loss: 5.9850 +2024-01-02 17:44:59,579 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 21:58:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6914, loss_cls: 5.9987, loss: 5.9987 +2024-01-02 17:45:59,609 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 21:57:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4441, top5_acc: 0.6964, loss_cls: 5.9558, loss: 5.9558 +2024-01-02 17:46:59,909 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 21:56:37, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.6916, loss_cls: 5.9767, loss: 5.9767 +2024-01-02 17:48:00,340 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 21:55:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.6919, loss_cls: 5.9855, loss: 5.9855 +2024-01-02 17:49:01,144 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 21:54:25, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4306, top5_acc: 0.6853, loss_cls: 6.0075, loss: 6.0075 +2024-01-02 17:50:01,847 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 21:53:19, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4359, top5_acc: 0.6931, loss_cls: 5.9885, loss: 5.9885 +2024-01-02 17:51:01,991 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 21:52:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4305, top5_acc: 0.6856, loss_cls: 6.0179, loss: 6.0179 +2024-01-02 17:52:01,837 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 21:51:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4344, top5_acc: 0.6841, loss_cls: 6.0552, loss: 6.0552 +2024-01-02 17:53:01,805 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 21:49:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4261, top5_acc: 0.6884, loss_cls: 6.0159, loss: 6.0159 +2024-01-02 17:53:31,962 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-01-02 17:55:32,375 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 17:55:33,419 - pyskl - INFO - +top1_acc 0.3718 +top5_acc 0.6263 +2024-01-02 17:55:33,419 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 17:55:33,455 - pyskl - INFO - +mean_acc 0.3715 +2024-01-02 17:55:33,463 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3718, top5_acc: 0.6263, mean_class_accuracy: 0.3715 +2024-01-02 17:58:56,855 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 21:49:58, time: 2.034, data_time: 1.442, memory: 16177, top1_acc: 0.4339, top5_acc: 0.7028, loss_cls: 5.9378, loss: 5.9378 +2024-01-02 17:59:56,303 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 21:48:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4500, top5_acc: 0.7109, loss_cls: 5.8906, loss: 5.8906 +2024-01-02 18:00:56,507 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 21:47:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4553, top5_acc: 0.7080, loss_cls: 5.8874, loss: 5.8874 +2024-01-02 18:01:56,593 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 21:46:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4500, top5_acc: 0.7123, loss_cls: 5.9056, loss: 5.9056 +2024-01-02 18:02:56,832 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 21:45:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4439, top5_acc: 0.7119, loss_cls: 5.8857, loss: 5.8857 +2024-01-02 18:03:57,616 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 21:44:25, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4481, top5_acc: 0.7031, loss_cls: 5.9308, loss: 5.9308 +2024-01-02 18:04:58,499 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 21:43:19, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6978, loss_cls: 5.9537, loss: 5.9537 +2024-01-02 18:05:59,046 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 21:42:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4569, top5_acc: 0.7048, loss_cls: 5.8872, loss: 5.8872 +2024-01-02 18:06:59,867 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 21:41:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4400, top5_acc: 0.7036, loss_cls: 5.9377, loss: 5.9377 +2024-01-02 18:08:00,428 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 21:40:01, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4394, top5_acc: 0.6983, loss_cls: 5.9578, loss: 5.9578 +2024-01-02 18:09:01,145 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 21:38:55, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4491, top5_acc: 0.7045, loss_cls: 5.8960, loss: 5.8960 +2024-01-02 18:10:02,219 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 21:37:49, time: 0.611, data_time: 0.001, memory: 16177, top1_acc: 0.4400, top5_acc: 0.7016, loss_cls: 5.9423, loss: 5.9423 +2024-01-02 18:11:02,705 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 21:36:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4327, top5_acc: 0.6992, loss_cls: 5.9302, loss: 5.9302 +2024-01-02 18:12:02,908 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 21:35:37, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.6953, loss_cls: 5.9473, loss: 5.9473 +2024-01-02 18:13:03,320 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 21:34:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4375, top5_acc: 0.6983, loss_cls: 5.9451, loss: 5.9451 +2024-01-02 18:14:03,393 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 21:33:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4444, top5_acc: 0.7020, loss_cls: 5.9350, loss: 5.9350 +2024-01-02 18:15:03,959 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 21:32:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6892, loss_cls: 5.9897, loss: 5.9897 +2024-01-02 18:16:04,772 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 21:31:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4398, top5_acc: 0.6995, loss_cls: 5.9616, loss: 5.9616 +2024-01-02 18:17:05,155 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 21:30:06, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4213, top5_acc: 0.6855, loss_cls: 6.0323, loss: 6.0323 +2024-01-02 18:18:05,830 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 21:29:00, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 5.9643, loss: 5.9643 +2024-01-02 18:19:06,955 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 21:27:55, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4345, top5_acc: 0.6945, loss_cls: 5.9533, loss: 5.9533 +2024-01-02 18:20:06,903 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 21:26:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4387, top5_acc: 0.6905, loss_cls: 5.9829, loss: 5.9829 +2024-01-02 18:21:07,584 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 21:25:42, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4489, top5_acc: 0.7016, loss_cls: 5.9095, loss: 5.9095 +2024-01-02 18:22:08,117 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 21:24:36, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4344, top5_acc: 0.6936, loss_cls: 5.9826, loss: 5.9826 +2024-01-02 18:23:07,812 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 21:23:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4470, top5_acc: 0.7030, loss_cls: 5.9438, loss: 5.9438 +2024-01-02 18:24:07,826 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 21:22:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.6934, loss_cls: 5.9698, loss: 5.9698 +2024-01-02 18:25:08,415 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 21:21:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6869, loss_cls: 6.0115, loss: 6.0115 +2024-01-02 18:26:08,603 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 21:20:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4448, top5_acc: 0.6963, loss_cls: 5.9798, loss: 5.9798 +2024-01-02 18:27:08,925 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 21:19:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4466, top5_acc: 0.6984, loss_cls: 5.9482, loss: 5.9482 +2024-01-02 18:28:09,460 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 21:17:59, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4389, top5_acc: 0.6884, loss_cls: 5.9729, loss: 5.9729 +2024-01-02 18:29:09,560 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 21:16:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4436, top5_acc: 0.6995, loss_cls: 5.9255, loss: 5.9255 +2024-01-02 18:30:09,873 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 21:15:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.6933, loss_cls: 5.9551, loss: 5.9551 +2024-01-02 18:31:10,726 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 21:14:41, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4358, top5_acc: 0.6894, loss_cls: 5.9780, loss: 5.9780 +2024-01-02 18:32:11,326 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 21:13:35, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4345, top5_acc: 0.7034, loss_cls: 5.9646, loss: 5.9646 +2024-01-02 18:33:11,331 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 21:12:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4387, top5_acc: 0.6920, loss_cls: 5.9823, loss: 5.9823 +2024-01-02 18:34:11,658 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 21:11:22, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4370, top5_acc: 0.7002, loss_cls: 5.9765, loss: 5.9765 +2024-01-02 18:35:11,664 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 21:10:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6895, loss_cls: 5.9965, loss: 5.9965 +2024-01-02 18:35:41,689 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-01-02 18:37:50,877 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 18:37:51,918 - pyskl - INFO - +top1_acc 0.3752 +top5_acc 0.6330 +2024-01-02 18:37:51,919 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 18:37:51,955 - pyskl - INFO - +mean_acc 0.3749 +2024-01-02 18:37:51,963 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3752, top5_acc: 0.6330, mean_class_accuracy: 0.3749 +2024-01-02 18:41:17,818 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 21:10:11, time: 2.058, data_time: 1.465, memory: 16177, top1_acc: 0.4544, top5_acc: 0.7156, loss_cls: 5.8948, loss: 5.8948 +2024-01-02 18:42:17,377 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 21:09:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4539, top5_acc: 0.7102, loss_cls: 5.8796, loss: 5.8796 +2024-01-02 18:43:17,318 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 21:07:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4616, top5_acc: 0.7167, loss_cls: 5.8639, loss: 5.8639 +2024-01-02 18:44:17,209 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 21:06:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4544, top5_acc: 0.7116, loss_cls: 5.8779, loss: 5.8779 +2024-01-02 18:45:17,407 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 21:05:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.7086, loss_cls: 5.8968, loss: 5.8968 +2024-01-02 18:46:17,534 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 21:04:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4427, top5_acc: 0.7052, loss_cls: 5.9289, loss: 5.9289 +2024-01-02 18:47:17,529 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 21:03:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4442, top5_acc: 0.7042, loss_cls: 5.9357, loss: 5.9357 +2024-01-02 18:48:17,825 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 21:02:26, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4533, top5_acc: 0.7069, loss_cls: 5.9138, loss: 5.9138 +2024-01-02 18:49:18,604 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 21:01:21, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4550, top5_acc: 0.7025, loss_cls: 5.9097, loss: 5.9097 +2024-01-02 18:50:19,100 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 21:00:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4567, top5_acc: 0.7105, loss_cls: 5.8942, loss: 5.8942 +2024-01-02 18:51:20,272 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 20:59:09, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4477, top5_acc: 0.7044, loss_cls: 5.9125, loss: 5.9125 +2024-01-02 18:52:20,860 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 20:58:03, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4372, top5_acc: 0.6952, loss_cls: 5.9590, loss: 5.9590 +2024-01-02 18:53:21,271 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 20:56:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4425, top5_acc: 0.6986, loss_cls: 5.9574, loss: 5.9574 +2024-01-02 18:54:21,668 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 20:55:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4494, top5_acc: 0.6995, loss_cls: 5.9146, loss: 5.9146 +2024-01-02 18:55:22,594 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 20:54:45, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4545, top5_acc: 0.6995, loss_cls: 5.9002, loss: 5.9002 +2024-01-02 18:56:23,020 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 20:53:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.7078, loss_cls: 5.9046, loss: 5.9046 +2024-01-02 18:57:23,787 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 20:52:34, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4508, top5_acc: 0.6973, loss_cls: 5.9468, loss: 5.9468 +2024-01-02 18:58:24,567 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 20:51:28, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4366, top5_acc: 0.6953, loss_cls: 5.9661, loss: 5.9661 +2024-01-02 18:59:25,201 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 20:50:22, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4494, top5_acc: 0.7102, loss_cls: 5.8892, loss: 5.8892 +2024-01-02 19:00:26,194 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 20:49:17, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4469, top5_acc: 0.7045, loss_cls: 5.9348, loss: 5.9348 +2024-01-02 19:01:26,985 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 20:48:11, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4512, top5_acc: 0.7064, loss_cls: 5.9079, loss: 5.9079 +2024-01-02 19:02:26,888 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 20:47:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4456, top5_acc: 0.7094, loss_cls: 5.9004, loss: 5.9004 +2024-01-02 19:03:27,063 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 20:45:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4450, top5_acc: 0.7008, loss_cls: 5.9429, loss: 5.9429 +2024-01-02 19:04:26,800 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 20:44:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4416, top5_acc: 0.6973, loss_cls: 5.9623, loss: 5.9623 +2024-01-02 19:05:26,585 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 20:43:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4344, top5_acc: 0.6881, loss_cls: 5.9529, loss: 5.9529 +2024-01-02 19:06:26,915 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 20:42:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6977, loss_cls: 5.9519, loss: 5.9519 +2024-01-02 19:07:27,146 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 20:41:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.7091, loss_cls: 5.9167, loss: 5.9167 +2024-01-02 19:08:27,261 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 20:40:27, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4363, top5_acc: 0.6977, loss_cls: 5.9552, loss: 5.9552 +2024-01-02 19:09:27,422 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 20:39:21, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.7000, loss_cls: 5.9554, loss: 5.9554 +2024-01-02 19:10:27,509 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 20:38:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4469, top5_acc: 0.7075, loss_cls: 5.9153, loss: 5.9153 +2024-01-02 19:11:27,467 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 20:37:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4456, top5_acc: 0.7005, loss_cls: 5.9251, loss: 5.9251 +2024-01-02 19:12:27,434 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 20:36:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.6998, loss_cls: 5.9475, loss: 5.9475 +2024-01-02 19:13:27,948 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 20:34:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4447, top5_acc: 0.7058, loss_cls: 5.9120, loss: 5.9120 +2024-01-02 19:14:28,096 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 20:33:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4398, top5_acc: 0.6941, loss_cls: 5.9620, loss: 5.9620 +2024-01-02 19:15:28,207 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 20:32:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6894, loss_cls: 5.9901, loss: 5.9901 +2024-01-02 19:16:28,148 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 20:31:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4473, top5_acc: 0.6992, loss_cls: 5.9411, loss: 5.9411 +2024-01-02 19:17:28,360 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 20:30:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4462, top5_acc: 0.6961, loss_cls: 5.9755, loss: 5.9755 +2024-01-02 19:17:58,870 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-01-02 19:19:54,984 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 19:19:56,019 - pyskl - INFO - +top1_acc 0.3741 +top5_acc 0.6287 +2024-01-02 19:19:56,019 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 19:19:56,055 - pyskl - INFO - +mean_acc 0.3739 +2024-01-02 19:19:56,063 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3741, top5_acc: 0.6287, mean_class_accuracy: 0.3739 +2024-01-02 19:23:12,875 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 20:30:16, time: 1.968, data_time: 1.377, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7194, loss_cls: 5.8578, loss: 5.8578 +2024-01-02 19:24:12,806 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 20:29:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4470, top5_acc: 0.7003, loss_cls: 5.9024, loss: 5.9024 +2024-01-02 19:25:13,177 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 20:28:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7197, loss_cls: 5.8437, loss: 5.8437 +2024-01-02 19:26:13,524 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 20:26:57, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4558, top5_acc: 0.7117, loss_cls: 5.8704, loss: 5.8704 +2024-01-02 19:27:14,087 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 20:25:52, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4514, top5_acc: 0.7080, loss_cls: 5.9061, loss: 5.9061 +2024-01-02 19:28:14,697 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 20:24:46, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4512, top5_acc: 0.7105, loss_cls: 5.9004, loss: 5.9004 +2024-01-02 19:29:15,420 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 20:23:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4514, top5_acc: 0.7145, loss_cls: 5.8752, loss: 5.8752 +2024-01-02 19:30:15,928 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 20:22:34, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4523, top5_acc: 0.7091, loss_cls: 5.8842, loss: 5.8842 +2024-01-02 19:31:16,101 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 20:21:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4487, top5_acc: 0.7109, loss_cls: 5.8723, loss: 5.8723 +2024-01-02 19:32:16,126 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 20:20:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4547, top5_acc: 0.7227, loss_cls: 5.8389, loss: 5.8389 +2024-01-02 19:33:16,602 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 20:19:16, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4597, top5_acc: 0.7087, loss_cls: 5.8793, loss: 5.8793 +2024-01-02 19:34:17,961 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 20:18:11, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.4469, top5_acc: 0.7037, loss_cls: 5.9298, loss: 5.9298 +2024-01-02 19:35:18,283 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 20:17:05, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4511, top5_acc: 0.7034, loss_cls: 5.9223, loss: 5.9223 +2024-01-02 19:36:18,663 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 20:15:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4509, top5_acc: 0.7044, loss_cls: 5.8875, loss: 5.8875 +2024-01-02 19:37:18,909 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 20:14:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4450, top5_acc: 0.7034, loss_cls: 5.9165, loss: 5.9165 +2024-01-02 19:38:19,239 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 20:13:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4436, top5_acc: 0.7027, loss_cls: 5.8958, loss: 5.8958 +2024-01-02 19:39:20,077 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 20:12:41, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7047, loss_cls: 5.8953, loss: 5.8953 +2024-01-02 19:40:20,564 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 20:11:36, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.7011, loss_cls: 5.9430, loss: 5.9430 +2024-01-02 19:41:21,099 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 20:10:30, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.4448, top5_acc: 0.7081, loss_cls: 5.9149, loss: 5.9149 +2024-01-02 19:42:22,040 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 20:09:24, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4445, top5_acc: 0.6950, loss_cls: 5.9303, loss: 5.9303 +2024-01-02 19:43:22,318 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 20:08:18, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.7041, loss_cls: 5.9202, loss: 5.9202 +2024-01-02 19:44:22,109 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 20:07:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4489, top5_acc: 0.7000, loss_cls: 5.9099, loss: 5.9099 +2024-01-02 19:45:21,587 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 20:06:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4536, top5_acc: 0.7045, loss_cls: 5.8895, loss: 5.8895 +2024-01-02 19:46:21,354 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 20:04:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4461, top5_acc: 0.7089, loss_cls: 5.8955, loss: 5.8955 +2024-01-02 19:47:21,169 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 20:03:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4516, top5_acc: 0.7041, loss_cls: 5.9221, loss: 5.9221 +2024-01-02 19:48:21,083 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 20:02:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4420, top5_acc: 0.7037, loss_cls: 5.9130, loss: 5.9130 +2024-01-02 19:49:21,057 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 20:01:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4459, top5_acc: 0.7123, loss_cls: 5.9127, loss: 5.9127 +2024-01-02 19:50:20,863 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 20:00:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4541, top5_acc: 0.7045, loss_cls: 5.8977, loss: 5.8977 +2024-01-02 19:51:20,858 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 19:59:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4430, top5_acc: 0.7031, loss_cls: 5.9360, loss: 5.9360 +2024-01-02 19:52:21,229 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 19:58:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4480, top5_acc: 0.7037, loss_cls: 5.9389, loss: 5.9389 +2024-01-02 19:53:21,078 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 19:57:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4464, top5_acc: 0.7045, loss_cls: 5.9174, loss: 5.9174 +2024-01-02 19:54:21,292 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 19:56:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4612, top5_acc: 0.7120, loss_cls: 5.8529, loss: 5.8529 +2024-01-02 19:55:21,743 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 19:55:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4500, top5_acc: 0.7127, loss_cls: 5.8807, loss: 5.8807 +2024-01-02 19:56:22,117 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 19:53:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7125, loss_cls: 5.8755, loss: 5.8755 +2024-01-02 19:57:22,146 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 19:52:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4445, top5_acc: 0.6966, loss_cls: 5.9579, loss: 5.9579 +2024-01-02 19:58:22,165 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 19:51:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4427, top5_acc: 0.6992, loss_cls: 5.9610, loss: 5.9610 +2024-01-02 19:59:22,379 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 19:50:41, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4339, top5_acc: 0.7031, loss_cls: 5.9560, loss: 5.9560 +2024-01-02 19:59:52,648 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-01-02 20:01:49,474 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 20:01:50,531 - pyskl - INFO - +top1_acc 0.3865 +top5_acc 0.6418 +2024-01-02 20:01:50,531 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 20:01:50,568 - pyskl - INFO - +mean_acc 0.3863 +2024-01-02 20:01:50,575 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_114.pth was removed +2024-01-02 20:01:50,855 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2024-01-02 20:01:50,855 - pyskl - INFO - Best top1_acc is 0.3865 at 120 epoch. +2024-01-02 20:01:50,862 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3865, top5_acc: 0.6418, mean_class_accuracy: 0.3863 +2024-01-02 20:05:07,607 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 19:50:21, time: 1.967, data_time: 1.374, memory: 16177, top1_acc: 0.4677, top5_acc: 0.7262, loss_cls: 5.8156, loss: 5.8156 +2024-01-02 20:06:06,841 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 19:49:14, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4652, top5_acc: 0.7205, loss_cls: 5.8341, loss: 5.8341 +2024-01-02 20:07:06,360 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 19:48:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4592, top5_acc: 0.7159, loss_cls: 5.8653, loss: 5.8653 +2024-01-02 20:08:06,608 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 19:47:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4612, top5_acc: 0.7188, loss_cls: 5.8391, loss: 5.8391 +2024-01-02 20:09:06,569 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 19:45:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4575, top5_acc: 0.7222, loss_cls: 5.8341, loss: 5.8341 +2024-01-02 20:10:06,770 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 19:44:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7197, loss_cls: 5.8375, loss: 5.8375 +2024-01-02 20:11:07,104 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 19:43:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4578, top5_acc: 0.7145, loss_cls: 5.8639, loss: 5.8639 +2024-01-02 20:12:07,215 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 19:42:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7061, loss_cls: 5.8568, loss: 5.8568 +2024-01-02 20:13:07,362 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 19:41:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4608, top5_acc: 0.7128, loss_cls: 5.8708, loss: 5.8708 +2024-01-02 20:14:08,114 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 19:40:26, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4681, top5_acc: 0.7159, loss_cls: 5.8413, loss: 5.8413 +2024-01-02 20:15:09,010 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 19:39:21, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4666, top5_acc: 0.7116, loss_cls: 5.8589, loss: 5.8589 +2024-01-02 20:16:09,581 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 19:38:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4611, top5_acc: 0.7216, loss_cls: 5.8228, loss: 5.8228 +2024-01-02 20:17:09,526 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 19:37:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4580, top5_acc: 0.7056, loss_cls: 5.8894, loss: 5.8894 +2024-01-02 20:18:09,891 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 19:36:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.7080, loss_cls: 5.8946, loss: 5.8946 +2024-01-02 20:19:10,358 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 19:34:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4558, top5_acc: 0.7145, loss_cls: 5.8847, loss: 5.8847 +2024-01-02 20:20:11,558 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 19:33:52, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4719, top5_acc: 0.7155, loss_cls: 5.8265, loss: 5.8265 +2024-01-02 20:21:13,023 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 19:32:47, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.4547, top5_acc: 0.7073, loss_cls: 5.9014, loss: 5.9014 +2024-01-02 20:22:13,429 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 19:31:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4589, top5_acc: 0.7208, loss_cls: 5.8440, loss: 5.8440 +2024-01-02 20:23:14,332 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 19:30:36, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4627, top5_acc: 0.7142, loss_cls: 5.8565, loss: 5.8565 +2024-01-02 20:24:15,150 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 19:29:31, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4428, top5_acc: 0.6981, loss_cls: 5.9393, loss: 5.9393 +2024-01-02 20:25:15,220 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 19:28:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4556, top5_acc: 0.7094, loss_cls: 5.8885, loss: 5.8885 +2024-01-02 20:26:15,522 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 19:27:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4528, top5_acc: 0.7137, loss_cls: 5.8752, loss: 5.8752 +2024-01-02 20:27:16,488 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 19:26:14, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7152, loss_cls: 5.8728, loss: 5.8728 +2024-01-02 20:28:16,857 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 19:25:08, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4583, top5_acc: 0.7092, loss_cls: 5.8679, loss: 5.8679 +2024-01-02 20:29:16,927 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 19:24:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4450, top5_acc: 0.7114, loss_cls: 5.9100, loss: 5.9100 +2024-01-02 20:30:17,304 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 19:22:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4466, top5_acc: 0.7159, loss_cls: 5.8952, loss: 5.8952 +2024-01-02 20:31:17,662 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 19:21:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7041, loss_cls: 5.8828, loss: 5.8828 +2024-01-02 20:32:17,889 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 19:20:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4577, top5_acc: 0.7069, loss_cls: 5.8791, loss: 5.8791 +2024-01-02 20:33:18,053 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 19:19:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4511, top5_acc: 0.7141, loss_cls: 5.8834, loss: 5.8834 +2024-01-02 20:34:18,221 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 19:18:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4530, top5_acc: 0.6984, loss_cls: 5.9205, loss: 5.9205 +2024-01-02 20:35:18,200 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 19:17:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4464, top5_acc: 0.6991, loss_cls: 5.9342, loss: 5.9342 +2024-01-02 20:36:18,333 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 19:16:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4489, top5_acc: 0.7016, loss_cls: 5.9364, loss: 5.9364 +2024-01-02 20:37:18,299 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 19:15:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4436, top5_acc: 0.7030, loss_cls: 5.9496, loss: 5.9496 +2024-01-02 20:38:18,416 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 19:14:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4525, top5_acc: 0.7042, loss_cls: 5.8823, loss: 5.8823 +2024-01-02 20:39:18,591 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 19:13:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4536, top5_acc: 0.7114, loss_cls: 5.8821, loss: 5.8821 +2024-01-02 20:40:18,540 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 19:11:58, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.7002, loss_cls: 5.9483, loss: 5.9483 +2024-01-02 20:41:18,706 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 19:10:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4456, top5_acc: 0.7067, loss_cls: 5.8931, loss: 5.8931 +2024-01-02 20:41:48,568 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-01-02 20:43:46,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 20:43:47,521 - pyskl - INFO - +top1_acc 0.3800 +top5_acc 0.6356 +2024-01-02 20:43:47,521 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 20:43:47,562 - pyskl - INFO - +mean_acc 0.3797 +2024-01-02 20:43:47,571 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3800, top5_acc: 0.6356, mean_class_accuracy: 0.3797 +2024-01-02 20:47:08,927 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 19:10:31, time: 2.013, data_time: 1.421, memory: 16177, top1_acc: 0.4800, top5_acc: 0.7331, loss_cls: 5.7704, loss: 5.7704 +2024-01-02 20:48:08,718 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 19:09:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4767, top5_acc: 0.7339, loss_cls: 5.7489, loss: 5.7489 +2024-01-02 20:49:08,747 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 19:08:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7292, loss_cls: 5.7619, loss: 5.7619 +2024-01-02 20:50:08,558 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 19:07:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4798, top5_acc: 0.7292, loss_cls: 5.7806, loss: 5.7806 +2024-01-02 20:51:08,672 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 19:06:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4672, top5_acc: 0.7184, loss_cls: 5.8314, loss: 5.8314 +2024-01-02 20:52:08,813 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 19:05:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7214, loss_cls: 5.8188, loss: 5.8188 +2024-01-02 20:53:08,932 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 19:03:55, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4670, top5_acc: 0.7177, loss_cls: 5.8220, loss: 5.8220 +2024-01-02 20:54:09,071 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 19:02:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4595, top5_acc: 0.7142, loss_cls: 5.8592, loss: 5.8592 +2024-01-02 20:55:09,756 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 19:01:44, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4573, top5_acc: 0.7216, loss_cls: 5.8515, loss: 5.8515 +2024-01-02 20:56:10,926 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 19:00:39, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.4678, top5_acc: 0.7170, loss_cls: 5.8357, loss: 5.8357 +2024-01-02 20:57:11,232 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 18:59:33, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4550, top5_acc: 0.7131, loss_cls: 5.8493, loss: 5.8493 +2024-01-02 20:58:11,050 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 18:58:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4598, top5_acc: 0.7186, loss_cls: 5.8526, loss: 5.8526 +2024-01-02 20:59:11,383 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 18:57:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4717, top5_acc: 0.7191, loss_cls: 5.8254, loss: 5.8254 +2024-01-02 21:00:11,714 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 18:56:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4619, top5_acc: 0.7117, loss_cls: 5.8531, loss: 5.8531 +2024-01-02 21:01:12,050 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 18:55:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4555, top5_acc: 0.7172, loss_cls: 5.8424, loss: 5.8424 +2024-01-02 21:02:12,772 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 18:54:05, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4559, top5_acc: 0.7152, loss_cls: 5.8539, loss: 5.8539 +2024-01-02 21:03:13,592 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 18:52:59, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.4562, top5_acc: 0.7155, loss_cls: 5.8581, loss: 5.8581 +2024-01-02 21:04:13,919 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 18:51:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4541, top5_acc: 0.7155, loss_cls: 5.8595, loss: 5.8595 +2024-01-02 21:05:14,628 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 18:50:48, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.7139, loss_cls: 5.8902, loss: 5.8902 +2024-01-02 21:06:15,388 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 18:49:43, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4537, top5_acc: 0.7102, loss_cls: 5.8798, loss: 5.8798 +2024-01-02 21:07:15,147 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 18:48:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4541, top5_acc: 0.7113, loss_cls: 5.8691, loss: 5.8691 +2024-01-02 21:08:15,246 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 18:47:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7095, loss_cls: 5.8877, loss: 5.8877 +2024-01-02 21:09:14,898 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 18:46:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7159, loss_cls: 5.8575, loss: 5.8575 +2024-01-02 21:10:14,840 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 18:45:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4581, top5_acc: 0.7191, loss_cls: 5.8693, loss: 5.8693 +2024-01-02 21:11:15,012 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 18:44:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4564, top5_acc: 0.7105, loss_cls: 5.8669, loss: 5.8669 +2024-01-02 21:12:14,885 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 18:43:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4531, top5_acc: 0.7127, loss_cls: 5.8848, loss: 5.8848 +2024-01-02 21:13:15,075 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 18:42:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4656, top5_acc: 0.7131, loss_cls: 5.8517, loss: 5.8517 +2024-01-02 21:14:15,243 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 18:40:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4547, top5_acc: 0.7036, loss_cls: 5.8987, loss: 5.8987 +2024-01-02 21:15:15,502 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 18:39:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.7144, loss_cls: 5.8810, loss: 5.8810 +2024-01-02 21:16:15,737 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 18:38:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4456, top5_acc: 0.7002, loss_cls: 5.9280, loss: 5.9280 +2024-01-02 21:17:15,911 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 18:37:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4662, top5_acc: 0.7095, loss_cls: 5.8533, loss: 5.8533 +2024-01-02 21:18:16,297 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 18:36:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4562, top5_acc: 0.7100, loss_cls: 5.8873, loss: 5.8873 +2024-01-02 21:19:16,649 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 18:35:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7106, loss_cls: 5.8529, loss: 5.8529 +2024-01-02 21:20:16,761 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 18:34:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4505, top5_acc: 0.7027, loss_cls: 5.8984, loss: 5.8984 +2024-01-02 21:21:17,047 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 18:33:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4567, top5_acc: 0.7130, loss_cls: 5.8744, loss: 5.8744 +2024-01-02 21:22:17,147 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 18:32:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4578, top5_acc: 0.7092, loss_cls: 5.8846, loss: 5.8846 +2024-01-02 21:23:17,685 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 18:31:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4567, top5_acc: 0.7178, loss_cls: 5.8567, loss: 5.8567 +2024-01-02 21:23:47,799 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-01-02 21:25:46,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 21:25:47,597 - pyskl - INFO - +top1_acc 0.3936 +top5_acc 0.6412 +2024-01-02 21:25:47,597 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 21:25:47,634 - pyskl - INFO - +mean_acc 0.3934 +2024-01-02 21:25:47,640 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_120.pth was removed +2024-01-02 21:25:47,938 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2024-01-02 21:25:47,938 - pyskl - INFO - Best top1_acc is 0.3936 at 122 epoch. +2024-01-02 21:25:47,949 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3936, top5_acc: 0.6412, mean_class_accuracy: 0.3934 +2024-01-02 21:29:11,450 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 18:30:42, time: 2.035, data_time: 1.447, memory: 16177, top1_acc: 0.4642, top5_acc: 0.7244, loss_cls: 5.8063, loss: 5.8063 +2024-01-02 21:30:11,122 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 18:29:36, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4769, top5_acc: 0.7364, loss_cls: 5.7316, loss: 5.7316 +2024-01-02 21:31:11,378 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 18:28:30, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4836, top5_acc: 0.7311, loss_cls: 5.7640, loss: 5.7640 +2024-01-02 21:32:11,498 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 18:27:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4697, top5_acc: 0.7350, loss_cls: 5.7795, loss: 5.7795 +2024-01-02 21:33:11,555 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 18:26:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4702, top5_acc: 0.7259, loss_cls: 5.7922, loss: 5.7922 +2024-01-02 21:34:11,579 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 18:25:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4609, top5_acc: 0.7306, loss_cls: 5.7958, loss: 5.7958 +2024-01-02 21:35:11,498 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 18:24:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4717, top5_acc: 0.7222, loss_cls: 5.8272, loss: 5.8272 +2024-01-02 21:36:11,581 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 18:23:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4611, top5_acc: 0.7222, loss_cls: 5.8240, loss: 5.8240 +2024-01-02 21:37:12,042 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 18:21:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4636, top5_acc: 0.7242, loss_cls: 5.8161, loss: 5.8161 +2024-01-02 21:38:12,933 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 18:20:51, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4702, top5_acc: 0.7172, loss_cls: 5.8119, loss: 5.8119 +2024-01-02 21:39:13,296 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 18:19:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4681, top5_acc: 0.7244, loss_cls: 5.8077, loss: 5.8077 +2024-01-02 21:40:13,020 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 18:18:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7244, loss_cls: 5.8043, loss: 5.8043 +2024-01-02 21:41:13,013 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 18:17:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4612, top5_acc: 0.7234, loss_cls: 5.8289, loss: 5.8289 +2024-01-02 21:42:12,928 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 18:16:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4686, top5_acc: 0.7214, loss_cls: 5.8294, loss: 5.8294 +2024-01-02 21:43:13,534 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 18:15:22, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4705, top5_acc: 0.7295, loss_cls: 5.7895, loss: 5.7895 +2024-01-02 21:44:14,134 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 18:14:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4748, top5_acc: 0.7309, loss_cls: 5.7997, loss: 5.7997 +2024-01-02 21:45:14,957 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 18:13:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4706, top5_acc: 0.7222, loss_cls: 5.8141, loss: 5.8141 +2024-01-02 21:46:15,784 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 18:12:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7239, loss_cls: 5.8341, loss: 5.8341 +2024-01-02 21:47:15,950 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 18:11:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4720, top5_acc: 0.7245, loss_cls: 5.8099, loss: 5.8099 +2024-01-02 21:48:16,175 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 18:09:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4639, top5_acc: 0.7133, loss_cls: 5.8548, loss: 5.8548 +2024-01-02 21:49:15,769 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 18:08:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4719, top5_acc: 0.7134, loss_cls: 5.8425, loss: 5.8425 +2024-01-02 21:50:15,504 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 18:07:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4616, top5_acc: 0.7197, loss_cls: 5.8369, loss: 5.8369 +2024-01-02 21:51:15,502 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 18:06:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4505, top5_acc: 0.7080, loss_cls: 5.8731, loss: 5.8731 +2024-01-02 21:52:15,425 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 18:05:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4550, top5_acc: 0.7131, loss_cls: 5.8655, loss: 5.8655 +2024-01-02 21:53:15,423 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 18:04:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4527, top5_acc: 0.7127, loss_cls: 5.8752, loss: 5.8752 +2024-01-02 21:54:15,378 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 18:03:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4608, top5_acc: 0.7167, loss_cls: 5.8537, loss: 5.8537 +2024-01-02 21:55:15,153 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 18:02:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4616, top5_acc: 0.7217, loss_cls: 5.8399, loss: 5.8399 +2024-01-02 21:56:14,620 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 18:01:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4642, top5_acc: 0.7170, loss_cls: 5.8370, loss: 5.8370 +2024-01-02 21:57:14,114 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 18:00:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4634, top5_acc: 0.7169, loss_cls: 5.8431, loss: 5.8431 +2024-01-02 21:58:13,549 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 17:58:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7095, loss_cls: 5.8915, loss: 5.8915 +2024-01-02 21:59:13,453 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 17:57:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4612, top5_acc: 0.7205, loss_cls: 5.8495, loss: 5.8495 +2024-01-02 22:00:13,903 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 17:56:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4619, top5_acc: 0.7178, loss_cls: 5.8428, loss: 5.8428 +2024-01-02 22:01:13,850 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 17:55:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4636, top5_acc: 0.7166, loss_cls: 5.8364, loss: 5.8364 +2024-01-02 22:02:13,753 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 17:54:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4630, top5_acc: 0.7123, loss_cls: 5.8619, loss: 5.8619 +2024-01-02 22:03:13,897 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 17:53:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4581, top5_acc: 0.7170, loss_cls: 5.8549, loss: 5.8549 +2024-01-02 22:04:13,675 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 17:52:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4684, top5_acc: 0.7219, loss_cls: 5.8280, loss: 5.8280 +2024-01-02 22:05:13,531 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 17:51:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4520, top5_acc: 0.7137, loss_cls: 5.8874, loss: 5.8874 +2024-01-02 22:05:43,857 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-01-02 22:07:39,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 22:07:40,503 - pyskl - INFO - +top1_acc 0.3936 +top5_acc 0.6506 +2024-01-02 22:07:40,503 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 22:07:40,545 - pyskl - INFO - +mean_acc 0.3932 +2024-01-02 22:07:40,553 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3936, top5_acc: 0.6506, mean_class_accuracy: 0.3932 +2024-01-02 22:10:55,066 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 17:50:45, time: 1.945, data_time: 1.356, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7281, loss_cls: 5.7628, loss: 5.7628 +2024-01-02 22:11:54,322 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 17:49:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4734, top5_acc: 0.7355, loss_cls: 5.7510, loss: 5.7510 +2024-01-02 22:12:54,057 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 17:48:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4880, top5_acc: 0.7402, loss_cls: 5.7369, loss: 5.7369 +2024-01-02 22:13:54,058 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 17:47:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4758, top5_acc: 0.7295, loss_cls: 5.7848, loss: 5.7848 +2024-01-02 22:14:54,405 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 17:46:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4747, top5_acc: 0.7345, loss_cls: 5.7503, loss: 5.7503 +2024-01-02 22:15:54,695 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 17:45:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4767, top5_acc: 0.7245, loss_cls: 5.7943, loss: 5.7943 +2024-01-02 22:16:54,716 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 17:44:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4691, top5_acc: 0.7300, loss_cls: 5.7847, loss: 5.7847 +2024-01-02 22:17:55,247 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 17:43:05, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4819, top5_acc: 0.7327, loss_cls: 5.7457, loss: 5.7457 +2024-01-02 22:18:56,230 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 17:42:00, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4761, top5_acc: 0.7378, loss_cls: 5.7447, loss: 5.7447 +2024-01-02 22:19:56,569 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 17:40:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4736, top5_acc: 0.7252, loss_cls: 5.7986, loss: 5.7986 +2024-01-02 22:20:56,497 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 17:39:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7344, loss_cls: 5.7771, loss: 5.7771 +2024-01-02 22:21:56,916 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 17:38:43, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4763, top5_acc: 0.7286, loss_cls: 5.7781, loss: 5.7781 +2024-01-02 22:22:56,986 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 17:37:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4711, top5_acc: 0.7222, loss_cls: 5.7914, loss: 5.7914 +2024-01-02 22:23:57,463 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 17:36:33, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4820, top5_acc: 0.7320, loss_cls: 5.7699, loss: 5.7699 +2024-01-02 22:24:58,488 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 17:35:28, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7309, loss_cls: 5.7676, loss: 5.7676 +2024-01-02 22:25:58,865 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 17:34:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4794, top5_acc: 0.7266, loss_cls: 5.7746, loss: 5.7746 +2024-01-02 22:26:59,451 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 17:33:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4680, top5_acc: 0.7186, loss_cls: 5.8204, loss: 5.8204 +2024-01-02 22:28:00,286 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 17:32:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4666, top5_acc: 0.7230, loss_cls: 5.8245, loss: 5.8245 +2024-01-02 22:29:00,791 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 17:31:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4641, top5_acc: 0.7148, loss_cls: 5.8316, loss: 5.8316 +2024-01-02 22:30:00,881 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 17:30:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4680, top5_acc: 0.7189, loss_cls: 5.8275, loss: 5.8275 +2024-01-02 22:31:01,076 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 17:28:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4664, top5_acc: 0.7220, loss_cls: 5.8092, loss: 5.8092 +2024-01-02 22:32:01,315 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 17:27:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4697, top5_acc: 0.7334, loss_cls: 5.7732, loss: 5.7732 +2024-01-02 22:33:01,212 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 17:26:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4625, top5_acc: 0.7256, loss_cls: 5.8175, loss: 5.8175 +2024-01-02 22:34:01,336 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 17:25:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4778, top5_acc: 0.7264, loss_cls: 5.7859, loss: 5.7859 +2024-01-02 22:35:01,443 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 17:24:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4675, top5_acc: 0.7273, loss_cls: 5.8070, loss: 5.8070 +2024-01-02 22:36:01,646 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 17:23:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4684, top5_acc: 0.7234, loss_cls: 5.7970, loss: 5.7970 +2024-01-02 22:37:01,649 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 17:22:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4842, top5_acc: 0.7328, loss_cls: 5.7540, loss: 5.7540 +2024-01-02 22:38:01,786 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 17:21:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4564, top5_acc: 0.7089, loss_cls: 5.8571, loss: 5.8571 +2024-01-02 22:39:01,994 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 17:20:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4616, top5_acc: 0.7145, loss_cls: 5.8297, loss: 5.8297 +2024-01-02 22:40:02,146 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 17:19:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4673, top5_acc: 0.7186, loss_cls: 5.8288, loss: 5.8288 +2024-01-02 22:41:02,229 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 17:18:01, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4634, top5_acc: 0.7214, loss_cls: 5.8357, loss: 5.8357 +2024-01-02 22:42:02,252 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 17:16:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4616, top5_acc: 0.7163, loss_cls: 5.8574, loss: 5.8574 +2024-01-02 22:43:02,370 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 17:15:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4602, top5_acc: 0.7273, loss_cls: 5.8380, loss: 5.8380 +2024-01-02 22:44:02,500 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 17:14:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4617, top5_acc: 0.7202, loss_cls: 5.8392, loss: 5.8392 +2024-01-02 22:45:02,590 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 17:13:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7184, loss_cls: 5.8514, loss: 5.8514 +2024-01-02 22:46:02,691 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 17:12:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4625, top5_acc: 0.7181, loss_cls: 5.8516, loss: 5.8516 +2024-01-02 22:47:02,678 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 17:11:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4650, top5_acc: 0.7253, loss_cls: 5.8129, loss: 5.8129 +2024-01-02 22:47:32,618 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-01-02 22:49:32,202 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 22:49:33,294 - pyskl - INFO - +top1_acc 0.3932 +top5_acc 0.6507 +2024-01-02 22:49:33,295 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 22:49:33,334 - pyskl - INFO - +mean_acc 0.3929 +2024-01-02 22:49:33,344 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3932, top5_acc: 0.6507, mean_class_accuracy: 0.3929 +2024-01-02 22:52:50,332 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 17:10:53, time: 1.970, data_time: 1.378, memory: 16177, top1_acc: 0.4952, top5_acc: 0.7477, loss_cls: 5.6905, loss: 5.6905 +2024-01-02 22:53:49,906 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 17:09:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4947, top5_acc: 0.7403, loss_cls: 5.7079, loss: 5.7079 +2024-01-02 22:54:49,434 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 17:08:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4806, top5_acc: 0.7297, loss_cls: 5.7638, loss: 5.7638 +2024-01-02 22:55:49,436 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 17:07:36, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7295, loss_cls: 5.7718, loss: 5.7718 +2024-01-02 22:56:49,499 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 17:06:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4848, top5_acc: 0.7347, loss_cls: 5.7333, loss: 5.7333 +2024-01-02 22:57:49,651 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 17:05:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4848, top5_acc: 0.7436, loss_cls: 5.7028, loss: 5.7028 +2024-01-02 22:58:49,778 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 17:04:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7362, loss_cls: 5.7175, loss: 5.7175 +2024-01-02 22:59:50,400 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 17:03:15, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7347, loss_cls: 5.7391, loss: 5.7391 +2024-01-02 23:00:50,911 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 17:02:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7295, loss_cls: 5.7664, loss: 5.7664 +2024-01-02 23:01:50,591 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 17:01:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4720, top5_acc: 0.7242, loss_cls: 5.7897, loss: 5.7897 +2024-01-02 23:02:50,277 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 16:59:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4881, top5_acc: 0.7361, loss_cls: 5.7353, loss: 5.7353 +2024-01-02 23:03:50,416 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 16:58:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4739, top5_acc: 0.7294, loss_cls: 5.7842, loss: 5.7842 +2024-01-02 23:04:50,315 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 16:57:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4853, top5_acc: 0.7242, loss_cls: 5.7560, loss: 5.7560 +2024-01-02 23:05:50,847 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 16:56:42, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4741, top5_acc: 0.7220, loss_cls: 5.8153, loss: 5.8153 +2024-01-02 23:06:51,474 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 16:55:37, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4805, top5_acc: 0.7316, loss_cls: 5.7580, loss: 5.7580 +2024-01-02 23:07:51,820 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 16:54:32, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.4652, top5_acc: 0.7266, loss_cls: 5.8090, loss: 5.8090 +2024-01-02 23:08:52,342 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 16:53:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4745, top5_acc: 0.7306, loss_cls: 5.7605, loss: 5.7605 +2024-01-02 23:09:52,524 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 16:52:21, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4703, top5_acc: 0.7248, loss_cls: 5.7827, loss: 5.7827 +2024-01-02 23:10:52,922 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 16:51:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4750, top5_acc: 0.7311, loss_cls: 5.7877, loss: 5.7877 +2024-01-02 23:11:53,046 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 16:50:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4738, top5_acc: 0.7292, loss_cls: 5.7959, loss: 5.7959 +2024-01-02 23:12:52,834 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 16:49:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4784, top5_acc: 0.7248, loss_cls: 5.7803, loss: 5.7803 +2024-01-02 23:13:52,593 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 16:47:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4808, top5_acc: 0.7330, loss_cls: 5.7735, loss: 5.7735 +2024-01-02 23:14:52,475 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 16:46:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4764, top5_acc: 0.7266, loss_cls: 5.7757, loss: 5.7757 +2024-01-02 23:15:52,573 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 16:45:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4750, top5_acc: 0.7278, loss_cls: 5.7746, loss: 5.7746 +2024-01-02 23:16:52,567 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 16:44:43, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4745, top5_acc: 0.7353, loss_cls: 5.7864, loss: 5.7864 +2024-01-02 23:17:53,115 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 16:43:38, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4647, top5_acc: 0.7228, loss_cls: 5.8049, loss: 5.8049 +2024-01-02 23:18:53,057 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 16:42:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4658, top5_acc: 0.7223, loss_cls: 5.8202, loss: 5.8202 +2024-01-02 23:19:53,260 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 16:41:27, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4711, top5_acc: 0.7300, loss_cls: 5.7912, loss: 5.7912 +2024-01-02 23:20:53,093 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 16:40:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4681, top5_acc: 0.7281, loss_cls: 5.7916, loss: 5.7916 +2024-01-02 23:21:53,392 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 16:39:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4748, top5_acc: 0.7300, loss_cls: 5.7827, loss: 5.7827 +2024-01-02 23:22:53,464 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 16:38:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4750, top5_acc: 0.7195, loss_cls: 5.7889, loss: 5.7889 +2024-01-02 23:23:53,455 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 16:37:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4711, top5_acc: 0.7155, loss_cls: 5.8186, loss: 5.8186 +2024-01-02 23:24:53,688 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 16:36:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4645, top5_acc: 0.7241, loss_cls: 5.8219, loss: 5.8219 +2024-01-02 23:25:53,496 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 16:34:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7309, loss_cls: 5.7504, loss: 5.7504 +2024-01-02 23:26:53,483 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 16:33:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4781, top5_acc: 0.7212, loss_cls: 5.7974, loss: 5.7974 +2024-01-02 23:27:53,772 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 16:32:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4739, top5_acc: 0.7280, loss_cls: 5.7787, loss: 5.7787 +2024-01-02 23:28:53,888 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 16:31:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4747, top5_acc: 0.7170, loss_cls: 5.8117, loss: 5.8117 +2024-01-02 23:29:23,814 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-01-02 23:31:20,616 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 23:31:21,631 - pyskl - INFO - +top1_acc 0.4020 +top5_acc 0.6587 +2024-01-02 23:31:21,631 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 23:31:21,669 - pyskl - INFO - +mean_acc 0.4017 +2024-01-02 23:31:21,675 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_122.pth was removed +2024-01-02 23:31:21,973 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_125.pth. +2024-01-02 23:31:21,974 - pyskl - INFO - Best top1_acc is 0.4020 at 125 epoch. +2024-01-02 23:31:21,982 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.4020, top5_acc: 0.6587, mean_class_accuracy: 0.4017 +2024-01-02 23:34:39,425 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 16:31:01, time: 1.974, data_time: 1.380, memory: 16177, top1_acc: 0.4959, top5_acc: 0.7350, loss_cls: 5.7252, loss: 5.7252 +2024-01-02 23:35:38,542 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 16:29:55, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4936, top5_acc: 0.7370, loss_cls: 5.7000, loss: 5.7000 +2024-01-02 23:36:38,301 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 16:28:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4956, top5_acc: 0.7509, loss_cls: 5.6765, loss: 5.6765 +2024-01-02 23:37:38,408 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 16:27:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7345, loss_cls: 5.7339, loss: 5.7339 +2024-01-02 23:38:38,576 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 16:26:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4842, top5_acc: 0.7498, loss_cls: 5.6851, loss: 5.6851 +2024-01-02 23:39:38,626 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 16:25:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4834, top5_acc: 0.7375, loss_cls: 5.7361, loss: 5.7361 +2024-01-02 23:40:39,296 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 16:24:29, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4811, top5_acc: 0.7352, loss_cls: 5.7325, loss: 5.7325 +2024-01-02 23:41:40,176 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 16:23:24, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4798, top5_acc: 0.7403, loss_cls: 5.7264, loss: 5.7264 +2024-01-02 23:42:40,326 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 16:22:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4938, top5_acc: 0.7416, loss_cls: 5.7070, loss: 5.7070 +2024-01-02 23:43:40,828 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 16:21:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4761, top5_acc: 0.7338, loss_cls: 5.7535, loss: 5.7535 +2024-01-02 23:44:41,126 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 16:20:08, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4731, top5_acc: 0.7269, loss_cls: 5.7674, loss: 5.7674 +2024-01-02 23:45:41,038 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 16:19:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4831, top5_acc: 0.7409, loss_cls: 5.7333, loss: 5.7333 +2024-01-02 23:46:42,046 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 16:17:58, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7281, loss_cls: 5.7815, loss: 5.7815 +2024-01-02 23:47:42,971 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 16:16:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4934, top5_acc: 0.7456, loss_cls: 5.7032, loss: 5.7032 +2024-01-02 23:48:43,685 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 16:15:48, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4898, top5_acc: 0.7314, loss_cls: 5.7107, loss: 5.7107 +2024-01-02 23:49:44,632 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 16:14:43, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4819, top5_acc: 0.7388, loss_cls: 5.7207, loss: 5.7207 +2024-01-02 23:50:45,635 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 16:13:38, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.4831, top5_acc: 0.7319, loss_cls: 5.7633, loss: 5.7633 +2024-01-02 23:51:46,050 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 16:12:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7300, loss_cls: 5.7590, loss: 5.7590 +2024-01-02 23:52:46,453 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 16:11:28, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.4780, top5_acc: 0.7277, loss_cls: 5.7836, loss: 5.7836 +2024-01-02 23:53:46,208 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 16:10:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4864, top5_acc: 0.7384, loss_cls: 5.7138, loss: 5.7138 +2024-01-02 23:54:45,884 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 16:09:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4850, top5_acc: 0.7362, loss_cls: 5.7480, loss: 5.7480 +2024-01-02 23:55:46,024 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 16:08:12, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7336, loss_cls: 5.7646, loss: 5.7646 +2024-01-02 23:56:45,983 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 16:07:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4850, top5_acc: 0.7380, loss_cls: 5.7435, loss: 5.7435 +2024-01-02 23:57:46,138 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 16:06:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4814, top5_acc: 0.7398, loss_cls: 5.7383, loss: 5.7383 +2024-01-02 23:58:46,318 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 16:04:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4841, top5_acc: 0.7383, loss_cls: 5.7375, loss: 5.7375 +2024-01-02 23:59:46,391 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 16:03:51, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4823, top5_acc: 0.7347, loss_cls: 5.7376, loss: 5.7376 +2024-01-03 00:00:46,941 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 16:02:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4739, top5_acc: 0.7181, loss_cls: 5.8090, loss: 5.8090 +2024-01-03 00:01:47,363 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 16:01:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7275, loss_cls: 5.8004, loss: 5.8004 +2024-01-03 00:02:47,765 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 16:00:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4753, top5_acc: 0.7278, loss_cls: 5.7588, loss: 5.7588 +2024-01-03 00:03:48,078 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 15:59:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7347, loss_cls: 5.7362, loss: 5.7362 +2024-01-03 00:04:48,118 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 15:58:26, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4706, top5_acc: 0.7250, loss_cls: 5.7992, loss: 5.7992 +2024-01-03 00:05:48,612 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 15:57:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4806, top5_acc: 0.7331, loss_cls: 5.7618, loss: 5.7618 +2024-01-03 00:06:48,908 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 15:56:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4738, top5_acc: 0.7328, loss_cls: 5.7745, loss: 5.7745 +2024-01-03 00:07:49,062 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 15:55:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4719, top5_acc: 0.7297, loss_cls: 5.7864, loss: 5.7864 +2024-01-03 00:08:49,236 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 15:54:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7361, loss_cls: 5.7476, loss: 5.7476 +2024-01-03 00:09:49,465 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 15:53:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4698, top5_acc: 0.7278, loss_cls: 5.7893, loss: 5.7893 +2024-01-03 00:10:49,942 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 15:51:55, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4806, top5_acc: 0.7422, loss_cls: 5.7251, loss: 5.7251 +2024-01-03 00:11:20,415 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-01-03 00:13:16,971 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 00:13:18,017 - pyskl - INFO - +top1_acc 0.4038 +top5_acc 0.6588 +2024-01-03 00:13:18,017 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 00:13:18,056 - pyskl - INFO - +mean_acc 0.4034 +2024-01-03 00:13:18,063 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_125.pth was removed +2024-01-03 00:13:18,352 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2024-01-03 00:13:18,353 - pyskl - INFO - Best top1_acc is 0.4038 at 126 epoch. +2024-01-03 00:13:18,360 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.4038, top5_acc: 0.6588, mean_class_accuracy: 0.4034 +2024-01-03 00:16:38,459 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 15:51:15, time: 2.001, data_time: 1.408, memory: 16177, top1_acc: 0.4988, top5_acc: 0.7491, loss_cls: 5.6596, loss: 5.6596 +2024-01-03 00:17:37,723 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 15:50:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5011, top5_acc: 0.7536, loss_cls: 5.6314, loss: 5.6314 +2024-01-03 00:18:37,629 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 15:49:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4909, top5_acc: 0.7498, loss_cls: 5.6864, loss: 5.6864 +2024-01-03 00:19:37,590 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 15:47:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4931, top5_acc: 0.7503, loss_cls: 5.6743, loss: 5.6743 +2024-01-03 00:20:37,758 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 15:46:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4853, top5_acc: 0.7491, loss_cls: 5.7000, loss: 5.7000 +2024-01-03 00:21:38,021 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 15:45:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4877, top5_acc: 0.7367, loss_cls: 5.7334, loss: 5.7334 +2024-01-03 00:22:38,908 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 15:44:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5031, top5_acc: 0.7497, loss_cls: 5.6628, loss: 5.6628 +2024-01-03 00:23:39,369 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 15:43:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4909, top5_acc: 0.7438, loss_cls: 5.6966, loss: 5.6966 +2024-01-03 00:24:39,527 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 15:42:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7398, loss_cls: 5.7187, loss: 5.7187 +2024-01-03 00:25:39,608 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 15:41:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4881, top5_acc: 0.7383, loss_cls: 5.7270, loss: 5.7270 +2024-01-03 00:26:39,792 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 15:40:23, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4819, top5_acc: 0.7330, loss_cls: 5.7436, loss: 5.7436 +2024-01-03 00:27:39,792 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 15:39:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7444, loss_cls: 5.6908, loss: 5.6908 +2024-01-03 00:28:40,485 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 15:38:13, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4948, top5_acc: 0.7400, loss_cls: 5.6993, loss: 5.6993 +2024-01-03 00:29:41,020 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 15:37:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7314, loss_cls: 5.7865, loss: 5.7865 +2024-01-03 00:30:41,691 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 15:36:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5014, top5_acc: 0.7423, loss_cls: 5.6760, loss: 5.6760 +2024-01-03 00:31:42,195 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 15:34:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4875, top5_acc: 0.7339, loss_cls: 5.7213, loss: 5.7213 +2024-01-03 00:32:42,210 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 15:33:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4939, top5_acc: 0.7430, loss_cls: 5.7029, loss: 5.7029 +2024-01-03 00:33:42,946 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 15:32:48, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4844, top5_acc: 0.7430, loss_cls: 5.7171, loss: 5.7171 +2024-01-03 00:34:43,246 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 15:31:43, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4883, top5_acc: 0.7284, loss_cls: 5.7488, loss: 5.7488 +2024-01-03 00:35:43,357 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 15:30:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4980, top5_acc: 0.7486, loss_cls: 5.6762, loss: 5.6762 +2024-01-03 00:36:43,175 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 15:29:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4855, top5_acc: 0.7328, loss_cls: 5.7341, loss: 5.7341 +2024-01-03 00:37:43,135 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 15:28:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7366, loss_cls: 5.7154, loss: 5.7154 +2024-01-03 00:38:43,114 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 15:27:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4925, top5_acc: 0.7428, loss_cls: 5.7088, loss: 5.7088 +2024-01-03 00:39:42,956 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 15:26:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4894, top5_acc: 0.7411, loss_cls: 5.7257, loss: 5.7257 +2024-01-03 00:40:42,777 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 15:25:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4814, top5_acc: 0.7464, loss_cls: 5.7161, loss: 5.7161 +2024-01-03 00:41:42,720 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 15:24:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4944, top5_acc: 0.7370, loss_cls: 5.7292, loss: 5.7292 +2024-01-03 00:42:42,476 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 15:23:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4894, top5_acc: 0.7402, loss_cls: 5.7059, loss: 5.7059 +2024-01-03 00:43:42,277 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 15:21:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4823, top5_acc: 0.7381, loss_cls: 5.7396, loss: 5.7396 +2024-01-03 00:44:42,505 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 15:20:51, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4841, top5_acc: 0.7452, loss_cls: 5.7355, loss: 5.7355 +2024-01-03 00:45:42,403 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 15:19:46, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4816, top5_acc: 0.7269, loss_cls: 5.7539, loss: 5.7539 +2024-01-03 00:46:42,167 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 15:18:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4891, top5_acc: 0.7489, loss_cls: 5.6907, loss: 5.6907 +2024-01-03 00:47:42,314 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 15:17:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4827, top5_acc: 0.7339, loss_cls: 5.7236, loss: 5.7236 +2024-01-03 00:48:42,250 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 15:16:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4852, top5_acc: 0.7420, loss_cls: 5.7071, loss: 5.7071 +2024-01-03 00:49:41,913 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 15:15:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4873, top5_acc: 0.7319, loss_cls: 5.7481, loss: 5.7481 +2024-01-03 00:50:41,589 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 15:14:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4819, top5_acc: 0.7186, loss_cls: 5.7827, loss: 5.7827 +2024-01-03 00:51:41,589 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 15:13:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4811, top5_acc: 0.7344, loss_cls: 5.7622, loss: 5.7622 +2024-01-03 00:52:41,682 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 15:12:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4825, top5_acc: 0.7334, loss_cls: 5.7414, loss: 5.7414 +2024-01-03 00:53:11,567 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-01-03 00:55:05,473 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 00:55:06,516 - pyskl - INFO - +top1_acc 0.4091 +top5_acc 0.6611 +2024-01-03 00:55:06,516 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 00:55:06,554 - pyskl - INFO - +mean_acc 0.4089 +2024-01-03 00:55:06,560 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_126.pth was removed +2024-01-03 00:55:06,854 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-01-03 00:55:06,855 - pyskl - INFO - Best top1_acc is 0.4091 at 127 epoch. +2024-01-03 00:55:06,867 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.4091, top5_acc: 0.6611, mean_class_accuracy: 0.4089 +2024-01-03 00:58:17,622 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 15:11:22, time: 1.907, data_time: 1.319, memory: 16177, top1_acc: 0.5098, top5_acc: 0.7573, loss_cls: 5.6263, loss: 5.6263 +2024-01-03 00:59:16,946 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 15:10:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5027, top5_acc: 0.7527, loss_cls: 5.6215, loss: 5.6215 +2024-01-03 01:00:16,537 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 15:09:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5036, top5_acc: 0.7523, loss_cls: 5.6527, loss: 5.6527 +2024-01-03 01:01:16,554 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 15:08:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5100, top5_acc: 0.7527, loss_cls: 5.6338, loss: 5.6338 +2024-01-03 01:02:16,260 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 15:07:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5011, top5_acc: 0.7486, loss_cls: 5.6484, loss: 5.6484 +2024-01-03 01:03:16,391 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 15:05:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4961, top5_acc: 0.7502, loss_cls: 5.6418, loss: 5.6418 +2024-01-03 01:04:16,983 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 15:04:51, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5045, top5_acc: 0.7622, loss_cls: 5.6264, loss: 5.6264 +2024-01-03 01:05:17,410 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 15:03:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4953, top5_acc: 0.7514, loss_cls: 5.6440, loss: 5.6440 +2024-01-03 01:06:17,314 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 15:02:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7411, loss_cls: 5.6973, loss: 5.6973 +2024-01-03 01:07:17,599 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 15:01:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4975, top5_acc: 0.7555, loss_cls: 5.6554, loss: 5.6554 +2024-01-03 01:08:17,607 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 15:00:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4977, top5_acc: 0.7478, loss_cls: 5.6738, loss: 5.6738 +2024-01-03 01:09:17,510 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 14:59:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4930, top5_acc: 0.7472, loss_cls: 5.6913, loss: 5.6913 +2024-01-03 01:10:18,330 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 14:58:21, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7491, loss_cls: 5.6687, loss: 5.6687 +2024-01-03 01:11:18,637 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 14:57:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4853, top5_acc: 0.7323, loss_cls: 5.7362, loss: 5.7362 +2024-01-03 01:12:19,227 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 14:56:11, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4852, top5_acc: 0.7384, loss_cls: 5.7298, loss: 5.7298 +2024-01-03 01:13:19,775 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 14:55:06, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.4919, top5_acc: 0.7442, loss_cls: 5.6927, loss: 5.6927 +2024-01-03 01:14:19,971 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 14:54:01, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4963, top5_acc: 0.7464, loss_cls: 5.6810, loss: 5.6810 +2024-01-03 01:15:20,631 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 14:52:56, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4916, top5_acc: 0.7338, loss_cls: 5.6950, loss: 5.6950 +2024-01-03 01:16:20,453 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 14:51:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4914, top5_acc: 0.7419, loss_cls: 5.7116, loss: 5.7116 +2024-01-03 01:17:20,082 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 14:50:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4892, top5_acc: 0.7391, loss_cls: 5.6995, loss: 5.6995 +2024-01-03 01:18:19,841 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 14:49:41, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4947, top5_acc: 0.7484, loss_cls: 5.6644, loss: 5.6644 +2024-01-03 01:19:19,999 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 14:48:36, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7436, loss_cls: 5.6915, loss: 5.6915 +2024-01-03 01:20:19,868 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 14:47:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5027, top5_acc: 0.7480, loss_cls: 5.6470, loss: 5.6470 +2024-01-03 01:21:19,619 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 14:46:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4895, top5_acc: 0.7536, loss_cls: 5.6614, loss: 5.6614 +2024-01-03 01:22:19,526 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 14:45:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4847, top5_acc: 0.7355, loss_cls: 5.7254, loss: 5.7254 +2024-01-03 01:23:19,322 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 14:44:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4902, top5_acc: 0.7441, loss_cls: 5.7063, loss: 5.7063 +2024-01-03 01:24:19,103 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 14:43:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5023, top5_acc: 0.7391, loss_cls: 5.6867, loss: 5.6867 +2024-01-03 01:25:18,816 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 14:42:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4992, top5_acc: 0.7394, loss_cls: 5.6775, loss: 5.6775 +2024-01-03 01:26:18,954 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 14:41:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4917, top5_acc: 0.7453, loss_cls: 5.7007, loss: 5.7007 +2024-01-03 01:27:18,830 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 14:39:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4930, top5_acc: 0.7419, loss_cls: 5.7262, loss: 5.7262 +2024-01-03 01:28:18,553 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 14:38:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7394, loss_cls: 5.7401, loss: 5.7401 +2024-01-03 01:29:18,301 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 14:37:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4969, top5_acc: 0.7425, loss_cls: 5.6660, loss: 5.6660 +2024-01-03 01:30:17,964 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 14:36:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4802, top5_acc: 0.7438, loss_cls: 5.7002, loss: 5.7002 +2024-01-03 01:31:17,585 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 14:35:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4825, top5_acc: 0.7380, loss_cls: 5.7336, loss: 5.7336 +2024-01-03 01:32:17,358 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 14:34:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4747, top5_acc: 0.7345, loss_cls: 5.7575, loss: 5.7575 +2024-01-03 01:33:17,397 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 14:33:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4791, top5_acc: 0.7323, loss_cls: 5.7697, loss: 5.7697 +2024-01-03 01:34:17,660 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 14:32:19, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4956, top5_acc: 0.7517, loss_cls: 5.6818, loss: 5.6818 +2024-01-03 01:34:47,692 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-01-03 01:36:40,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 01:36:41,504 - pyskl - INFO - +top1_acc 0.4146 +top5_acc 0.6658 +2024-01-03 01:36:41,505 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 01:36:41,539 - pyskl - INFO - +mean_acc 0.4144 +2024-01-03 01:36:41,544 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_127.pth was removed +2024-01-03 01:36:41,825 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-01-03 01:36:41,826 - pyskl - INFO - Best top1_acc is 0.4146 at 128 epoch. +2024-01-03 01:36:41,837 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.4146, top5_acc: 0.6658, mean_class_accuracy: 0.4144 +2024-01-03 01:39:52,787 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 14:31:29, time: 1.909, data_time: 1.318, memory: 16177, top1_acc: 0.5097, top5_acc: 0.7627, loss_cls: 5.5916, loss: 5.5916 +2024-01-03 01:40:51,993 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 14:30:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5148, top5_acc: 0.7577, loss_cls: 5.5908, loss: 5.5908 +2024-01-03 01:41:51,776 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 14:29:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5159, top5_acc: 0.7611, loss_cls: 5.6016, loss: 5.6016 +2024-01-03 01:42:51,465 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 14:28:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5050, top5_acc: 0.7595, loss_cls: 5.6005, loss: 5.6005 +2024-01-03 01:43:51,297 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 14:27:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5033, top5_acc: 0.7573, loss_cls: 5.6232, loss: 5.6232 +2024-01-03 01:44:52,152 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 14:26:04, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5048, top5_acc: 0.7550, loss_cls: 5.6247, loss: 5.6247 +2024-01-03 01:45:52,488 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 14:24:59, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5192, top5_acc: 0.7620, loss_cls: 5.5987, loss: 5.5987 +2024-01-03 01:46:52,205 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 14:23:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4941, top5_acc: 0.7459, loss_cls: 5.6710, loss: 5.6710 +2024-01-03 01:47:52,193 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 14:22:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4991, top5_acc: 0.7533, loss_cls: 5.6483, loss: 5.6483 +2024-01-03 01:48:52,460 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 14:21:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4986, top5_acc: 0.7509, loss_cls: 5.6604, loss: 5.6604 +2024-01-03 01:49:52,063 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 14:20:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4978, top5_acc: 0.7555, loss_cls: 5.6442, loss: 5.6442 +2024-01-03 01:50:52,069 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 14:19:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7414, loss_cls: 5.6912, loss: 5.6912 +2024-01-03 01:51:52,366 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 14:18:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5080, top5_acc: 0.7461, loss_cls: 5.6575, loss: 5.6575 +2024-01-03 01:52:53,060 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 14:17:24, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5012, top5_acc: 0.7583, loss_cls: 5.6165, loss: 5.6165 +2024-01-03 01:53:53,500 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 14:16:19, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.4969, top5_acc: 0.7495, loss_cls: 5.6591, loss: 5.6591 +2024-01-03 01:54:54,152 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 14:15:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5030, top5_acc: 0.7505, loss_cls: 5.6569, loss: 5.6569 +2024-01-03 01:55:54,380 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 14:14:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4948, top5_acc: 0.7481, loss_cls: 5.6478, loss: 5.6478 +2024-01-03 01:56:54,737 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 14:13:05, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4986, top5_acc: 0.7516, loss_cls: 5.6583, loss: 5.6583 +2024-01-03 01:57:54,792 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 14:12:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4911, top5_acc: 0.7464, loss_cls: 5.6583, loss: 5.6583 +2024-01-03 01:58:54,703 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 14:10:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4972, top5_acc: 0.7489, loss_cls: 5.6949, loss: 5.6949 +2024-01-03 01:59:54,840 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 14:09:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7530, loss_cls: 5.6261, loss: 5.6261 +2024-01-03 02:00:54,747 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 14:08:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5044, top5_acc: 0.7539, loss_cls: 5.6248, loss: 5.6248 +2024-01-03 02:01:54,280 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 14:07:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5002, top5_acc: 0.7472, loss_cls: 5.6559, loss: 5.6559 +2024-01-03 02:02:54,371 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 14:06:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5075, top5_acc: 0.7572, loss_cls: 5.6331, loss: 5.6331 +2024-01-03 02:03:54,302 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 14:05:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7436, loss_cls: 5.6873, loss: 5.6873 +2024-01-03 02:04:54,329 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 14:04:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4938, top5_acc: 0.7484, loss_cls: 5.6727, loss: 5.6727 +2024-01-03 02:05:53,954 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 14:03:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4975, top5_acc: 0.7564, loss_cls: 5.6329, loss: 5.6329 +2024-01-03 02:06:53,763 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 14:02:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4898, top5_acc: 0.7483, loss_cls: 5.6953, loss: 5.6953 +2024-01-03 02:07:53,549 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 14:01:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4892, top5_acc: 0.7372, loss_cls: 5.7022, loss: 5.7022 +2024-01-03 02:08:53,403 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 14:00:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7441, loss_cls: 5.7102, loss: 5.7102 +2024-01-03 02:09:53,156 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 13:59:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4864, top5_acc: 0.7434, loss_cls: 5.7204, loss: 5.7204 +2024-01-03 02:10:52,986 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 13:57:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5097, top5_acc: 0.7450, loss_cls: 5.6508, loss: 5.6508 +2024-01-03 02:11:52,581 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 13:56:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4964, top5_acc: 0.7470, loss_cls: 5.6820, loss: 5.6820 +2024-01-03 02:12:52,447 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 13:55:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7588, loss_cls: 5.6412, loss: 5.6412 +2024-01-03 02:13:52,312 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 13:54:40, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7436, loss_cls: 5.6842, loss: 5.6842 +2024-01-03 02:14:51,734 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 13:53:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4984, top5_acc: 0.7483, loss_cls: 5.6735, loss: 5.6735 +2024-01-03 02:15:51,419 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 13:52:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5012, top5_acc: 0.7412, loss_cls: 5.6792, loss: 5.6792 +2024-01-03 02:16:21,332 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-01-03 02:18:14,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 02:18:15,488 - pyskl - INFO - +top1_acc 0.4154 +top5_acc 0.6715 +2024-01-03 02:18:15,488 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 02:18:15,526 - pyskl - INFO - +mean_acc 0.4152 +2024-01-03 02:18:15,532 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_128.pth was removed +2024-01-03 02:18:15,828 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-01-03 02:18:15,829 - pyskl - INFO - Best top1_acc is 0.4154 at 129 epoch. +2024-01-03 02:18:15,836 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.4154, top5_acc: 0.6715, mean_class_accuracy: 0.4152 +2024-01-03 02:21:30,352 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 13:51:39, time: 1.945, data_time: 1.357, memory: 16177, top1_acc: 0.5155, top5_acc: 0.7734, loss_cls: 5.5387, loss: 5.5387 +2024-01-03 02:22:29,554 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 13:50:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5230, top5_acc: 0.7745, loss_cls: 5.5204, loss: 5.5204 +2024-01-03 02:23:28,986 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 13:49:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5112, top5_acc: 0.7580, loss_cls: 5.5957, loss: 5.5957 +2024-01-03 02:24:28,340 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 13:48:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5248, top5_acc: 0.7788, loss_cls: 5.5305, loss: 5.5305 +2024-01-03 02:25:28,264 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 13:47:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5030, top5_acc: 0.7542, loss_cls: 5.6248, loss: 5.6248 +2024-01-03 02:26:29,036 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 13:46:13, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5127, top5_acc: 0.7577, loss_cls: 5.5849, loss: 5.5849 +2024-01-03 02:27:29,044 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 13:45:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5105, top5_acc: 0.7559, loss_cls: 5.6119, loss: 5.6119 +2024-01-03 02:28:29,109 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 13:44:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7508, loss_cls: 5.6597, loss: 5.6597 +2024-01-03 02:29:29,244 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 13:42:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5153, top5_acc: 0.7645, loss_cls: 5.5902, loss: 5.5902 +2024-01-03 02:30:28,899 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 13:41:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5117, top5_acc: 0.7589, loss_cls: 5.5993, loss: 5.5993 +2024-01-03 02:31:28,887 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 13:40:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5158, top5_acc: 0.7577, loss_cls: 5.6179, loss: 5.6179 +2024-01-03 02:32:29,812 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 13:39:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.4919, top5_acc: 0.7466, loss_cls: 5.6638, loss: 5.6638 +2024-01-03 02:33:30,039 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 13:38:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7533, loss_cls: 5.6295, loss: 5.6295 +2024-01-03 02:34:30,079 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 13:37:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7573, loss_cls: 5.6056, loss: 5.6056 +2024-01-03 02:35:30,767 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 13:36:30, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5050, top5_acc: 0.7562, loss_cls: 5.6339, loss: 5.6339 +2024-01-03 02:36:30,926 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 13:35:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5014, top5_acc: 0.7520, loss_cls: 5.6445, loss: 5.6445 +2024-01-03 02:37:31,310 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 13:34:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4961, top5_acc: 0.7528, loss_cls: 5.6440, loss: 5.6440 +2024-01-03 02:38:31,996 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 13:33:16, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.4972, top5_acc: 0.7505, loss_cls: 5.6438, loss: 5.6438 +2024-01-03 02:39:31,648 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 13:32:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5050, top5_acc: 0.7561, loss_cls: 5.6287, loss: 5.6287 +2024-01-03 02:40:31,540 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 13:31:06, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5081, top5_acc: 0.7491, loss_cls: 5.6615, loss: 5.6615 +2024-01-03 02:41:31,127 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 13:30:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4972, top5_acc: 0.7553, loss_cls: 5.6359, loss: 5.6359 +2024-01-03 02:42:30,886 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 13:28:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5075, top5_acc: 0.7572, loss_cls: 5.6063, loss: 5.6063 +2024-01-03 02:43:30,448 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 13:27:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5075, top5_acc: 0.7514, loss_cls: 5.6320, loss: 5.6320 +2024-01-03 02:44:30,159 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 13:26:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4963, top5_acc: 0.7516, loss_cls: 5.6555, loss: 5.6555 +2024-01-03 02:45:29,951 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 13:25:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4972, top5_acc: 0.7455, loss_cls: 5.6813, loss: 5.6813 +2024-01-03 02:46:29,539 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 13:24:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5084, top5_acc: 0.7572, loss_cls: 5.6153, loss: 5.6153 +2024-01-03 02:47:29,161 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 13:23:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5039, top5_acc: 0.7589, loss_cls: 5.6266, loss: 5.6266 +2024-01-03 02:48:28,992 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 13:22:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7520, loss_cls: 5.6419, loss: 5.6419 +2024-01-03 02:49:28,805 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 13:21:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5069, top5_acc: 0.7569, loss_cls: 5.6292, loss: 5.6292 +2024-01-03 02:50:28,548 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 13:20:17, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5070, top5_acc: 0.7592, loss_cls: 5.6215, loss: 5.6215 +2024-01-03 02:51:28,409 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 13:19:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7570, loss_cls: 5.6354, loss: 5.6354 +2024-01-03 02:52:28,075 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 13:18:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5042, top5_acc: 0.7530, loss_cls: 5.6313, loss: 5.6313 +2024-01-03 02:53:27,961 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 13:17:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4967, top5_acc: 0.7533, loss_cls: 5.6443, loss: 5.6443 +2024-01-03 02:54:27,728 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 13:15:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5014, top5_acc: 0.7517, loss_cls: 5.6434, loss: 5.6434 +2024-01-03 02:55:27,394 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 13:14:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4944, top5_acc: 0.7402, loss_cls: 5.6747, loss: 5.6747 +2024-01-03 02:56:27,406 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 13:13:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5058, top5_acc: 0.7552, loss_cls: 5.6578, loss: 5.6578 +2024-01-03 02:57:26,947 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 13:12:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4984, top5_acc: 0.7538, loss_cls: 5.6369, loss: 5.6369 +2024-01-03 02:57:56,745 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-01-03 02:59:51,222 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 02:59:52,041 - pyskl - INFO - +top1_acc 0.4192 +top5_acc 0.6728 +2024-01-03 02:59:52,041 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 02:59:52,076 - pyskl - INFO - +mean_acc 0.4189 +2024-01-03 02:59:52,082 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_129.pth was removed +2024-01-03 02:59:52,328 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-01-03 02:59:52,329 - pyskl - INFO - Best top1_acc is 0.4192 at 130 epoch. +2024-01-03 02:59:52,337 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.4192, top5_acc: 0.6728, mean_class_accuracy: 0.4189 +2024-01-03 03:03:12,478 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 13:11:51, time: 2.001, data_time: 1.410, memory: 16177, top1_acc: 0.5181, top5_acc: 0.7744, loss_cls: 5.5573, loss: 5.5573 +2024-01-03 03:04:11,825 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 13:10:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5302, top5_acc: 0.7839, loss_cls: 5.4946, loss: 5.4946 +2024-01-03 03:05:11,352 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 13:09:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5295, top5_acc: 0.7716, loss_cls: 5.5126, loss: 5.5126 +2024-01-03 03:06:11,499 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 13:08:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5159, top5_acc: 0.7695, loss_cls: 5.5620, loss: 5.5620 +2024-01-03 03:07:12,039 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 13:07:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5316, top5_acc: 0.7764, loss_cls: 5.5240, loss: 5.5240 +2024-01-03 03:08:12,012 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 13:06:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5295, top5_acc: 0.7616, loss_cls: 5.5337, loss: 5.5337 +2024-01-03 03:09:11,764 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 13:05:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5244, top5_acc: 0.7697, loss_cls: 5.5466, loss: 5.5466 +2024-01-03 03:10:11,830 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 13:04:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5219, top5_acc: 0.7669, loss_cls: 5.5532, loss: 5.5532 +2024-01-03 03:11:11,502 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 13:03:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5231, top5_acc: 0.7670, loss_cls: 5.5612, loss: 5.5612 +2024-01-03 03:12:11,340 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 13:02:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5148, top5_acc: 0.7678, loss_cls: 5.5614, loss: 5.5614 +2024-01-03 03:13:11,544 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 13:01:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5228, top5_acc: 0.7684, loss_cls: 5.5498, loss: 5.5498 +2024-01-03 03:14:11,736 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 12:59:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5041, top5_acc: 0.7567, loss_cls: 5.6194, loss: 5.6194 +2024-01-03 03:15:11,826 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 12:58:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5044, top5_acc: 0.7564, loss_cls: 5.6215, loss: 5.6215 +2024-01-03 03:16:12,799 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 12:57:49, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5170, top5_acc: 0.7664, loss_cls: 5.5728, loss: 5.5728 +2024-01-03 03:17:13,646 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 12:56:44, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5181, top5_acc: 0.7583, loss_cls: 5.5808, loss: 5.5808 +2024-01-03 03:18:13,977 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 12:55:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5128, top5_acc: 0.7678, loss_cls: 5.5776, loss: 5.5776 +2024-01-03 03:19:14,248 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 12:54:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5188, top5_acc: 0.7644, loss_cls: 5.5784, loss: 5.5784 +2024-01-03 03:20:14,634 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 12:53:31, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5222, top5_acc: 0.7666, loss_cls: 5.5757, loss: 5.5757 +2024-01-03 03:21:14,433 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 12:52:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5105, top5_acc: 0.7591, loss_cls: 5.6029, loss: 5.6029 +2024-01-03 03:22:14,019 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 12:51:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5177, top5_acc: 0.7612, loss_cls: 5.5716, loss: 5.5716 +2024-01-03 03:23:14,263 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 12:50:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5141, top5_acc: 0.7634, loss_cls: 5.6048, loss: 5.6048 +2024-01-03 03:24:14,315 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 12:49:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5095, top5_acc: 0.7558, loss_cls: 5.6324, loss: 5.6324 +2024-01-03 03:25:14,027 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 12:48:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5077, top5_acc: 0.7541, loss_cls: 5.6163, loss: 5.6163 +2024-01-03 03:26:14,078 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 12:47:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5048, top5_acc: 0.7517, loss_cls: 5.6229, loss: 5.6229 +2024-01-03 03:27:13,902 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 12:45:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5206, top5_acc: 0.7678, loss_cls: 5.5647, loss: 5.5647 +2024-01-03 03:28:13,943 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 12:44:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5102, top5_acc: 0.7541, loss_cls: 5.6074, loss: 5.6074 +2024-01-03 03:29:14,019 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 12:43:48, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4998, top5_acc: 0.7539, loss_cls: 5.6335, loss: 5.6335 +2024-01-03 03:30:13,618 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 12:42:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4986, top5_acc: 0.7480, loss_cls: 5.6661, loss: 5.6661 +2024-01-03 03:31:13,287 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 12:41:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5064, top5_acc: 0.7636, loss_cls: 5.6016, loss: 5.6016 +2024-01-03 03:32:13,007 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 12:40:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5125, top5_acc: 0.7566, loss_cls: 5.6028, loss: 5.6028 +2024-01-03 03:33:12,932 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 12:39:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5031, top5_acc: 0.7561, loss_cls: 5.6334, loss: 5.6334 +2024-01-03 03:34:12,781 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 12:38:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5088, top5_acc: 0.7530, loss_cls: 5.6362, loss: 5.6362 +2024-01-03 03:35:12,808 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 12:37:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5092, top5_acc: 0.7555, loss_cls: 5.6223, loss: 5.6223 +2024-01-03 03:36:12,770 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 12:36:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5081, top5_acc: 0.7542, loss_cls: 5.6195, loss: 5.6195 +2024-01-03 03:37:12,438 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 12:35:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5062, top5_acc: 0.7566, loss_cls: 5.6254, loss: 5.6254 +2024-01-03 03:38:12,344 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 12:34:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5059, top5_acc: 0.7577, loss_cls: 5.6252, loss: 5.6252 +2024-01-03 03:39:12,279 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 12:33:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7559, loss_cls: 5.6088, loss: 5.6088 +2024-01-03 03:39:42,360 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-01-03 03:41:37,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 03:41:38,807 - pyskl - INFO - +top1_acc 0.4240 +top5_acc 0.6716 +2024-01-03 03:41:38,807 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 03:41:38,844 - pyskl - INFO - +mean_acc 0.4237 +2024-01-03 03:41:38,849 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_130.pth was removed +2024-01-03 03:41:39,067 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2024-01-03 03:41:39,067 - pyskl - INFO - Best top1_acc is 0.4240 at 131 epoch. +2024-01-03 03:41:39,075 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.4240, top5_acc: 0.6716, mean_class_accuracy: 0.4237 +2024-01-03 03:44:49,450 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 12:32:02, time: 1.904, data_time: 1.317, memory: 16177, top1_acc: 0.5345, top5_acc: 0.7825, loss_cls: 5.4831, loss: 5.4831 +2024-01-03 03:45:48,445 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 12:30:57, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5370, top5_acc: 0.7750, loss_cls: 5.4865, loss: 5.4865 +2024-01-03 03:46:47,806 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 12:29:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5384, top5_acc: 0.7845, loss_cls: 5.4718, loss: 5.4718 +2024-01-03 03:47:47,721 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 12:28:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5278, top5_acc: 0.7753, loss_cls: 5.5117, loss: 5.5117 +2024-01-03 03:48:47,823 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 12:27:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5155, top5_acc: 0.7636, loss_cls: 5.5484, loss: 5.5484 +2024-01-03 03:49:47,907 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 12:26:38, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5319, top5_acc: 0.7795, loss_cls: 5.5005, loss: 5.5005 +2024-01-03 03:50:47,584 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 12:25:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5297, top5_acc: 0.7764, loss_cls: 5.5118, loss: 5.5118 +2024-01-03 03:51:47,683 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 12:24:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5342, top5_acc: 0.7744, loss_cls: 5.5199, loss: 5.5199 +2024-01-03 03:52:47,531 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 12:23:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5194, top5_acc: 0.7683, loss_cls: 5.5626, loss: 5.5626 +2024-01-03 03:53:47,284 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 12:22:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5238, top5_acc: 0.7712, loss_cls: 5.5327, loss: 5.5327 +2024-01-03 03:54:47,516 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 12:21:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5236, top5_acc: 0.7703, loss_cls: 5.5553, loss: 5.5553 +2024-01-03 03:55:48,452 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 12:20:10, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7686, loss_cls: 5.5365, loss: 5.5365 +2024-01-03 03:56:49,218 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 12:19:06, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5166, top5_acc: 0.7697, loss_cls: 5.5460, loss: 5.5460 +2024-01-03 03:57:49,943 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 12:18:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5147, top5_acc: 0.7650, loss_cls: 5.5719, loss: 5.5719 +2024-01-03 03:58:49,871 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 12:16:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5133, top5_acc: 0.7730, loss_cls: 5.5532, loss: 5.5532 +2024-01-03 03:59:49,920 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 12:15:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5219, top5_acc: 0.7667, loss_cls: 5.5419, loss: 5.5419 +2024-01-03 04:00:50,321 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 12:14:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5238, top5_acc: 0.7756, loss_cls: 5.5374, loss: 5.5374 +2024-01-03 04:01:50,480 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 12:13:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5167, top5_acc: 0.7673, loss_cls: 5.5716, loss: 5.5716 +2024-01-03 04:02:50,682 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 12:12:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5144, top5_acc: 0.7569, loss_cls: 5.6023, loss: 5.6023 +2024-01-03 04:03:50,844 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 12:11:34, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5128, top5_acc: 0.7611, loss_cls: 5.5838, loss: 5.5838 +2024-01-03 04:04:50,494 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 12:10:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5239, top5_acc: 0.7695, loss_cls: 5.5561, loss: 5.5561 +2024-01-03 04:05:50,274 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 12:09:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5167, top5_acc: 0.7592, loss_cls: 5.5980, loss: 5.5980 +2024-01-03 04:06:50,218 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 12:08:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5253, top5_acc: 0.7669, loss_cls: 5.5311, loss: 5.5311 +2024-01-03 04:07:50,128 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 12:07:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5239, top5_acc: 0.7611, loss_cls: 5.5740, loss: 5.5740 +2024-01-03 04:08:49,822 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 12:06:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5152, top5_acc: 0.7645, loss_cls: 5.5682, loss: 5.5682 +2024-01-03 04:09:49,535 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 12:05:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5194, top5_acc: 0.7584, loss_cls: 5.5822, loss: 5.5822 +2024-01-03 04:10:49,574 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 12:04:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5202, top5_acc: 0.7678, loss_cls: 5.5620, loss: 5.5620 +2024-01-03 04:11:49,492 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 12:02:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5120, top5_acc: 0.7694, loss_cls: 5.5640, loss: 5.5640 +2024-01-03 04:12:49,222 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 12:01:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5189, top5_acc: 0.7688, loss_cls: 5.5542, loss: 5.5542 +2024-01-03 04:13:49,119 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 12:00:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5267, top5_acc: 0.7697, loss_cls: 5.5467, loss: 5.5467 +2024-01-03 04:14:48,603 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 11:59:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5153, top5_acc: 0.7597, loss_cls: 5.5767, loss: 5.5767 +2024-01-03 04:15:48,051 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 11:58:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5214, top5_acc: 0.7628, loss_cls: 5.5965, loss: 5.5965 +2024-01-03 04:16:47,684 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 11:57:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5095, top5_acc: 0.7612, loss_cls: 5.6002, loss: 5.6002 +2024-01-03 04:17:47,323 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 11:56:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5197, top5_acc: 0.7666, loss_cls: 5.5579, loss: 5.5579 +2024-01-03 04:18:46,702 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 11:55:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7553, loss_cls: 5.6372, loss: 5.6372 +2024-01-03 04:19:46,311 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 11:54:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5117, top5_acc: 0.7639, loss_cls: 5.5832, loss: 5.5832 +2024-01-03 04:20:46,367 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 11:53:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5228, top5_acc: 0.7669, loss_cls: 5.5651, loss: 5.5651 +2024-01-03 04:21:16,119 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-01-03 04:23:10,963 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 04:23:11,960 - pyskl - INFO - +top1_acc 0.4243 +top5_acc 0.6693 +2024-01-03 04:23:11,960 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 04:23:12,007 - pyskl - INFO - +mean_acc 0.4239 +2024-01-03 04:23:12,013 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_131.pth was removed +2024-01-03 04:23:12,306 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-01-03 04:23:12,306 - pyskl - INFO - Best top1_acc is 0.4243 at 132 epoch. +2024-01-03 04:23:12,315 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.4243, top5_acc: 0.6693, mean_class_accuracy: 0.4239 +2024-01-03 04:26:30,818 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 11:52:16, time: 1.985, data_time: 1.394, memory: 16177, top1_acc: 0.5487, top5_acc: 0.7895, loss_cls: 5.4222, loss: 5.4222 +2024-01-03 04:27:29,989 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 11:51:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5317, top5_acc: 0.7750, loss_cls: 5.5068, loss: 5.5068 +2024-01-03 04:28:30,105 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 11:50:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5519, top5_acc: 0.7959, loss_cls: 5.4177, loss: 5.4177 +2024-01-03 04:29:30,440 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 11:49:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7903, loss_cls: 5.4539, loss: 5.4539 +2024-01-03 04:30:30,714 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 11:47:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5322, top5_acc: 0.7794, loss_cls: 5.4905, loss: 5.4905 +2024-01-03 04:31:30,715 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 11:46:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5312, top5_acc: 0.7752, loss_cls: 5.5032, loss: 5.5032 +2024-01-03 04:32:30,799 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 11:45:49, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5341, top5_acc: 0.7667, loss_cls: 5.5391, loss: 5.5391 +2024-01-03 04:33:30,541 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 11:44:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5356, top5_acc: 0.7727, loss_cls: 5.5081, loss: 5.5081 +2024-01-03 04:34:30,277 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 11:43:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5281, top5_acc: 0.7784, loss_cls: 5.5020, loss: 5.5020 +2024-01-03 04:35:30,225 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 11:42:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5389, top5_acc: 0.7797, loss_cls: 5.4825, loss: 5.4825 +2024-01-03 04:36:30,782 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 11:41:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5292, top5_acc: 0.7734, loss_cls: 5.5153, loss: 5.5153 +2024-01-03 04:37:31,170 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 11:40:26, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5220, top5_acc: 0.7797, loss_cls: 5.5001, loss: 5.5001 +2024-01-03 04:38:31,316 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 11:39:22, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5244, top5_acc: 0.7681, loss_cls: 5.5400, loss: 5.5400 +2024-01-03 04:39:32,492 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 11:38:17, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.5397, top5_acc: 0.7788, loss_cls: 5.4751, loss: 5.4751 +2024-01-03 04:40:32,643 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 11:37:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5228, top5_acc: 0.7788, loss_cls: 5.4969, loss: 5.4969 +2024-01-03 04:41:32,830 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 11:36:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7731, loss_cls: 5.5361, loss: 5.5361 +2024-01-03 04:42:32,910 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 11:35:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5183, top5_acc: 0.7664, loss_cls: 5.5507, loss: 5.5507 +2024-01-03 04:43:32,787 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 11:33:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5302, top5_acc: 0.7769, loss_cls: 5.5091, loss: 5.5091 +2024-01-03 04:44:32,150 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 11:32:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5283, top5_acc: 0.7747, loss_cls: 5.5283, loss: 5.5283 +2024-01-03 04:45:32,056 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 11:31:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5331, top5_acc: 0.7689, loss_cls: 5.5176, loss: 5.5176 +2024-01-03 04:46:31,546 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 11:30:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5323, top5_acc: 0.7780, loss_cls: 5.4886, loss: 5.4886 +2024-01-03 04:47:31,503 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 11:29:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7633, loss_cls: 5.5462, loss: 5.5462 +2024-01-03 04:48:31,278 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 11:28:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5167, top5_acc: 0.7706, loss_cls: 5.5595, loss: 5.5595 +2024-01-03 04:49:31,243 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 11:27:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5288, top5_acc: 0.7745, loss_cls: 5.5144, loss: 5.5144 +2024-01-03 04:50:31,055 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 11:26:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5323, top5_acc: 0.7764, loss_cls: 5.5197, loss: 5.5197 +2024-01-03 04:51:30,699 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 11:25:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5253, top5_acc: 0.7722, loss_cls: 5.5203, loss: 5.5203 +2024-01-03 04:52:30,687 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 11:24:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5288, top5_acc: 0.7716, loss_cls: 5.5175, loss: 5.5175 +2024-01-03 04:53:30,195 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 11:23:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5153, top5_acc: 0.7662, loss_cls: 5.5812, loss: 5.5812 +2024-01-03 04:54:29,585 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 11:22:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5327, top5_acc: 0.7692, loss_cls: 5.5273, loss: 5.5273 +2024-01-03 04:55:29,235 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 11:21:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7700, loss_cls: 5.5405, loss: 5.5405 +2024-01-03 04:56:29,407 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 11:20:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5247, top5_acc: 0.7739, loss_cls: 5.5299, loss: 5.5299 +2024-01-03 04:57:29,205 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 11:18:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5222, top5_acc: 0.7694, loss_cls: 5.5588, loss: 5.5588 +2024-01-03 04:58:29,033 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 11:17:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5186, top5_acc: 0.7683, loss_cls: 5.5554, loss: 5.5554 +2024-01-03 04:59:28,661 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 11:16:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5177, top5_acc: 0.7691, loss_cls: 5.5626, loss: 5.5626 +2024-01-03 05:00:28,413 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 11:15:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5194, top5_acc: 0.7694, loss_cls: 5.5521, loss: 5.5521 +2024-01-03 05:01:28,187 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 11:14:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5316, top5_acc: 0.7736, loss_cls: 5.5256, loss: 5.5256 +2024-01-03 05:02:27,969 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 11:13:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5125, top5_acc: 0.7742, loss_cls: 5.5608, loss: 5.5608 +2024-01-03 05:02:58,012 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-01-03 05:04:52,358 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 05:04:53,295 - pyskl - INFO - +top1_acc 0.4285 +top5_acc 0.6793 +2024-01-03 05:04:53,295 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 05:04:53,342 - pyskl - INFO - +mean_acc 0.4282 +2024-01-03 05:04:53,348 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_132.pth was removed +2024-01-03 05:04:53,638 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2024-01-03 05:04:53,639 - pyskl - INFO - Best top1_acc is 0.4285 at 133 epoch. +2024-01-03 05:04:53,659 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.4285, top5_acc: 0.6793, mean_class_accuracy: 0.4282 +2024-01-03 05:08:17,918 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 11:12:34, time: 2.043, data_time: 1.449, memory: 16177, top1_acc: 0.5544, top5_acc: 0.7886, loss_cls: 5.4026, loss: 5.4026 +2024-01-03 05:09:17,394 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 11:11:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5552, top5_acc: 0.7909, loss_cls: 5.4061, loss: 5.4061 +2024-01-03 05:10:17,550 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 11:10:25, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5508, top5_acc: 0.7803, loss_cls: 5.4350, loss: 5.4350 +2024-01-03 05:11:17,926 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 11:09:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5477, top5_acc: 0.7909, loss_cls: 5.4356, loss: 5.4356 +2024-01-03 05:12:17,954 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 11:08:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5402, top5_acc: 0.7848, loss_cls: 5.4435, loss: 5.4435 +2024-01-03 05:13:17,809 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 11:07:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5441, top5_acc: 0.7855, loss_cls: 5.4321, loss: 5.4321 +2024-01-03 05:14:18,319 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 11:06:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5378, top5_acc: 0.7867, loss_cls: 5.4568, loss: 5.4568 +2024-01-03 05:15:17,950 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 11:05:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5391, top5_acc: 0.7819, loss_cls: 5.4633, loss: 5.4633 +2024-01-03 05:16:17,992 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 11:03:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5383, top5_acc: 0.7798, loss_cls: 5.4896, loss: 5.4896 +2024-01-03 05:17:18,090 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 11:02:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5400, top5_acc: 0.7884, loss_cls: 5.4587, loss: 5.4587 +2024-01-03 05:18:18,488 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 11:01:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5472, top5_acc: 0.7923, loss_cls: 5.4561, loss: 5.4561 +2024-01-03 05:19:18,300 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 11:00:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5406, top5_acc: 0.7848, loss_cls: 5.4523, loss: 5.4523 +2024-01-03 05:20:18,326 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 10:59:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5441, top5_acc: 0.7858, loss_cls: 5.4427, loss: 5.4427 +2024-01-03 05:21:18,960 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 10:58:36, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.5319, top5_acc: 0.7789, loss_cls: 5.4780, loss: 5.4780 +2024-01-03 05:22:18,908 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 10:57:31, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.5391, top5_acc: 0.7812, loss_cls: 5.4709, loss: 5.4709 +2024-01-03 05:23:18,625 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 10:56:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5409, top5_acc: 0.7858, loss_cls: 5.4635, loss: 5.4635 +2024-01-03 05:24:18,831 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 10:55:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5300, top5_acc: 0.7772, loss_cls: 5.5086, loss: 5.5086 +2024-01-03 05:25:19,055 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 10:54:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5383, top5_acc: 0.7848, loss_cls: 5.4740, loss: 5.4740 +2024-01-03 05:26:18,895 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 10:53:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5331, top5_acc: 0.7820, loss_cls: 5.4914, loss: 5.4914 +2024-01-03 05:27:19,218 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 10:52:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5361, top5_acc: 0.7734, loss_cls: 5.5089, loss: 5.5089 +2024-01-03 05:28:19,299 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 10:51:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5227, top5_acc: 0.7781, loss_cls: 5.5363, loss: 5.5363 +2024-01-03 05:29:19,307 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 10:50:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5328, top5_acc: 0.7741, loss_cls: 5.5158, loss: 5.5158 +2024-01-03 05:30:19,188 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 10:48:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5334, top5_acc: 0.7791, loss_cls: 5.5116, loss: 5.5116 +2024-01-03 05:31:19,231 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 10:47:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5316, top5_acc: 0.7756, loss_cls: 5.5122, loss: 5.5122 +2024-01-03 05:32:19,057 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 10:46:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5337, top5_acc: 0.7834, loss_cls: 5.4768, loss: 5.4768 +2024-01-03 05:33:18,487 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 10:45:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5358, top5_acc: 0.7766, loss_cls: 5.5317, loss: 5.5317 +2024-01-03 05:34:18,192 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 10:44:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5297, top5_acc: 0.7800, loss_cls: 5.4999, loss: 5.4999 +2024-01-03 05:35:17,892 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 10:43:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5331, top5_acc: 0.7750, loss_cls: 5.5069, loss: 5.5069 +2024-01-03 05:36:17,450 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 10:42:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5339, top5_acc: 0.7686, loss_cls: 5.5200, loss: 5.5200 +2024-01-03 05:37:17,242 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 10:41:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5284, top5_acc: 0.7747, loss_cls: 5.5045, loss: 5.5045 +2024-01-03 05:38:17,182 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 10:40:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5398, top5_acc: 0.7794, loss_cls: 5.4883, loss: 5.4883 +2024-01-03 05:39:17,202 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 10:39:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5278, top5_acc: 0.7791, loss_cls: 5.4982, loss: 5.4982 +2024-01-03 05:40:17,065 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 10:38:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5283, top5_acc: 0.7691, loss_cls: 5.5048, loss: 5.5048 +2024-01-03 05:41:16,796 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 10:37:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5314, top5_acc: 0.7773, loss_cls: 5.5150, loss: 5.5150 +2024-01-03 05:42:16,533 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 10:36:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5339, top5_acc: 0.7747, loss_cls: 5.5072, loss: 5.5072 +2024-01-03 05:43:16,511 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 10:34:58, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5341, top5_acc: 0.7836, loss_cls: 5.4845, loss: 5.4845 +2024-01-03 05:44:16,137 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 10:33:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5391, top5_acc: 0.7809, loss_cls: 5.4741, loss: 5.4741 +2024-01-03 05:44:46,408 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-01-03 05:46:41,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 05:46:41,997 - pyskl - INFO - +top1_acc 0.4364 +top5_acc 0.6871 +2024-01-03 05:46:41,997 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 05:46:42,031 - pyskl - INFO - +mean_acc 0.4361 +2024-01-03 05:46:42,037 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_133.pth was removed +2024-01-03 05:46:42,277 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2024-01-03 05:46:42,278 - pyskl - INFO - Best top1_acc is 0.4364 at 134 epoch. +2024-01-03 05:46:42,287 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.4364, top5_acc: 0.6871, mean_class_accuracy: 0.4361 +2024-01-03 05:50:02,277 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 10:32:51, time: 2.000, data_time: 1.408, memory: 16177, top1_acc: 0.5653, top5_acc: 0.8061, loss_cls: 5.3635, loss: 5.3635 +2024-01-03 05:51:02,007 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 10:31:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5534, top5_acc: 0.7969, loss_cls: 5.4153, loss: 5.4153 +2024-01-03 05:52:02,174 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 10:30:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5495, top5_acc: 0.7864, loss_cls: 5.4388, loss: 5.4388 +2024-01-03 05:53:01,774 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 10:29:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5641, top5_acc: 0.7959, loss_cls: 5.3927, loss: 5.3927 +2024-01-03 05:54:01,895 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 10:28:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5589, top5_acc: 0.7906, loss_cls: 5.4081, loss: 5.4081 +2024-01-03 05:55:01,877 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 10:27:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5430, top5_acc: 0.7917, loss_cls: 5.4302, loss: 5.4302 +2024-01-03 05:56:01,718 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 10:26:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5417, top5_acc: 0.7869, loss_cls: 5.4313, loss: 5.4313 +2024-01-03 05:57:01,741 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 10:25:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5461, top5_acc: 0.7878, loss_cls: 5.4365, loss: 5.4365 +2024-01-03 05:58:01,659 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 10:24:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5550, top5_acc: 0.7919, loss_cls: 5.4059, loss: 5.4059 +2024-01-03 05:59:02,588 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 10:23:11, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5416, top5_acc: 0.7875, loss_cls: 5.4350, loss: 5.4350 +2024-01-03 06:00:02,639 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 10:22:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5466, top5_acc: 0.7856, loss_cls: 5.4618, loss: 5.4618 +2024-01-03 06:01:03,332 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 10:21:03, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.5492, top5_acc: 0.7920, loss_cls: 5.4332, loss: 5.4332 +2024-01-03 06:02:03,817 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 10:19:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5392, top5_acc: 0.7878, loss_cls: 5.4517, loss: 5.4517 +2024-01-03 06:03:03,593 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 10:18:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5530, top5_acc: 0.7920, loss_cls: 5.4026, loss: 5.4026 +2024-01-03 06:04:03,521 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 10:17:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5422, top5_acc: 0.7786, loss_cls: 5.4619, loss: 5.4619 +2024-01-03 06:05:04,127 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 10:16:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5419, top5_acc: 0.7911, loss_cls: 5.4546, loss: 5.4546 +2024-01-03 06:06:04,511 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 10:15:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5531, top5_acc: 0.7900, loss_cls: 5.4207, loss: 5.4207 +2024-01-03 06:07:03,915 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 10:14:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5434, top5_acc: 0.7875, loss_cls: 5.4432, loss: 5.4432 +2024-01-03 06:08:04,132 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 10:13:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5419, top5_acc: 0.7812, loss_cls: 5.4571, loss: 5.4571 +2024-01-03 06:09:03,923 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 10:12:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5425, top5_acc: 0.7820, loss_cls: 5.4612, loss: 5.4612 +2024-01-03 06:10:03,831 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 10:11:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5508, top5_acc: 0.7898, loss_cls: 5.4084, loss: 5.4084 +2024-01-03 06:11:03,676 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 10:10:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5433, top5_acc: 0.7861, loss_cls: 5.4543, loss: 5.4543 +2024-01-03 06:12:03,475 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 10:09:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5323, top5_acc: 0.7750, loss_cls: 5.4837, loss: 5.4837 +2024-01-03 06:13:03,423 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 10:08:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5339, top5_acc: 0.7755, loss_cls: 5.4894, loss: 5.4894 +2024-01-03 06:14:03,037 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 10:07:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5505, top5_acc: 0.7866, loss_cls: 5.4323, loss: 5.4323 +2024-01-03 06:15:02,881 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 10:06:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5392, top5_acc: 0.7870, loss_cls: 5.4634, loss: 5.4634 +2024-01-03 06:16:02,593 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 10:04:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5400, top5_acc: 0.7905, loss_cls: 5.4515, loss: 5.4515 +2024-01-03 06:17:02,299 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 10:03:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5469, top5_acc: 0.7866, loss_cls: 5.4380, loss: 5.4380 +2024-01-03 06:18:02,259 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 10:02:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5452, top5_acc: 0.7908, loss_cls: 5.4354, loss: 5.4354 +2024-01-03 06:19:02,163 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 10:01:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5456, top5_acc: 0.7811, loss_cls: 5.4453, loss: 5.4453 +2024-01-03 06:20:01,762 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 10:00:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5409, top5_acc: 0.7831, loss_cls: 5.4728, loss: 5.4728 +2024-01-03 06:21:01,568 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 9:59:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5491, top5_acc: 0.7875, loss_cls: 5.4299, loss: 5.4299 +2024-01-03 06:22:01,521 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 9:58:31, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5442, top5_acc: 0.7909, loss_cls: 5.4359, loss: 5.4359 +2024-01-03 06:23:01,234 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 9:57:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5422, top5_acc: 0.7858, loss_cls: 5.4603, loss: 5.4603 +2024-01-03 06:24:00,782 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 9:56:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7825, loss_cls: 5.4332, loss: 5.4332 +2024-01-03 06:25:00,613 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 9:55:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5367, top5_acc: 0.7902, loss_cls: 5.4642, loss: 5.4642 +2024-01-03 06:26:00,186 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 9:54:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5475, top5_acc: 0.7828, loss_cls: 5.4513, loss: 5.4513 +2024-01-03 06:26:30,082 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-01-03 06:28:25,348 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 06:28:26,261 - pyskl - INFO - +top1_acc 0.4347 +top5_acc 0.6840 +2024-01-03 06:28:26,261 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 06:28:26,293 - pyskl - INFO - +mean_acc 0.4344 +2024-01-03 06:28:26,301 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.4347, top5_acc: 0.6840, mean_class_accuracy: 0.4344 +2024-01-03 06:31:45,948 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 9:53:09, time: 1.996, data_time: 1.405, memory: 16177, top1_acc: 0.5667, top5_acc: 0.8083, loss_cls: 5.3181, loss: 5.3181 +2024-01-03 06:32:45,991 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 9:52:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5603, top5_acc: 0.8016, loss_cls: 5.3559, loss: 5.3559 +2024-01-03 06:33:45,622 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 9:51:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5519, top5_acc: 0.7992, loss_cls: 5.3908, loss: 5.3908 +2024-01-03 06:34:45,650 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 9:49:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5627, top5_acc: 0.7978, loss_cls: 5.3680, loss: 5.3680 +2024-01-03 06:35:45,935 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 9:48:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5666, top5_acc: 0.8013, loss_cls: 5.3382, loss: 5.3382 +2024-01-03 06:36:45,530 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 9:47:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5594, top5_acc: 0.7930, loss_cls: 5.3912, loss: 5.3912 +2024-01-03 06:37:45,340 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 9:46:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5550, top5_acc: 0.7995, loss_cls: 5.3658, loss: 5.3658 +2024-01-03 06:38:45,108 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 9:45:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5531, top5_acc: 0.7947, loss_cls: 5.4174, loss: 5.4174 +2024-01-03 06:39:45,454 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 9:44:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5561, top5_acc: 0.7891, loss_cls: 5.4070, loss: 5.4070 +2024-01-03 06:40:45,980 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 9:43:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5606, top5_acc: 0.7925, loss_cls: 5.3786, loss: 5.3786 +2024-01-03 06:41:46,845 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 9:42:26, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.5431, top5_acc: 0.7966, loss_cls: 5.4089, loss: 5.4089 +2024-01-03 06:42:47,162 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 9:41:21, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5500, top5_acc: 0.7970, loss_cls: 5.4083, loss: 5.4083 +2024-01-03 06:43:47,740 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 9:40:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5597, top5_acc: 0.7987, loss_cls: 5.3802, loss: 5.3802 +2024-01-03 06:44:47,474 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 9:39:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5523, top5_acc: 0.7977, loss_cls: 5.4045, loss: 5.4045 +2024-01-03 06:45:47,723 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 9:38:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5523, top5_acc: 0.7856, loss_cls: 5.4059, loss: 5.4059 +2024-01-03 06:46:47,867 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 9:37:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5650, top5_acc: 0.7977, loss_cls: 5.3689, loss: 5.3689 +2024-01-03 06:47:47,925 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 9:36:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5611, top5_acc: 0.7972, loss_cls: 5.3822, loss: 5.3822 +2024-01-03 06:48:48,503 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 9:34:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5491, top5_acc: 0.7892, loss_cls: 5.4292, loss: 5.4292 +2024-01-03 06:49:48,751 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 9:33:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5559, top5_acc: 0.7958, loss_cls: 5.3817, loss: 5.3817 +2024-01-03 06:50:48,714 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 9:32:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5436, top5_acc: 0.7934, loss_cls: 5.4353, loss: 5.4353 +2024-01-03 06:51:48,344 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 9:31:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5508, top5_acc: 0.8009, loss_cls: 5.3941, loss: 5.3941 +2024-01-03 06:52:48,021 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 9:30:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5563, top5_acc: 0.7983, loss_cls: 5.3793, loss: 5.3793 +2024-01-03 06:53:48,032 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 9:29:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5567, top5_acc: 0.7933, loss_cls: 5.3837, loss: 5.3837 +2024-01-03 06:54:47,506 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 9:28:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5464, top5_acc: 0.7792, loss_cls: 5.4315, loss: 5.4315 +2024-01-03 06:55:47,142 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 9:27:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5548, top5_acc: 0.7906, loss_cls: 5.4176, loss: 5.4176 +2024-01-03 06:56:47,076 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 9:26:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5430, top5_acc: 0.7880, loss_cls: 5.4369, loss: 5.4369 +2024-01-03 06:57:46,969 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 9:25:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5580, top5_acc: 0.7923, loss_cls: 5.4079, loss: 5.4079 +2024-01-03 06:58:46,436 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 9:24:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5428, top5_acc: 0.7909, loss_cls: 5.4267, loss: 5.4267 +2024-01-03 06:59:46,519 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 9:23:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5437, top5_acc: 0.7911, loss_cls: 5.4408, loss: 5.4408 +2024-01-03 07:00:45,992 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 9:22:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5636, top5_acc: 0.8014, loss_cls: 5.3720, loss: 5.3720 +2024-01-03 07:01:45,679 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 9:21:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5517, top5_acc: 0.7841, loss_cls: 5.4335, loss: 5.4335 +2024-01-03 07:02:45,506 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 9:19:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5591, top5_acc: 0.7936, loss_cls: 5.4016, loss: 5.4016 +2024-01-03 07:03:45,563 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 9:18:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5494, top5_acc: 0.7941, loss_cls: 5.4100, loss: 5.4100 +2024-01-03 07:04:45,594 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 9:17:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5447, top5_acc: 0.7788, loss_cls: 5.4651, loss: 5.4651 +2024-01-03 07:05:45,507 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 9:16:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5531, top5_acc: 0.7939, loss_cls: 5.4018, loss: 5.4018 +2024-01-03 07:06:45,207 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 9:15:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5470, top5_acc: 0.7839, loss_cls: 5.4377, loss: 5.4377 +2024-01-03 07:07:44,838 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 9:14:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5445, top5_acc: 0.7794, loss_cls: 5.4769, loss: 5.4769 +2024-01-03 07:08:14,867 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-01-03 07:10:10,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 07:10:11,283 - pyskl - INFO - +top1_acc 0.4365 +top5_acc 0.6854 +2024-01-03 07:10:11,283 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 07:10:11,318 - pyskl - INFO - +mean_acc 0.4362 +2024-01-03 07:10:11,323 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_134.pth was removed +2024-01-03 07:10:11,549 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2024-01-03 07:10:11,549 - pyskl - INFO - Best top1_acc is 0.4365 at 136 epoch. +2024-01-03 07:10:11,557 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.4365, top5_acc: 0.6854, mean_class_accuracy: 0.4362 +2024-01-03 07:13:38,634 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 9:13:29, time: 2.071, data_time: 1.476, memory: 16177, top1_acc: 0.5747, top5_acc: 0.8052, loss_cls: 5.3162, loss: 5.3162 +2024-01-03 07:14:38,383 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 9:12:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5737, top5_acc: 0.8077, loss_cls: 5.3303, loss: 5.3303 +2024-01-03 07:15:37,976 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 9:11:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5722, top5_acc: 0.8102, loss_cls: 5.3028, loss: 5.3028 +2024-01-03 07:16:38,021 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 9:10:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5736, top5_acc: 0.8047, loss_cls: 5.3345, loss: 5.3345 +2024-01-03 07:17:38,027 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 9:09:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5786, top5_acc: 0.8027, loss_cls: 5.2825, loss: 5.2825 +2024-01-03 07:18:37,860 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 9:08:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5666, top5_acc: 0.7983, loss_cls: 5.3535, loss: 5.3535 +2024-01-03 07:19:37,656 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 9:07:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5623, top5_acc: 0.7980, loss_cls: 5.3538, loss: 5.3538 +2024-01-03 07:20:37,649 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 9:05:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5697, top5_acc: 0.8034, loss_cls: 5.3265, loss: 5.3265 +2024-01-03 07:21:38,434 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 9:04:55, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5731, top5_acc: 0.8047, loss_cls: 5.3112, loss: 5.3112 +2024-01-03 07:22:38,435 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 9:03:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5678, top5_acc: 0.7980, loss_cls: 5.3460, loss: 5.3460 +2024-01-03 07:23:38,596 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 9:02:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5689, top5_acc: 0.8031, loss_cls: 5.3373, loss: 5.3373 +2024-01-03 07:24:39,570 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 9:01:43, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5687, top5_acc: 0.8059, loss_cls: 5.3282, loss: 5.3282 +2024-01-03 07:25:39,772 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 9:00:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5542, top5_acc: 0.7991, loss_cls: 5.3898, loss: 5.3898 +2024-01-03 07:26:39,479 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 8:59:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5658, top5_acc: 0.8014, loss_cls: 5.3527, loss: 5.3527 +2024-01-03 07:27:39,974 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 8:58:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5602, top5_acc: 0.8056, loss_cls: 5.3473, loss: 5.3473 +2024-01-03 07:28:40,503 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 8:57:26, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5666, top5_acc: 0.8003, loss_cls: 5.3607, loss: 5.3607 +2024-01-03 07:29:40,176 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 8:56:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5687, top5_acc: 0.8069, loss_cls: 5.3253, loss: 5.3253 +2024-01-03 07:30:40,081 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 8:55:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5625, top5_acc: 0.8080, loss_cls: 5.3254, loss: 5.3254 +2024-01-03 07:31:39,760 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 8:54:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5666, top5_acc: 0.7966, loss_cls: 5.3659, loss: 5.3659 +2024-01-03 07:32:39,417 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 8:53:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5500, top5_acc: 0.7942, loss_cls: 5.4074, loss: 5.4074 +2024-01-03 07:33:38,757 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 8:52:05, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5595, top5_acc: 0.7941, loss_cls: 5.3702, loss: 5.3702 +2024-01-03 07:34:38,510 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 8:51:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5556, top5_acc: 0.7939, loss_cls: 5.3598, loss: 5.3598 +2024-01-03 07:35:38,198 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 8:49:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5702, top5_acc: 0.8077, loss_cls: 5.3358, loss: 5.3358 +2024-01-03 07:36:38,070 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 8:48:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5602, top5_acc: 0.7972, loss_cls: 5.3598, loss: 5.3598 +2024-01-03 07:37:37,546 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 8:47:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5605, top5_acc: 0.7969, loss_cls: 5.3736, loss: 5.3736 +2024-01-03 07:38:37,167 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 8:46:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5584, top5_acc: 0.7880, loss_cls: 5.4036, loss: 5.4036 +2024-01-03 07:39:36,891 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 8:45:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5598, top5_acc: 0.7972, loss_cls: 5.3685, loss: 5.3685 +2024-01-03 07:40:36,378 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 8:44:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5498, top5_acc: 0.7959, loss_cls: 5.3926, loss: 5.3926 +2024-01-03 07:41:36,111 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 8:43:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5670, top5_acc: 0.7995, loss_cls: 5.3589, loss: 5.3589 +2024-01-03 07:42:35,724 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 8:42:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5603, top5_acc: 0.8006, loss_cls: 5.3648, loss: 5.3648 +2024-01-03 07:43:35,883 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 8:41:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5570, top5_acc: 0.7989, loss_cls: 5.3710, loss: 5.3710 +2024-01-03 07:44:35,699 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 8:40:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5559, top5_acc: 0.7931, loss_cls: 5.3860, loss: 5.3860 +2024-01-03 07:45:35,448 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 8:39:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5613, top5_acc: 0.7970, loss_cls: 5.3603, loss: 5.3603 +2024-01-03 07:46:35,283 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 8:38:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5555, top5_acc: 0.7980, loss_cls: 5.3851, loss: 5.3851 +2024-01-03 07:47:35,021 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 8:37:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5653, top5_acc: 0.8003, loss_cls: 5.3536, loss: 5.3536 +2024-01-03 07:48:34,948 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 8:36:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5555, top5_acc: 0.7997, loss_cls: 5.3796, loss: 5.3796 +2024-01-03 07:49:34,860 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 8:34:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7883, loss_cls: 5.4194, loss: 5.4194 +2024-01-03 07:50:04,930 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-01-03 07:52:00,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 07:52:01,728 - pyskl - INFO - +top1_acc 0.4459 +top5_acc 0.6907 +2024-01-03 07:52:01,728 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 07:52:01,775 - pyskl - INFO - +mean_acc 0.4457 +2024-01-03 07:52:01,782 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_136.pth was removed +2024-01-03 07:52:02,045 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-01-03 07:52:02,045 - pyskl - INFO - Best top1_acc is 0.4459 at 137 epoch. +2024-01-03 07:52:02,054 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.4459, top5_acc: 0.6907, mean_class_accuracy: 0.4457 +2024-01-03 07:55:26,210 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 8:33:49, time: 2.041, data_time: 1.439, memory: 16177, top1_acc: 0.5941, top5_acc: 0.8173, loss_cls: 5.2555, loss: 5.2555 +2024-01-03 07:56:25,591 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 8:32:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5870, top5_acc: 0.8206, loss_cls: 5.2376, loss: 5.2376 +2024-01-03 07:57:25,268 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 8:31:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5816, top5_acc: 0.8189, loss_cls: 5.2730, loss: 5.2730 +2024-01-03 07:58:24,911 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 8:30:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5875, top5_acc: 0.8158, loss_cls: 5.2588, loss: 5.2588 +2024-01-03 07:59:24,674 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 8:29:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5845, top5_acc: 0.8134, loss_cls: 5.2733, loss: 5.2733 +2024-01-03 08:00:24,478 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 8:28:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5877, top5_acc: 0.8159, loss_cls: 5.2601, loss: 5.2601 +2024-01-03 08:01:24,542 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 8:27:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5631, top5_acc: 0.8070, loss_cls: 5.3268, loss: 5.3268 +2024-01-03 08:02:24,777 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 8:26:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5711, top5_acc: 0.8103, loss_cls: 5.3155, loss: 5.3155 +2024-01-03 08:03:25,243 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 8:25:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5714, top5_acc: 0.8091, loss_cls: 5.3281, loss: 5.3281 +2024-01-03 08:04:25,564 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 8:24:11, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5766, top5_acc: 0.8098, loss_cls: 5.3017, loss: 5.3017 +2024-01-03 08:05:26,159 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 8:23:07, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5719, top5_acc: 0.8111, loss_cls: 5.3254, loss: 5.3254 +2024-01-03 08:06:26,934 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 8:22:03, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5734, top5_acc: 0.8139, loss_cls: 5.3081, loss: 5.3081 +2024-01-03 08:07:26,784 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 8:20:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5764, top5_acc: 0.8095, loss_cls: 5.3158, loss: 5.3158 +2024-01-03 08:08:26,482 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 8:19:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5709, top5_acc: 0.8117, loss_cls: 5.3134, loss: 5.3134 +2024-01-03 08:09:26,824 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 8:18:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5808, top5_acc: 0.8144, loss_cls: 5.2874, loss: 5.2874 +2024-01-03 08:10:27,143 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 8:17:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5680, top5_acc: 0.8113, loss_cls: 5.3102, loss: 5.3102 +2024-01-03 08:11:26,809 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 8:16:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5681, top5_acc: 0.8098, loss_cls: 5.3294, loss: 5.3294 +2024-01-03 08:12:26,209 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 8:15:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5708, top5_acc: 0.8066, loss_cls: 5.3230, loss: 5.3230 +2024-01-03 08:13:25,794 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 8:14:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5795, top5_acc: 0.8136, loss_cls: 5.2975, loss: 5.2975 +2024-01-03 08:14:25,376 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 8:13:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5739, top5_acc: 0.8073, loss_cls: 5.3241, loss: 5.3241 +2024-01-03 08:15:25,057 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 8:12:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5705, top5_acc: 0.8087, loss_cls: 5.3172, loss: 5.3172 +2024-01-03 08:16:25,226 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 8:11:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5677, top5_acc: 0.8073, loss_cls: 5.3220, loss: 5.3220 +2024-01-03 08:17:25,064 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 8:10:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5700, top5_acc: 0.8022, loss_cls: 5.3404, loss: 5.3404 +2024-01-03 08:18:24,603 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 8:09:13, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5681, top5_acc: 0.8070, loss_cls: 5.3179, loss: 5.3179 +2024-01-03 08:19:24,532 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 8:08:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5714, top5_acc: 0.8050, loss_cls: 5.3440, loss: 5.3440 +2024-01-03 08:20:24,363 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 8:07:05, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5739, top5_acc: 0.8031, loss_cls: 5.3281, loss: 5.3281 +2024-01-03 08:21:24,194 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 8:06:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5777, top5_acc: 0.8084, loss_cls: 5.3030, loss: 5.3030 +2024-01-03 08:22:24,087 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 8:04:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5628, top5_acc: 0.7987, loss_cls: 5.3635, loss: 5.3635 +2024-01-03 08:23:23,682 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 8:03:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5744, top5_acc: 0.8064, loss_cls: 5.3191, loss: 5.3191 +2024-01-03 08:24:23,388 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 8:02:49, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5627, top5_acc: 0.8050, loss_cls: 5.3486, loss: 5.3486 +2024-01-03 08:25:23,159 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 8:01:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5669, top5_acc: 0.8056, loss_cls: 5.3373, loss: 5.3373 +2024-01-03 08:26:22,724 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 8:00:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5855, top5_acc: 0.8091, loss_cls: 5.2988, loss: 5.2988 +2024-01-03 08:27:22,834 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 7:59:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5667, top5_acc: 0.8095, loss_cls: 5.3391, loss: 5.3391 +2024-01-03 08:28:22,750 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 7:58:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5820, top5_acc: 0.8016, loss_cls: 5.3065, loss: 5.3065 +2024-01-03 08:29:22,689 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 7:57:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5791, top5_acc: 0.8089, loss_cls: 5.3022, loss: 5.3022 +2024-01-03 08:30:22,554 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 7:56:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5645, top5_acc: 0.8014, loss_cls: 5.3507, loss: 5.3507 +2024-01-03 08:31:22,319 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 7:55:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5650, top5_acc: 0.7978, loss_cls: 5.3778, loss: 5.3778 +2024-01-03 08:31:52,231 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-01-03 08:33:47,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 08:33:48,757 - pyskl - INFO - +top1_acc 0.4444 +top5_acc 0.6939 +2024-01-03 08:33:48,757 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 08:33:48,795 - pyskl - INFO - +mean_acc 0.4442 +2024-01-03 08:33:48,806 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.4444, top5_acc: 0.6939, mean_class_accuracy: 0.4442 +2024-01-03 08:37:09,210 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 7:54:09, time: 2.004, data_time: 1.410, memory: 16177, top1_acc: 0.5961, top5_acc: 0.8277, loss_cls: 5.2222, loss: 5.2222 +2024-01-03 08:38:08,740 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 7:53:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5966, top5_acc: 0.8245, loss_cls: 5.2124, loss: 5.2124 +2024-01-03 08:39:08,821 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 7:52:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5892, top5_acc: 0.8272, loss_cls: 5.2277, loss: 5.2277 +2024-01-03 08:40:08,771 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 7:50:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6025, top5_acc: 0.8241, loss_cls: 5.2224, loss: 5.2224 +2024-01-03 08:41:08,741 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 7:49:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5930, top5_acc: 0.8189, loss_cls: 5.2400, loss: 5.2400 +2024-01-03 08:42:08,693 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 7:48:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5911, top5_acc: 0.8127, loss_cls: 5.2564, loss: 5.2564 +2024-01-03 08:43:08,911 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 7:47:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5897, top5_acc: 0.8183, loss_cls: 5.2510, loss: 5.2510 +2024-01-03 08:44:09,417 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 7:46:40, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5945, top5_acc: 0.8261, loss_cls: 5.2085, loss: 5.2085 +2024-01-03 08:45:10,426 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 7:45:36, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5839, top5_acc: 0.8097, loss_cls: 5.2886, loss: 5.2886 +2024-01-03 08:46:10,757 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 7:44:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5855, top5_acc: 0.8167, loss_cls: 5.2729, loss: 5.2729 +2024-01-03 08:47:11,287 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 7:43:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5844, top5_acc: 0.8133, loss_cls: 5.2676, loss: 5.2676 +2024-01-03 08:48:11,776 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 7:42:24, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5891, top5_acc: 0.8230, loss_cls: 5.2395, loss: 5.2395 +2024-01-03 08:49:11,623 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 7:41:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5880, top5_acc: 0.8152, loss_cls: 5.2609, loss: 5.2609 +2024-01-03 08:50:11,970 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 7:40:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5881, top5_acc: 0.8197, loss_cls: 5.2575, loss: 5.2575 +2024-01-03 08:51:12,766 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 7:39:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.5922, top5_acc: 0.8159, loss_cls: 5.2589, loss: 5.2589 +2024-01-03 08:52:12,638 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 7:38:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5806, top5_acc: 0.8183, loss_cls: 5.2725, loss: 5.2725 +2024-01-03 08:53:12,632 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 7:37:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5797, top5_acc: 0.8181, loss_cls: 5.2725, loss: 5.2725 +2024-01-03 08:54:12,549 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 7:36:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5814, top5_acc: 0.8228, loss_cls: 5.2618, loss: 5.2618 +2024-01-03 08:55:12,376 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 7:34:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5773, top5_acc: 0.8153, loss_cls: 5.3075, loss: 5.3075 +2024-01-03 08:56:12,553 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 7:33:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5820, top5_acc: 0.8122, loss_cls: 5.2925, loss: 5.2925 +2024-01-03 08:57:12,712 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 7:32:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5813, top5_acc: 0.8155, loss_cls: 5.2815, loss: 5.2815 +2024-01-03 08:58:13,153 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 7:31:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5933, top5_acc: 0.8272, loss_cls: 5.2223, loss: 5.2223 +2024-01-03 08:59:13,106 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 7:30:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5913, top5_acc: 0.8177, loss_cls: 5.2376, loss: 5.2376 +2024-01-03 09:00:12,919 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 7:29:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5767, top5_acc: 0.8120, loss_cls: 5.3104, loss: 5.3104 +2024-01-03 09:01:12,996 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 7:28:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5891, top5_acc: 0.8150, loss_cls: 5.2621, loss: 5.2621 +2024-01-03 09:02:12,833 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 7:27:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5839, top5_acc: 0.8116, loss_cls: 5.2768, loss: 5.2768 +2024-01-03 09:03:12,766 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 7:26:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5742, top5_acc: 0.8083, loss_cls: 5.3146, loss: 5.3146 +2024-01-03 09:04:12,577 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 7:25:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5814, top5_acc: 0.8208, loss_cls: 5.2739, loss: 5.2739 +2024-01-03 09:05:12,552 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 7:24:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5764, top5_acc: 0.8103, loss_cls: 5.3053, loss: 5.3053 +2024-01-03 09:06:12,201 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 7:23:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5842, top5_acc: 0.8137, loss_cls: 5.2565, loss: 5.2565 +2024-01-03 09:07:11,969 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 7:22:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5739, top5_acc: 0.8145, loss_cls: 5.2873, loss: 5.2873 +2024-01-03 09:08:11,962 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 7:21:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5817, top5_acc: 0.8139, loss_cls: 5.2739, loss: 5.2739 +2024-01-03 09:09:11,751 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 7:20:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5787, top5_acc: 0.8148, loss_cls: 5.2908, loss: 5.2908 +2024-01-03 09:10:11,875 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 7:18:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5808, top5_acc: 0.8191, loss_cls: 5.2705, loss: 5.2705 +2024-01-03 09:11:11,613 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 7:17:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5830, top5_acc: 0.8084, loss_cls: 5.3020, loss: 5.3020 +2024-01-03 09:12:11,468 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 7:16:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5819, top5_acc: 0.8166, loss_cls: 5.2751, loss: 5.2751 +2024-01-03 09:13:11,278 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 7:15:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5737, top5_acc: 0.8117, loss_cls: 5.3120, loss: 5.3120 +2024-01-03 09:13:41,210 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-01-03 09:15:36,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 09:15:37,200 - pyskl - INFO - +top1_acc 0.4494 +top5_acc 0.6961 +2024-01-03 09:15:37,200 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 09:15:37,237 - pyskl - INFO - +mean_acc 0.4491 +2024-01-03 09:15:37,244 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_137.pth was removed +2024-01-03 09:15:37,483 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2024-01-03 09:15:37,484 - pyskl - INFO - Best top1_acc is 0.4494 at 139 epoch. +2024-01-03 09:15:37,494 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.4494, top5_acc: 0.6961, mean_class_accuracy: 0.4491 +2024-01-03 09:18:59,211 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 7:14:30, time: 2.017, data_time: 1.422, memory: 16177, top1_acc: 0.6038, top5_acc: 0.8339, loss_cls: 5.1647, loss: 5.1647 +2024-01-03 09:19:58,706 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 7:13:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6088, top5_acc: 0.8423, loss_cls: 5.1333, loss: 5.1333 +2024-01-03 09:20:58,677 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 7:12:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5914, top5_acc: 0.8330, loss_cls: 5.2136, loss: 5.2136 +2024-01-03 09:21:58,914 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 7:11:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6062, top5_acc: 0.8352, loss_cls: 5.1689, loss: 5.1689 +2024-01-03 09:22:58,929 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 7:10:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6019, top5_acc: 0.8284, loss_cls: 5.1847, loss: 5.1847 +2024-01-03 09:23:58,960 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 7:09:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5947, top5_acc: 0.8230, loss_cls: 5.2282, loss: 5.2282 +2024-01-03 09:25:00,077 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 7:08:06, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.5967, top5_acc: 0.8266, loss_cls: 5.1992, loss: 5.1992 +2024-01-03 09:26:00,268 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 7:07:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5933, top5_acc: 0.8205, loss_cls: 5.2283, loss: 5.2283 +2024-01-03 09:27:00,413 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 7:05:59, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5916, top5_acc: 0.8189, loss_cls: 5.2212, loss: 5.2212 +2024-01-03 09:28:01,209 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 7:04:55, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6022, top5_acc: 0.8241, loss_cls: 5.2003, loss: 5.2003 +2024-01-03 09:29:02,747 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 7:03:51, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.6005, top5_acc: 0.8287, loss_cls: 5.1826, loss: 5.1826 +2024-01-03 09:30:03,456 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 7:02:47, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6008, top5_acc: 0.8280, loss_cls: 5.1907, loss: 5.1907 +2024-01-03 09:31:03,933 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 7:01:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.5866, top5_acc: 0.8292, loss_cls: 5.2051, loss: 5.2051 +2024-01-03 09:32:05,146 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 7:00:39, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.6081, top5_acc: 0.8311, loss_cls: 5.1858, loss: 5.1858 +2024-01-03 09:33:06,209 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 6:59:36, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.5997, top5_acc: 0.8344, loss_cls: 5.1736, loss: 5.1736 +2024-01-03 09:34:06,241 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 6:58:32, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5983, top5_acc: 0.8261, loss_cls: 5.2035, loss: 5.2035 +2024-01-03 09:35:06,608 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 6:57:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5698, top5_acc: 0.8125, loss_cls: 5.3052, loss: 5.3052 +2024-01-03 09:36:07,002 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 6:56:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5898, top5_acc: 0.8148, loss_cls: 5.2500, loss: 5.2500 +2024-01-03 09:37:07,405 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 6:55:20, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6005, top5_acc: 0.8291, loss_cls: 5.2129, loss: 5.2129 +2024-01-03 09:38:07,331 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 6:54:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5991, top5_acc: 0.8227, loss_cls: 5.2161, loss: 5.2161 +2024-01-03 09:39:07,153 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 6:53:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5909, top5_acc: 0.8269, loss_cls: 5.2143, loss: 5.2143 +2024-01-03 09:40:07,075 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 6:52:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5845, top5_acc: 0.8186, loss_cls: 5.2622, loss: 5.2622 +2024-01-03 09:41:07,295 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 6:51:04, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5944, top5_acc: 0.8156, loss_cls: 5.2536, loss: 5.2536 +2024-01-03 09:42:07,287 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 6:50:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6019, top5_acc: 0.8305, loss_cls: 5.2072, loss: 5.2072 +2024-01-03 09:43:07,083 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 6:48:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5928, top5_acc: 0.8192, loss_cls: 5.2171, loss: 5.2171 +2024-01-03 09:44:07,123 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 6:47:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5938, top5_acc: 0.8256, loss_cls: 5.2190, loss: 5.2190 +2024-01-03 09:45:06,984 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 6:46:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5969, top5_acc: 0.8206, loss_cls: 5.2238, loss: 5.2238 +2024-01-03 09:46:07,127 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 6:45:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5936, top5_acc: 0.8291, loss_cls: 5.1991, loss: 5.1991 +2024-01-03 09:47:07,203 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 6:44:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5900, top5_acc: 0.8194, loss_cls: 5.2370, loss: 5.2370 +2024-01-03 09:48:07,005 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 6:43:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5905, top5_acc: 0.8206, loss_cls: 5.2408, loss: 5.2408 +2024-01-03 09:49:07,294 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 6:42:32, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5711, top5_acc: 0.8119, loss_cls: 5.2951, loss: 5.2951 +2024-01-03 09:50:07,425 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 6:41:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5905, top5_acc: 0.8216, loss_cls: 5.2411, loss: 5.2411 +2024-01-03 09:51:07,570 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 6:40:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5828, top5_acc: 0.8148, loss_cls: 5.2897, loss: 5.2897 +2024-01-03 09:52:07,584 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 6:39:21, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5883, top5_acc: 0.8277, loss_cls: 5.2185, loss: 5.2185 +2024-01-03 09:53:07,861 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 6:38:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5887, top5_acc: 0.8192, loss_cls: 5.2237, loss: 5.2237 +2024-01-03 09:54:07,887 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 6:37:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5823, top5_acc: 0.8186, loss_cls: 5.2704, loss: 5.2704 +2024-01-03 09:55:07,835 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 6:36:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5894, top5_acc: 0.8222, loss_cls: 5.2368, loss: 5.2368 +2024-01-03 09:55:38,073 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-01-03 09:57:36,019 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 09:57:36,845 - pyskl - INFO - +top1_acc 0.4497 +top5_acc 0.6965 +2024-01-03 09:57:36,845 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 09:57:36,878 - pyskl - INFO - +mean_acc 0.4494 +2024-01-03 09:57:36,884 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_139.pth was removed +2024-01-03 09:57:37,116 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2024-01-03 09:57:37,117 - pyskl - INFO - Best top1_acc is 0.4497 at 140 epoch. +2024-01-03 09:57:37,125 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.4497, top5_acc: 0.6965, mean_class_accuracy: 0.4494 +2024-01-03 10:00:58,310 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 6:34:54, time: 2.012, data_time: 1.415, memory: 16177, top1_acc: 0.6064, top5_acc: 0.8278, loss_cls: 5.1814, loss: 5.1814 +2024-01-03 10:01:58,407 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 6:33:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6150, top5_acc: 0.8408, loss_cls: 5.1218, loss: 5.1218 +2024-01-03 10:02:58,362 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 6:32:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6164, top5_acc: 0.8328, loss_cls: 5.1467, loss: 5.1467 +2024-01-03 10:03:58,173 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 6:31:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6053, top5_acc: 0.8333, loss_cls: 5.1779, loss: 5.1779 +2024-01-03 10:04:58,449 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 6:30:38, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6103, top5_acc: 0.8342, loss_cls: 5.1671, loss: 5.1671 +2024-01-03 10:05:58,791 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 6:29:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6156, top5_acc: 0.8331, loss_cls: 5.1632, loss: 5.1632 +2024-01-03 10:06:58,925 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 6:28:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6198, top5_acc: 0.8434, loss_cls: 5.1120, loss: 5.1120 +2024-01-03 10:07:59,773 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 6:27:26, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6067, top5_acc: 0.8348, loss_cls: 5.1718, loss: 5.1718 +2024-01-03 10:09:00,167 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 6:26:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6075, top5_acc: 0.8311, loss_cls: 5.1769, loss: 5.1769 +2024-01-03 10:10:00,577 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 6:25:18, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6028, top5_acc: 0.8319, loss_cls: 5.1694, loss: 5.1694 +2024-01-03 10:11:01,624 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 6:24:15, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6186, top5_acc: 0.8337, loss_cls: 5.1315, loss: 5.1315 +2024-01-03 10:12:01,434 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 6:23:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5966, top5_acc: 0.8252, loss_cls: 5.1949, loss: 5.1949 +2024-01-03 10:13:01,226 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 6:22:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6094, top5_acc: 0.8337, loss_cls: 5.1661, loss: 5.1661 +2024-01-03 10:14:01,573 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 6:21:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6144, top5_acc: 0.8345, loss_cls: 5.1445, loss: 5.1445 +2024-01-03 10:15:02,246 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 6:19:59, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6089, top5_acc: 0.8263, loss_cls: 5.1875, loss: 5.1875 +2024-01-03 10:16:06,802 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 6:18:56, time: 0.646, data_time: 0.001, memory: 16177, top1_acc: 0.6066, top5_acc: 0.8383, loss_cls: 5.1525, loss: 5.1525 +2024-01-03 10:17:06,967 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 6:17:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6061, top5_acc: 0.8387, loss_cls: 5.1460, loss: 5.1460 +2024-01-03 10:18:07,246 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 6:16:48, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6017, top5_acc: 0.8334, loss_cls: 5.1697, loss: 5.1697 +2024-01-03 10:19:07,441 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 6:15:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6125, top5_acc: 0.8422, loss_cls: 5.1197, loss: 5.1197 +2024-01-03 10:20:07,683 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 6:14:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5934, top5_acc: 0.8325, loss_cls: 5.1818, loss: 5.1818 +2024-01-03 10:21:07,471 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 6:13:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6033, top5_acc: 0.8333, loss_cls: 5.1772, loss: 5.1772 +2024-01-03 10:22:07,558 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 6:12:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6056, top5_acc: 0.8286, loss_cls: 5.1912, loss: 5.1912 +2024-01-03 10:23:07,557 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 6:11:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5972, top5_acc: 0.8250, loss_cls: 5.1974, loss: 5.1974 +2024-01-03 10:24:07,901 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 6:10:25, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5984, top5_acc: 0.8267, loss_cls: 5.2022, loss: 5.2022 +2024-01-03 10:25:07,774 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 6:09:21, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5994, top5_acc: 0.8306, loss_cls: 5.1792, loss: 5.1792 +2024-01-03 10:26:07,795 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 6:08:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6027, top5_acc: 0.8242, loss_cls: 5.1927, loss: 5.1927 +2024-01-03 10:27:07,760 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 6:07:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6095, top5_acc: 0.8289, loss_cls: 5.1693, loss: 5.1693 +2024-01-03 10:28:07,848 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 6:06:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6000, top5_acc: 0.8311, loss_cls: 5.1932, loss: 5.1932 +2024-01-03 10:29:07,933 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 6:05:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6030, top5_acc: 0.8314, loss_cls: 5.1848, loss: 5.1848 +2024-01-03 10:30:08,011 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 6:04:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6089, top5_acc: 0.8277, loss_cls: 5.1930, loss: 5.1930 +2024-01-03 10:31:08,263 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 6:02:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5988, top5_acc: 0.8297, loss_cls: 5.1760, loss: 5.1760 +2024-01-03 10:32:08,368 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 6:01:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6081, top5_acc: 0.8303, loss_cls: 5.1811, loss: 5.1811 +2024-01-03 10:33:08,232 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 6:00:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5981, top5_acc: 0.8325, loss_cls: 5.1818, loss: 5.1818 +2024-01-03 10:34:08,074 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 5:59:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6012, top5_acc: 0.8328, loss_cls: 5.2025, loss: 5.2025 +2024-01-03 10:35:08,812 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 5:58:42, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6044, top5_acc: 0.8308, loss_cls: 5.1711, loss: 5.1711 +2024-01-03 10:36:09,911 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 5:57:39, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.6008, top5_acc: 0.8239, loss_cls: 5.1897, loss: 5.1897 +2024-01-03 10:37:09,958 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 5:56:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6108, top5_acc: 0.8366, loss_cls: 5.1615, loss: 5.1615 +2024-01-03 10:37:39,359 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-01-03 10:39:36,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 10:39:37,660 - pyskl - INFO - +top1_acc 0.4536 +top5_acc 0.6972 +2024-01-03 10:39:37,660 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 10:39:37,707 - pyskl - INFO - +mean_acc 0.4533 +2024-01-03 10:39:37,708 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_140.pth was removed +2024-01-03 10:39:37,970 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2024-01-03 10:39:37,971 - pyskl - INFO - Best top1_acc is 0.4536 at 141 epoch. +2024-01-03 10:39:37,988 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.4536, top5_acc: 0.6972, mean_class_accuracy: 0.4533 +2024-01-03 10:42:59,927 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 5:55:18, time: 2.019, data_time: 1.418, memory: 16177, top1_acc: 0.6177, top5_acc: 0.8481, loss_cls: 5.0858, loss: 5.0858 +2024-01-03 10:43:59,457 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 5:54:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6230, top5_acc: 0.8431, loss_cls: 5.1124, loss: 5.1124 +2024-01-03 10:44:59,017 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 5:53:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6252, top5_acc: 0.8441, loss_cls: 5.1025, loss: 5.1025 +2024-01-03 10:45:58,837 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 5:52:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6189, top5_acc: 0.8375, loss_cls: 5.1171, loss: 5.1171 +2024-01-03 10:46:58,759 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 5:51:02, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6181, top5_acc: 0.8367, loss_cls: 5.1339, loss: 5.1339 +2024-01-03 10:47:58,559 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 5:49:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6366, top5_acc: 0.8533, loss_cls: 5.0396, loss: 5.0396 +2024-01-03 10:48:58,870 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 5:48:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6292, top5_acc: 0.8455, loss_cls: 5.0898, loss: 5.0898 +2024-01-03 10:49:59,366 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 5:47:50, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6217, top5_acc: 0.8422, loss_cls: 5.1065, loss: 5.1065 +2024-01-03 10:50:59,123 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 5:46:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6170, top5_acc: 0.8411, loss_cls: 5.1217, loss: 5.1217 +2024-01-03 10:51:59,709 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 5:45:43, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6088, top5_acc: 0.8413, loss_cls: 5.1284, loss: 5.1284 +2024-01-03 10:52:59,971 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 5:44:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6262, top5_acc: 0.8472, loss_cls: 5.0860, loss: 5.0860 +2024-01-03 10:54:00,091 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 5:43:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6080, top5_acc: 0.8363, loss_cls: 5.1529, loss: 5.1529 +2024-01-03 10:55:00,606 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 5:42:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6088, top5_acc: 0.8392, loss_cls: 5.1528, loss: 5.1528 +2024-01-03 10:56:01,295 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 5:41:27, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.6181, top5_acc: 0.8367, loss_cls: 5.1203, loss: 5.1203 +2024-01-03 10:57:01,326 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 5:40:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6147, top5_acc: 0.8459, loss_cls: 5.1068, loss: 5.1068 +2024-01-03 10:58:00,839 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 5:39:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6050, top5_acc: 0.8348, loss_cls: 5.1666, loss: 5.1666 +2024-01-03 10:59:01,029 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 5:38:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6181, top5_acc: 0.8359, loss_cls: 5.1194, loss: 5.1194 +2024-01-03 11:00:01,204 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 5:37:12, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6244, top5_acc: 0.8522, loss_cls: 5.0871, loss: 5.0871 +2024-01-03 11:01:00,998 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 5:36:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6191, top5_acc: 0.8434, loss_cls: 5.0989, loss: 5.0989 +2024-01-03 11:02:00,731 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 5:35:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6112, top5_acc: 0.8325, loss_cls: 5.1616, loss: 5.1616 +2024-01-03 11:03:00,315 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 5:34:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6147, top5_acc: 0.8398, loss_cls: 5.1174, loss: 5.1174 +2024-01-03 11:04:00,220 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 5:32:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6131, top5_acc: 0.8366, loss_cls: 5.1537, loss: 5.1537 +2024-01-03 11:04:59,832 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 5:31:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6211, top5_acc: 0.8442, loss_cls: 5.1093, loss: 5.1093 +2024-01-03 11:05:59,806 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 5:30:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6128, top5_acc: 0.8342, loss_cls: 5.1346, loss: 5.1346 +2024-01-03 11:06:59,453 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 5:29:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6167, top5_acc: 0.8423, loss_cls: 5.1113, loss: 5.1113 +2024-01-03 11:07:59,375 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 5:28:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6188, top5_acc: 0.8372, loss_cls: 5.1313, loss: 5.1313 +2024-01-03 11:08:59,402 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 5:27:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6183, top5_acc: 0.8359, loss_cls: 5.1310, loss: 5.1310 +2024-01-03 11:09:59,636 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 5:26:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6105, top5_acc: 0.8352, loss_cls: 5.1264, loss: 5.1264 +2024-01-03 11:10:59,468 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 5:25:30, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6242, top5_acc: 0.8394, loss_cls: 5.1124, loss: 5.1124 +2024-01-03 11:11:59,273 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 5:24:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6177, top5_acc: 0.8417, loss_cls: 5.1093, loss: 5.1093 +2024-01-03 11:12:59,142 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 5:23:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6144, top5_acc: 0.8444, loss_cls: 5.1086, loss: 5.1086 +2024-01-03 11:13:59,109 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 5:22:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6180, top5_acc: 0.8375, loss_cls: 5.1341, loss: 5.1341 +2024-01-03 11:14:58,789 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 5:21:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6134, top5_acc: 0.8359, loss_cls: 5.1264, loss: 5.1264 +2024-01-03 11:15:58,487 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 5:20:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6227, top5_acc: 0.8420, loss_cls: 5.1132, loss: 5.1132 +2024-01-03 11:16:58,487 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 5:19:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6089, top5_acc: 0.8378, loss_cls: 5.1403, loss: 5.1403 +2024-01-03 11:17:58,226 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 5:18:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6247, top5_acc: 0.8397, loss_cls: 5.1169, loss: 5.1169 +2024-01-03 11:18:58,264 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 5:16:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6066, top5_acc: 0.8361, loss_cls: 5.1641, loss: 5.1641 +2024-01-03 11:19:28,652 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-01-03 11:21:26,624 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 11:21:27,454 - pyskl - INFO - +top1_acc 0.4530 +top5_acc 0.7008 +2024-01-03 11:21:27,454 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 11:21:27,520 - pyskl - INFO - +mean_acc 0.4528 +2024-01-03 11:21:27,543 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.4530, top5_acc: 0.7008, mean_class_accuracy: 0.4528 +2024-01-03 11:24:45,348 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 5:15:39, time: 1.978, data_time: 1.390, memory: 16177, top1_acc: 0.6452, top5_acc: 0.8573, loss_cls: 5.0209, loss: 5.0209 +2024-01-03 11:25:44,370 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 5:14:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6391, top5_acc: 0.8541, loss_cls: 5.0230, loss: 5.0230 +2024-01-03 11:26:44,289 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 5:13:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6409, top5_acc: 0.8583, loss_cls: 5.0381, loss: 5.0381 +2024-01-03 11:27:44,283 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 5:12:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6419, top5_acc: 0.8548, loss_cls: 5.0318, loss: 5.0318 +2024-01-03 11:28:44,028 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 5:11:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6302, top5_acc: 0.8475, loss_cls: 5.0617, loss: 5.0617 +2024-01-03 11:29:43,961 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 5:10:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6322, top5_acc: 0.8552, loss_cls: 5.0483, loss: 5.0483 +2024-01-03 11:30:44,361 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 5:09:16, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6316, top5_acc: 0.8495, loss_cls: 5.0511, loss: 5.0511 +2024-01-03 11:31:44,597 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 5:08:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6331, top5_acc: 0.8488, loss_cls: 5.0660, loss: 5.0660 +2024-01-03 11:32:45,472 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 5:07:09, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6319, top5_acc: 0.8452, loss_cls: 5.0845, loss: 5.0845 +2024-01-03 11:33:46,285 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 5:06:05, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6334, top5_acc: 0.8508, loss_cls: 5.0659, loss: 5.0659 +2024-01-03 11:34:46,766 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 5:05:01, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6295, top5_acc: 0.8464, loss_cls: 5.0810, loss: 5.0810 +2024-01-03 11:35:47,027 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 5:03:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6234, top5_acc: 0.8380, loss_cls: 5.1228, loss: 5.1228 +2024-01-03 11:36:47,134 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 5:02:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6295, top5_acc: 0.8475, loss_cls: 5.0594, loss: 5.0594 +2024-01-03 11:37:48,107 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 5:01:50, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6403, top5_acc: 0.8508, loss_cls: 5.0345, loss: 5.0345 +2024-01-03 11:38:48,257 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 5:00:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6416, top5_acc: 0.8569, loss_cls: 5.0138, loss: 5.0138 +2024-01-03 11:39:48,110 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 4:59:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6184, top5_acc: 0.8414, loss_cls: 5.1251, loss: 5.1251 +2024-01-03 11:40:48,408 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 4:58:39, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6298, top5_acc: 0.8481, loss_cls: 5.0829, loss: 5.0829 +2024-01-03 11:41:48,693 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 4:57:35, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6256, top5_acc: 0.8462, loss_cls: 5.0892, loss: 5.0892 +2024-01-03 11:42:48,487 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 4:56:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6259, top5_acc: 0.8517, loss_cls: 5.0649, loss: 5.0649 +2024-01-03 11:43:48,603 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 4:55:28, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6262, top5_acc: 0.8539, loss_cls: 5.0636, loss: 5.0636 +2024-01-03 11:44:48,836 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 4:54:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6288, top5_acc: 0.8425, loss_cls: 5.0857, loss: 5.0857 +2024-01-03 11:45:48,853 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 4:53:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6252, top5_acc: 0.8444, loss_cls: 5.0886, loss: 5.0886 +2024-01-03 11:46:49,126 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 4:52:16, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6242, top5_acc: 0.8486, loss_cls: 5.0597, loss: 5.0597 +2024-01-03 11:47:49,329 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 4:51:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6205, top5_acc: 0.8387, loss_cls: 5.1132, loss: 5.1132 +2024-01-03 11:48:49,852 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 4:50:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6327, top5_acc: 0.8498, loss_cls: 5.0455, loss: 5.0455 +2024-01-03 11:49:49,726 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 4:49:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6144, top5_acc: 0.8480, loss_cls: 5.0864, loss: 5.0864 +2024-01-03 11:50:49,638 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 4:48:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6270, top5_acc: 0.8405, loss_cls: 5.0910, loss: 5.0910 +2024-01-03 11:51:49,485 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 4:46:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6305, top5_acc: 0.8422, loss_cls: 5.0791, loss: 5.0791 +2024-01-03 11:52:49,322 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 4:45:54, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6275, top5_acc: 0.8413, loss_cls: 5.1013, loss: 5.1013 +2024-01-03 11:53:49,513 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 4:44:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6227, top5_acc: 0.8491, loss_cls: 5.1004, loss: 5.1004 +2024-01-03 11:54:49,518 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 4:43:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6128, top5_acc: 0.8394, loss_cls: 5.1252, loss: 5.1252 +2024-01-03 11:55:49,414 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 4:42:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6281, top5_acc: 0.8538, loss_cls: 5.0525, loss: 5.0525 +2024-01-03 11:56:49,141 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 4:41:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6247, top5_acc: 0.8416, loss_cls: 5.0986, loss: 5.0986 +2024-01-03 11:57:49,189 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 4:40:35, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6302, top5_acc: 0.8489, loss_cls: 5.0719, loss: 5.0719 +2024-01-03 11:58:49,046 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 4:39:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6317, top5_acc: 0.8386, loss_cls: 5.0936, loss: 5.0936 +2024-01-03 11:59:48,890 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 4:38:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6325, top5_acc: 0.8467, loss_cls: 5.0813, loss: 5.0813 +2024-01-03 12:00:49,254 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 4:37:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6339, top5_acc: 0.8552, loss_cls: 5.0576, loss: 5.0576 +2024-01-03 12:01:19,033 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-01-03 12:03:11,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 12:03:12,314 - pyskl - INFO - +top1_acc 0.4561 +top5_acc 0.6993 +2024-01-03 12:03:12,314 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 12:03:12,346 - pyskl - INFO - +mean_acc 0.4558 +2024-01-03 12:03:12,347 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_141.pth was removed +2024-01-03 12:03:12,576 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2024-01-03 12:03:12,577 - pyskl - INFO - Best top1_acc is 0.4561 at 143 epoch. +2024-01-03 12:03:12,584 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.4561, top5_acc: 0.6993, mean_class_accuracy: 0.4558 +2024-01-03 12:06:28,876 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 4:36:02, time: 1.963, data_time: 1.370, memory: 16177, top1_acc: 0.6628, top5_acc: 0.8602, loss_cls: 4.9628, loss: 4.9628 +2024-01-03 12:07:28,800 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 4:34:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6453, top5_acc: 0.8600, loss_cls: 5.0097, loss: 5.0097 +2024-01-03 12:08:29,192 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 4:33:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6391, top5_acc: 0.8611, loss_cls: 4.9969, loss: 4.9969 +2024-01-03 12:09:28,889 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 4:32:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6461, top5_acc: 0.8547, loss_cls: 5.0375, loss: 5.0375 +2024-01-03 12:10:28,744 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 4:31:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6483, top5_acc: 0.8575, loss_cls: 4.9888, loss: 4.9888 +2024-01-03 12:11:29,662 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 4:30:44, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6247, top5_acc: 0.8450, loss_cls: 5.0648, loss: 5.0648 +2024-01-03 12:12:30,352 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 4:29:40, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6398, top5_acc: 0.8519, loss_cls: 5.0333, loss: 5.0333 +2024-01-03 12:13:30,787 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 4:28:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6436, top5_acc: 0.8567, loss_cls: 5.0176, loss: 5.0176 +2024-01-03 12:14:31,629 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 4:27:33, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6456, top5_acc: 0.8570, loss_cls: 4.9914, loss: 4.9914 +2024-01-03 12:15:32,201 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 4:26:29, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6477, top5_acc: 0.8559, loss_cls: 4.9956, loss: 4.9956 +2024-01-03 12:16:32,078 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 4:25:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6391, top5_acc: 0.8481, loss_cls: 5.0366, loss: 5.0366 +2024-01-03 12:17:31,868 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 4:24:21, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6431, top5_acc: 0.8556, loss_cls: 5.0109, loss: 5.0109 +2024-01-03 12:18:32,541 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 4:23:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6409, top5_acc: 0.8538, loss_cls: 5.0309, loss: 5.0309 +2024-01-03 12:19:33,182 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 4:22:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6434, top5_acc: 0.8630, loss_cls: 5.0071, loss: 5.0071 +2024-01-03 12:20:33,124 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 4:21:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6397, top5_acc: 0.8506, loss_cls: 5.0494, loss: 5.0494 +2024-01-03 12:21:33,116 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 4:20:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6442, top5_acc: 0.8548, loss_cls: 5.0160, loss: 5.0160 +2024-01-03 12:22:32,871 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 4:19:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6341, top5_acc: 0.8489, loss_cls: 5.0554, loss: 5.0554 +2024-01-03 12:23:32,794 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 4:17:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6288, top5_acc: 0.8511, loss_cls: 5.0527, loss: 5.0527 +2024-01-03 12:24:32,455 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 4:16:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6406, top5_acc: 0.8552, loss_cls: 5.0111, loss: 5.0111 +2024-01-03 12:25:32,298 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 4:15:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6308, top5_acc: 0.8527, loss_cls: 5.0488, loss: 5.0488 +2024-01-03 12:26:31,935 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 4:14:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6373, top5_acc: 0.8547, loss_cls: 5.0269, loss: 5.0269 +2024-01-03 12:27:31,764 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 4:13:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6302, top5_acc: 0.8555, loss_cls: 5.0381, loss: 5.0381 +2024-01-03 12:28:31,785 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 4:12:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6408, top5_acc: 0.8566, loss_cls: 5.0215, loss: 5.0215 +2024-01-03 12:29:32,235 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 4:11:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6386, top5_acc: 0.8566, loss_cls: 5.0297, loss: 5.0297 +2024-01-03 12:30:32,116 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 4:10:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6453, top5_acc: 0.8591, loss_cls: 5.0077, loss: 5.0077 +2024-01-03 12:31:32,146 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 4:09:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6384, top5_acc: 0.8533, loss_cls: 5.0349, loss: 5.0349 +2024-01-03 12:32:32,030 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 4:08:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6341, top5_acc: 0.8527, loss_cls: 5.0236, loss: 5.0236 +2024-01-03 12:33:32,252 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 4:07:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6316, top5_acc: 0.8522, loss_cls: 5.0486, loss: 5.0486 +2024-01-03 12:34:32,044 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 4:06:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6333, top5_acc: 0.8502, loss_cls: 5.0564, loss: 5.0564 +2024-01-03 12:35:31,913 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 4:05:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6403, top5_acc: 0.8538, loss_cls: 5.0288, loss: 5.0288 +2024-01-03 12:36:32,135 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 4:04:11, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6428, top5_acc: 0.8548, loss_cls: 5.0161, loss: 5.0161 +2024-01-03 12:37:32,214 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 4:03:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6450, top5_acc: 0.8581, loss_cls: 5.0032, loss: 5.0032 +2024-01-03 12:38:32,145 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 4:02:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6381, top5_acc: 0.8580, loss_cls: 5.0287, loss: 5.0287 +2024-01-03 12:39:32,399 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 4:01:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6475, top5_acc: 0.8533, loss_cls: 5.0271, loss: 5.0271 +2024-01-03 12:40:32,251 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 3:59:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6438, top5_acc: 0.8553, loss_cls: 5.0141, loss: 5.0141 +2024-01-03 12:41:32,343 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 3:58:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6377, top5_acc: 0.8517, loss_cls: 5.0333, loss: 5.0333 +2024-01-03 12:42:32,590 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 3:57:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6353, top5_acc: 0.8555, loss_cls: 5.0277, loss: 5.0277 +2024-01-03 12:43:03,128 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-01-03 12:44:57,884 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 12:44:58,728 - pyskl - INFO - +top1_acc 0.4599 +top5_acc 0.7018 +2024-01-03 12:44:58,729 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 12:44:58,771 - pyskl - INFO - +mean_acc 0.4596 +2024-01-03 12:44:58,778 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_143.pth was removed +2024-01-03 12:44:59,061 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2024-01-03 12:44:59,062 - pyskl - INFO - Best top1_acc is 0.4599 at 144 epoch. +2024-01-03 12:44:59,071 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.4599, top5_acc: 0.7018, mean_class_accuracy: 0.4596 +2024-01-03 12:48:19,547 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 3:56:26, time: 2.005, data_time: 1.409, memory: 16177, top1_acc: 0.6567, top5_acc: 0.8600, loss_cls: 4.9851, loss: 4.9851 +2024-01-03 12:49:18,832 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 3:55:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6617, top5_acc: 0.8662, loss_cls: 4.9402, loss: 4.9402 +2024-01-03 12:50:18,447 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 3:54:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6672, top5_acc: 0.8633, loss_cls: 4.9445, loss: 4.9445 +2024-01-03 12:51:18,419 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 3:53:15, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6619, top5_acc: 0.8736, loss_cls: 4.9190, loss: 4.9190 +2024-01-03 12:52:18,424 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 3:52:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6539, top5_acc: 0.8723, loss_cls: 4.9539, loss: 4.9539 +2024-01-03 12:53:19,334 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 3:51:08, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6514, top5_acc: 0.8583, loss_cls: 4.9832, loss: 4.9832 +2024-01-03 12:54:20,035 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 3:50:04, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6502, top5_acc: 0.8614, loss_cls: 4.9804, loss: 4.9804 +2024-01-03 12:55:20,292 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 3:49:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6503, top5_acc: 0.8669, loss_cls: 4.9674, loss: 4.9674 +2024-01-03 12:56:21,504 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 3:47:57, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.6536, top5_acc: 0.8666, loss_cls: 4.9546, loss: 4.9546 +2024-01-03 12:57:22,314 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 3:46:53, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6506, top5_acc: 0.8639, loss_cls: 4.9822, loss: 4.9822 +2024-01-03 12:58:22,330 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 3:45:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6552, top5_acc: 0.8577, loss_cls: 4.9629, loss: 4.9629 +2024-01-03 12:59:23,026 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 3:44:46, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6514, top5_acc: 0.8706, loss_cls: 4.9636, loss: 4.9636 +2024-01-03 13:00:23,755 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 3:43:42, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6558, top5_acc: 0.8627, loss_cls: 4.9706, loss: 4.9706 +2024-01-03 13:01:24,150 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 3:42:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6441, top5_acc: 0.8555, loss_cls: 5.0264, loss: 5.0264 +2024-01-03 13:02:24,086 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 3:41:35, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8683, loss_cls: 4.9717, loss: 4.9717 +2024-01-03 13:03:24,224 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 3:40:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6475, top5_acc: 0.8634, loss_cls: 4.9897, loss: 4.9897 +2024-01-03 13:04:24,513 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 3:39:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6392, top5_acc: 0.8538, loss_cls: 5.0233, loss: 5.0233 +2024-01-03 13:05:24,099 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 3:38:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6525, top5_acc: 0.8602, loss_cls: 4.9844, loss: 4.9844 +2024-01-03 13:06:24,066 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 3:37:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6547, top5_acc: 0.8673, loss_cls: 4.9612, loss: 4.9612 +2024-01-03 13:07:24,325 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 3:36:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8623, loss_cls: 4.9938, loss: 4.9938 +2024-01-03 13:08:24,147 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 3:35:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6488, top5_acc: 0.8586, loss_cls: 4.9917, loss: 4.9917 +2024-01-03 13:09:24,059 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 3:34:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6473, top5_acc: 0.8567, loss_cls: 4.9950, loss: 4.9950 +2024-01-03 13:10:24,292 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 3:33:06, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6466, top5_acc: 0.8569, loss_cls: 4.9979, loss: 4.9979 +2024-01-03 13:11:24,621 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 3:32:02, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6519, top5_acc: 0.8655, loss_cls: 4.9669, loss: 4.9669 +2024-01-03 13:12:24,791 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 3:30:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6541, top5_acc: 0.8606, loss_cls: 4.9799, loss: 4.9799 +2024-01-03 13:13:25,218 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 3:29:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6580, top5_acc: 0.8611, loss_cls: 4.9719, loss: 4.9719 +2024-01-03 13:14:25,476 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 3:28:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6444, top5_acc: 0.8562, loss_cls: 5.0087, loss: 5.0087 +2024-01-03 13:15:25,682 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 3:27:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6519, top5_acc: 0.8619, loss_cls: 4.9821, loss: 4.9821 +2024-01-03 13:16:25,904 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 3:26:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6511, top5_acc: 0.8612, loss_cls: 4.9786, loss: 4.9786 +2024-01-03 13:17:25,920 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 3:25:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6538, top5_acc: 0.8650, loss_cls: 4.9731, loss: 4.9731 +2024-01-03 13:18:25,986 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 3:24:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6542, top5_acc: 0.8656, loss_cls: 4.9569, loss: 4.9569 +2024-01-03 13:19:26,136 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 3:23:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6547, top5_acc: 0.8638, loss_cls: 4.9733, loss: 4.9733 +2024-01-03 13:20:26,150 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 3:22:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6492, top5_acc: 0.8553, loss_cls: 4.9927, loss: 4.9927 +2024-01-03 13:21:26,293 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 3:21:26, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6505, top5_acc: 0.8639, loss_cls: 4.9765, loss: 4.9765 +2024-01-03 13:22:26,342 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 3:20:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6530, top5_acc: 0.8588, loss_cls: 4.9894, loss: 4.9894 +2024-01-03 13:23:26,426 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 3:19:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6445, top5_acc: 0.8620, loss_cls: 5.0045, loss: 5.0045 +2024-01-03 13:24:27,386 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 3:18:15, time: 0.610, data_time: 0.001, memory: 16177, top1_acc: 0.6502, top5_acc: 0.8678, loss_cls: 4.9635, loss: 4.9635 +2024-01-03 13:24:57,790 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-01-03 13:26:54,941 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 13:26:55,956 - pyskl - INFO - +top1_acc 0.4589 +top5_acc 0.7002 +2024-01-03 13:26:55,957 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 13:26:55,993 - pyskl - INFO - +mean_acc 0.4587 +2024-01-03 13:26:56,003 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.4589, top5_acc: 0.7002, mean_class_accuracy: 0.4587 +2024-01-03 13:30:14,727 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 3:16:51, time: 1.987, data_time: 1.396, memory: 16177, top1_acc: 0.6745, top5_acc: 0.8684, loss_cls: 4.9032, loss: 4.9032 +2024-01-03 13:31:13,748 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 3:15:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6703, top5_acc: 0.8744, loss_cls: 4.8990, loss: 4.8990 +2024-01-03 13:32:13,249 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 3:14:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6752, top5_acc: 0.8831, loss_cls: 4.8831, loss: 4.8831 +2024-01-03 13:33:13,558 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 3:13:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8614, loss_cls: 4.9604, loss: 4.9604 +2024-01-03 13:34:14,010 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 3:12:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6587, top5_acc: 0.8725, loss_cls: 4.9310, loss: 4.9310 +2024-01-03 13:35:15,065 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 3:11:32, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.6716, top5_acc: 0.8700, loss_cls: 4.9177, loss: 4.9177 +2024-01-03 13:36:15,364 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 3:10:29, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6569, top5_acc: 0.8623, loss_cls: 4.9541, loss: 4.9541 +2024-01-03 13:37:15,917 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 3:09:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6636, top5_acc: 0.8725, loss_cls: 4.9228, loss: 4.9228 +2024-01-03 13:38:17,078 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 3:08:22, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.6647, top5_acc: 0.8711, loss_cls: 4.9387, loss: 4.9387 +2024-01-03 13:39:17,748 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 3:07:18, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6695, top5_acc: 0.8677, loss_cls: 4.9342, loss: 4.9342 +2024-01-03 13:40:17,715 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 3:06:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6653, top5_acc: 0.8722, loss_cls: 4.9375, loss: 4.9375 +2024-01-03 13:41:18,069 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 3:05:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6595, top5_acc: 0.8742, loss_cls: 4.9154, loss: 4.9154 +2024-01-03 13:42:18,900 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 3:04:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6748, top5_acc: 0.8755, loss_cls: 4.8851, loss: 4.8851 +2024-01-03 13:43:18,778 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 3:03:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6633, top5_acc: 0.8680, loss_cls: 4.9328, loss: 4.9328 +2024-01-03 13:44:19,184 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 3:02:00, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6580, top5_acc: 0.8628, loss_cls: 4.9614, loss: 4.9614 +2024-01-03 13:45:19,167 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 3:00:57, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6541, top5_acc: 0.8622, loss_cls: 4.9597, loss: 4.9597 +2024-01-03 13:46:19,309 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 2:59:53, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6541, top5_acc: 0.8630, loss_cls: 4.9818, loss: 4.9818 +2024-01-03 13:47:19,071 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 2:58:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6634, top5_acc: 0.8686, loss_cls: 4.9197, loss: 4.9197 +2024-01-03 13:48:19,154 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 2:57:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6500, top5_acc: 0.8662, loss_cls: 4.9736, loss: 4.9736 +2024-01-03 13:49:19,306 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 2:56:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6583, top5_acc: 0.8700, loss_cls: 4.9437, loss: 4.9437 +2024-01-03 13:50:20,078 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 2:55:39, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6597, top5_acc: 0.8748, loss_cls: 4.9201, loss: 4.9201 +2024-01-03 13:51:20,528 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 2:54:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6595, top5_acc: 0.8706, loss_cls: 4.9334, loss: 4.9334 +2024-01-03 13:52:20,592 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 2:53:31, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6428, top5_acc: 0.8545, loss_cls: 5.0015, loss: 5.0015 +2024-01-03 13:53:20,766 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 2:52:28, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6631, top5_acc: 0.8725, loss_cls: 4.9344, loss: 4.9344 +2024-01-03 13:54:20,965 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 2:51:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6609, top5_acc: 0.8667, loss_cls: 4.9472, loss: 4.9472 +2024-01-03 13:55:21,101 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 2:50:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6583, top5_acc: 0.8692, loss_cls: 4.9260, loss: 4.9260 +2024-01-03 13:56:21,213 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 2:49:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6647, top5_acc: 0.8711, loss_cls: 4.9343, loss: 4.9343 +2024-01-03 13:57:21,076 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 2:48:14, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6516, top5_acc: 0.8689, loss_cls: 4.9524, loss: 4.9524 +2024-01-03 13:58:20,908 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 2:47:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6589, top5_acc: 0.8675, loss_cls: 4.9479, loss: 4.9479 +2024-01-03 13:59:20,953 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 2:46:06, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6594, top5_acc: 0.8670, loss_cls: 4.9447, loss: 4.9447 +2024-01-03 14:00:21,278 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 2:45:03, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6578, top5_acc: 0.8630, loss_cls: 4.9614, loss: 4.9614 +2024-01-03 14:01:21,299 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 2:43:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6569, top5_acc: 0.8661, loss_cls: 4.9548, loss: 4.9548 +2024-01-03 14:02:21,453 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 2:42:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6695, top5_acc: 0.8706, loss_cls: 4.9208, loss: 4.9208 +2024-01-03 14:03:21,464 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 2:41:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6522, top5_acc: 0.8633, loss_cls: 4.9587, loss: 4.9587 +2024-01-03 14:04:21,458 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 2:40:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6595, top5_acc: 0.8758, loss_cls: 4.9286, loss: 4.9286 +2024-01-03 14:05:22,029 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 2:39:45, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6573, top5_acc: 0.8683, loss_cls: 4.9416, loss: 4.9416 +2024-01-03 14:06:22,902 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 2:38:42, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6684, top5_acc: 0.8694, loss_cls: 4.9425, loss: 4.9425 +2024-01-03 14:06:53,003 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-01-03 14:08:48,284 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 14:08:49,337 - pyskl - INFO - +top1_acc 0.4616 +top5_acc 0.7024 +2024-01-03 14:08:49,337 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 14:08:49,386 - pyskl - INFO - +mean_acc 0.4614 +2024-01-03 14:08:49,387 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_144.pth was removed +2024-01-03 14:08:49,739 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_146.pth. +2024-01-03 14:08:49,740 - pyskl - INFO - Best top1_acc is 0.4616 at 146 epoch. +2024-01-03 14:08:49,760 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.4616, top5_acc: 0.7024, mean_class_accuracy: 0.4614 +2024-01-03 14:12:16,806 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 2:37:16, time: 2.070, data_time: 1.482, memory: 16177, top1_acc: 0.6741, top5_acc: 0.8777, loss_cls: 4.8966, loss: 4.8966 +2024-01-03 14:13:16,239 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 2:36:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6652, top5_acc: 0.8750, loss_cls: 4.9171, loss: 4.9171 +2024-01-03 14:14:15,822 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 2:35:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6692, top5_acc: 0.8709, loss_cls: 4.9059, loss: 4.9059 +2024-01-03 14:15:15,718 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 2:34:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6808, top5_acc: 0.8825, loss_cls: 4.8617, loss: 4.8617 +2024-01-03 14:16:16,365 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 2:33:01, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6694, top5_acc: 0.8733, loss_cls: 4.9103, loss: 4.9103 +2024-01-03 14:17:17,104 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 2:31:58, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.6653, top5_acc: 0.8695, loss_cls: 4.9200, loss: 4.9200 +2024-01-03 14:18:17,042 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 2:30:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6764, top5_acc: 0.8797, loss_cls: 4.8732, loss: 4.8732 +2024-01-03 14:19:17,818 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 2:29:51, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6745, top5_acc: 0.8730, loss_cls: 4.9024, loss: 4.9024 +2024-01-03 14:20:18,287 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 2:28:47, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.6606, top5_acc: 0.8711, loss_cls: 4.9182, loss: 4.9182 +2024-01-03 14:21:18,541 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 2:27:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6661, top5_acc: 0.8728, loss_cls: 4.9096, loss: 4.9096 +2024-01-03 14:22:18,580 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 2:26:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6811, top5_acc: 0.8772, loss_cls: 4.8836, loss: 4.8836 +2024-01-03 14:23:19,080 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 2:25:36, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6720, top5_acc: 0.8675, loss_cls: 4.9147, loss: 4.9147 +2024-01-03 14:24:19,289 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 2:24:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6703, top5_acc: 0.8717, loss_cls: 4.8997, loss: 4.8997 +2024-01-03 14:25:19,162 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 2:23:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6716, top5_acc: 0.8755, loss_cls: 4.8982, loss: 4.8982 +2024-01-03 14:26:18,826 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 2:22:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6664, top5_acc: 0.8719, loss_cls: 4.9116, loss: 4.9116 +2024-01-03 14:27:18,729 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 2:21:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6711, top5_acc: 0.8705, loss_cls: 4.9106, loss: 4.9106 +2024-01-03 14:28:18,610 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 2:20:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6692, top5_acc: 0.8767, loss_cls: 4.9126, loss: 4.9126 +2024-01-03 14:29:18,538 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 2:19:15, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6636, top5_acc: 0.8745, loss_cls: 4.9182, loss: 4.9182 +2024-01-03 14:30:18,418 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 2:18:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6703, top5_acc: 0.8633, loss_cls: 4.9415, loss: 4.9415 +2024-01-03 14:31:18,076 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 2:17:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 4.9149, loss: 4.9149 +2024-01-03 14:32:17,992 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 2:16:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6794, top5_acc: 0.8766, loss_cls: 4.8932, loss: 4.8932 +2024-01-03 14:33:17,893 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 2:15:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6716, top5_acc: 0.8788, loss_cls: 4.8814, loss: 4.8814 +2024-01-03 14:34:17,757 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 2:13:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6695, top5_acc: 0.8748, loss_cls: 4.9045, loss: 4.9045 +2024-01-03 14:35:17,133 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 2:12:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6659, top5_acc: 0.8675, loss_cls: 4.9147, loss: 4.9147 +2024-01-03 14:36:16,748 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:11:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6775, top5_acc: 0.8719, loss_cls: 4.8988, loss: 4.8988 +2024-01-03 14:37:16,758 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:10:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6739, top5_acc: 0.8755, loss_cls: 4.9036, loss: 4.9036 +2024-01-03 14:38:16,503 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:09:43, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6739, top5_acc: 0.8747, loss_cls: 4.8973, loss: 4.8973 +2024-01-03 14:39:16,627 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:08:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6619, top5_acc: 0.8716, loss_cls: 4.9082, loss: 4.9082 +2024-01-03 14:40:16,550 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:07:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6787, top5_acc: 0.8766, loss_cls: 4.8878, loss: 4.8878 +2024-01-03 14:41:16,235 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:06:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6692, top5_acc: 0.8767, loss_cls: 4.9054, loss: 4.9054 +2024-01-03 14:42:16,080 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:05:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6645, top5_acc: 0.8706, loss_cls: 4.9338, loss: 4.9338 +2024-01-03 14:43:15,781 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:04:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6698, top5_acc: 0.8750, loss_cls: 4.9011, loss: 4.9011 +2024-01-03 14:44:15,612 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:03:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6717, top5_acc: 0.8733, loss_cls: 4.8924, loss: 4.8924 +2024-01-03 14:45:15,842 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:02:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6736, top5_acc: 0.8747, loss_cls: 4.8956, loss: 4.8956 +2024-01-03 14:46:16,387 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 2:01:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6730, top5_acc: 0.8764, loss_cls: 4.9034, loss: 4.9034 +2024-01-03 14:47:16,848 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 2:00:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6717, top5_acc: 0.8781, loss_cls: 4.8807, loss: 4.8807 +2024-01-03 14:48:17,317 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 1:59:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6681, top5_acc: 0.8728, loss_cls: 4.9108, loss: 4.9108 +2024-01-03 14:48:47,494 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-01-03 14:50:42,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 14:50:43,747 - pyskl - INFO - +top1_acc 0.4629 +top5_acc 0.7022 +2024-01-03 14:50:43,747 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 14:50:43,783 - pyskl - INFO - +mean_acc 0.4626 +2024-01-03 14:50:43,790 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_146.pth was removed +2024-01-03 14:50:44,309 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2024-01-03 14:50:44,310 - pyskl - INFO - Best top1_acc is 0.4629 at 147 epoch. +2024-01-03 14:50:44,317 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.4629, top5_acc: 0.7022, mean_class_accuracy: 0.4626 +2024-01-03 14:54:00,358 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 1:57:40, time: 1.960, data_time: 1.371, memory: 16177, top1_acc: 0.6720, top5_acc: 0.8708, loss_cls: 4.9108, loss: 4.9108 +2024-01-03 14:55:00,173 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 1:56:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6767, top5_acc: 0.8731, loss_cls: 4.8948, loss: 4.8948 +2024-01-03 14:56:00,140 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 1:55:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6883, top5_acc: 0.8828, loss_cls: 4.8385, loss: 4.8385 +2024-01-03 14:57:00,515 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 1:54:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6850, top5_acc: 0.8848, loss_cls: 4.8546, loss: 4.8546 +2024-01-03 14:58:01,497 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 1:53:26, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6791, top5_acc: 0.8823, loss_cls: 4.8410, loss: 4.8410 +2024-01-03 14:59:02,254 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 1:52:22, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6769, top5_acc: 0.8791, loss_cls: 4.8737, loss: 4.8737 +2024-01-03 15:00:02,901 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 1:51:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6841, top5_acc: 0.8817, loss_cls: 4.8547, loss: 4.8547 +2024-01-03 15:01:03,316 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 1:50:15, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6831, top5_acc: 0.8814, loss_cls: 4.8549, loss: 4.8549 +2024-01-03 15:02:03,782 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 1:49:12, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6822, top5_acc: 0.8767, loss_cls: 4.8636, loss: 4.8636 +2024-01-03 15:03:03,777 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 1:48:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6736, top5_acc: 0.8742, loss_cls: 4.8957, loss: 4.8957 +2024-01-03 15:04:03,914 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 1:47:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6748, top5_acc: 0.8733, loss_cls: 4.9056, loss: 4.9056 +2024-01-03 15:05:04,794 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 1:46:01, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6848, top5_acc: 0.8848, loss_cls: 4.8482, loss: 4.8482 +2024-01-03 15:06:05,198 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 1:44:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6808, top5_acc: 0.8812, loss_cls: 4.8668, loss: 4.8668 +2024-01-03 15:07:05,099 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 1:43:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6722, top5_acc: 0.8656, loss_cls: 4.9167, loss: 4.9167 +2024-01-03 15:08:05,095 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 1:42:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6717, top5_acc: 0.8742, loss_cls: 4.8853, loss: 4.8853 +2024-01-03 15:09:05,300 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 1:41:47, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6739, top5_acc: 0.8761, loss_cls: 4.8960, loss: 4.8960 +2024-01-03 15:10:05,273 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 1:40:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6723, top5_acc: 0.8755, loss_cls: 4.8995, loss: 4.8995 +2024-01-03 15:11:05,263 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 1:39:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6705, top5_acc: 0.8783, loss_cls: 4.8889, loss: 4.8889 +2024-01-03 15:12:05,157 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 1:38:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6794, top5_acc: 0.8797, loss_cls: 4.8839, loss: 4.8839 +2024-01-03 15:13:05,147 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 1:37:34, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6717, top5_acc: 0.8747, loss_cls: 4.8828, loss: 4.8828 +2024-01-03 15:14:05,572 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 1:36:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6778, top5_acc: 0.8738, loss_cls: 4.8883, loss: 4.8883 +2024-01-03 15:15:05,619 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 1:35:27, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6692, top5_acc: 0.8741, loss_cls: 4.8989, loss: 4.8989 +2024-01-03 15:16:05,621 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 1:34:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6756, top5_acc: 0.8777, loss_cls: 4.8778, loss: 4.8778 +2024-01-03 15:17:05,718 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 1:33:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6794, top5_acc: 0.8797, loss_cls: 4.8718, loss: 4.8718 +2024-01-03 15:18:05,845 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 1:32:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6725, top5_acc: 0.8742, loss_cls: 4.8881, loss: 4.8881 +2024-01-03 15:19:05,947 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 1:31:13, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6786, top5_acc: 0.8755, loss_cls: 4.8758, loss: 4.8758 +2024-01-03 15:20:06,180 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 1:30:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6731, top5_acc: 0.8786, loss_cls: 4.8861, loss: 4.8861 +2024-01-03 15:21:06,281 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 1:29:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6763, top5_acc: 0.8741, loss_cls: 4.8835, loss: 4.8835 +2024-01-03 15:22:06,519 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:28:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6755, top5_acc: 0.8762, loss_cls: 4.8819, loss: 4.8819 +2024-01-03 15:23:06,550 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:26:59, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6758, top5_acc: 0.8789, loss_cls: 4.8741, loss: 4.8741 +2024-01-03 15:24:06,801 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:25:55, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6833, top5_acc: 0.8800, loss_cls: 4.8711, loss: 4.8711 +2024-01-03 15:25:06,975 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:24:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6822, top5_acc: 0.8798, loss_cls: 4.8576, loss: 4.8576 +2024-01-03 15:26:07,152 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:23:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6691, top5_acc: 0.8712, loss_cls: 4.8939, loss: 4.8939 +2024-01-03 15:27:07,328 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:22:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6734, top5_acc: 0.8752, loss_cls: 4.8966, loss: 4.8966 +2024-01-03 15:28:07,893 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:21:42, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6784, top5_acc: 0.8781, loss_cls: 4.8899, loss: 4.8899 +2024-01-03 15:29:08,827 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:20:38, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6767, top5_acc: 0.8755, loss_cls: 4.8804, loss: 4.8804 +2024-01-03 15:30:09,193 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:19:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6778, top5_acc: 0.8770, loss_cls: 4.8801, loss: 4.8801 +2024-01-03 15:30:39,748 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-01-03 15:32:36,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 15:32:37,199 - pyskl - INFO - +top1_acc 0.4628 +top5_acc 0.7036 +2024-01-03 15:32:37,199 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 15:32:37,231 - pyskl - INFO - +mean_acc 0.4625 +2024-01-03 15:32:37,239 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4628, top5_acc: 0.7036, mean_class_accuracy: 0.4625 +2024-01-03 15:36:00,399 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:18:05, time: 2.032, data_time: 1.439, memory: 16177, top1_acc: 0.6722, top5_acc: 0.8716, loss_cls: 4.8999, loss: 4.8999 +2024-01-03 15:36:59,930 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:17:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6789, top5_acc: 0.8788, loss_cls: 4.8599, loss: 4.8599 +2024-01-03 15:37:59,597 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:15:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6803, top5_acc: 0.8780, loss_cls: 4.8672, loss: 4.8672 +2024-01-03 15:38:59,618 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:14:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 4.8795, loss: 4.8795 +2024-01-03 15:40:00,182 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:13:51, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6895, top5_acc: 0.8836, loss_cls: 4.8254, loss: 4.8254 +2024-01-03 15:41:00,643 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:12:48, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6880, top5_acc: 0.8855, loss_cls: 4.8354, loss: 4.8354 +2024-01-03 15:42:01,994 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:11:44, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.6800, top5_acc: 0.8800, loss_cls: 4.8596, loss: 4.8596 +2024-01-03 15:43:02,376 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:10:41, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6805, top5_acc: 0.8833, loss_cls: 4.8580, loss: 4.8580 +2024-01-03 15:44:02,745 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:09:38, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6803, top5_acc: 0.8762, loss_cls: 4.8885, loss: 4.8885 +2024-01-03 15:45:02,892 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:08:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6886, top5_acc: 0.8817, loss_cls: 4.8452, loss: 4.8452 +2024-01-03 15:46:03,387 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:07:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6884, top5_acc: 0.8805, loss_cls: 4.8652, loss: 4.8652 +2024-01-03 15:47:04,732 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:06:27, time: 0.613, data_time: 0.001, memory: 16177, top1_acc: 0.6808, top5_acc: 0.8800, loss_cls: 4.8680, loss: 4.8680 +2024-01-03 15:48:05,126 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:05:24, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6830, top5_acc: 0.8731, loss_cls: 4.8730, loss: 4.8730 +2024-01-03 15:49:05,242 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:04:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6780, top5_acc: 0.8809, loss_cls: 4.8548, loss: 4.8548 +2024-01-03 15:50:05,856 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:03:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6800, top5_acc: 0.8764, loss_cls: 4.8594, loss: 4.8594 +2024-01-03 15:51:06,020 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:02:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6917, top5_acc: 0.8795, loss_cls: 4.8609, loss: 4.8609 +2024-01-03 15:52:06,252 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:01:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6805, top5_acc: 0.8770, loss_cls: 4.8807, loss: 4.8807 +2024-01-03 15:53:06,710 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 1:00:07, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6684, top5_acc: 0.8811, loss_cls: 4.8777, loss: 4.8777 +2024-01-03 15:54:06,839 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 0:59:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6759, top5_acc: 0.8725, loss_cls: 4.9007, loss: 4.9007 +2024-01-03 15:55:06,578 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 0:58:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6728, top5_acc: 0.8775, loss_cls: 4.8735, loss: 4.8735 +2024-01-03 15:56:06,760 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 0:56:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6872, top5_acc: 0.8750, loss_cls: 4.8639, loss: 4.8639 +2024-01-03 15:57:06,672 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 0:55:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6827, top5_acc: 0.8794, loss_cls: 4.8654, loss: 4.8654 +2024-01-03 15:58:06,900 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 0:54:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6886, top5_acc: 0.8861, loss_cls: 4.8312, loss: 4.8312 +2024-01-03 15:59:07,394 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 0:53:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6761, top5_acc: 0.8767, loss_cls: 4.8668, loss: 4.8668 +2024-01-03 16:00:08,439 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 0:52:43, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.6777, top5_acc: 0.8762, loss_cls: 4.8774, loss: 4.8774 +2024-01-03 16:01:08,533 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 0:51:39, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6858, top5_acc: 0.8805, loss_cls: 4.8483, loss: 4.8483 +2024-01-03 16:02:08,838 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 0:50:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6811, top5_acc: 0.8856, loss_cls: 4.8496, loss: 4.8496 +2024-01-03 16:03:08,724 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 0:49:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6800, top5_acc: 0.8825, loss_cls: 4.8404, loss: 4.8404 +2024-01-03 16:04:08,660 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 0:48:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6837, top5_acc: 0.8814, loss_cls: 4.8570, loss: 4.8570 +2024-01-03 16:05:08,662 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 0:47:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6736, top5_acc: 0.8780, loss_cls: 4.8735, loss: 4.8735 +2024-01-03 16:06:08,484 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 0:46:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6739, top5_acc: 0.8830, loss_cls: 4.8647, loss: 4.8647 +2024-01-03 16:07:08,361 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 0:45:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6769, top5_acc: 0.8753, loss_cls: 4.8884, loss: 4.8884 +2024-01-03 16:08:08,129 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 0:44:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6855, top5_acc: 0.8842, loss_cls: 4.8519, loss: 4.8519 +2024-01-03 16:09:07,891 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:43:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6823, top5_acc: 0.8802, loss_cls: 4.8483, loss: 4.8483 +2024-01-03 16:10:07,659 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:42:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6737, top5_acc: 0.8755, loss_cls: 4.8739, loss: 4.8739 +2024-01-03 16:11:07,356 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:41:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6753, top5_acc: 0.8764, loss_cls: 4.8794, loss: 4.8794 +2024-01-03 16:12:06,860 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:40:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6825, top5_acc: 0.8791, loss_cls: 4.8540, loss: 4.8540 +2024-01-03 16:12:36,504 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-01-03 16:14:32,680 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 16:14:33,495 - pyskl - INFO - +top1_acc 0.4630 +top5_acc 0.7033 +2024-01-03 16:14:33,496 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 16:14:33,527 - pyskl - INFO - +mean_acc 0.4627 +2024-01-03 16:14:33,532 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_147.pth was removed +2024-01-03 16:14:33,768 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_149.pth. +2024-01-03 16:14:33,769 - pyskl - INFO - Best top1_acc is 0.4630 at 149 epoch. +2024-01-03 16:14:33,778 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4630, top5_acc: 0.7033, mean_class_accuracy: 0.4627 +2024-01-03 16:18:00,308 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:38:31, time: 2.065, data_time: 1.472, memory: 16177, top1_acc: 0.6780, top5_acc: 0.8816, loss_cls: 4.8706, loss: 4.8706 +2024-01-03 16:18:59,763 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:37:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6845, top5_acc: 0.8733, loss_cls: 4.8669, loss: 4.8669 +2024-01-03 16:19:59,650 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:36:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6802, top5_acc: 0.8786, loss_cls: 4.8629, loss: 4.8629 +2024-01-03 16:20:59,552 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:35:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6839, top5_acc: 0.8788, loss_cls: 4.8513, loss: 4.8513 +2024-01-03 16:21:59,610 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:34:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6887, top5_acc: 0.8814, loss_cls: 4.8590, loss: 4.8590 +2024-01-03 16:22:59,933 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:33:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6852, top5_acc: 0.8803, loss_cls: 4.8457, loss: 4.8457 +2024-01-03 16:24:00,498 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:32:10, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6939, top5_acc: 0.8752, loss_cls: 4.8483, loss: 4.8483 +2024-01-03 16:25:01,306 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:31:07, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6747, top5_acc: 0.8716, loss_cls: 4.8926, loss: 4.8926 +2024-01-03 16:26:01,672 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:30:03, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6852, top5_acc: 0.8822, loss_cls: 4.8471, loss: 4.8471 +2024-01-03 16:27:01,917 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:29:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6934, top5_acc: 0.8809, loss_cls: 4.8425, loss: 4.8425 +2024-01-03 16:28:01,871 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:27:56, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6828, top5_acc: 0.8822, loss_cls: 4.8545, loss: 4.8545 +2024-01-03 16:29:02,081 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:26:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6822, top5_acc: 0.8733, loss_cls: 4.8853, loss: 4.8853 +2024-01-03 16:30:02,070 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:25:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6889, top5_acc: 0.8856, loss_cls: 4.8330, loss: 4.8330 +2024-01-03 16:31:02,165 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:24:46, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6769, top5_acc: 0.8770, loss_cls: 4.8694, loss: 4.8694 +2024-01-03 16:32:02,010 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:23:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6850, top5_acc: 0.8817, loss_cls: 4.8395, loss: 4.8395 +2024-01-03 16:33:01,804 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:22:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6794, top5_acc: 0.8744, loss_cls: 4.8771, loss: 4.8771 +2024-01-03 16:34:01,651 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:21:36, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6769, top5_acc: 0.8733, loss_cls: 4.8822, loss: 4.8822 +2024-01-03 16:35:01,506 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:20:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6936, top5_acc: 0.8859, loss_cls: 4.8347, loss: 4.8347 +2024-01-03 16:36:01,405 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:19:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6839, top5_acc: 0.8819, loss_cls: 4.8491, loss: 4.8491 +2024-01-03 16:37:01,113 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:18:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6789, top5_acc: 0.8819, loss_cls: 4.8687, loss: 4.8687 +2024-01-03 16:38:01,655 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:17:22, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6877, top5_acc: 0.8809, loss_cls: 4.8394, loss: 4.8394 +2024-01-03 16:39:01,854 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:16:19, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6887, top5_acc: 0.8795, loss_cls: 4.8524, loss: 4.8524 +2024-01-03 16:40:02,076 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:15:16, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6869, top5_acc: 0.8792, loss_cls: 4.8489, loss: 4.8489 +2024-01-03 16:41:02,475 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:14:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6755, top5_acc: 0.8802, loss_cls: 4.8630, loss: 4.8630 +2024-01-03 16:42:02,328 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:13:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6808, top5_acc: 0.8891, loss_cls: 4.8386, loss: 4.8386 +2024-01-03 16:43:02,792 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:12:06, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6755, top5_acc: 0.8775, loss_cls: 4.8652, loss: 4.8652 +2024-01-03 16:44:02,917 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:11:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6844, top5_acc: 0.8831, loss_cls: 4.8411, loss: 4.8411 +2024-01-03 16:45:03,391 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:09:59, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6877, top5_acc: 0.8788, loss_cls: 4.8313, loss: 4.8313 +2024-01-03 16:46:03,289 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:08:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6717, top5_acc: 0.8752, loss_cls: 4.8738, loss: 4.8738 +2024-01-03 16:47:03,293 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:07:52, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6745, top5_acc: 0.8705, loss_cls: 4.9000, loss: 4.9000 +2024-01-03 16:48:03,179 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:06:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6747, top5_acc: 0.8791, loss_cls: 4.8751, loss: 4.8751 +2024-01-03 16:49:03,120 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:05:45, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6848, top5_acc: 0.8858, loss_cls: 4.8297, loss: 4.8297 +2024-01-03 16:50:02,902 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:04:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6905, top5_acc: 0.8884, loss_cls: 4.8309, loss: 4.8309 +2024-01-03 16:51:02,672 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:03:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6906, top5_acc: 0.8880, loss_cls: 4.8318, loss: 4.8318 +2024-01-03 16:52:02,282 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:02:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6861, top5_acc: 0.8834, loss_cls: 4.8447, loss: 4.8447 +2024-01-03 16:53:01,642 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:01:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6822, top5_acc: 0.8806, loss_cls: 4.8524, loss: 4.8524 +2024-01-03 16:54:01,228 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6784, top5_acc: 0.8836, loss_cls: 4.8561, loss: 4.8561 +2024-01-03 16:54:30,803 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-01-03 16:56:15,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 16:56:16,339 - pyskl - INFO - +top1_acc 0.4641 +top5_acc 0.7039 +2024-01-03 16:56:16,339 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 16:56:16,386 - pyskl - INFO - +mean_acc 0.4638 +2024-01-03 16:56:16,392 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_149.pth was removed +2024-01-03 16:56:16,592 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_150.pth. +2024-01-03 16:56:16,592 - pyskl - INFO - Best top1_acc is 0.4641 at 150 epoch. +2024-01-03 16:56:16,602 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.4641, top5_acc: 0.7039, mean_class_accuracy: 0.4638 +2024-01-03 16:56:28,453 - pyskl - INFO - 19743 videos remain after valid thresholding +2024-01-03 17:07:07,080 - pyskl - INFO - Testing results of the last checkpoint +2024-01-03 17:07:07,080 - pyskl - INFO - top1_acc: 0.4706 +2024-01-03 17:07:07,080 - pyskl - INFO - top5_acc: 0.7136 +2024-01-03 17:07:07,080 - pyskl - INFO - mean_class_accuracy: 0.4703 +2024-01-03 17:07:07,081 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/b_1/best_top1_acc_epoch_150.pth +2024-01-03 17:17:34,082 - pyskl - INFO - Testing results of the best checkpoint +2024-01-03 17:17:34,082 - pyskl - INFO - top1_acc: 0.4706 +2024-01-03 17:17:34,082 - pyskl - INFO - top5_acc: 0.7136 +2024-01-03 17:17:34,082 - pyskl - INFO - mean_class_accuracy: 0.4703