diff --git "a/k400/k_3/20240101_134903.log" "b/k400/k_3/20240101_134903.log" new file mode 100644--- /dev/null +++ "b/k400/k_3/20240101_134903.log" @@ -0,0 +1,3663 @@ +2024-01-01 13:49:03,406 - 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 13:49:04,430 - pyskl - INFO - Config: modality = 'k' +graph = 'coco_new' +work_dir = './work_dirs/test_prototype/k400/k_3' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='coco_new', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_11', num_classes=400, in_channels=384)) +memcached = True +mc_cfg = ('localhost', 22077) +dataset_type = 'PoseDataset' +ann_file = '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl' +left_kp = [1, 3, 5, 7, 9, 11, 13, 15] +right_kp = [2, 4, 6, 8, 10, 12, 14, 16] +box_thr = 0.5 +valid_ratio = 0.0 +train_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=64, + workers_per_gpu=16, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='train', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100), + dict(type='PoseDecode'), + dict( + type='Flip', + flip_ratio=0.5, + left_kp=[1, 3, 5, 7, 9, 11, 13, 15], + right_kp=[2, 4, 6, 8, 10, 12, 14, 16]), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + valid_ratio=0.0, + memcached=True, + mc_cfg=('localhost', 22077)), + val=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=1), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077)), + test=dict( + type='PoseDataset', + ann_file= + '/data1/hao.wang/reproducation/hongda.liu/pyskl_data/k400/k400_hrnet.pkl', + split='val', + pipeline=[ + dict(type='DecompressPose', squeeze=True), + dict(type='UniformSampleFrames', clip_len=100, num_clips=10), + dict(type='PoseDecode'), + dict(type='Kinetics_Transform'), + dict(type='GenSkeFeat', dataset='coco_new', feats=['k']), + dict(type='FormatGCNInput', num_person=2), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + box_thr=0.5, + memcached=True, + mc_cfg=('localhost', 22077))) +optimizer = dict( + type='SGD', lr=0.1, momentum=0.9, weight_decay=0.0005, nesterov=True) +optimizer_config = dict(grad_clip=None) +lr_config = dict(policy='CosineAnnealing', min_lr=0, by_epoch=False) +total_epochs = 150 +checkpoint_config = dict(interval=1) +evaluation = dict( + interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) +resume_from = './work_dirs/test_prototype/k400/k_3/latest.pth' + +2024-01-01 13:49:04,433 - pyskl - INFO - Set random seed to 809395542, deterministic: False +2024-01-01 13:49:14,831 - pyskl - INFO - 239737 videos remain after valid thresholding +2024-01-01 13:49:30,107 - pyskl - INFO - 19743 videos remain after valid thresholding +2024-01-01 13:49:30,109 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/k_3/latest.pth +2024-01-01 13:49:30,572 - pyskl - INFO - resumed epoch 78, iter 292188 +2024-01-01 13:49:30,575 - pyskl - INFO - Start running, host: hao.wang@gdp, work_dir: /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3 +2024-01-01 13:49:30,576 - 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 13:49:30,576 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-01-01 13:49:30,576 - pyskl - INFO - Checkpoints will be saved to /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3 by HardDiskBackend. +2024-01-01 13:52:53,050 - pyskl - INFO - Epoch [79][100/3746] lr: 4.683e-02, eta: 6 days, 7:38:03, time: 2.025, data_time: 1.418, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5878, loss_cls: 4.1977, loss: 4.1977 +2024-01-01 13:53:52,432 - pyskl - INFO - Epoch [79][200/3746] lr: 4.680e-02, eta: 4 days, 2:00:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5811, loss_cls: 4.4225, loss: 4.4225 +2024-01-01 13:54:52,069 - pyskl - INFO - Epoch [79][300/3746] lr: 4.678e-02, eta: 3 days, 8:11:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5687, loss_cls: 4.6780, loss: 4.6780 +2024-01-01 13:55:51,596 - pyskl - INFO - Epoch [79][400/3746] lr: 4.675e-02, eta: 2 days, 23:15:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5828, loss_cls: 4.5723, loss: 4.5723 +2024-01-01 13:56:51,206 - pyskl - INFO - Epoch [79][500/3746] lr: 4.672e-02, eta: 2 days, 17:54:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5697, loss_cls: 4.5987, loss: 4.5987 +2024-01-01 13:57:50,940 - pyskl - INFO - Epoch [79][600/3746] lr: 4.669e-02, eta: 2 days, 14:20:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5708, loss_cls: 4.5176, loss: 4.5176 +2024-01-01 13:58:50,840 - pyskl - INFO - Epoch [79][700/3746] lr: 4.667e-02, eta: 2 days, 11:48:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5703, loss_cls: 4.4685, loss: 4.4685 +2024-01-01 13:59:50,825 - pyskl - INFO - Epoch [79][800/3746] lr: 4.664e-02, eta: 2 days, 9:54:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5819, loss_cls: 4.4080, loss: 4.4080 +2024-01-01 14:00:50,331 - pyskl - INFO - Epoch [79][900/3746] lr: 4.661e-02, eta: 2 days, 8:23:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5608, loss_cls: 4.4493, loss: 4.4493 +2024-01-01 14:01:50,039 - pyskl - INFO - Epoch [79][1000/3746] lr: 4.658e-02, eta: 2 days, 7:11:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5720, loss_cls: 4.4136, loss: 4.4136 +2024-01-01 14:02:49,330 - pyskl - INFO - Epoch [79][1100/3746] lr: 4.655e-02, eta: 2 days, 6:10:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3131, top5_acc: 0.5841, loss_cls: 4.3912, loss: 4.3912 +2024-01-01 14:03:48,948 - pyskl - INFO - Epoch [79][1200/3746] lr: 4.653e-02, eta: 2 days, 5:21:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3095, top5_acc: 0.5741, loss_cls: 4.3865, loss: 4.3865 +2024-01-01 14:04:48,595 - pyskl - INFO - Epoch [79][1300/3746] lr: 4.650e-02, eta: 2 days, 4:39:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5697, loss_cls: 4.3940, loss: 4.3940 +2024-01-01 14:05:47,842 - pyskl - INFO - Epoch [79][1400/3746] lr: 4.647e-02, eta: 2 days, 4:01:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3106, top5_acc: 0.5775, loss_cls: 4.3514, loss: 4.3514 +2024-01-01 14:06:47,453 - pyskl - INFO - Epoch [79][1500/3746] lr: 4.644e-02, eta: 2 days, 3:29:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5705, loss_cls: 4.4158, loss: 4.4158 +2024-01-01 14:07:47,088 - pyskl - INFO - Epoch [79][1600/3746] lr: 4.641e-02, eta: 2 days, 3:02:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5803, loss_cls: 4.3157, loss: 4.3157 +2024-01-01 14:08:46,403 - pyskl - INFO - Epoch [79][1700/3746] lr: 4.639e-02, eta: 2 days, 2:36:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5706, loss_cls: 4.3474, loss: 4.3474 +2024-01-01 14:09:45,805 - pyskl - INFO - Epoch [79][1800/3746] lr: 4.636e-02, eta: 2 days, 2:14:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5714, loss_cls: 4.3357, loss: 4.3357 +2024-01-01 14:10:45,426 - pyskl - INFO - Epoch [79][1900/3746] lr: 4.633e-02, eta: 2 days, 1:54:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3072, top5_acc: 0.5698, loss_cls: 4.3719, loss: 4.3719 +2024-01-01 14:11:44,993 - pyskl - INFO - Epoch [79][2000/3746] lr: 4.630e-02, eta: 2 days, 1:36:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5752, loss_cls: 4.3460, loss: 4.3460 +2024-01-01 14:12:44,832 - pyskl - INFO - Epoch [79][2100/3746] lr: 4.628e-02, eta: 2 days, 1:21:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5709, loss_cls: 4.3366, loss: 4.3366 +2024-01-01 14:13:44,428 - pyskl - INFO - Epoch [79][2200/3746] lr: 4.625e-02, eta: 2 days, 1:06:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3136, top5_acc: 0.5692, loss_cls: 4.3546, loss: 4.3546 +2024-01-01 14:14:44,171 - pyskl - INFO - Epoch [79][2300/3746] lr: 4.622e-02, eta: 2 days, 0:52:56, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3166, top5_acc: 0.5794, loss_cls: 4.3558, loss: 4.3558 +2024-01-01 14:15:43,733 - pyskl - INFO - Epoch [79][2400/3746] lr: 4.619e-02, eta: 2 days, 0:40:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3067, top5_acc: 0.5609, loss_cls: 4.3677, loss: 4.3677 +2024-01-01 14:16:43,304 - pyskl - INFO - Epoch [79][2500/3746] lr: 4.616e-02, eta: 2 days, 0:28:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5617, loss_cls: 4.3676, loss: 4.3676 +2024-01-01 14:17:42,784 - pyskl - INFO - Epoch [79][2600/3746] lr: 4.614e-02, eta: 2 days, 0:17:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3148, top5_acc: 0.5808, loss_cls: 4.3291, loss: 4.3291 +2024-01-01 14:18:42,305 - pyskl - INFO - Epoch [79][2700/3746] lr: 4.611e-02, eta: 2 days, 0:07:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3214, top5_acc: 0.5823, loss_cls: 4.3108, loss: 4.3108 +2024-01-01 14:19:41,684 - pyskl - INFO - Epoch [79][2800/3746] lr: 4.608e-02, eta: 1 day, 23:57:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5639, loss_cls: 4.3545, loss: 4.3545 +2024-01-01 14:20:41,637 - pyskl - INFO - Epoch [79][2900/3746] lr: 4.605e-02, eta: 1 day, 23:49:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5766, loss_cls: 4.2618, loss: 4.2618 +2024-01-01 14:21:42,006 - pyskl - INFO - Epoch [79][3000/3746] lr: 4.602e-02, eta: 1 day, 23:41:48, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5598, loss_cls: 4.3851, loss: 4.3851 +2024-01-01 14:22:42,254 - pyskl - INFO - Epoch [79][3100/3746] lr: 4.600e-02, eta: 1 day, 23:34:48, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5672, loss_cls: 4.3431, loss: 4.3431 +2024-01-01 14:23:42,120 - pyskl - INFO - Epoch [79][3200/3746] lr: 4.597e-02, eta: 1 day, 23:27:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5723, loss_cls: 4.3158, loss: 4.3158 +2024-01-01 14:24:42,192 - pyskl - INFO - Epoch [79][3300/3746] lr: 4.594e-02, eta: 1 day, 23:21:09, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3098, top5_acc: 0.5672, loss_cls: 4.3671, loss: 4.3671 +2024-01-01 14:25:42,221 - pyskl - INFO - Epoch [79][3400/3746] lr: 4.591e-02, eta: 1 day, 23:14:55, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3206, top5_acc: 0.5750, loss_cls: 4.3142, loss: 4.3142 +2024-01-01 14:26:43,065 - pyskl - INFO - Epoch [79][3500/3746] lr: 4.588e-02, eta: 1 day, 23:10:01, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5687, loss_cls: 4.3361, loss: 4.3361 +2024-01-01 14:27:42,967 - pyskl - INFO - Epoch [79][3600/3746] lr: 4.586e-02, eta: 1 day, 23:04:10, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5817, loss_cls: 4.3058, loss: 4.3058 +2024-01-01 14:28:42,993 - pyskl - INFO - Epoch [79][3700/3746] lr: 4.583e-02, eta: 1 day, 22:58:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5814, loss_cls: 4.3019, loss: 4.3019 +2024-01-01 14:29:13,167 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-01-01 14:31:10,604 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 14:31:11,400 - pyskl - INFO - +top1_acc 0.2454 +top5_acc 0.4925 +2024-01-01 14:31:11,400 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 14:31:11,430 - pyskl - INFO - +mean_acc 0.2453 +2024-01-01 14:31:11,437 - pyskl - INFO - Epoch(val) [79][309] top1_acc: 0.2454, top5_acc: 0.4925, mean_class_accuracy: 0.2453 +2024-01-01 14:34:24,571 - pyskl - INFO - Epoch [80][100/3746] lr: 4.579e-02, eta: 2 days, 0:52:45, time: 1.931, data_time: 1.336, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5850, loss_cls: 4.2297, loss: 4.2297 +2024-01-01 14:35:23,737 - pyskl - INFO - Epoch [80][200/3746] lr: 4.576e-02, eta: 2 days, 0:43:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3220, top5_acc: 0.5759, loss_cls: 4.2669, loss: 4.2669 +2024-01-01 14:36:23,413 - pyskl - INFO - Epoch [80][300/3746] lr: 4.573e-02, eta: 2 days, 0:35:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5816, loss_cls: 4.2651, loss: 4.2651 +2024-01-01 14:37:23,860 - pyskl - INFO - Epoch [80][400/3746] lr: 4.570e-02, eta: 2 days, 0:28:52, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5842, loss_cls: 4.2773, loss: 4.2773 +2024-01-01 14:38:24,271 - pyskl - INFO - Epoch [80][500/3746] lr: 4.568e-02, eta: 2 days, 0:22:14, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3189, top5_acc: 0.5800, loss_cls: 4.2834, loss: 4.2834 +2024-01-01 14:39:24,858 - pyskl - INFO - Epoch [80][600/3746] lr: 4.565e-02, eta: 2 days, 0:16:02, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5819, loss_cls: 4.2875, loss: 4.2875 +2024-01-01 14:40:24,963 - pyskl - INFO - Epoch [80][700/3746] lr: 4.562e-02, eta: 2 days, 0:09:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3214, top5_acc: 0.5795, loss_cls: 4.2558, loss: 4.2558 +2024-01-01 14:41:24,810 - pyskl - INFO - Epoch [80][800/3746] lr: 4.559e-02, eta: 2 days, 0:03:09, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3256, top5_acc: 0.5805, loss_cls: 4.2576, loss: 4.2576 +2024-01-01 14:42:24,576 - pyskl - INFO - Epoch [80][900/3746] lr: 4.557e-02, eta: 1 day, 23:56:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5783, loss_cls: 4.2730, loss: 4.2730 +2024-01-01 14:43:24,409 - pyskl - INFO - Epoch [80][1000/3746] lr: 4.554e-02, eta: 1 day, 23:50:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3202, top5_acc: 0.5725, loss_cls: 4.2852, loss: 4.2852 +2024-01-01 14:44:24,390 - pyskl - INFO - Epoch [80][1100/3746] lr: 4.551e-02, eta: 1 day, 23:45:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3103, top5_acc: 0.5695, loss_cls: 4.3242, loss: 4.3242 +2024-01-01 14:45:24,178 - pyskl - INFO - Epoch [80][1200/3746] lr: 4.548e-02, eta: 1 day, 23:39:33, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3183, top5_acc: 0.5737, loss_cls: 4.2893, loss: 4.2893 +2024-01-01 14:46:23,809 - pyskl - INFO - Epoch [80][1300/3746] lr: 4.545e-02, eta: 1 day, 23:33:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5720, loss_cls: 4.3231, loss: 4.3231 +2024-01-01 14:47:23,570 - pyskl - INFO - Epoch [80][1400/3746] lr: 4.543e-02, eta: 1 day, 23:28:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5758, loss_cls: 4.2627, loss: 4.2627 +2024-01-01 14:48:23,466 - pyskl - INFO - Epoch [80][1500/3746] lr: 4.540e-02, eta: 1 day, 23:23:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5747, loss_cls: 4.2947, loss: 4.2947 +2024-01-01 14:49:23,159 - pyskl - INFO - Epoch [80][1600/3746] lr: 4.537e-02, eta: 1 day, 23:18:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3225, top5_acc: 0.5837, loss_cls: 4.2570, loss: 4.2570 +2024-01-01 14:50:23,001 - pyskl - INFO - Epoch [80][1700/3746] lr: 4.534e-02, eta: 1 day, 23:13:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5680, loss_cls: 4.3243, loss: 4.3243 +2024-01-01 14:51:22,475 - pyskl - INFO - Epoch [80][1800/3746] lr: 4.532e-02, eta: 1 day, 23:08:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5861, loss_cls: 4.2656, loss: 4.2656 +2024-01-01 14:52:21,965 - pyskl - INFO - Epoch [80][1900/3746] lr: 4.529e-02, eta: 1 day, 23:04:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5697, loss_cls: 4.3272, loss: 4.3272 +2024-01-01 14:53:21,187 - pyskl - INFO - Epoch [80][2000/3746] lr: 4.526e-02, eta: 1 day, 22:59:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5725, loss_cls: 4.2782, loss: 4.2782 +2024-01-01 14:54:20,714 - pyskl - INFO - Epoch [80][2100/3746] lr: 4.523e-02, eta: 1 day, 22:54:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5719, loss_cls: 4.2974, loss: 4.2974 +2024-01-01 14:55:20,323 - pyskl - INFO - Epoch [80][2200/3746] lr: 4.520e-02, eta: 1 day, 22:50:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5734, loss_cls: 4.3262, loss: 4.3262 +2024-01-01 14:56:20,150 - pyskl - INFO - Epoch [80][2300/3746] lr: 4.518e-02, eta: 1 day, 22:46:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3161, top5_acc: 0.5687, loss_cls: 4.3003, loss: 4.3003 +2024-01-01 14:57:19,997 - pyskl - INFO - Epoch [80][2400/3746] lr: 4.515e-02, eta: 1 day, 22:42:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5728, loss_cls: 4.3051, loss: 4.3051 +2024-01-01 14:58:19,669 - pyskl - INFO - Epoch [80][2500/3746] lr: 4.512e-02, eta: 1 day, 22:38:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5744, loss_cls: 4.2915, loss: 4.2915 +2024-01-01 14:59:19,310 - pyskl - INFO - Epoch [80][2600/3746] lr: 4.509e-02, eta: 1 day, 22:34:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3241, top5_acc: 0.5708, loss_cls: 4.3151, loss: 4.3151 +2024-01-01 15:00:19,090 - pyskl - INFO - Epoch [80][2700/3746] lr: 4.506e-02, eta: 1 day, 22:30:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5739, loss_cls: 4.2880, loss: 4.2880 +2024-01-01 15:01:18,769 - pyskl - INFO - Epoch [80][2800/3746] lr: 4.504e-02, eta: 1 day, 22:27:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5719, loss_cls: 4.2927, loss: 4.2927 +2024-01-01 15:02:18,136 - pyskl - INFO - Epoch [80][2900/3746] lr: 4.501e-02, eta: 1 day, 22:23:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5684, loss_cls: 4.3037, loss: 4.3037 +2024-01-01 15:03:17,486 - pyskl - INFO - Epoch [80][3000/3746] lr: 4.498e-02, eta: 1 day, 22:19:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5716, loss_cls: 4.2867, loss: 4.2867 +2024-01-01 15:04:16,734 - pyskl - INFO - Epoch [80][3100/3746] lr: 4.495e-02, eta: 1 day, 22:15:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3177, top5_acc: 0.5677, loss_cls: 4.3305, loss: 4.3305 +2024-01-01 15:05:16,229 - pyskl - INFO - Epoch [80][3200/3746] lr: 4.493e-02, eta: 1 day, 22:12:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5739, loss_cls: 4.2943, loss: 4.2943 +2024-01-01 15:06:15,760 - pyskl - INFO - Epoch [80][3300/3746] lr: 4.490e-02, eta: 1 day, 22:08:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5819, loss_cls: 4.2419, loss: 4.2419 +2024-01-01 15:07:15,395 - pyskl - INFO - Epoch [80][3400/3746] lr: 4.487e-02, eta: 1 day, 22:05:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3172, top5_acc: 0.5825, loss_cls: 4.2613, loss: 4.2613 +2024-01-01 15:08:14,959 - pyskl - INFO - Epoch [80][3500/3746] lr: 4.484e-02, eta: 1 day, 22:02:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3097, top5_acc: 0.5741, loss_cls: 4.2788, loss: 4.2788 +2024-01-01 15:09:14,770 - pyskl - INFO - Epoch [80][3600/3746] lr: 4.481e-02, eta: 1 day, 21:59:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3145, top5_acc: 0.5681, loss_cls: 4.3103, loss: 4.3103 +2024-01-01 15:10:15,062 - pyskl - INFO - Epoch [80][3700/3746] lr: 4.479e-02, eta: 1 day, 21:56:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5820, loss_cls: 4.2277, loss: 4.2277 +2024-01-01 15:10:45,473 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-01-01 15:12:43,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 15:12:44,634 - pyskl - INFO - +top1_acc 0.2567 +top5_acc 0.5038 +2024-01-01 15:12:44,634 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 15:12:44,673 - pyskl - INFO - +mean_acc 0.2565 +2024-01-01 15:12:44,680 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_72.pth was removed +2024-01-01 15:12:44,974 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2024-01-01 15:12:44,975 - pyskl - INFO - Best top1_acc is 0.2567 at 80 epoch. +2024-01-01 15:12:44,982 - pyskl - INFO - Epoch(val) [80][309] top1_acc: 0.2567, top5_acc: 0.5038, mean_class_accuracy: 0.2565 +2024-01-01 15:16:07,289 - pyskl - INFO - Epoch [81][100/3746] lr: 4.475e-02, eta: 1 day, 22:58:36, time: 2.023, data_time: 1.421, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5913, loss_cls: 4.2091, loss: 4.2091 +2024-01-01 15:17:07,061 - pyskl - INFO - Epoch [81][200/3746] lr: 4.472e-02, eta: 1 day, 22:54:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5850, loss_cls: 4.2383, loss: 4.2383 +2024-01-01 15:18:07,452 - pyskl - INFO - Epoch [81][300/3746] lr: 4.469e-02, eta: 1 day, 22:51:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5787, loss_cls: 4.2495, loss: 4.2495 +2024-01-01 15:19:07,377 - pyskl - INFO - Epoch [81][400/3746] lr: 4.466e-02, eta: 1 day, 22:47:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5803, loss_cls: 4.2529, loss: 4.2529 +2024-01-01 15:20:08,023 - pyskl - INFO - Epoch [81][500/3746] lr: 4.463e-02, eta: 1 day, 22:44:50, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5783, loss_cls: 4.2216, loss: 4.2216 +2024-01-01 15:21:09,105 - pyskl - INFO - Epoch [81][600/3746] lr: 4.461e-02, eta: 1 day, 22:42:01, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3170, top5_acc: 0.5764, loss_cls: 4.2742, loss: 4.2742 +2024-01-01 15:22:09,636 - pyskl - INFO - Epoch [81][700/3746] lr: 4.458e-02, eta: 1 day, 22:38:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3205, top5_acc: 0.5883, loss_cls: 4.2464, loss: 4.2464 +2024-01-01 15:23:09,431 - pyskl - INFO - Epoch [81][800/3746] lr: 4.455e-02, eta: 1 day, 22:35:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5863, loss_cls: 4.2519, loss: 4.2519 +2024-01-01 15:24:09,091 - pyskl - INFO - Epoch [81][900/3746] lr: 4.452e-02, eta: 1 day, 22:32:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5827, loss_cls: 4.2650, loss: 4.2650 +2024-01-01 15:25:08,844 - pyskl - INFO - Epoch [81][1000/3746] lr: 4.450e-02, eta: 1 day, 22:28:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5817, loss_cls: 4.2555, loss: 4.2555 +2024-01-01 15:26:08,650 - pyskl - INFO - Epoch [81][1100/3746] lr: 4.447e-02, eta: 1 day, 22:25:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5809, loss_cls: 4.2463, loss: 4.2463 +2024-01-01 15:27:08,500 - pyskl - INFO - Epoch [81][1200/3746] lr: 4.444e-02, eta: 1 day, 22:22:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5811, loss_cls: 4.2670, loss: 4.2670 +2024-01-01 15:28:08,383 - pyskl - INFO - Epoch [81][1300/3746] lr: 4.441e-02, eta: 1 day, 22:19:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5775, loss_cls: 4.2793, loss: 4.2793 +2024-01-01 15:29:08,335 - pyskl - INFO - Epoch [81][1400/3746] lr: 4.438e-02, eta: 1 day, 22:16:24, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3183, top5_acc: 0.5756, loss_cls: 4.2752, loss: 4.2752 +2024-01-01 15:30:08,137 - pyskl - INFO - Epoch [81][1500/3746] lr: 4.436e-02, eta: 1 day, 22:13:22, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5737, loss_cls: 4.2595, loss: 4.2595 +2024-01-01 15:31:07,944 - pyskl - INFO - Epoch [81][1600/3746] lr: 4.433e-02, eta: 1 day, 22:10:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5780, loss_cls: 4.2443, loss: 4.2443 +2024-01-01 15:32:07,599 - pyskl - INFO - Epoch [81][1700/3746] lr: 4.430e-02, eta: 1 day, 22:07:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5675, loss_cls: 4.2928, loss: 4.2928 +2024-01-01 15:33:07,248 - pyskl - INFO - Epoch [81][1800/3746] lr: 4.427e-02, eta: 1 day, 22:04:24, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5716, loss_cls: 4.2833, loss: 4.2833 +2024-01-01 15:34:06,694 - pyskl - INFO - Epoch [81][1900/3746] lr: 4.425e-02, eta: 1 day, 22:01:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3161, top5_acc: 0.5808, loss_cls: 4.2953, loss: 4.2953 +2024-01-01 15:35:06,074 - pyskl - INFO - Epoch [81][2000/3746] lr: 4.422e-02, eta: 1 day, 21:58:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5847, loss_cls: 4.2593, loss: 4.2593 +2024-01-01 15:36:05,973 - pyskl - INFO - Epoch [81][2100/3746] lr: 4.419e-02, eta: 1 day, 21:55:38, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5809, loss_cls: 4.2533, loss: 4.2533 +2024-01-01 15:37:05,604 - pyskl - INFO - Epoch [81][2200/3746] lr: 4.416e-02, eta: 1 day, 21:52:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5753, loss_cls: 4.2950, loss: 4.2950 +2024-01-01 15:38:05,301 - pyskl - INFO - Epoch [81][2300/3746] lr: 4.413e-02, eta: 1 day, 21:50:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3106, top5_acc: 0.5650, loss_cls: 4.3153, loss: 4.3153 +2024-01-01 15:39:04,850 - pyskl - INFO - Epoch [81][2400/3746] lr: 4.411e-02, eta: 1 day, 21:47:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3102, top5_acc: 0.5731, loss_cls: 4.2848, loss: 4.2848 +2024-01-01 15:40:05,064 - pyskl - INFO - Epoch [81][2500/3746] lr: 4.408e-02, eta: 1 day, 21:44:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5737, loss_cls: 4.2572, loss: 4.2572 +2024-01-01 15:41:05,083 - pyskl - INFO - Epoch [81][2600/3746] lr: 4.405e-02, eta: 1 day, 21:42:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3108, top5_acc: 0.5723, loss_cls: 4.2839, loss: 4.2839 +2024-01-01 15:42:04,663 - pyskl - INFO - Epoch [81][2700/3746] lr: 4.402e-02, eta: 1 day, 21:39:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3167, top5_acc: 0.5737, loss_cls: 4.2706, loss: 4.2706 +2024-01-01 15:43:04,392 - pyskl - INFO - Epoch [81][2800/3746] lr: 4.400e-02, eta: 1 day, 21:37:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5787, loss_cls: 4.2633, loss: 4.2633 +2024-01-01 15:44:04,046 - pyskl - INFO - Epoch [81][2900/3746] lr: 4.397e-02, eta: 1 day, 21:34:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5684, loss_cls: 4.2707, loss: 4.2707 +2024-01-01 15:45:03,669 - pyskl - INFO - Epoch [81][3000/3746] lr: 4.394e-02, eta: 1 day, 21:31:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3184, top5_acc: 0.5741, loss_cls: 4.2658, loss: 4.2658 +2024-01-01 15:46:03,387 - pyskl - INFO - Epoch [81][3100/3746] lr: 4.391e-02, eta: 1 day, 21:29:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5773, loss_cls: 4.2542, loss: 4.2542 +2024-01-01 15:47:02,952 - pyskl - INFO - Epoch [81][3200/3746] lr: 4.389e-02, eta: 1 day, 21:26:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5837, loss_cls: 4.2395, loss: 4.2395 +2024-01-01 15:48:02,682 - pyskl - INFO - Epoch [81][3300/3746] lr: 4.386e-02, eta: 1 day, 21:24:31, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3122, top5_acc: 0.5703, loss_cls: 4.2921, loss: 4.2921 +2024-01-01 15:49:02,321 - pyskl - INFO - Epoch [81][3400/3746] lr: 4.383e-02, eta: 1 day, 21:22:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3111, top5_acc: 0.5772, loss_cls: 4.2997, loss: 4.2997 +2024-01-01 15:50:02,338 - pyskl - INFO - Epoch [81][3500/3746] lr: 4.380e-02, eta: 1 day, 21:19:49, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5741, loss_cls: 4.2736, loss: 4.2736 +2024-01-01 15:51:02,684 - pyskl - INFO - Epoch [81][3600/3746] lr: 4.377e-02, eta: 1 day, 21:17:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5730, loss_cls: 4.2788, loss: 4.2788 +2024-01-01 15:52:03,144 - pyskl - INFO - Epoch [81][3700/3746] lr: 4.375e-02, eta: 1 day, 21:15:39, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3162, top5_acc: 0.5808, loss_cls: 4.2729, loss: 4.2729 +2024-01-01 15:52:33,659 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-01-01 15:54:27,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 15:54:28,034 - pyskl - INFO - +top1_acc 0.2393 +top5_acc 0.4884 +2024-01-01 15:54:28,034 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 15:54:28,072 - pyskl - INFO - +mean_acc 0.2391 +2024-01-01 15:54:28,080 - pyskl - INFO - Epoch(val) [81][309] top1_acc: 0.2393, top5_acc: 0.4884, mean_class_accuracy: 0.2391 +2024-01-01 15:57:47,497 - pyskl - INFO - Epoch [82][100/3746] lr: 4.371e-02, eta: 1 day, 21:54:54, time: 1.994, data_time: 1.398, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5759, loss_cls: 4.2625, loss: 4.2625 +2024-01-01 15:58:47,195 - pyskl - INFO - Epoch [82][200/3746] lr: 4.368e-02, eta: 1 day, 21:52:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5845, loss_cls: 4.2222, loss: 4.2222 +2024-01-01 15:59:47,463 - pyskl - INFO - Epoch [82][300/3746] lr: 4.365e-02, eta: 1 day, 21:49:47, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5883, loss_cls: 4.2220, loss: 4.2220 +2024-01-01 16:00:48,356 - pyskl - INFO - Epoch [82][400/3746] lr: 4.362e-02, eta: 1 day, 21:47:37, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5928, loss_cls: 4.1814, loss: 4.1814 +2024-01-01 16:01:48,769 - pyskl - INFO - Epoch [82][500/3746] lr: 4.359e-02, eta: 1 day, 21:45:17, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3152, top5_acc: 0.5772, loss_cls: 4.2578, loss: 4.2578 +2024-01-01 16:02:49,843 - pyskl - INFO - Epoch [82][600/3746] lr: 4.357e-02, eta: 1 day, 21:43:12, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5820, loss_cls: 4.2069, loss: 4.2069 +2024-01-01 16:03:50,543 - pyskl - INFO - Epoch [82][700/3746] lr: 4.354e-02, eta: 1 day, 21:41:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5731, loss_cls: 4.2767, loss: 4.2767 +2024-01-01 16:04:51,088 - pyskl - INFO - Epoch [82][800/3746] lr: 4.351e-02, eta: 1 day, 21:38:47, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5791, loss_cls: 4.2406, loss: 4.2406 +2024-01-01 16:05:51,787 - pyskl - INFO - Epoch [82][900/3746] lr: 4.348e-02, eta: 1 day, 21:36:38, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5841, loss_cls: 4.2347, loss: 4.2347 +2024-01-01 16:06:51,911 - pyskl - INFO - Epoch [82][1000/3746] lr: 4.346e-02, eta: 1 day, 21:34:18, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3234, top5_acc: 0.5844, loss_cls: 4.2253, loss: 4.2253 +2024-01-01 16:07:52,052 - pyskl - INFO - Epoch [82][1100/3746] lr: 4.343e-02, eta: 1 day, 21:32:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5898, loss_cls: 4.2283, loss: 4.2283 +2024-01-01 16:08:52,868 - pyskl - INFO - Epoch [82][1200/3746] lr: 4.340e-02, eta: 1 day, 21:29:57, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5897, loss_cls: 4.2149, loss: 4.2149 +2024-01-01 16:09:52,762 - pyskl - INFO - Epoch [82][1300/3746] lr: 4.337e-02, eta: 1 day, 21:27:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5753, loss_cls: 4.2561, loss: 4.2561 +2024-01-01 16:10:52,945 - pyskl - INFO - Epoch [82][1400/3746] lr: 4.335e-02, eta: 1 day, 21:25:22, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5828, loss_cls: 4.2301, loss: 4.2301 +2024-01-01 16:11:52,909 - pyskl - INFO - Epoch [82][1500/3746] lr: 4.332e-02, eta: 1 day, 21:23:05, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3141, top5_acc: 0.5773, loss_cls: 4.2619, loss: 4.2619 +2024-01-01 16:12:52,834 - pyskl - INFO - Epoch [82][1600/3746] lr: 4.329e-02, eta: 1 day, 21:20:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3186, top5_acc: 0.5714, loss_cls: 4.2641, loss: 4.2641 +2024-01-01 16:13:52,552 - pyskl - INFO - Epoch [82][1700/3746] lr: 4.326e-02, eta: 1 day, 21:18:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3063, top5_acc: 0.5755, loss_cls: 4.2589, loss: 4.2589 +2024-01-01 16:14:52,259 - pyskl - INFO - Epoch [82][1800/3746] lr: 4.323e-02, eta: 1 day, 21:16:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5844, loss_cls: 4.2411, loss: 4.2411 +2024-01-01 16:15:52,134 - pyskl - INFO - Epoch [82][1900/3746] lr: 4.321e-02, eta: 1 day, 21:13:55, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5858, loss_cls: 4.2158, loss: 4.2158 +2024-01-01 16:16:52,827 - pyskl - INFO - Epoch [82][2000/3746] lr: 4.318e-02, eta: 1 day, 21:11:58, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5894, loss_cls: 4.2251, loss: 4.2251 +2024-01-01 16:17:53,190 - pyskl - INFO - Epoch [82][2100/3746] lr: 4.315e-02, eta: 1 day, 21:09:55, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5892, loss_cls: 4.2248, loss: 4.2248 +2024-01-01 16:18:52,788 - pyskl - INFO - Epoch [82][2200/3746] lr: 4.312e-02, eta: 1 day, 21:07:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5802, loss_cls: 4.2294, loss: 4.2294 +2024-01-01 16:19:52,532 - pyskl - INFO - Epoch [82][2300/3746] lr: 4.310e-02, eta: 1 day, 21:05:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5719, loss_cls: 4.2952, loss: 4.2952 +2024-01-01 16:20:52,091 - pyskl - INFO - Epoch [82][2400/3746] lr: 4.307e-02, eta: 1 day, 21:03:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3253, top5_acc: 0.5836, loss_cls: 4.2372, loss: 4.2372 +2024-01-01 16:21:51,818 - pyskl - INFO - Epoch [82][2500/3746] lr: 4.304e-02, eta: 1 day, 21:01:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3173, top5_acc: 0.5772, loss_cls: 4.2587, loss: 4.2587 +2024-01-01 16:22:51,581 - pyskl - INFO - Epoch [82][2600/3746] lr: 4.301e-02, eta: 1 day, 20:58:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3156, top5_acc: 0.5769, loss_cls: 4.2566, loss: 4.2566 +2024-01-01 16:23:51,994 - pyskl - INFO - Epoch [82][2700/3746] lr: 4.299e-02, eta: 1 day, 20:56:56, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3088, top5_acc: 0.5689, loss_cls: 4.2801, loss: 4.2801 +2024-01-01 16:24:52,514 - pyskl - INFO - Epoch [82][2800/3746] lr: 4.296e-02, eta: 1 day, 20:55:03, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3216, top5_acc: 0.5708, loss_cls: 4.2922, loss: 4.2922 +2024-01-01 16:25:52,763 - pyskl - INFO - Epoch [82][2900/3746] lr: 4.293e-02, eta: 1 day, 20:53:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5842, loss_cls: 4.2292, loss: 4.2292 +2024-01-01 16:26:52,883 - pyskl - INFO - Epoch [82][3000/3746] lr: 4.290e-02, eta: 1 day, 20:51:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3142, top5_acc: 0.5633, loss_cls: 4.3308, loss: 4.3308 +2024-01-01 16:27:53,339 - pyskl - INFO - Epoch [82][3100/3746] lr: 4.287e-02, eta: 1 day, 20:49:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3164, top5_acc: 0.5734, loss_cls: 4.2461, loss: 4.2461 +2024-01-01 16:28:53,955 - pyskl - INFO - Epoch [82][3200/3746] lr: 4.285e-02, eta: 1 day, 20:47:26, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3187, top5_acc: 0.5831, loss_cls: 4.2375, loss: 4.2375 +2024-01-01 16:29:53,866 - pyskl - INFO - Epoch [82][3300/3746] lr: 4.282e-02, eta: 1 day, 20:45:25, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5778, loss_cls: 4.2448, loss: 4.2448 +2024-01-01 16:30:54,306 - pyskl - INFO - Epoch [82][3400/3746] lr: 4.279e-02, eta: 1 day, 20:43:35, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3255, top5_acc: 0.5931, loss_cls: 4.1987, loss: 4.1987 +2024-01-01 16:31:55,174 - pyskl - INFO - Epoch [82][3500/3746] lr: 4.276e-02, eta: 1 day, 20:41:53, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3158, top5_acc: 0.5775, loss_cls: 4.2666, loss: 4.2666 +2024-01-01 16:32:55,762 - pyskl - INFO - Epoch [82][3600/3746] lr: 4.274e-02, eta: 1 day, 20:40:07, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3169, top5_acc: 0.5694, loss_cls: 4.2709, loss: 4.2709 +2024-01-01 16:33:55,759 - pyskl - INFO - Epoch [82][3700/3746] lr: 4.271e-02, eta: 1 day, 20:38:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3241, top5_acc: 0.5763, loss_cls: 4.2597, loss: 4.2597 +2024-01-01 16:34:26,599 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-01-01 16:36:22,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 16:36:23,772 - pyskl - INFO - +top1_acc 0.2528 +top5_acc 0.4942 +2024-01-01 16:36:23,772 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 16:36:23,802 - pyskl - INFO - +mean_acc 0.2525 +2024-01-01 16:36:23,809 - pyskl - INFO - Epoch(val) [82][309] top1_acc: 0.2528, top5_acc: 0.4942, mean_class_accuracy: 0.2525 +2024-01-01 16:39:38,119 - pyskl - INFO - Epoch [83][100/3746] lr: 4.267e-02, eta: 1 day, 21:05:24, time: 1.943, data_time: 1.344, memory: 16177, top1_acc: 0.3192, top5_acc: 0.5827, loss_cls: 4.2222, loss: 4.2222 +2024-01-01 16:40:38,114 - pyskl - INFO - Epoch [83][200/3746] lr: 4.264e-02, eta: 1 day, 21:03:17, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5853, loss_cls: 4.1813, loss: 4.1813 +2024-01-01 16:41:38,074 - pyskl - INFO - Epoch [83][300/3746] lr: 4.261e-02, eta: 1 day, 21:01:11, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5867, loss_cls: 4.1993, loss: 4.1993 +2024-01-01 16:42:37,855 - pyskl - INFO - Epoch [83][400/3746] lr: 4.259e-02, eta: 1 day, 20:59:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5892, loss_cls: 4.1920, loss: 4.1920 +2024-01-01 16:43:37,977 - pyskl - INFO - Epoch [83][500/3746] lr: 4.256e-02, eta: 1 day, 20:57:00, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6000, loss_cls: 4.1573, loss: 4.1573 +2024-01-01 16:44:38,145 - pyskl - INFO - Epoch [83][600/3746] lr: 4.253e-02, eta: 1 day, 20:55:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5764, loss_cls: 4.2687, loss: 4.2687 +2024-01-01 16:45:39,398 - pyskl - INFO - Epoch [83][700/3746] lr: 4.250e-02, eta: 1 day, 20:53:18, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5748, loss_cls: 4.2265, loss: 4.2265 +2024-01-01 16:46:40,570 - pyskl - INFO - Epoch [83][800/3746] lr: 4.247e-02, eta: 1 day, 20:51:35, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3220, top5_acc: 0.5822, loss_cls: 4.2190, loss: 4.2190 +2024-01-01 16:47:41,637 - pyskl - INFO - Epoch [83][900/3746] lr: 4.245e-02, eta: 1 day, 20:49:51, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3353, top5_acc: 0.5966, loss_cls: 4.1508, loss: 4.1508 +2024-01-01 16:48:42,815 - pyskl - INFO - Epoch [83][1000/3746] lr: 4.242e-02, eta: 1 day, 20:48:09, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3120, top5_acc: 0.5861, loss_cls: 4.2327, loss: 4.2327 +2024-01-01 16:49:43,798 - pyskl - INFO - Epoch [83][1100/3746] lr: 4.239e-02, eta: 1 day, 20:46:25, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3284, top5_acc: 0.5820, loss_cls: 4.2319, loss: 4.2319 +2024-01-01 16:50:44,786 - pyskl - INFO - Epoch [83][1200/3746] lr: 4.236e-02, eta: 1 day, 20:44:41, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5855, loss_cls: 4.2153, loss: 4.2153 +2024-01-01 16:51:45,911 - pyskl - INFO - Epoch [83][1300/3746] lr: 4.234e-02, eta: 1 day, 20:43:00, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3261, top5_acc: 0.5761, loss_cls: 4.2480, loss: 4.2480 +2024-01-01 16:52:46,861 - pyskl - INFO - Epoch [83][1400/3746] lr: 4.231e-02, eta: 1 day, 20:41:16, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5722, loss_cls: 4.2488, loss: 4.2488 +2024-01-01 16:53:48,345 - pyskl - INFO - Epoch [83][1500/3746] lr: 4.228e-02, eta: 1 day, 20:39:42, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3180, top5_acc: 0.5850, loss_cls: 4.2222, loss: 4.2222 +2024-01-01 16:54:49,606 - pyskl - INFO - Epoch [83][1600/3746] lr: 4.225e-02, eta: 1 day, 20:38:04, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3175, top5_acc: 0.5764, loss_cls: 4.2372, loss: 4.2372 +2024-01-01 16:55:50,467 - pyskl - INFO - Epoch [83][1700/3746] lr: 4.223e-02, eta: 1 day, 20:36:21, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3186, top5_acc: 0.5787, loss_cls: 4.2603, loss: 4.2603 +2024-01-01 16:56:51,447 - pyskl - INFO - Epoch [83][1800/3746] lr: 4.220e-02, eta: 1 day, 20:34:40, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5778, loss_cls: 4.2560, loss: 4.2560 +2024-01-01 16:57:52,720 - pyskl - INFO - Epoch [83][1900/3746] lr: 4.217e-02, eta: 1 day, 20:33:04, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5841, loss_cls: 4.2293, loss: 4.2293 +2024-01-01 16:58:53,874 - pyskl - INFO - Epoch [83][2000/3746] lr: 4.214e-02, eta: 1 day, 20:31:27, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5708, loss_cls: 4.2816, loss: 4.2816 +2024-01-01 16:59:55,045 - pyskl - INFO - Epoch [83][2100/3746] lr: 4.212e-02, eta: 1 day, 20:29:50, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5905, loss_cls: 4.2077, loss: 4.2077 +2024-01-01 17:00:56,108 - pyskl - INFO - Epoch [83][2200/3746] lr: 4.209e-02, eta: 1 day, 20:28:12, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5747, loss_cls: 4.2676, loss: 4.2676 +2024-01-01 17:01:57,359 - pyskl - INFO - Epoch [83][2300/3746] lr: 4.206e-02, eta: 1 day, 20:26:37, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3134, top5_acc: 0.5708, loss_cls: 4.2743, loss: 4.2743 +2024-01-01 17:02:58,346 - pyskl - INFO - Epoch [83][2400/3746] lr: 4.203e-02, eta: 1 day, 20:24:59, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5827, loss_cls: 4.2386, loss: 4.2386 +2024-01-01 17:03:59,472 - pyskl - INFO - Epoch [83][2500/3746] lr: 4.201e-02, eta: 1 day, 20:23:23, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5794, loss_cls: 4.2437, loss: 4.2437 +2024-01-01 17:05:00,764 - pyskl - INFO - Epoch [83][2600/3746] lr: 4.198e-02, eta: 1 day, 20:21:50, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3155, top5_acc: 0.5836, loss_cls: 4.2640, loss: 4.2640 +2024-01-01 17:06:02,200 - pyskl - INFO - Epoch [83][2700/3746] lr: 4.195e-02, eta: 1 day, 20:20:20, time: 0.614, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5809, loss_cls: 4.2189, loss: 4.2189 +2024-01-01 17:07:03,462 - pyskl - INFO - Epoch [83][2800/3746] lr: 4.192e-02, eta: 1 day, 20:18:47, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5720, loss_cls: 4.2747, loss: 4.2747 +2024-01-01 17:08:04,799 - pyskl - INFO - Epoch [83][2900/3746] lr: 4.190e-02, eta: 1 day, 20:17:16, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3153, top5_acc: 0.5827, loss_cls: 4.2496, loss: 4.2496 +2024-01-01 17:09:05,918 - pyskl - INFO - Epoch [83][3000/3746] lr: 4.187e-02, eta: 1 day, 20:15:42, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5873, loss_cls: 4.2266, loss: 4.2266 +2024-01-01 17:10:07,114 - pyskl - INFO - Epoch [83][3100/3746] lr: 4.184e-02, eta: 1 day, 20:14:09, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5850, loss_cls: 4.2232, loss: 4.2232 +2024-01-01 17:11:08,404 - pyskl - INFO - Epoch [83][3200/3746] lr: 4.181e-02, eta: 1 day, 20:12:38, time: 0.613, data_time: 0.000, memory: 16177, top1_acc: 0.3239, top5_acc: 0.5764, loss_cls: 4.2658, loss: 4.2658 +2024-01-01 17:12:09,489 - pyskl - INFO - Epoch [83][3300/3746] lr: 4.178e-02, eta: 1 day, 20:11:05, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3183, top5_acc: 0.5795, loss_cls: 4.2641, loss: 4.2641 +2024-01-01 17:13:10,680 - pyskl - INFO - Epoch [83][3400/3746] lr: 4.176e-02, eta: 1 day, 20:09:33, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5873, loss_cls: 4.2112, loss: 4.2112 +2024-01-01 17:14:11,514 - pyskl - INFO - Epoch [83][3500/3746] lr: 4.173e-02, eta: 1 day, 20:07:57, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5794, loss_cls: 4.2481, loss: 4.2481 +2024-01-01 17:15:12,704 - pyskl - INFO - Epoch [83][3600/3746] lr: 4.170e-02, eta: 1 day, 20:06:26, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3203, top5_acc: 0.5761, loss_cls: 4.2491, loss: 4.2491 +2024-01-01 17:16:13,195 - pyskl - INFO - Epoch [83][3700/3746] lr: 4.167e-02, eta: 1 day, 20:04:46, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5897, loss_cls: 4.2092, loss: 4.2092 +2024-01-01 17:16:43,665 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-01-01 17:18:42,806 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 17:18:43,547 - pyskl - INFO - +top1_acc 0.2659 +top5_acc 0.5113 +2024-01-01 17:18:43,547 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 17:18:43,578 - pyskl - INFO - +mean_acc 0.2655 +2024-01-01 17:18:43,585 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_80.pth was removed +2024-01-01 17:18:43,854 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2024-01-01 17:18:43,854 - pyskl - INFO - Best top1_acc is 0.2659 at 83 epoch. +2024-01-01 17:18:43,862 - pyskl - INFO - Epoch(val) [83][309] top1_acc: 0.2659, top5_acc: 0.5113, mean_class_accuracy: 0.2655 +2024-01-01 17:22:02,252 - pyskl - INFO - Epoch [84][100/3746] lr: 4.163e-02, eta: 1 day, 20:26:47, time: 1.984, data_time: 1.387, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5820, loss_cls: 4.1896, loss: 4.1896 +2024-01-01 17:23:01,848 - pyskl - INFO - Epoch [84][200/3746] lr: 4.161e-02, eta: 1 day, 20:24:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.5872, loss_cls: 4.1871, loss: 4.1871 +2024-01-01 17:24:01,733 - pyskl - INFO - Epoch [84][300/3746] lr: 4.158e-02, eta: 1 day, 20:22:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3317, top5_acc: 0.5911, loss_cls: 4.1651, loss: 4.1651 +2024-01-01 17:25:02,301 - pyskl - INFO - Epoch [84][400/3746] lr: 4.155e-02, eta: 1 day, 20:21:08, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3256, top5_acc: 0.5798, loss_cls: 4.2081, loss: 4.2081 +2024-01-01 17:26:03,035 - pyskl - INFO - Epoch [84][500/3746] lr: 4.152e-02, eta: 1 day, 20:19:25, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5923, loss_cls: 4.2298, loss: 4.2298 +2024-01-01 17:27:03,451 - pyskl - INFO - Epoch [84][600/3746] lr: 4.150e-02, eta: 1 day, 20:17:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5877, loss_cls: 4.1579, loss: 4.1579 +2024-01-01 17:28:04,095 - pyskl - INFO - Epoch [84][700/3746] lr: 4.147e-02, eta: 1 day, 20:15:56, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5883, loss_cls: 4.2016, loss: 4.2016 +2024-01-01 17:29:04,779 - pyskl - INFO - Epoch [84][800/3746] lr: 4.144e-02, eta: 1 day, 20:14:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5911, loss_cls: 4.2116, loss: 4.2116 +2024-01-01 17:30:05,386 - pyskl - INFO - Epoch [84][900/3746] lr: 4.141e-02, eta: 1 day, 20:12:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3319, top5_acc: 0.5922, loss_cls: 4.1888, loss: 4.1888 +2024-01-01 17:31:05,508 - pyskl - INFO - Epoch [84][1000/3746] lr: 4.139e-02, eta: 1 day, 20:10:43, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5786, loss_cls: 4.2468, loss: 4.2468 +2024-01-01 17:32:05,788 - pyskl - INFO - Epoch [84][1100/3746] lr: 4.136e-02, eta: 1 day, 20:08:58, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3322, top5_acc: 0.5870, loss_cls: 4.1753, loss: 4.1753 +2024-01-01 17:33:05,719 - pyskl - INFO - Epoch [84][1200/3746] lr: 4.133e-02, eta: 1 day, 20:07:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3319, top5_acc: 0.5897, loss_cls: 4.1866, loss: 4.1866 +2024-01-01 17:34:05,731 - pyskl - INFO - Epoch [84][1300/3746] lr: 4.130e-02, eta: 1 day, 20:05:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3198, top5_acc: 0.5727, loss_cls: 4.2508, loss: 4.2508 +2024-01-01 17:35:05,436 - pyskl - INFO - Epoch [84][1400/3746] lr: 4.128e-02, eta: 1 day, 20:03:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5847, loss_cls: 4.2103, loss: 4.2103 +2024-01-01 17:36:05,103 - pyskl - INFO - Epoch [84][1500/3746] lr: 4.125e-02, eta: 1 day, 20:01:37, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5792, loss_cls: 4.2245, loss: 4.2245 +2024-01-01 17:37:05,237 - pyskl - INFO - Epoch [84][1600/3746] lr: 4.122e-02, eta: 1 day, 19:59:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3119, top5_acc: 0.5777, loss_cls: 4.2544, loss: 4.2544 +2024-01-01 17:38:05,950 - pyskl - INFO - Epoch [84][1700/3746] lr: 4.119e-02, eta: 1 day, 19:58:14, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5703, loss_cls: 4.2649, loss: 4.2649 +2024-01-01 17:39:06,176 - pyskl - INFO - Epoch [84][1800/3746] lr: 4.117e-02, eta: 1 day, 19:56:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3208, top5_acc: 0.5748, loss_cls: 4.2254, loss: 4.2254 +2024-01-01 17:40:06,531 - pyskl - INFO - Epoch [84][1900/3746] lr: 4.114e-02, eta: 1 day, 19:54:49, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5872, loss_cls: 4.2409, loss: 4.2409 +2024-01-01 17:41:07,508 - pyskl - INFO - Epoch [84][2000/3746] lr: 4.111e-02, eta: 1 day, 19:53:16, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3225, top5_acc: 0.5819, loss_cls: 4.2033, loss: 4.2033 +2024-01-01 17:42:07,658 - pyskl - INFO - Epoch [84][2100/3746] lr: 4.108e-02, eta: 1 day, 19:51:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3147, top5_acc: 0.5658, loss_cls: 4.2806, loss: 4.2806 +2024-01-01 17:43:07,411 - pyskl - INFO - Epoch [84][2200/3746] lr: 4.106e-02, eta: 1 day, 19:49:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5780, loss_cls: 4.2471, loss: 4.2471 +2024-01-01 17:44:07,364 - pyskl - INFO - Epoch [84][2300/3746] lr: 4.103e-02, eta: 1 day, 19:48:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3217, top5_acc: 0.5820, loss_cls: 4.2097, loss: 4.2097 +2024-01-01 17:45:07,047 - pyskl - INFO - Epoch [84][2400/3746] lr: 4.100e-02, eta: 1 day, 19:46:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5944, loss_cls: 4.1617, loss: 4.1617 +2024-01-01 17:46:06,993 - pyskl - INFO - Epoch [84][2500/3746] lr: 4.097e-02, eta: 1 day, 19:44:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3248, top5_acc: 0.5783, loss_cls: 4.2145, loss: 4.2145 +2024-01-01 17:47:06,950 - pyskl - INFO - Epoch [84][2600/3746] lr: 4.095e-02, eta: 1 day, 19:42:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5883, loss_cls: 4.1710, loss: 4.1710 +2024-01-01 17:48:06,700 - pyskl - INFO - Epoch [84][2700/3746] lr: 4.092e-02, eta: 1 day, 19:41:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5803, loss_cls: 4.2234, loss: 4.2234 +2024-01-01 17:49:06,508 - pyskl - INFO - Epoch [84][2800/3746] lr: 4.089e-02, eta: 1 day, 19:39:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5792, loss_cls: 4.2237, loss: 4.2237 +2024-01-01 17:50:06,187 - pyskl - INFO - Epoch [84][2900/3746] lr: 4.086e-02, eta: 1 day, 19:37:33, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3231, top5_acc: 0.5803, loss_cls: 4.2356, loss: 4.2356 +2024-01-01 17:51:06,014 - pyskl - INFO - Epoch [84][3000/3746] lr: 4.084e-02, eta: 1 day, 19:35:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5844, loss_cls: 4.2173, loss: 4.2173 +2024-01-01 17:52:05,941 - pyskl - INFO - Epoch [84][3100/3746] lr: 4.081e-02, eta: 1 day, 19:34:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3230, top5_acc: 0.5883, loss_cls: 4.2152, loss: 4.2152 +2024-01-01 17:53:06,700 - pyskl - INFO - Epoch [84][3200/3746] lr: 4.078e-02, eta: 1 day, 19:32:37, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3252, top5_acc: 0.5880, loss_cls: 4.2155, loss: 4.2155 +2024-01-01 17:54:07,333 - pyskl - INFO - Epoch [84][3300/3746] lr: 4.075e-02, eta: 1 day, 19:31:04, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5905, loss_cls: 4.2142, loss: 4.2142 +2024-01-01 17:55:07,014 - pyskl - INFO - Epoch [84][3400/3746] lr: 4.073e-02, eta: 1 day, 19:29:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5720, loss_cls: 4.2539, loss: 4.2539 +2024-01-01 17:56:07,080 - pyskl - INFO - Epoch [84][3500/3746] lr: 4.070e-02, eta: 1 day, 19:27:42, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3191, top5_acc: 0.5772, loss_cls: 4.2649, loss: 4.2649 +2024-01-01 17:57:08,328 - pyskl - INFO - Epoch [84][3600/3746] lr: 4.067e-02, eta: 1 day, 19:26:17, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5864, loss_cls: 4.2078, loss: 4.2078 +2024-01-01 17:58:08,818 - pyskl - INFO - Epoch [84][3700/3746] lr: 4.064e-02, eta: 1 day, 19:24:44, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3212, top5_acc: 0.5748, loss_cls: 4.2424, loss: 4.2424 +2024-01-01 17:58:38,736 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-01-01 18:00:33,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 18:00:34,435 - pyskl - INFO - +top1_acc 0.2579 +top5_acc 0.5050 +2024-01-01 18:00:34,435 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 18:00:34,469 - pyskl - INFO - +mean_acc 0.2576 +2024-01-01 18:00:34,476 - pyskl - INFO - Epoch(val) [84][309] top1_acc: 0.2579, top5_acc: 0.5050, mean_class_accuracy: 0.2576 +2024-01-01 18:03:50,006 - pyskl - INFO - Epoch [85][100/3746] lr: 4.060e-02, eta: 1 day, 19:42:02, time: 1.955, data_time: 1.360, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5895, loss_cls: 4.1909, loss: 4.1909 +2024-01-01 18:04:49,747 - pyskl - INFO - Epoch [85][200/3746] lr: 4.058e-02, eta: 1 day, 19:40:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3277, top5_acc: 0.5859, loss_cls: 4.1864, loss: 4.1864 +2024-01-01 18:05:49,831 - pyskl - INFO - Epoch [85][300/3746] lr: 4.055e-02, eta: 1 day, 19:38:33, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.6045, loss_cls: 4.1251, loss: 4.1251 +2024-01-01 18:06:49,987 - pyskl - INFO - Epoch [85][400/3746] lr: 4.052e-02, eta: 1 day, 19:36:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.5914, loss_cls: 4.1288, loss: 4.1288 +2024-01-01 18:07:49,955 - pyskl - INFO - Epoch [85][500/3746] lr: 4.049e-02, eta: 1 day, 19:35:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5920, loss_cls: 4.1818, loss: 4.1818 +2024-01-01 18:08:49,847 - pyskl - INFO - Epoch [85][600/3746] lr: 4.047e-02, eta: 1 day, 19:33:26, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5911, loss_cls: 4.1919, loss: 4.1919 +2024-01-01 18:09:49,928 - pyskl - INFO - Epoch [85][700/3746] lr: 4.044e-02, eta: 1 day, 19:31:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5850, loss_cls: 4.2060, loss: 4.2060 +2024-01-01 18:10:49,770 - pyskl - INFO - Epoch [85][800/3746] lr: 4.041e-02, eta: 1 day, 19:30:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5914, loss_cls: 4.1496, loss: 4.1496 +2024-01-01 18:11:50,028 - pyskl - INFO - Epoch [85][900/3746] lr: 4.038e-02, eta: 1 day, 19:28:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3183, top5_acc: 0.5809, loss_cls: 4.2447, loss: 4.2447 +2024-01-01 18:12:49,953 - pyskl - INFO - Epoch [85][1000/3746] lr: 4.036e-02, eta: 1 day, 19:26:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5805, loss_cls: 4.2105, loss: 4.2105 +2024-01-01 18:13:49,624 - pyskl - INFO - Epoch [85][1100/3746] lr: 4.033e-02, eta: 1 day, 19:24:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5878, loss_cls: 4.2074, loss: 4.2074 +2024-01-01 18:14:49,399 - pyskl - INFO - Epoch [85][1200/3746] lr: 4.030e-02, eta: 1 day, 19:23:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3256, top5_acc: 0.5847, loss_cls: 4.1970, loss: 4.1970 +2024-01-01 18:15:49,713 - pyskl - INFO - Epoch [85][1300/3746] lr: 4.027e-02, eta: 1 day, 19:21:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5878, loss_cls: 4.2102, loss: 4.2102 +2024-01-01 18:16:49,844 - pyskl - INFO - Epoch [85][1400/3746] lr: 4.025e-02, eta: 1 day, 19:20:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5945, loss_cls: 4.1871, loss: 4.1871 +2024-01-01 18:17:50,545 - pyskl - INFO - Epoch [85][1500/3746] lr: 4.022e-02, eta: 1 day, 19:18:31, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5898, loss_cls: 4.1845, loss: 4.1845 +2024-01-01 18:18:51,051 - pyskl - INFO - Epoch [85][1600/3746] lr: 4.019e-02, eta: 1 day, 19:16:57, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5792, loss_cls: 4.2267, loss: 4.2267 +2024-01-01 18:19:51,827 - pyskl - INFO - Epoch [85][1700/3746] lr: 4.016e-02, eta: 1 day, 19:15:27, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5792, loss_cls: 4.2191, loss: 4.2191 +2024-01-01 18:20:51,392 - pyskl - INFO - Epoch [85][1800/3746] lr: 4.014e-02, eta: 1 day, 19:13:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5863, loss_cls: 4.1743, loss: 4.1743 +2024-01-01 18:21:50,971 - pyskl - INFO - Epoch [85][1900/3746] lr: 4.011e-02, eta: 1 day, 19:12:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5847, loss_cls: 4.1876, loss: 4.1876 +2024-01-01 18:22:50,583 - pyskl - INFO - Epoch [85][2000/3746] lr: 4.008e-02, eta: 1 day, 19:10:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.5903, loss_cls: 4.1643, loss: 4.1643 +2024-01-01 18:23:50,088 - pyskl - INFO - Epoch [85][2100/3746] lr: 4.006e-02, eta: 1 day, 19:08:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5817, loss_cls: 4.2401, loss: 4.2401 +2024-01-01 18:24:49,856 - pyskl - INFO - Epoch [85][2200/3746] lr: 4.003e-02, eta: 1 day, 19:07:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5806, loss_cls: 4.2177, loss: 4.2177 +2024-01-01 18:25:49,567 - pyskl - INFO - Epoch [85][2300/3746] lr: 4.000e-02, eta: 1 day, 19:05:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5834, loss_cls: 4.1972, loss: 4.1972 +2024-01-01 18:26:49,189 - pyskl - INFO - Epoch [85][2400/3746] lr: 3.997e-02, eta: 1 day, 19:03:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5770, loss_cls: 4.2488, loss: 4.2488 +2024-01-01 18:27:48,803 - pyskl - INFO - Epoch [85][2500/3746] lr: 3.995e-02, eta: 1 day, 19:02:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3242, top5_acc: 0.5853, loss_cls: 4.2233, loss: 4.2233 +2024-01-01 18:28:48,379 - pyskl - INFO - Epoch [85][2600/3746] lr: 3.992e-02, eta: 1 day, 19:00:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5864, loss_cls: 4.2227, loss: 4.2227 +2024-01-01 18:29:47,956 - pyskl - INFO - Epoch [85][2700/3746] lr: 3.989e-02, eta: 1 day, 18:58:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.5853, loss_cls: 4.1772, loss: 4.1772 +2024-01-01 18:30:47,509 - pyskl - INFO - Epoch [85][2800/3746] lr: 3.986e-02, eta: 1 day, 18:57:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5866, loss_cls: 4.2070, loss: 4.2070 +2024-01-01 18:31:46,810 - pyskl - INFO - Epoch [85][2900/3746] lr: 3.984e-02, eta: 1 day, 18:55:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3250, top5_acc: 0.5844, loss_cls: 4.2123, loss: 4.2123 +2024-01-01 18:32:46,319 - pyskl - INFO - Epoch [85][3000/3746] lr: 3.981e-02, eta: 1 day, 18:53:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3239, top5_acc: 0.5737, loss_cls: 4.2615, loss: 4.2615 +2024-01-01 18:33:45,821 - pyskl - INFO - Epoch [85][3100/3746] lr: 3.978e-02, eta: 1 day, 18:52:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3223, top5_acc: 0.5786, loss_cls: 4.2413, loss: 4.2413 +2024-01-01 18:34:45,168 - pyskl - INFO - Epoch [85][3200/3746] lr: 3.975e-02, eta: 1 day, 18:50:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3200, top5_acc: 0.5802, loss_cls: 4.2345, loss: 4.2345 +2024-01-01 18:35:44,730 - pyskl - INFO - Epoch [85][3300/3746] lr: 3.973e-02, eta: 1 day, 18:48:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3267, top5_acc: 0.5844, loss_cls: 4.2073, loss: 4.2073 +2024-01-01 18:36:44,523 - pyskl - INFO - Epoch [85][3400/3746] lr: 3.970e-02, eta: 1 day, 18:47:11, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5914, loss_cls: 4.1606, loss: 4.1606 +2024-01-01 18:37:44,662 - pyskl - INFO - Epoch [85][3500/3746] lr: 3.967e-02, eta: 1 day, 18:45:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3239, top5_acc: 0.5823, loss_cls: 4.1982, loss: 4.1982 +2024-01-01 18:38:46,136 - pyskl - INFO - Epoch [85][3600/3746] lr: 3.964e-02, eta: 1 day, 18:44:21, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3200, top5_acc: 0.5853, loss_cls: 4.2247, loss: 4.2247 +2024-01-01 18:39:46,589 - pyskl - INFO - Epoch [85][3700/3746] lr: 3.962e-02, eta: 1 day, 18:42:52, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3278, top5_acc: 0.5823, loss_cls: 4.2249, loss: 4.2249 +2024-01-01 18:40:16,965 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-01-01 18:42:13,065 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 18:42:13,927 - pyskl - INFO - +top1_acc 0.2744 +top5_acc 0.5278 +2024-01-01 18:42:13,928 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 18:42:13,964 - pyskl - INFO - +mean_acc 0.2741 +2024-01-01 18:42:13,974 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_83.pth was removed +2024-01-01 18:42:14,282 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. +2024-01-01 18:42:14,282 - pyskl - INFO - Best top1_acc is 0.2744 at 85 epoch. +2024-01-01 18:42:14,290 - pyskl - INFO - Epoch(val) [85][309] top1_acc: 0.2744, top5_acc: 0.5278, mean_class_accuracy: 0.2741 +2024-01-01 18:45:37,729 - pyskl - INFO - Epoch [86][100/3746] lr: 3.958e-02, eta: 1 day, 18:58:29, time: 2.034, data_time: 1.434, memory: 16177, top1_acc: 0.3295, top5_acc: 0.6045, loss_cls: 4.1613, loss: 4.1613 +2024-01-01 18:46:37,197 - pyskl - INFO - Epoch [86][200/3746] lr: 3.955e-02, eta: 1 day, 18:56:48, time: 0.595, data_time: 0.001, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5961, loss_cls: 4.1552, loss: 4.1552 +2024-01-01 18:47:37,092 - pyskl - INFO - Epoch [86][300/3746] lr: 3.952e-02, eta: 1 day, 18:55:11, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.6006, loss_cls: 4.1133, loss: 4.1133 +2024-01-01 18:48:37,661 - pyskl - INFO - Epoch [86][400/3746] lr: 3.950e-02, eta: 1 day, 18:53:40, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5891, loss_cls: 4.2059, loss: 4.2059 +2024-01-01 18:49:37,773 - pyskl - INFO - Epoch [86][500/3746] lr: 3.947e-02, eta: 1 day, 18:52:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3400, top5_acc: 0.5972, loss_cls: 4.1483, loss: 4.1483 +2024-01-01 18:50:38,009 - pyskl - INFO - Epoch [86][600/3746] lr: 3.944e-02, eta: 1 day, 18:50:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5841, loss_cls: 4.2248, loss: 4.2248 +2024-01-01 18:51:37,572 - pyskl - INFO - Epoch [86][700/3746] lr: 3.941e-02, eta: 1 day, 18:48:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3337, top5_acc: 0.5880, loss_cls: 4.1630, loss: 4.1630 +2024-01-01 18:52:37,357 - pyskl - INFO - Epoch [86][800/3746] lr: 3.939e-02, eta: 1 day, 18:47:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5945, loss_cls: 4.1825, loss: 4.1825 +2024-01-01 18:53:37,029 - pyskl - INFO - Epoch [86][900/3746] lr: 3.936e-02, eta: 1 day, 18:45:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3222, top5_acc: 0.5972, loss_cls: 4.1780, loss: 4.1780 +2024-01-01 18:54:36,571 - pyskl - INFO - Epoch [86][1000/3746] lr: 3.933e-02, eta: 1 day, 18:44:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5905, loss_cls: 4.1731, loss: 4.1731 +2024-01-01 18:55:36,166 - pyskl - INFO - Epoch [86][1100/3746] lr: 3.930e-02, eta: 1 day, 18:42:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5911, loss_cls: 4.1723, loss: 4.1723 +2024-01-01 18:56:35,610 - pyskl - INFO - Epoch [86][1200/3746] lr: 3.928e-02, eta: 1 day, 18:40:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5881, loss_cls: 4.1810, loss: 4.1810 +2024-01-01 18:57:35,053 - pyskl - INFO - Epoch [86][1300/3746] lr: 3.925e-02, eta: 1 day, 18:39:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3408, top5_acc: 0.6017, loss_cls: 4.1396, loss: 4.1396 +2024-01-01 18:58:34,364 - pyskl - INFO - Epoch [86][1400/3746] lr: 3.922e-02, eta: 1 day, 18:37:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5872, loss_cls: 4.1855, loss: 4.1855 +2024-01-01 18:59:33,806 - pyskl - INFO - Epoch [86][1500/3746] lr: 3.919e-02, eta: 1 day, 18:35:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3294, top5_acc: 0.5825, loss_cls: 4.2084, loss: 4.2084 +2024-01-01 19:00:33,469 - pyskl - INFO - Epoch [86][1600/3746] lr: 3.917e-02, eta: 1 day, 18:34:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3314, top5_acc: 0.5927, loss_cls: 4.1640, loss: 4.1640 +2024-01-01 19:01:32,997 - pyskl - INFO - Epoch [86][1700/3746] lr: 3.914e-02, eta: 1 day, 18:32:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5889, loss_cls: 4.1845, loss: 4.1845 +2024-01-01 19:02:32,624 - pyskl - INFO - Epoch [86][1800/3746] lr: 3.911e-02, eta: 1 day, 18:31:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5798, loss_cls: 4.2091, loss: 4.2091 +2024-01-01 19:03:32,574 - pyskl - INFO - Epoch [86][1900/3746] lr: 3.909e-02, eta: 1 day, 18:29:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5867, loss_cls: 4.2263, loss: 4.2263 +2024-01-01 19:04:32,140 - pyskl - INFO - Epoch [86][2000/3746] lr: 3.906e-02, eta: 1 day, 18:27:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5800, loss_cls: 4.2110, loss: 4.2110 +2024-01-01 19:05:32,144 - pyskl - INFO - Epoch [86][2100/3746] lr: 3.903e-02, eta: 1 day, 18:26:22, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5778, loss_cls: 4.2312, loss: 4.2312 +2024-01-01 19:06:31,822 - pyskl - INFO - Epoch [86][2200/3746] lr: 3.900e-02, eta: 1 day, 18:24:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3233, top5_acc: 0.5883, loss_cls: 4.2004, loss: 4.2004 +2024-01-01 19:07:31,554 - pyskl - INFO - Epoch [86][2300/3746] lr: 3.898e-02, eta: 1 day, 18:23:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5852, loss_cls: 4.2119, loss: 4.2119 +2024-01-01 19:08:31,450 - pyskl - INFO - Epoch [86][2400/3746] lr: 3.895e-02, eta: 1 day, 18:21:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5842, loss_cls: 4.2049, loss: 4.2049 +2024-01-01 19:09:31,128 - pyskl - INFO - Epoch [86][2500/3746] lr: 3.892e-02, eta: 1 day, 18:20:10, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3144, top5_acc: 0.5622, loss_cls: 4.2522, loss: 4.2522 +2024-01-01 19:10:30,946 - pyskl - INFO - Epoch [86][2600/3746] lr: 3.889e-02, eta: 1 day, 18:18:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5995, loss_cls: 4.1593, loss: 4.1593 +2024-01-01 19:11:30,710 - pyskl - INFO - Epoch [86][2700/3746] lr: 3.887e-02, eta: 1 day, 18:17:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3291, top5_acc: 0.5825, loss_cls: 4.1967, loss: 4.1967 +2024-01-01 19:12:30,511 - pyskl - INFO - Epoch [86][2800/3746] lr: 3.884e-02, eta: 1 day, 18:15:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3320, top5_acc: 0.5842, loss_cls: 4.2120, loss: 4.2120 +2024-01-01 19:13:30,040 - pyskl - INFO - Epoch [86][2900/3746] lr: 3.881e-02, eta: 1 day, 18:14:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3228, top5_acc: 0.5805, loss_cls: 4.2332, loss: 4.2332 +2024-01-01 19:14:29,721 - pyskl - INFO - Epoch [86][3000/3746] lr: 3.879e-02, eta: 1 day, 18:12:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5841, loss_cls: 4.2057, loss: 4.2057 +2024-01-01 19:15:29,745 - pyskl - INFO - Epoch [86][3100/3746] lr: 3.876e-02, eta: 1 day, 18:11:00, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3383, top5_acc: 0.5922, loss_cls: 4.1598, loss: 4.1598 +2024-01-01 19:16:29,392 - pyskl - INFO - Epoch [86][3200/3746] lr: 3.873e-02, eta: 1 day, 18:09:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3178, top5_acc: 0.5866, loss_cls: 4.2188, loss: 4.2188 +2024-01-01 19:17:29,155 - pyskl - INFO - Epoch [86][3300/3746] lr: 3.870e-02, eta: 1 day, 18:07:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.6017, loss_cls: 4.1476, loss: 4.1476 +2024-01-01 19:18:28,716 - pyskl - INFO - Epoch [86][3400/3746] lr: 3.868e-02, eta: 1 day, 18:06:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5923, loss_cls: 4.1912, loss: 4.1912 +2024-01-01 19:19:28,778 - pyskl - INFO - Epoch [86][3500/3746] lr: 3.865e-02, eta: 1 day, 18:04:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5855, loss_cls: 4.1898, loss: 4.1898 +2024-01-01 19:20:29,077 - pyskl - INFO - Epoch [86][3600/3746] lr: 3.862e-02, eta: 1 day, 18:03:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3239, top5_acc: 0.5922, loss_cls: 4.2002, loss: 4.2002 +2024-01-01 19:21:29,821 - pyskl - INFO - Epoch [86][3700/3746] lr: 3.860e-02, eta: 1 day, 18:02:09, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5739, loss_cls: 4.2219, loss: 4.2219 +2024-01-01 19:21:59,650 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-01-01 19:23:56,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 19:23:57,304 - pyskl - INFO - +top1_acc 0.2507 +top5_acc 0.4972 +2024-01-01 19:23:57,304 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 19:23:57,336 - pyskl - INFO - +mean_acc 0.2504 +2024-01-01 19:23:57,344 - pyskl - INFO - Epoch(val) [86][309] top1_acc: 0.2507, top5_acc: 0.4972, mean_class_accuracy: 0.2504 +2024-01-01 19:27:15,967 - pyskl - INFO - Epoch [87][100/3746] lr: 3.856e-02, eta: 1 day, 18:14:45, time: 1.986, data_time: 1.389, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5961, loss_cls: 4.1282, loss: 4.1282 +2024-01-01 19:28:15,505 - pyskl - INFO - Epoch [87][200/3746] lr: 3.853e-02, eta: 1 day, 18:13:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5956, loss_cls: 4.1540, loss: 4.1540 +2024-01-01 19:29:14,780 - pyskl - INFO - Epoch [87][300/3746] lr: 3.850e-02, eta: 1 day, 18:11:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.5948, loss_cls: 4.1455, loss: 4.1455 +2024-01-01 19:30:14,214 - pyskl - INFO - Epoch [87][400/3746] lr: 3.847e-02, eta: 1 day, 18:09:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.5977, loss_cls: 4.1358, loss: 4.1358 +2024-01-01 19:31:13,999 - pyskl - INFO - Epoch [87][500/3746] lr: 3.845e-02, eta: 1 day, 18:08:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3336, top5_acc: 0.5891, loss_cls: 4.1784, loss: 4.1784 +2024-01-01 19:32:13,432 - pyskl - INFO - Epoch [87][600/3746] lr: 3.842e-02, eta: 1 day, 18:06:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3337, top5_acc: 0.5870, loss_cls: 4.1753, loss: 4.1753 +2024-01-01 19:33:13,153 - pyskl - INFO - Epoch [87][700/3746] lr: 3.839e-02, eta: 1 day, 18:05:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.5909, loss_cls: 4.1569, loss: 4.1569 +2024-01-01 19:34:12,995 - pyskl - INFO - Epoch [87][800/3746] lr: 3.837e-02, eta: 1 day, 18:03:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3286, top5_acc: 0.5752, loss_cls: 4.2023, loss: 4.2023 +2024-01-01 19:35:12,817 - pyskl - INFO - Epoch [87][900/3746] lr: 3.834e-02, eta: 1 day, 18:02:19, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5848, loss_cls: 4.2025, loss: 4.2025 +2024-01-01 19:36:12,826 - pyskl - INFO - Epoch [87][1000/3746] lr: 3.831e-02, eta: 1 day, 18:00:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3333, top5_acc: 0.5922, loss_cls: 4.1624, loss: 4.1624 +2024-01-01 19:37:12,702 - pyskl - INFO - Epoch [87][1100/3746] lr: 3.828e-02, eta: 1 day, 17:59:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.5919, loss_cls: 4.1548, loss: 4.1548 +2024-01-01 19:38:12,654 - pyskl - INFO - Epoch [87][1200/3746] lr: 3.826e-02, eta: 1 day, 17:57:50, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5905, loss_cls: 4.1596, loss: 4.1596 +2024-01-01 19:39:12,191 - pyskl - INFO - Epoch [87][1300/3746] lr: 3.823e-02, eta: 1 day, 17:56:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3237, top5_acc: 0.5861, loss_cls: 4.2131, loss: 4.2131 +2024-01-01 19:40:11,878 - pyskl - INFO - Epoch [87][1400/3746] lr: 3.820e-02, eta: 1 day, 17:54:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3344, top5_acc: 0.5891, loss_cls: 4.1871, loss: 4.1871 +2024-01-01 19:41:11,420 - pyskl - INFO - Epoch [87][1500/3746] lr: 3.817e-02, eta: 1 day, 17:53:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5891, loss_cls: 4.1688, loss: 4.1688 +2024-01-01 19:42:11,097 - pyskl - INFO - Epoch [87][1600/3746] lr: 3.815e-02, eta: 1 day, 17:51:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5961, loss_cls: 4.1499, loss: 4.1499 +2024-01-01 19:43:10,496 - pyskl - INFO - Epoch [87][1700/3746] lr: 3.812e-02, eta: 1 day, 17:50:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3236, top5_acc: 0.5923, loss_cls: 4.1885, loss: 4.1885 +2024-01-01 19:44:09,993 - pyskl - INFO - Epoch [87][1800/3746] lr: 3.809e-02, eta: 1 day, 17:48:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5847, loss_cls: 4.1943, loss: 4.1943 +2024-01-01 19:45:09,711 - pyskl - INFO - Epoch [87][1900/3746] lr: 3.807e-02, eta: 1 day, 17:47:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.5894, loss_cls: 4.1780, loss: 4.1780 +2024-01-01 19:46:09,443 - pyskl - INFO - Epoch [87][2000/3746] lr: 3.804e-02, eta: 1 day, 17:45:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3225, top5_acc: 0.5828, loss_cls: 4.2159, loss: 4.2159 +2024-01-01 19:47:09,129 - pyskl - INFO - Epoch [87][2100/3746] lr: 3.801e-02, eta: 1 day, 17:44:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5916, loss_cls: 4.1644, loss: 4.1644 +2024-01-01 19:48:09,151 - pyskl - INFO - Epoch [87][2200/3746] lr: 3.798e-02, eta: 1 day, 17:42:45, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5850, loss_cls: 4.1879, loss: 4.1879 +2024-01-01 19:49:09,629 - pyskl - INFO - Epoch [87][2300/3746] lr: 3.796e-02, eta: 1 day, 17:41:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5923, loss_cls: 4.1625, loss: 4.1625 +2024-01-01 19:50:10,043 - pyskl - INFO - Epoch [87][2400/3746] lr: 3.793e-02, eta: 1 day, 17:39:58, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3244, top5_acc: 0.5805, loss_cls: 4.1989, loss: 4.1989 +2024-01-01 19:51:10,508 - pyskl - INFO - Epoch [87][2500/3746] lr: 3.790e-02, eta: 1 day, 17:38:35, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3298, top5_acc: 0.5950, loss_cls: 4.1454, loss: 4.1454 +2024-01-01 19:52:10,807 - pyskl - INFO - Epoch [87][2600/3746] lr: 3.788e-02, eta: 1 day, 17:37:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5828, loss_cls: 4.2017, loss: 4.2017 +2024-01-01 19:53:11,483 - pyskl - INFO - Epoch [87][2700/3746] lr: 3.785e-02, eta: 1 day, 17:35:49, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3195, top5_acc: 0.5855, loss_cls: 4.2078, loss: 4.2078 +2024-01-01 19:54:11,363 - pyskl - INFO - Epoch [87][2800/3746] lr: 3.782e-02, eta: 1 day, 17:34:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3342, top5_acc: 0.5891, loss_cls: 4.1869, loss: 4.1869 +2024-01-01 19:55:11,780 - pyskl - INFO - Epoch [87][2900/3746] lr: 3.779e-02, eta: 1 day, 17:32:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3181, top5_acc: 0.5830, loss_cls: 4.2171, loss: 4.2171 +2024-01-01 19:56:12,188 - pyskl - INFO - Epoch [87][3000/3746] lr: 3.777e-02, eta: 1 day, 17:31:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3295, top5_acc: 0.5959, loss_cls: 4.1652, loss: 4.1652 +2024-01-01 19:57:11,938 - pyskl - INFO - Epoch [87][3100/3746] lr: 3.774e-02, eta: 1 day, 17:30:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5798, loss_cls: 4.2268, loss: 4.2268 +2024-01-01 19:58:11,780 - pyskl - INFO - Epoch [87][3200/3746] lr: 3.771e-02, eta: 1 day, 17:28:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3302, top5_acc: 0.5906, loss_cls: 4.1911, loss: 4.1911 +2024-01-01 19:59:12,523 - pyskl - INFO - Epoch [87][3300/3746] lr: 3.769e-02, eta: 1 day, 17:27:22, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3333, top5_acc: 0.5916, loss_cls: 4.1773, loss: 4.1773 +2024-01-01 20:00:13,198 - pyskl - INFO - Epoch [87][3400/3746] lr: 3.766e-02, eta: 1 day, 17:26:01, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.5934, loss_cls: 4.1421, loss: 4.1421 +2024-01-01 20:01:13,898 - pyskl - INFO - Epoch [87][3500/3746] lr: 3.763e-02, eta: 1 day, 17:24:41, time: 0.607, data_time: 0.001, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5870, loss_cls: 4.1610, loss: 4.1610 +2024-01-01 20:02:15,030 - pyskl - INFO - Epoch [87][3600/3746] lr: 3.761e-02, eta: 1 day, 17:23:24, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.3209, top5_acc: 0.5802, loss_cls: 4.2304, loss: 4.2304 +2024-01-01 20:03:15,716 - pyskl - INFO - Epoch [87][3700/3746] lr: 3.758e-02, eta: 1 day, 17:22:04, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3327, top5_acc: 0.5855, loss_cls: 4.1986, loss: 4.1986 +2024-01-01 20:03:45,523 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-01-01 20:05:40,035 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 20:05:40,855 - pyskl - INFO - +top1_acc 0.2798 +top5_acc 0.5313 +2024-01-01 20:05:40,855 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 20:05:40,887 - pyskl - INFO - +mean_acc 0.2795 +2024-01-01 20:05:40,892 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_85.pth was removed +2024-01-01 20:05:41,139 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2024-01-01 20:05:41,139 - pyskl - INFO - Best top1_acc is 0.2798 at 87 epoch. +2024-01-01 20:05:41,146 - pyskl - INFO - Epoch(val) [87][309] top1_acc: 0.2798, top5_acc: 0.5313, mean_class_accuracy: 0.2795 +2024-01-01 20:08:58,983 - pyskl - INFO - Epoch [88][100/3746] lr: 3.754e-02, eta: 1 day, 17:32:50, time: 1.978, data_time: 1.382, memory: 16177, top1_acc: 0.3411, top5_acc: 0.5953, loss_cls: 4.1267, loss: 4.1267 +2024-01-01 20:09:59,779 - pyskl - INFO - Epoch [88][200/3746] lr: 3.751e-02, eta: 1 day, 17:31:28, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5931, loss_cls: 4.1539, loss: 4.1539 +2024-01-01 20:10:59,433 - pyskl - INFO - Epoch [88][300/3746] lr: 3.748e-02, eta: 1 day, 17:29:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.6012, loss_cls: 4.1327, loss: 4.1327 +2024-01-01 20:11:59,056 - pyskl - INFO - Epoch [88][400/3746] lr: 3.746e-02, eta: 1 day, 17:28:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.6038, loss_cls: 4.1165, loss: 4.1165 +2024-01-01 20:12:59,132 - pyskl - INFO - Epoch [88][500/3746] lr: 3.743e-02, eta: 1 day, 17:27:03, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6050, loss_cls: 4.1166, loss: 4.1166 +2024-01-01 20:13:59,053 - pyskl - INFO - Epoch [88][600/3746] lr: 3.740e-02, eta: 1 day, 17:25:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3311, top5_acc: 0.5927, loss_cls: 4.1496, loss: 4.1496 +2024-01-01 20:14:59,747 - pyskl - INFO - Epoch [88][700/3746] lr: 3.738e-02, eta: 1 day, 17:24:15, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5837, loss_cls: 4.2013, loss: 4.2013 +2024-01-01 20:15:59,910 - pyskl - INFO - Epoch [88][800/3746] lr: 3.735e-02, eta: 1 day, 17:22:50, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5995, loss_cls: 4.1354, loss: 4.1354 +2024-01-01 20:16:59,836 - pyskl - INFO - Epoch [88][900/3746] lr: 3.732e-02, eta: 1 day, 17:21:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3456, top5_acc: 0.6002, loss_cls: 4.1232, loss: 4.1232 +2024-01-01 20:17:59,730 - pyskl - INFO - Epoch [88][1000/3746] lr: 3.730e-02, eta: 1 day, 17:19:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6008, loss_cls: 4.1231, loss: 4.1231 +2024-01-01 20:18:59,911 - pyskl - INFO - Epoch [88][1100/3746] lr: 3.727e-02, eta: 1 day, 17:18:32, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3211, top5_acc: 0.5925, loss_cls: 4.1819, loss: 4.1819 +2024-01-01 20:19:59,640 - pyskl - INFO - Epoch [88][1200/3746] lr: 3.724e-02, eta: 1 day, 17:17:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3309, top5_acc: 0.5977, loss_cls: 4.1472, loss: 4.1472 +2024-01-01 20:20:59,669 - pyskl - INFO - Epoch [88][1300/3746] lr: 3.721e-02, eta: 1 day, 17:15:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5797, loss_cls: 4.1780, loss: 4.1780 +2024-01-01 20:21:59,291 - pyskl - INFO - Epoch [88][1400/3746] lr: 3.719e-02, eta: 1 day, 17:14:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3283, top5_acc: 0.5941, loss_cls: 4.1654, loss: 4.1654 +2024-01-01 20:22:59,083 - pyskl - INFO - Epoch [88][1500/3746] lr: 3.716e-02, eta: 1 day, 17:12:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.5978, loss_cls: 4.1144, loss: 4.1144 +2024-01-01 20:23:58,782 - pyskl - INFO - Epoch [88][1600/3746] lr: 3.713e-02, eta: 1 day, 17:11:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3277, top5_acc: 0.5808, loss_cls: 4.2115, loss: 4.2115 +2024-01-01 20:24:58,689 - pyskl - INFO - Epoch [88][1700/3746] lr: 3.711e-02, eta: 1 day, 17:09:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5863, loss_cls: 4.1970, loss: 4.1970 +2024-01-01 20:25:58,301 - pyskl - INFO - Epoch [88][1800/3746] lr: 3.708e-02, eta: 1 day, 17:08:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3333, top5_acc: 0.5953, loss_cls: 4.1536, loss: 4.1536 +2024-01-01 20:26:58,486 - pyskl - INFO - Epoch [88][1900/3746] lr: 3.705e-02, eta: 1 day, 17:07:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5903, loss_cls: 4.1997, loss: 4.1997 +2024-01-01 20:27:58,666 - pyskl - INFO - Epoch [88][2000/3746] lr: 3.703e-02, eta: 1 day, 17:05:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3256, top5_acc: 0.5861, loss_cls: 4.2028, loss: 4.2028 +2024-01-01 20:28:58,805 - pyskl - INFO - Epoch [88][2100/3746] lr: 3.700e-02, eta: 1 day, 17:04:16, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.5984, loss_cls: 4.1249, loss: 4.1249 +2024-01-01 20:29:58,871 - pyskl - INFO - Epoch [88][2200/3746] lr: 3.697e-02, eta: 1 day, 17:02:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3337, top5_acc: 0.5927, loss_cls: 4.1699, loss: 4.1699 +2024-01-01 20:30:59,354 - pyskl - INFO - Epoch [88][2300/3746] lr: 3.694e-02, eta: 1 day, 17:01:31, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5933, loss_cls: 4.1603, loss: 4.1603 +2024-01-01 20:32:00,140 - pyskl - INFO - Epoch [88][2400/3746] lr: 3.692e-02, eta: 1 day, 17:00:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3305, top5_acc: 0.5970, loss_cls: 4.1667, loss: 4.1667 +2024-01-01 20:33:00,706 - pyskl - INFO - Epoch [88][2500/3746] lr: 3.689e-02, eta: 1 day, 16:58:52, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5878, loss_cls: 4.1989, loss: 4.1989 +2024-01-01 20:34:01,239 - pyskl - INFO - Epoch [88][2600/3746] lr: 3.686e-02, eta: 1 day, 16:57:32, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5819, loss_cls: 4.2013, loss: 4.2013 +2024-01-01 20:35:01,849 - pyskl - INFO - Epoch [88][2700/3746] lr: 3.684e-02, eta: 1 day, 16:56:12, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5830, loss_cls: 4.1900, loss: 4.1900 +2024-01-01 20:36:02,249 - pyskl - INFO - Epoch [88][2800/3746] lr: 3.681e-02, eta: 1 day, 16:54:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3287, top5_acc: 0.5822, loss_cls: 4.1956, loss: 4.1956 +2024-01-01 20:37:02,908 - pyskl - INFO - Epoch [88][2900/3746] lr: 3.678e-02, eta: 1 day, 16:53:32, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3258, top5_acc: 0.5948, loss_cls: 4.1554, loss: 4.1554 +2024-01-01 20:38:03,458 - pyskl - INFO - Epoch [88][3000/3746] lr: 3.676e-02, eta: 1 day, 16:52:13, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.5964, loss_cls: 4.1360, loss: 4.1360 +2024-01-01 20:39:04,426 - pyskl - INFO - Epoch [88][3100/3746] lr: 3.673e-02, eta: 1 day, 16:50:56, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5844, loss_cls: 4.1997, loss: 4.1997 +2024-01-01 20:40:05,124 - pyskl - INFO - Epoch [88][3200/3746] lr: 3.670e-02, eta: 1 day, 16:49:37, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5953, loss_cls: 4.1549, loss: 4.1549 +2024-01-01 20:41:05,705 - pyskl - INFO - Epoch [88][3300/3746] lr: 3.667e-02, eta: 1 day, 16:48:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3303, top5_acc: 0.5909, loss_cls: 4.1721, loss: 4.1721 +2024-01-01 20:42:06,250 - pyskl - INFO - Epoch [88][3400/3746] lr: 3.665e-02, eta: 1 day, 16:46:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.5911, loss_cls: 4.1797, loss: 4.1797 +2024-01-01 20:43:06,687 - pyskl - INFO - Epoch [88][3500/3746] lr: 3.662e-02, eta: 1 day, 16:45:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3280, top5_acc: 0.5863, loss_cls: 4.1801, loss: 4.1801 +2024-01-01 20:44:07,294 - pyskl - INFO - Epoch [88][3600/3746] lr: 3.659e-02, eta: 1 day, 16:44:20, time: 0.606, data_time: 0.001, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5958, loss_cls: 4.1790, loss: 4.1790 +2024-01-01 20:45:08,746 - pyskl - INFO - Epoch [88][3700/3746] lr: 3.657e-02, eta: 1 day, 16:43:06, time: 0.615, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6005, loss_cls: 4.1412, loss: 4.1412 +2024-01-01 20:45:38,431 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-01-01 20:47:34,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 20:47:35,387 - pyskl - INFO - +top1_acc 0.2702 +top5_acc 0.5224 +2024-01-01 20:47:35,387 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 20:47:35,439 - pyskl - INFO - +mean_acc 0.2699 +2024-01-01 20:47:35,453 - pyskl - INFO - Epoch(val) [88][309] top1_acc: 0.2702, top5_acc: 0.5224, mean_class_accuracy: 0.2699 +2024-01-01 20:50:52,342 - pyskl - INFO - Epoch [89][100/3746] lr: 3.653e-02, eta: 1 day, 16:52:22, time: 1.969, data_time: 1.372, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5977, loss_cls: 4.1137, loss: 4.1137 +2024-01-01 20:51:52,335 - pyskl - INFO - Epoch [89][200/3746] lr: 3.650e-02, eta: 1 day, 16:50:57, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.3389, top5_acc: 0.5922, loss_cls: 4.1437, loss: 4.1437 +2024-01-01 20:52:52,354 - pyskl - INFO - Epoch [89][300/3746] lr: 3.647e-02, eta: 1 day, 16:49:33, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.5981, loss_cls: 4.1124, loss: 4.1124 +2024-01-01 20:53:51,657 - pyskl - INFO - Epoch [89][400/3746] lr: 3.645e-02, eta: 1 day, 16:48:05, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3428, top5_acc: 0.5966, loss_cls: 4.1166, loss: 4.1166 +2024-01-01 20:54:51,377 - pyskl - INFO - Epoch [89][500/3746] lr: 3.642e-02, eta: 1 day, 16:46:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3281, top5_acc: 0.5833, loss_cls: 4.1840, loss: 4.1840 +2024-01-01 20:55:51,184 - pyskl - INFO - Epoch [89][600/3746] lr: 3.639e-02, eta: 1 day, 16:45:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3270, top5_acc: 0.5866, loss_cls: 4.1774, loss: 4.1774 +2024-01-01 20:56:50,588 - pyskl - INFO - Epoch [89][700/3746] lr: 3.637e-02, eta: 1 day, 16:43:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6020, loss_cls: 4.1096, loss: 4.1096 +2024-01-01 20:57:49,982 - pyskl - INFO - Epoch [89][800/3746] lr: 3.634e-02, eta: 1 day, 16:42:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6050, loss_cls: 4.0878, loss: 4.0878 +2024-01-01 20:58:49,672 - pyskl - INFO - Epoch [89][900/3746] lr: 3.631e-02, eta: 1 day, 16:40:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5911, loss_cls: 4.1727, loss: 4.1727 +2024-01-01 20:59:49,363 - pyskl - INFO - Epoch [89][1000/3746] lr: 3.629e-02, eta: 1 day, 16:39:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5900, loss_cls: 4.1831, loss: 4.1831 +2024-01-01 21:00:49,475 - pyskl - INFO - Epoch [89][1100/3746] lr: 3.626e-02, eta: 1 day, 16:38:08, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5841, loss_cls: 4.1901, loss: 4.1901 +2024-01-01 21:01:50,089 - pyskl - INFO - Epoch [89][1200/3746] lr: 3.623e-02, eta: 1 day, 16:36:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5927, loss_cls: 4.1668, loss: 4.1668 +2024-01-01 21:02:50,399 - pyskl - INFO - Epoch [89][1300/3746] lr: 3.620e-02, eta: 1 day, 16:35:28, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6050, loss_cls: 4.1239, loss: 4.1239 +2024-01-01 21:03:50,942 - pyskl - INFO - Epoch [89][1400/3746] lr: 3.618e-02, eta: 1 day, 16:34:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3316, top5_acc: 0.5925, loss_cls: 4.1523, loss: 4.1523 +2024-01-01 21:04:51,564 - pyskl - INFO - Epoch [89][1500/3746] lr: 3.615e-02, eta: 1 day, 16:32:49, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6083, loss_cls: 4.1220, loss: 4.1220 +2024-01-01 21:05:51,993 - pyskl - INFO - Epoch [89][1600/3746] lr: 3.612e-02, eta: 1 day, 16:31:29, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5966, loss_cls: 4.1626, loss: 4.1626 +2024-01-01 21:06:52,472 - pyskl - INFO - Epoch [89][1700/3746] lr: 3.610e-02, eta: 1 day, 16:30:10, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5927, loss_cls: 4.1408, loss: 4.1408 +2024-01-01 21:07:52,166 - pyskl - INFO - Epoch [89][1800/3746] lr: 3.607e-02, eta: 1 day, 16:28:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3359, top5_acc: 0.5991, loss_cls: 4.1193, loss: 4.1193 +2024-01-01 21:08:52,324 - pyskl - INFO - Epoch [89][1900/3746] lr: 3.604e-02, eta: 1 day, 16:27:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.5891, loss_cls: 4.1519, loss: 4.1519 +2024-01-01 21:09:52,850 - pyskl - INFO - Epoch [89][2000/3746] lr: 3.602e-02, eta: 1 day, 16:26:05, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5920, loss_cls: 4.1578, loss: 4.1578 +2024-01-01 21:10:53,282 - pyskl - INFO - Epoch [89][2100/3746] lr: 3.599e-02, eta: 1 day, 16:24:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.5992, loss_cls: 4.1429, loss: 4.1429 +2024-01-01 21:11:53,152 - pyskl - INFO - Epoch [89][2200/3746] lr: 3.596e-02, eta: 1 day, 16:23:23, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3422, top5_acc: 0.6120, loss_cls: 4.1126, loss: 4.1126 +2024-01-01 21:12:53,003 - pyskl - INFO - Epoch [89][2300/3746] lr: 3.594e-02, eta: 1 day, 16:22:01, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3245, top5_acc: 0.5875, loss_cls: 4.1865, loss: 4.1865 +2024-01-01 21:13:53,124 - pyskl - INFO - Epoch [89][2400/3746] lr: 3.591e-02, eta: 1 day, 16:20:40, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3227, top5_acc: 0.5878, loss_cls: 4.2024, loss: 4.2024 +2024-01-01 21:14:52,599 - pyskl - INFO - Epoch [89][2500/3746] lr: 3.588e-02, eta: 1 day, 16:19:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3247, top5_acc: 0.5917, loss_cls: 4.1630, loss: 4.1630 +2024-01-01 21:15:52,549 - pyskl - INFO - Epoch [89][2600/3746] lr: 3.586e-02, eta: 1 day, 16:17:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3378, top5_acc: 0.5936, loss_cls: 4.1604, loss: 4.1604 +2024-01-01 21:16:51,996 - pyskl - INFO - Epoch [89][2700/3746] lr: 3.583e-02, eta: 1 day, 16:16:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3300, top5_acc: 0.5923, loss_cls: 4.1850, loss: 4.1850 +2024-01-01 21:17:51,590 - pyskl - INFO - Epoch [89][2800/3746] lr: 3.580e-02, eta: 1 day, 16:15:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3289, top5_acc: 0.5961, loss_cls: 4.1807, loss: 4.1807 +2024-01-01 21:18:51,210 - pyskl - INFO - Epoch [89][2900/3746] lr: 3.578e-02, eta: 1 day, 16:13:42, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5994, loss_cls: 4.1626, loss: 4.1626 +2024-01-01 21:19:51,035 - pyskl - INFO - Epoch [89][3000/3746] lr: 3.575e-02, eta: 1 day, 16:12:20, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3312, top5_acc: 0.5841, loss_cls: 4.1716, loss: 4.1716 +2024-01-01 21:20:50,144 - pyskl - INFO - Epoch [89][3100/3746] lr: 3.572e-02, eta: 1 day, 16:10:54, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5859, loss_cls: 4.1799, loss: 4.1799 +2024-01-01 21:21:49,492 - pyskl - INFO - Epoch [89][3200/3746] lr: 3.569e-02, eta: 1 day, 16:09:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3325, top5_acc: 0.5861, loss_cls: 4.1709, loss: 4.1709 +2024-01-01 21:22:48,758 - pyskl - INFO - Epoch [89][3300/3746] lr: 3.567e-02, eta: 1 day, 16:08:05, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5995, loss_cls: 4.1467, loss: 4.1467 +2024-01-01 21:23:48,163 - pyskl - INFO - Epoch [89][3400/3746] lr: 3.564e-02, eta: 1 day, 16:06:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5894, loss_cls: 4.2123, loss: 4.2123 +2024-01-01 21:24:48,515 - pyskl - INFO - Epoch [89][3500/3746] lr: 3.561e-02, eta: 1 day, 16:05:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3266, top5_acc: 0.5961, loss_cls: 4.1584, loss: 4.1584 +2024-01-01 21:25:48,663 - pyskl - INFO - Epoch [89][3600/3746] lr: 3.559e-02, eta: 1 day, 16:04:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.6002, loss_cls: 4.1133, loss: 4.1133 +2024-01-01 21:26:49,017 - pyskl - INFO - Epoch [89][3700/3746] lr: 3.556e-02, eta: 1 day, 16:02:45, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3345, top5_acc: 0.5895, loss_cls: 4.1836, loss: 4.1836 +2024-01-01 21:27:18,663 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-01-01 21:29:12,535 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 21:29:13,358 - pyskl - INFO - +top1_acc 0.2660 +top5_acc 0.5150 +2024-01-01 21:29:13,358 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 21:29:13,389 - pyskl - INFO - +mean_acc 0.2658 +2024-01-01 21:29:13,396 - pyskl - INFO - Epoch(val) [89][309] top1_acc: 0.2660, top5_acc: 0.5150, mean_class_accuracy: 0.2658 +2024-01-01 21:32:30,246 - pyskl - INFO - Epoch [90][100/3746] lr: 3.552e-02, eta: 1 day, 16:10:52, time: 1.968, data_time: 1.370, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6120, loss_cls: 4.0681, loss: 4.0681 +2024-01-01 21:33:30,131 - pyskl - INFO - Epoch [90][200/3746] lr: 3.550e-02, eta: 1 day, 16:09:30, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6034, loss_cls: 4.0931, loss: 4.0931 +2024-01-01 21:34:30,170 - pyskl - INFO - Epoch [90][300/3746] lr: 3.547e-02, eta: 1 day, 16:08:09, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5998, loss_cls: 4.1095, loss: 4.1095 +2024-01-01 21:35:29,826 - pyskl - INFO - Epoch [90][400/3746] lr: 3.544e-02, eta: 1 day, 16:06:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.6025, loss_cls: 4.1096, loss: 4.1096 +2024-01-01 21:36:29,217 - pyskl - INFO - Epoch [90][500/3746] lr: 3.541e-02, eta: 1 day, 16:05:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.6028, loss_cls: 4.1224, loss: 4.1224 +2024-01-01 21:37:28,751 - pyskl - INFO - Epoch [90][600/3746] lr: 3.539e-02, eta: 1 day, 16:03:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6031, loss_cls: 4.1203, loss: 4.1203 +2024-01-01 21:38:27,914 - pyskl - INFO - Epoch [90][700/3746] lr: 3.536e-02, eta: 1 day, 16:02:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.6028, loss_cls: 4.0789, loss: 4.0789 +2024-01-01 21:39:27,131 - pyskl - INFO - Epoch [90][800/3746] lr: 3.533e-02, eta: 1 day, 16:01:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3469, top5_acc: 0.5967, loss_cls: 4.1202, loss: 4.1202 +2024-01-01 21:40:26,252 - pyskl - INFO - Epoch [90][900/3746] lr: 3.531e-02, eta: 1 day, 15:59:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6030, loss_cls: 4.1077, loss: 4.1077 +2024-01-01 21:41:25,738 - pyskl - INFO - Epoch [90][1000/3746] lr: 3.528e-02, eta: 1 day, 15:58:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3292, top5_acc: 0.5967, loss_cls: 4.1548, loss: 4.1548 +2024-01-01 21:42:25,358 - pyskl - INFO - Epoch [90][1100/3746] lr: 3.525e-02, eta: 1 day, 15:56:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3297, top5_acc: 0.5872, loss_cls: 4.1789, loss: 4.1789 +2024-01-01 21:43:25,109 - pyskl - INFO - Epoch [90][1200/3746] lr: 3.523e-02, eta: 1 day, 15:55:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.5955, loss_cls: 4.1506, loss: 4.1506 +2024-01-01 21:44:25,488 - pyskl - INFO - Epoch [90][1300/3746] lr: 3.520e-02, eta: 1 day, 15:54:13, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3358, top5_acc: 0.5919, loss_cls: 4.1489, loss: 4.1489 +2024-01-01 21:45:25,729 - pyskl - INFO - Epoch [90][1400/3746] lr: 3.517e-02, eta: 1 day, 15:52:54, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3331, top5_acc: 0.5898, loss_cls: 4.1636, loss: 4.1636 +2024-01-01 21:46:25,137 - pyskl - INFO - Epoch [90][1500/3746] lr: 3.515e-02, eta: 1 day, 15:51:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6083, loss_cls: 4.0948, loss: 4.0948 +2024-01-01 21:47:25,003 - pyskl - INFO - Epoch [90][1600/3746] lr: 3.512e-02, eta: 1 day, 15:50:10, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3334, top5_acc: 0.5947, loss_cls: 4.1565, loss: 4.1565 +2024-01-01 21:48:25,103 - pyskl - INFO - Epoch [90][1700/3746] lr: 3.509e-02, eta: 1 day, 15:48:50, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.5966, loss_cls: 4.1415, loss: 4.1415 +2024-01-01 21:49:25,106 - pyskl - INFO - Epoch [90][1800/3746] lr: 3.507e-02, eta: 1 day, 15:47:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3328, top5_acc: 0.5922, loss_cls: 4.1546, loss: 4.1546 +2024-01-01 21:50:24,700 - pyskl - INFO - Epoch [90][1900/3746] lr: 3.504e-02, eta: 1 day, 15:46:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.6003, loss_cls: 4.1383, loss: 4.1383 +2024-01-01 21:51:24,460 - pyskl - INFO - Epoch [90][2000/3746] lr: 3.501e-02, eta: 1 day, 15:44:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.6031, loss_cls: 4.1029, loss: 4.1029 +2024-01-01 21:52:24,951 - pyskl - INFO - Epoch [90][2100/3746] lr: 3.499e-02, eta: 1 day, 15:43:30, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3341, top5_acc: 0.5941, loss_cls: 4.1339, loss: 4.1339 +2024-01-01 21:53:24,677 - pyskl - INFO - Epoch [90][2200/3746] lr: 3.496e-02, eta: 1 day, 15:42:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3427, top5_acc: 0.5942, loss_cls: 4.1652, loss: 4.1652 +2024-01-01 21:54:24,223 - pyskl - INFO - Epoch [90][2300/3746] lr: 3.493e-02, eta: 1 day, 15:40:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.5959, loss_cls: 4.1535, loss: 4.1535 +2024-01-01 21:55:23,649 - pyskl - INFO - Epoch [90][2400/3746] lr: 3.491e-02, eta: 1 day, 15:39:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3370, top5_acc: 0.5927, loss_cls: 4.1858, loss: 4.1858 +2024-01-01 21:56:23,115 - pyskl - INFO - Epoch [90][2500/3746] lr: 3.488e-02, eta: 1 day, 15:38:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3447, top5_acc: 0.6028, loss_cls: 4.0783, loss: 4.0783 +2024-01-01 21:57:22,494 - pyskl - INFO - Epoch [90][2600/3746] lr: 3.485e-02, eta: 1 day, 15:36:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3269, top5_acc: 0.5898, loss_cls: 4.1819, loss: 4.1819 +2024-01-01 21:58:21,777 - pyskl - INFO - Epoch [90][2700/3746] lr: 3.483e-02, eta: 1 day, 15:35:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3387, top5_acc: 0.5955, loss_cls: 4.1580, loss: 4.1580 +2024-01-01 21:59:21,210 - pyskl - INFO - Epoch [90][2800/3746] lr: 3.480e-02, eta: 1 day, 15:33:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5920, loss_cls: 4.1607, loss: 4.1607 +2024-01-01 22:00:20,850 - pyskl - INFO - Epoch [90][2900/3746] lr: 3.477e-02, eta: 1 day, 15:32:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3225, top5_acc: 0.5858, loss_cls: 4.2135, loss: 4.2135 +2024-01-01 22:01:20,384 - pyskl - INFO - Epoch [90][3000/3746] lr: 3.475e-02, eta: 1 day, 15:31:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.6008, loss_cls: 4.1139, loss: 4.1139 +2024-01-01 22:02:19,766 - pyskl - INFO - Epoch [90][3100/3746] lr: 3.472e-02, eta: 1 day, 15:29:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3339, top5_acc: 0.5997, loss_cls: 4.1543, loss: 4.1543 +2024-01-01 22:03:19,277 - pyskl - INFO - Epoch [90][3200/3746] lr: 3.469e-02, eta: 1 day, 15:28:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3273, top5_acc: 0.5967, loss_cls: 4.1673, loss: 4.1673 +2024-01-01 22:04:18,669 - pyskl - INFO - Epoch [90][3300/3746] lr: 3.467e-02, eta: 1 day, 15:27:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3308, top5_acc: 0.5967, loss_cls: 4.1506, loss: 4.1506 +2024-01-01 22:05:18,145 - pyskl - INFO - Epoch [90][3400/3746] lr: 3.464e-02, eta: 1 day, 15:25:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3348, top5_acc: 0.5919, loss_cls: 4.1647, loss: 4.1647 +2024-01-01 22:06:17,768 - pyskl - INFO - Epoch [90][3500/3746] lr: 3.461e-02, eta: 1 day, 15:24:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.6042, loss_cls: 4.1041, loss: 4.1041 +2024-01-01 22:07:18,047 - pyskl - INFO - Epoch [90][3600/3746] lr: 3.459e-02, eta: 1 day, 15:23:09, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3264, top5_acc: 0.5959, loss_cls: 4.1554, loss: 4.1554 +2024-01-01 22:08:18,556 - pyskl - INFO - Epoch [90][3700/3746] lr: 3.456e-02, eta: 1 day, 15:21:53, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.5981, loss_cls: 4.1266, loss: 4.1266 +2024-01-01 22:08:48,609 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-01-01 22:10:43,966 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 22:10:45,008 - pyskl - INFO - +top1_acc 0.2710 +top5_acc 0.5147 +2024-01-01 22:10:45,008 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 22:10:45,045 - pyskl - INFO - +mean_acc 0.2708 +2024-01-01 22:10:45,056 - pyskl - INFO - Epoch(val) [90][309] top1_acc: 0.2710, top5_acc: 0.5147, mean_class_accuracy: 0.2708 +2024-01-01 22:14:07,507 - pyskl - INFO - Epoch [91][100/3746] lr: 3.452e-02, eta: 1 day, 15:29:32, time: 2.024, data_time: 1.429, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6142, loss_cls: 4.0354, loss: 4.0354 +2024-01-01 22:15:06,754 - pyskl - INFO - Epoch [91][200/3746] lr: 3.450e-02, eta: 1 day, 15:28:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6211, loss_cls: 4.0421, loss: 4.0421 +2024-01-01 22:16:06,327 - pyskl - INFO - Epoch [91][300/3746] lr: 3.447e-02, eta: 1 day, 15:26:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.6047, loss_cls: 4.0870, loss: 4.0870 +2024-01-01 22:17:06,230 - pyskl - INFO - Epoch [91][400/3746] lr: 3.444e-02, eta: 1 day, 15:25:27, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6030, loss_cls: 4.1073, loss: 4.1073 +2024-01-01 22:18:05,677 - pyskl - INFO - Epoch [91][500/3746] lr: 3.442e-02, eta: 1 day, 15:24:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.5955, loss_cls: 4.1120, loss: 4.1120 +2024-01-01 22:19:05,049 - pyskl - INFO - Epoch [91][600/3746] lr: 3.439e-02, eta: 1 day, 15:22:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.6052, loss_cls: 4.0944, loss: 4.0944 +2024-01-01 22:20:04,461 - pyskl - INFO - Epoch [91][700/3746] lr: 3.436e-02, eta: 1 day, 15:21:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.6003, loss_cls: 4.1023, loss: 4.1023 +2024-01-01 22:21:03,573 - pyskl - INFO - Epoch [91][800/3746] lr: 3.434e-02, eta: 1 day, 15:19:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3488, top5_acc: 0.6080, loss_cls: 4.0845, loss: 4.0845 +2024-01-01 22:22:02,641 - pyskl - INFO - Epoch [91][900/3746] lr: 3.431e-02, eta: 1 day, 15:18:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.5962, loss_cls: 4.1113, loss: 4.1113 +2024-01-01 22:23:02,040 - pyskl - INFO - Epoch [91][1000/3746] lr: 3.428e-02, eta: 1 day, 15:17:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.5916, loss_cls: 4.1659, loss: 4.1659 +2024-01-01 22:24:01,490 - pyskl - INFO - Epoch [91][1100/3746] lr: 3.426e-02, eta: 1 day, 15:15:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.6038, loss_cls: 4.0941, loss: 4.0941 +2024-01-01 22:25:01,273 - pyskl - INFO - Epoch [91][1200/3746] lr: 3.423e-02, eta: 1 day, 15:14:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3306, top5_acc: 0.5902, loss_cls: 4.1651, loss: 4.1651 +2024-01-01 22:26:00,829 - pyskl - INFO - Epoch [91][1300/3746] lr: 3.420e-02, eta: 1 day, 15:13:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.5991, loss_cls: 4.1004, loss: 4.1004 +2024-01-01 22:27:00,301 - pyskl - INFO - Epoch [91][1400/3746] lr: 3.418e-02, eta: 1 day, 15:11:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3534, top5_acc: 0.6064, loss_cls: 4.0826, loss: 4.0826 +2024-01-01 22:27:59,869 - pyskl - INFO - Epoch [91][1500/3746] lr: 3.415e-02, eta: 1 day, 15:10:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3361, top5_acc: 0.5920, loss_cls: 4.1760, loss: 4.1760 +2024-01-01 22:28:59,586 - pyskl - INFO - Epoch [91][1600/3746] lr: 3.412e-02, eta: 1 day, 15:09:08, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6023, loss_cls: 4.1177, loss: 4.1177 +2024-01-01 22:29:58,909 - pyskl - INFO - Epoch [91][1700/3746] lr: 3.410e-02, eta: 1 day, 15:07:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.5962, loss_cls: 4.1570, loss: 4.1570 +2024-01-01 22:30:58,124 - pyskl - INFO - Epoch [91][1800/3746] lr: 3.407e-02, eta: 1 day, 15:06:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3352, top5_acc: 0.5955, loss_cls: 4.1454, loss: 4.1454 +2024-01-01 22:31:57,484 - pyskl - INFO - Epoch [91][1900/3746] lr: 3.405e-02, eta: 1 day, 15:05:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.5934, loss_cls: 4.1484, loss: 4.1484 +2024-01-01 22:32:56,842 - pyskl - INFO - Epoch [91][2000/3746] lr: 3.402e-02, eta: 1 day, 15:03:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3259, top5_acc: 0.5989, loss_cls: 4.1389, loss: 4.1389 +2024-01-01 22:33:56,574 - pyskl - INFO - Epoch [91][2100/3746] lr: 3.399e-02, eta: 1 day, 15:02:24, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.5955, loss_cls: 4.1276, loss: 4.1276 +2024-01-01 22:34:56,310 - pyskl - INFO - Epoch [91][2200/3746] lr: 3.397e-02, eta: 1 day, 15:01:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.5939, loss_cls: 4.1537, loss: 4.1537 +2024-01-01 22:35:55,604 - pyskl - INFO - Epoch [91][2300/3746] lr: 3.394e-02, eta: 1 day, 14:59:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.5970, loss_cls: 4.1320, loss: 4.1320 +2024-01-01 22:36:54,948 - pyskl - INFO - Epoch [91][2400/3746] lr: 3.391e-02, eta: 1 day, 14:58:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6003, loss_cls: 4.1276, loss: 4.1276 +2024-01-01 22:37:54,515 - pyskl - INFO - Epoch [91][2500/3746] lr: 3.389e-02, eta: 1 day, 14:57:03, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.6025, loss_cls: 4.1154, loss: 4.1154 +2024-01-01 22:38:53,745 - pyskl - INFO - Epoch [91][2600/3746] lr: 3.386e-02, eta: 1 day, 14:55:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.6042, loss_cls: 4.0962, loss: 4.0962 +2024-01-01 22:39:53,281 - pyskl - INFO - Epoch [91][2700/3746] lr: 3.383e-02, eta: 1 day, 14:54:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3402, top5_acc: 0.6000, loss_cls: 4.1418, loss: 4.1418 +2024-01-01 22:40:52,624 - pyskl - INFO - Epoch [91][2800/3746] lr: 3.381e-02, eta: 1 day, 14:53:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3350, top5_acc: 0.5961, loss_cls: 4.1307, loss: 4.1307 +2024-01-01 22:41:51,737 - pyskl - INFO - Epoch [91][2900/3746] lr: 3.378e-02, eta: 1 day, 14:51:40, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.6019, loss_cls: 4.1300, loss: 4.1300 +2024-01-01 22:42:51,077 - pyskl - INFO - Epoch [91][3000/3746] lr: 3.375e-02, eta: 1 day, 14:50:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.5986, loss_cls: 4.1174, loss: 4.1174 +2024-01-01 22:43:50,692 - pyskl - INFO - Epoch [91][3100/3746] lr: 3.373e-02, eta: 1 day, 14:49:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.5953, loss_cls: 4.1095, loss: 4.1095 +2024-01-01 22:44:50,133 - pyskl - INFO - Epoch [91][3200/3746] lr: 3.370e-02, eta: 1 day, 14:47:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3159, top5_acc: 0.5870, loss_cls: 4.1976, loss: 4.1976 +2024-01-01 22:45:49,986 - pyskl - INFO - Epoch [91][3300/3746] lr: 3.367e-02, eta: 1 day, 14:46:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3347, top5_acc: 0.5992, loss_cls: 4.1134, loss: 4.1134 +2024-01-01 22:46:49,441 - pyskl - INFO - Epoch [91][3400/3746] lr: 3.365e-02, eta: 1 day, 14:45:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5923, loss_cls: 4.1530, loss: 4.1530 +2024-01-01 22:47:49,488 - pyskl - INFO - Epoch [91][3500/3746] lr: 3.362e-02, eta: 1 day, 14:43:48, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.5894, loss_cls: 4.1635, loss: 4.1635 +2024-01-01 22:48:49,867 - pyskl - INFO - Epoch [91][3600/3746] lr: 3.360e-02, eta: 1 day, 14:42:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.5952, loss_cls: 4.1116, loss: 4.1116 +2024-01-01 22:49:49,740 - pyskl - INFO - Epoch [91][3700/3746] lr: 3.357e-02, eta: 1 day, 14:41:16, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3366, top5_acc: 0.5939, loss_cls: 4.1551, loss: 4.1551 +2024-01-01 22:50:19,924 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-01-01 22:52:14,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 22:52:14,917 - pyskl - INFO - +top1_acc 0.2746 +top5_acc 0.5202 +2024-01-01 22:52:14,917 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 22:52:14,950 - pyskl - INFO - +mean_acc 0.2744 +2024-01-01 22:52:14,957 - pyskl - INFO - Epoch(val) [91][309] top1_acc: 0.2746, top5_acc: 0.5202, mean_class_accuracy: 0.2744 +2024-01-01 22:55:35,122 - pyskl - INFO - Epoch [92][100/3746] lr: 3.353e-02, eta: 1 day, 14:47:53, time: 2.002, data_time: 1.404, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6053, loss_cls: 4.0804, loss: 4.0804 +2024-01-01 22:56:34,284 - pyskl - INFO - Epoch [92][200/3746] lr: 3.350e-02, eta: 1 day, 14:46:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3523, top5_acc: 0.6070, loss_cls: 4.0699, loss: 4.0699 +2024-01-01 22:57:33,771 - pyskl - INFO - Epoch [92][300/3746] lr: 3.348e-02, eta: 1 day, 14:45:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3441, top5_acc: 0.6028, loss_cls: 4.0851, loss: 4.0851 +2024-01-01 22:58:33,993 - pyskl - INFO - Epoch [92][400/3746] lr: 3.345e-02, eta: 1 day, 14:43:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3395, top5_acc: 0.5998, loss_cls: 4.1208, loss: 4.1208 +2024-01-01 22:59:33,617 - pyskl - INFO - Epoch [92][500/3746] lr: 3.342e-02, eta: 1 day, 14:42:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.6023, loss_cls: 4.0904, loss: 4.0904 +2024-01-01 23:00:32,843 - pyskl - INFO - Epoch [92][600/3746] lr: 3.340e-02, eta: 1 day, 14:41:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.6089, loss_cls: 4.0898, loss: 4.0898 +2024-01-01 23:01:32,391 - pyskl - INFO - Epoch [92][700/3746] lr: 3.337e-02, eta: 1 day, 14:39:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.5988, loss_cls: 4.1221, loss: 4.1221 +2024-01-01 23:02:31,519 - pyskl - INFO - Epoch [92][800/3746] lr: 3.335e-02, eta: 1 day, 14:38:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.6086, loss_cls: 4.0756, loss: 4.0756 +2024-01-01 23:03:30,392 - pyskl - INFO - Epoch [92][900/3746] lr: 3.332e-02, eta: 1 day, 14:37:12, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3384, top5_acc: 0.5966, loss_cls: 4.1447, loss: 4.1447 +2024-01-01 23:04:29,289 - pyskl - INFO - Epoch [92][1000/3746] lr: 3.329e-02, eta: 1 day, 14:35:50, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.6014, loss_cls: 4.1291, loss: 4.1291 +2024-01-01 23:05:28,730 - pyskl - INFO - Epoch [92][1100/3746] lr: 3.327e-02, eta: 1 day, 14:34:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6066, loss_cls: 4.0794, loss: 4.0794 +2024-01-01 23:06:28,118 - pyskl - INFO - Epoch [92][1200/3746] lr: 3.324e-02, eta: 1 day, 14:33:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3470, top5_acc: 0.5983, loss_cls: 4.1201, loss: 4.1201 +2024-01-01 23:07:27,613 - pyskl - INFO - Epoch [92][1300/3746] lr: 3.321e-02, eta: 1 day, 14:31:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3533, top5_acc: 0.6030, loss_cls: 4.0850, loss: 4.0850 +2024-01-01 23:08:27,418 - pyskl - INFO - Epoch [92][1400/3746] lr: 3.319e-02, eta: 1 day, 14:30:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.5894, loss_cls: 4.1443, loss: 4.1443 +2024-01-01 23:09:27,110 - pyskl - INFO - Epoch [92][1500/3746] lr: 3.316e-02, eta: 1 day, 14:29:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3391, top5_acc: 0.6033, loss_cls: 4.1114, loss: 4.1114 +2024-01-01 23:10:27,557 - pyskl - INFO - Epoch [92][1600/3746] lr: 3.314e-02, eta: 1 day, 14:28:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3303, top5_acc: 0.6011, loss_cls: 4.1331, loss: 4.1331 +2024-01-01 23:11:28,174 - pyskl - INFO - Epoch [92][1700/3746] lr: 3.311e-02, eta: 1 day, 14:26:47, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3541, top5_acc: 0.6075, loss_cls: 4.0563, loss: 4.0563 +2024-01-01 23:12:28,364 - pyskl - INFO - Epoch [92][1800/3746] lr: 3.308e-02, eta: 1 day, 14:25:31, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3373, top5_acc: 0.6041, loss_cls: 4.1335, loss: 4.1335 +2024-01-01 23:13:27,974 - pyskl - INFO - Epoch [92][1900/3746] lr: 3.306e-02, eta: 1 day, 14:24:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6098, loss_cls: 4.0432, loss: 4.0432 +2024-01-01 23:14:27,857 - pyskl - INFO - Epoch [92][2000/3746] lr: 3.303e-02, eta: 1 day, 14:22:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6022, loss_cls: 4.1009, loss: 4.1009 +2024-01-01 23:15:27,676 - pyskl - INFO - Epoch [92][2100/3746] lr: 3.300e-02, eta: 1 day, 14:21:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6034, loss_cls: 4.1041, loss: 4.1041 +2024-01-01 23:16:27,537 - pyskl - INFO - Epoch [92][2200/3746] lr: 3.298e-02, eta: 1 day, 14:20:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3456, top5_acc: 0.6092, loss_cls: 4.1033, loss: 4.1033 +2024-01-01 23:17:26,897 - pyskl - INFO - Epoch [92][2300/3746] lr: 3.295e-02, eta: 1 day, 14:19:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.6025, loss_cls: 4.1220, loss: 4.1220 +2024-01-01 23:18:26,286 - pyskl - INFO - Epoch [92][2400/3746] lr: 3.292e-02, eta: 1 day, 14:17:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6059, loss_cls: 4.0742, loss: 4.0742 +2024-01-01 23:19:25,961 - pyskl - INFO - Epoch [92][2500/3746] lr: 3.290e-02, eta: 1 day, 14:16:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6170, loss_cls: 4.0884, loss: 4.0884 +2024-01-01 23:20:26,067 - pyskl - INFO - Epoch [92][2600/3746] lr: 3.287e-02, eta: 1 day, 14:15:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.6031, loss_cls: 4.1036, loss: 4.1036 +2024-01-01 23:21:25,929 - pyskl - INFO - Epoch [92][2700/3746] lr: 3.285e-02, eta: 1 day, 14:13:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.6075, loss_cls: 4.1172, loss: 4.1172 +2024-01-01 23:22:25,340 - pyskl - INFO - Epoch [92][2800/3746] lr: 3.282e-02, eta: 1 day, 14:12:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3330, top5_acc: 0.5903, loss_cls: 4.1738, loss: 4.1738 +2024-01-01 23:23:24,773 - pyskl - INFO - Epoch [92][2900/3746] lr: 3.279e-02, eta: 1 day, 14:11:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3377, top5_acc: 0.5966, loss_cls: 4.1354, loss: 4.1354 +2024-01-01 23:24:24,310 - pyskl - INFO - Epoch [92][3000/3746] lr: 3.277e-02, eta: 1 day, 14:10:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.6072, loss_cls: 4.1043, loss: 4.1043 +2024-01-01 23:25:23,777 - pyskl - INFO - Epoch [92][3100/3746] lr: 3.274e-02, eta: 1 day, 14:08:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.5923, loss_cls: 4.1407, loss: 4.1407 +2024-01-01 23:26:23,125 - pyskl - INFO - Epoch [92][3200/3746] lr: 3.271e-02, eta: 1 day, 14:07:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3294, top5_acc: 0.5933, loss_cls: 4.1638, loss: 4.1638 +2024-01-01 23:27:22,599 - pyskl - INFO - Epoch [92][3300/3746] lr: 3.269e-02, eta: 1 day, 14:06:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3367, top5_acc: 0.5897, loss_cls: 4.1544, loss: 4.1544 +2024-01-01 23:28:22,059 - pyskl - INFO - Epoch [92][3400/3746] lr: 3.266e-02, eta: 1 day, 14:04:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3333, top5_acc: 0.5923, loss_cls: 4.1640, loss: 4.1640 +2024-01-01 23:29:21,886 - pyskl - INFO - Epoch [92][3500/3746] lr: 3.264e-02, eta: 1 day, 14:03:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5997, loss_cls: 4.1140, loss: 4.1140 +2024-01-01 23:30:21,916 - pyskl - INFO - Epoch [92][3600/3746] lr: 3.261e-02, eta: 1 day, 14:02:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3425, top5_acc: 0.6020, loss_cls: 4.1286, loss: 4.1286 +2024-01-01 23:31:22,107 - pyskl - INFO - Epoch [92][3700/3746] lr: 3.258e-02, eta: 1 day, 14:01:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3380, top5_acc: 0.5977, loss_cls: 4.1463, loss: 4.1463 +2024-01-01 23:31:52,341 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-01-01 23:33:47,608 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-01 23:33:48,400 - pyskl - INFO - +top1_acc 0.2846 +top5_acc 0.5314 +2024-01-01 23:33:48,401 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-01 23:33:48,433 - pyskl - INFO - +mean_acc 0.2841 +2024-01-01 23:33:48,438 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_87.pth was removed +2024-01-01 23:33:48,674 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2024-01-01 23:33:48,674 - pyskl - INFO - Best top1_acc is 0.2846 at 92 epoch. +2024-01-01 23:33:48,681 - pyskl - INFO - Epoch(val) [92][309] top1_acc: 0.2846, top5_acc: 0.5314, mean_class_accuracy: 0.2841 +2024-01-01 23:37:11,818 - pyskl - INFO - Epoch [93][100/3746] lr: 3.255e-02, eta: 1 day, 14:07:09, time: 2.031, data_time: 1.436, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6098, loss_cls: 4.0509, loss: 4.0509 +2024-01-01 23:38:11,227 - pyskl - INFO - Epoch [93][200/3746] lr: 3.252e-02, eta: 1 day, 14:05:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3423, top5_acc: 0.6011, loss_cls: 4.1131, loss: 4.1131 +2024-01-01 23:39:10,679 - pyskl - INFO - Epoch [93][300/3746] lr: 3.249e-02, eta: 1 day, 14:04:32, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3444, top5_acc: 0.6077, loss_cls: 4.0893, loss: 4.0893 +2024-01-01 23:40:10,986 - pyskl - INFO - Epoch [93][400/3746] lr: 3.247e-02, eta: 1 day, 14:03:17, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3312, top5_acc: 0.5991, loss_cls: 4.1068, loss: 4.1068 +2024-01-01 23:41:11,401 - pyskl - INFO - Epoch [93][500/3746] lr: 3.244e-02, eta: 1 day, 14:02:02, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6036, loss_cls: 4.0796, loss: 4.0796 +2024-01-01 23:42:10,765 - pyskl - INFO - Epoch [93][600/3746] lr: 3.241e-02, eta: 1 day, 14:00:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6047, loss_cls: 4.1024, loss: 4.1024 +2024-01-01 23:43:10,275 - pyskl - INFO - Epoch [93][700/3746] lr: 3.239e-02, eta: 1 day, 13:59:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6069, loss_cls: 4.0632, loss: 4.0632 +2024-01-01 23:44:09,987 - pyskl - INFO - Epoch [93][800/3746] lr: 3.236e-02, eta: 1 day, 13:58:09, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6058, loss_cls: 4.0881, loss: 4.0881 +2024-01-01 23:45:08,958 - pyskl - INFO - Epoch [93][900/3746] lr: 3.234e-02, eta: 1 day, 13:56:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3491, top5_acc: 0.6042, loss_cls: 4.0828, loss: 4.0828 +2024-01-01 23:46:08,327 - pyskl - INFO - Epoch [93][1000/3746] lr: 3.231e-02, eta: 1 day, 13:55:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6002, loss_cls: 4.0964, loss: 4.0964 +2024-01-01 23:47:07,511 - pyskl - INFO - Epoch [93][1100/3746] lr: 3.228e-02, eta: 1 day, 13:54:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3355, top5_acc: 0.6050, loss_cls: 4.1241, loss: 4.1241 +2024-01-01 23:48:07,085 - pyskl - INFO - Epoch [93][1200/3746] lr: 3.226e-02, eta: 1 day, 13:52:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.6056, loss_cls: 4.0957, loss: 4.0957 +2024-01-01 23:49:06,327 - pyskl - INFO - Epoch [93][1300/3746] lr: 3.223e-02, eta: 1 day, 13:51:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3372, top5_acc: 0.6034, loss_cls: 4.1219, loss: 4.1219 +2024-01-01 23:50:05,556 - pyskl - INFO - Epoch [93][1400/3746] lr: 3.221e-02, eta: 1 day, 13:50:16, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6100, loss_cls: 4.0584, loss: 4.0584 +2024-01-01 23:51:04,914 - pyskl - INFO - Epoch [93][1500/3746] lr: 3.218e-02, eta: 1 day, 13:48:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3463, top5_acc: 0.6109, loss_cls: 4.0883, loss: 4.0883 +2024-01-01 23:52:04,143 - pyskl - INFO - Epoch [93][1600/3746] lr: 3.215e-02, eta: 1 day, 13:47:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3470, top5_acc: 0.6023, loss_cls: 4.0965, loss: 4.0965 +2024-01-01 23:53:03,596 - pyskl - INFO - Epoch [93][1700/3746] lr: 3.213e-02, eta: 1 day, 13:46:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3427, top5_acc: 0.6023, loss_cls: 4.1160, loss: 4.1160 +2024-01-01 23:54:03,166 - pyskl - INFO - Epoch [93][1800/3746] lr: 3.210e-02, eta: 1 day, 13:45:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.5955, loss_cls: 4.1083, loss: 4.1083 +2024-01-01 23:55:02,483 - pyskl - INFO - Epoch [93][1900/3746] lr: 3.207e-02, eta: 1 day, 13:43:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.6041, loss_cls: 4.1022, loss: 4.1022 +2024-01-01 23:56:01,929 - pyskl - INFO - Epoch [93][2000/3746] lr: 3.205e-02, eta: 1 day, 13:42:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6044, loss_cls: 4.0701, loss: 4.0701 +2024-01-01 23:57:01,483 - pyskl - INFO - Epoch [93][2100/3746] lr: 3.202e-02, eta: 1 day, 13:41:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6108, loss_cls: 4.0456, loss: 4.0456 +2024-01-01 23:58:01,038 - pyskl - INFO - Epoch [93][2200/3746] lr: 3.200e-02, eta: 1 day, 13:39:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.6025, loss_cls: 4.1173, loss: 4.1173 +2024-01-01 23:59:00,507 - pyskl - INFO - Epoch [93][2300/3746] lr: 3.197e-02, eta: 1 day, 13:38:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6064, loss_cls: 4.1023, loss: 4.1023 +2024-01-01 23:59:59,861 - pyskl - INFO - Epoch [93][2400/3746] lr: 3.194e-02, eta: 1 day, 13:37:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6072, loss_cls: 4.0471, loss: 4.0471 +2024-01-02 00:00:59,435 - pyskl - INFO - Epoch [93][2500/3746] lr: 3.192e-02, eta: 1 day, 13:36:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3392, top5_acc: 0.6055, loss_cls: 4.1104, loss: 4.1104 +2024-01-02 00:01:58,930 - pyskl - INFO - Epoch [93][2600/3746] lr: 3.189e-02, eta: 1 day, 13:34:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.5989, loss_cls: 4.0718, loss: 4.0718 +2024-01-02 00:02:58,312 - pyskl - INFO - Epoch [93][2700/3746] lr: 3.187e-02, eta: 1 day, 13:33:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.6022, loss_cls: 4.1204, loss: 4.1204 +2024-01-02 00:03:57,810 - pyskl - INFO - Epoch [93][2800/3746] lr: 3.184e-02, eta: 1 day, 13:32:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3452, top5_acc: 0.5998, loss_cls: 4.1162, loss: 4.1162 +2024-01-02 00:04:58,091 - pyskl - INFO - Epoch [93][2900/3746] lr: 3.181e-02, eta: 1 day, 13:31:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.5983, loss_cls: 4.1349, loss: 4.1349 +2024-01-02 00:05:58,109 - pyskl - INFO - Epoch [93][3000/3746] lr: 3.179e-02, eta: 1 day, 13:29:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6039, loss_cls: 4.1005, loss: 4.1005 +2024-01-02 00:06:58,174 - pyskl - INFO - Epoch [93][3100/3746] lr: 3.176e-02, eta: 1 day, 13:28:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3386, top5_acc: 0.5981, loss_cls: 4.1262, loss: 4.1262 +2024-01-02 00:07:58,725 - pyskl - INFO - Epoch [93][3200/3746] lr: 3.174e-02, eta: 1 day, 13:27:19, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6069, loss_cls: 4.0982, loss: 4.0982 +2024-01-02 00:08:59,289 - pyskl - INFO - Epoch [93][3300/3746] lr: 3.171e-02, eta: 1 day, 13:26:07, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3362, top5_acc: 0.5997, loss_cls: 4.1260, loss: 4.1260 +2024-01-02 00:09:59,124 - pyskl - INFO - Epoch [93][3400/3746] lr: 3.168e-02, eta: 1 day, 13:24:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6027, loss_cls: 4.1246, loss: 4.1246 +2024-01-02 00:10:59,103 - pyskl - INFO - Epoch [93][3500/3746] lr: 3.166e-02, eta: 1 day, 13:23:37, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.5998, loss_cls: 4.1273, loss: 4.1273 +2024-01-02 00:11:59,376 - pyskl - INFO - Epoch [93][3600/3746] lr: 3.163e-02, eta: 1 day, 13:22:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3406, top5_acc: 0.6112, loss_cls: 4.0997, loss: 4.0997 +2024-01-02 00:12:58,718 - pyskl - INFO - Epoch [93][3700/3746] lr: 3.161e-02, eta: 1 day, 13:21:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3398, top5_acc: 0.5978, loss_cls: 4.1293, loss: 4.1293 +2024-01-02 00:13:28,966 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-01-02 00:15:22,982 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 00:15:23,817 - pyskl - INFO - +top1_acc 0.2864 +top5_acc 0.5396 +2024-01-02 00:15:23,817 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 00:15:23,848 - pyskl - INFO - +mean_acc 0.2861 +2024-01-02 00:15:23,852 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_92.pth was removed +2024-01-02 00:15:24,084 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. +2024-01-02 00:15:24,084 - pyskl - INFO - Best top1_acc is 0.2864 at 93 epoch. +2024-01-02 00:15:24,091 - pyskl - INFO - Epoch(val) [93][309] top1_acc: 0.2864, top5_acc: 0.5396, mean_class_accuracy: 0.2861 +2024-01-02 00:18:42,228 - pyskl - INFO - Epoch [94][100/3746] lr: 3.157e-02, eta: 1 day, 13:26:18, time: 1.981, data_time: 1.388, memory: 16177, top1_acc: 0.3616, top5_acc: 0.6209, loss_cls: 4.0165, loss: 4.0165 +2024-01-02 00:19:41,526 - pyskl - INFO - Epoch [94][200/3746] lr: 3.154e-02, eta: 1 day, 13:25:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6195, loss_cls: 4.0134, loss: 4.0134 +2024-01-02 00:20:40,654 - pyskl - INFO - Epoch [94][300/3746] lr: 3.152e-02, eta: 1 day, 13:23:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6181, loss_cls: 4.0365, loss: 4.0365 +2024-01-02 00:21:39,961 - pyskl - INFO - Epoch [94][400/3746] lr: 3.149e-02, eta: 1 day, 13:22:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3461, top5_acc: 0.6194, loss_cls: 4.0351, loss: 4.0351 +2024-01-02 00:22:40,011 - pyskl - INFO - Epoch [94][500/3746] lr: 3.146e-02, eta: 1 day, 13:21:10, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6055, loss_cls: 4.0847, loss: 4.0847 +2024-01-02 00:23:40,170 - pyskl - INFO - Epoch [94][600/3746] lr: 3.144e-02, eta: 1 day, 13:19:56, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6098, loss_cls: 4.0808, loss: 4.0808 +2024-01-02 00:24:39,384 - pyskl - INFO - Epoch [94][700/3746] lr: 3.141e-02, eta: 1 day, 13:18:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.6030, loss_cls: 4.1035, loss: 4.1035 +2024-01-02 00:25:38,824 - pyskl - INFO - Epoch [94][800/3746] lr: 3.139e-02, eta: 1 day, 13:17:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6042, loss_cls: 4.0781, loss: 4.0781 +2024-01-02 00:26:37,880 - pyskl - INFO - Epoch [94][900/3746] lr: 3.136e-02, eta: 1 day, 13:16:03, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6114, loss_cls: 4.0558, loss: 4.0558 +2024-01-02 00:27:37,063 - pyskl - INFO - Epoch [94][1000/3746] lr: 3.133e-02, eta: 1 day, 13:14:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6120, loss_cls: 4.0608, loss: 4.0608 +2024-01-02 00:28:36,130 - pyskl - INFO - Epoch [94][1100/3746] lr: 3.131e-02, eta: 1 day, 13:13:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3558, top5_acc: 0.6091, loss_cls: 4.0537, loss: 4.0537 +2024-01-02 00:29:35,409 - pyskl - INFO - Epoch [94][1200/3746] lr: 3.128e-02, eta: 1 day, 13:12:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.5989, loss_cls: 4.1115, loss: 4.1115 +2024-01-02 00:30:34,822 - pyskl - INFO - Epoch [94][1300/3746] lr: 3.126e-02, eta: 1 day, 13:10:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6075, loss_cls: 4.0588, loss: 4.0588 +2024-01-02 00:31:34,743 - pyskl - INFO - Epoch [94][1400/3746] lr: 3.123e-02, eta: 1 day, 13:09:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6094, loss_cls: 4.0713, loss: 4.0713 +2024-01-02 00:32:34,131 - pyskl - INFO - Epoch [94][1500/3746] lr: 3.120e-02, eta: 1 day, 13:08:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6047, loss_cls: 4.0905, loss: 4.0905 +2024-01-02 00:33:33,964 - pyskl - INFO - Epoch [94][1600/3746] lr: 3.118e-02, eta: 1 day, 13:07:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3411, top5_acc: 0.5961, loss_cls: 4.1159, loss: 4.1159 +2024-01-02 00:34:33,431 - pyskl - INFO - Epoch [94][1700/3746] lr: 3.115e-02, eta: 1 day, 13:05:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.6188, loss_cls: 4.0609, loss: 4.0609 +2024-01-02 00:35:33,371 - pyskl - INFO - Epoch [94][1800/3746] lr: 3.113e-02, eta: 1 day, 13:04:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6131, loss_cls: 4.0593, loss: 4.0593 +2024-01-02 00:36:33,630 - pyskl - INFO - Epoch [94][1900/3746] lr: 3.110e-02, eta: 1 day, 13:03:23, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6158, loss_cls: 4.0483, loss: 4.0483 +2024-01-02 00:37:34,257 - pyskl - INFO - Epoch [94][2000/3746] lr: 3.108e-02, eta: 1 day, 13:02:12, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6172, loss_cls: 4.0442, loss: 4.0442 +2024-01-02 00:38:34,120 - pyskl - INFO - Epoch [94][2100/3746] lr: 3.105e-02, eta: 1 day, 13:00:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6041, loss_cls: 4.0855, loss: 4.0855 +2024-01-02 00:39:33,899 - pyskl - INFO - Epoch [94][2200/3746] lr: 3.102e-02, eta: 1 day, 12:59:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6191, loss_cls: 4.0260, loss: 4.0260 +2024-01-02 00:40:33,407 - pyskl - INFO - Epoch [94][2300/3746] lr: 3.100e-02, eta: 1 day, 12:58:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3364, top5_acc: 0.6119, loss_cls: 4.1129, loss: 4.1129 +2024-01-02 00:41:32,712 - pyskl - INFO - Epoch [94][2400/3746] lr: 3.097e-02, eta: 1 day, 12:57:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3538, top5_acc: 0.6155, loss_cls: 4.0692, loss: 4.0692 +2024-01-02 00:42:31,890 - pyskl - INFO - Epoch [94][2500/3746] lr: 3.095e-02, eta: 1 day, 12:55:53, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3409, top5_acc: 0.5980, loss_cls: 4.1308, loss: 4.1308 +2024-01-02 00:43:31,312 - pyskl - INFO - Epoch [94][2600/3746] lr: 3.092e-02, eta: 1 day, 12:54:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6041, loss_cls: 4.0925, loss: 4.0925 +2024-01-02 00:44:30,746 - pyskl - INFO - Epoch [94][2700/3746] lr: 3.089e-02, eta: 1 day, 12:53:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.5950, loss_cls: 4.1294, loss: 4.1294 +2024-01-02 00:45:30,085 - pyskl - INFO - Epoch [94][2800/3746] lr: 3.087e-02, eta: 1 day, 12:52:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3478, top5_acc: 0.5998, loss_cls: 4.1044, loss: 4.1044 +2024-01-02 00:46:29,167 - pyskl - INFO - Epoch [94][2900/3746] lr: 3.084e-02, eta: 1 day, 12:50:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3466, top5_acc: 0.5972, loss_cls: 4.1155, loss: 4.1155 +2024-01-02 00:47:28,659 - pyskl - INFO - Epoch [94][3000/3746] lr: 3.082e-02, eta: 1 day, 12:49:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.6044, loss_cls: 4.0875, loss: 4.0875 +2024-01-02 00:48:28,199 - pyskl - INFO - Epoch [94][3100/3746] lr: 3.079e-02, eta: 1 day, 12:48:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6033, loss_cls: 4.0966, loss: 4.0966 +2024-01-02 00:49:27,691 - pyskl - INFO - Epoch [94][3200/3746] lr: 3.077e-02, eta: 1 day, 12:47:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3419, top5_acc: 0.6027, loss_cls: 4.1073, loss: 4.1073 +2024-01-02 00:50:27,366 - pyskl - INFO - Epoch [94][3300/3746] lr: 3.074e-02, eta: 1 day, 12:45:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3472, top5_acc: 0.6077, loss_cls: 4.1012, loss: 4.1012 +2024-01-02 00:51:27,102 - pyskl - INFO - Epoch [94][3400/3746] lr: 3.071e-02, eta: 1 day, 12:44:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3431, top5_acc: 0.6092, loss_cls: 4.1061, loss: 4.1061 +2024-01-02 00:52:27,477 - pyskl - INFO - Epoch [94][3500/3746] lr: 3.069e-02, eta: 1 day, 12:43:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3356, top5_acc: 0.5981, loss_cls: 4.1188, loss: 4.1188 +2024-01-02 00:53:27,781 - pyskl - INFO - Epoch [94][3600/3746] lr: 3.066e-02, eta: 1 day, 12:42:10, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3381, top5_acc: 0.6034, loss_cls: 4.1117, loss: 4.1117 +2024-01-02 00:54:27,556 - pyskl - INFO - Epoch [94][3700/3746] lr: 3.064e-02, eta: 1 day, 12:40:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6009, loss_cls: 4.0982, loss: 4.0982 +2024-01-02 00:54:57,529 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-01-02 00:56:55,747 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 00:56:56,596 - pyskl - INFO - +top1_acc 0.2841 +top5_acc 0.5365 +2024-01-02 00:56:56,596 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 00:56:56,629 - pyskl - INFO - +mean_acc 0.2839 +2024-01-02 00:56:56,637 - pyskl - INFO - Epoch(val) [94][309] top1_acc: 0.2841, top5_acc: 0.5365, mean_class_accuracy: 0.2839 +2024-01-02 01:00:11,723 - pyskl - INFO - Epoch [95][100/3746] lr: 3.060e-02, eta: 1 day, 12:45:24, time: 1.951, data_time: 1.357, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6244, loss_cls: 4.0111, loss: 4.0111 +2024-01-02 01:01:11,099 - pyskl - INFO - Epoch [95][200/3746] lr: 3.057e-02, eta: 1 day, 12:44:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6102, loss_cls: 4.0701, loss: 4.0701 +2024-01-02 01:02:10,373 - pyskl - INFO - Epoch [95][300/3746] lr: 3.055e-02, eta: 1 day, 12:42:52, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6162, loss_cls: 4.0493, loss: 4.0493 +2024-01-02 01:03:10,129 - pyskl - INFO - Epoch [95][400/3746] lr: 3.052e-02, eta: 1 day, 12:41:37, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6102, loss_cls: 4.0234, loss: 4.0234 +2024-01-02 01:04:11,083 - pyskl - INFO - Epoch [95][500/3746] lr: 3.050e-02, eta: 1 day, 12:40:26, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6183, loss_cls: 4.0389, loss: 4.0389 +2024-01-02 01:05:11,602 - pyskl - INFO - Epoch [95][600/3746] lr: 3.047e-02, eta: 1 day, 12:39:15, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6130, loss_cls: 4.0585, loss: 4.0585 +2024-01-02 01:06:10,919 - pyskl - INFO - Epoch [95][700/3746] lr: 3.044e-02, eta: 1 day, 12:37:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6194, loss_cls: 4.0532, loss: 4.0532 +2024-01-02 01:07:10,376 - pyskl - INFO - Epoch [95][800/3746] lr: 3.042e-02, eta: 1 day, 12:36:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6245, loss_cls: 4.0257, loss: 4.0257 +2024-01-02 01:08:09,818 - pyskl - INFO - Epoch [95][900/3746] lr: 3.039e-02, eta: 1 day, 12:35:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3375, top5_acc: 0.5995, loss_cls: 4.1238, loss: 4.1238 +2024-01-02 01:09:09,170 - pyskl - INFO - Epoch [95][1000/3746] lr: 3.037e-02, eta: 1 day, 12:34:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6141, loss_cls: 4.0451, loss: 4.0451 +2024-01-02 01:10:08,341 - pyskl - INFO - Epoch [95][1100/3746] lr: 3.034e-02, eta: 1 day, 12:32:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3442, top5_acc: 0.6036, loss_cls: 4.0910, loss: 4.0910 +2024-01-02 01:11:07,677 - pyskl - INFO - Epoch [95][1200/3746] lr: 3.032e-02, eta: 1 day, 12:31:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6097, loss_cls: 4.0648, loss: 4.0648 +2024-01-02 01:12:07,354 - pyskl - INFO - Epoch [95][1300/3746] lr: 3.029e-02, eta: 1 day, 12:30:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3475, top5_acc: 0.6133, loss_cls: 4.0638, loss: 4.0638 +2024-01-02 01:13:06,902 - pyskl - INFO - Epoch [95][1400/3746] lr: 3.026e-02, eta: 1 day, 12:29:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6077, loss_cls: 4.0730, loss: 4.0730 +2024-01-02 01:14:06,422 - pyskl - INFO - Epoch [95][1500/3746] lr: 3.024e-02, eta: 1 day, 12:27:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6077, loss_cls: 4.0931, loss: 4.0931 +2024-01-02 01:15:06,599 - pyskl - INFO - Epoch [95][1600/3746] lr: 3.021e-02, eta: 1 day, 12:26:42, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6005, loss_cls: 4.1047, loss: 4.1047 +2024-01-02 01:16:06,337 - pyskl - INFO - Epoch [95][1700/3746] lr: 3.019e-02, eta: 1 day, 12:25:28, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3575, top5_acc: 0.6131, loss_cls: 4.0520, loss: 4.0520 +2024-01-02 01:17:05,978 - pyskl - INFO - Epoch [95][1800/3746] lr: 3.016e-02, eta: 1 day, 12:24:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3478, top5_acc: 0.6025, loss_cls: 4.0999, loss: 4.0999 +2024-01-02 01:18:05,737 - pyskl - INFO - Epoch [95][1900/3746] lr: 3.014e-02, eta: 1 day, 12:23:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3481, top5_acc: 0.6027, loss_cls: 4.1040, loss: 4.1040 +2024-01-02 01:19:05,550 - pyskl - INFO - Epoch [95][2000/3746] lr: 3.011e-02, eta: 1 day, 12:21:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6105, loss_cls: 4.0535, loss: 4.0535 +2024-01-02 01:20:05,118 - pyskl - INFO - Epoch [95][2100/3746] lr: 3.008e-02, eta: 1 day, 12:20:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6197, loss_cls: 4.0458, loss: 4.0458 +2024-01-02 01:21:04,419 - pyskl - INFO - Epoch [95][2200/3746] lr: 3.006e-02, eta: 1 day, 12:19:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3417, top5_acc: 0.6052, loss_cls: 4.0950, loss: 4.0950 +2024-01-02 01:22:04,509 - pyskl - INFO - Epoch [95][2300/3746] lr: 3.003e-02, eta: 1 day, 12:18:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6084, loss_cls: 4.0760, loss: 4.0760 +2024-01-02 01:23:04,311 - pyskl - INFO - Epoch [95][2400/3746] lr: 3.001e-02, eta: 1 day, 12:16:50, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3567, top5_acc: 0.6083, loss_cls: 4.0511, loss: 4.0511 +2024-01-02 01:24:03,870 - pyskl - INFO - Epoch [95][2500/3746] lr: 2.998e-02, eta: 1 day, 12:15:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6123, loss_cls: 4.0454, loss: 4.0454 +2024-01-02 01:25:03,496 - pyskl - INFO - Epoch [95][2600/3746] lr: 2.996e-02, eta: 1 day, 12:14:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3453, top5_acc: 0.6114, loss_cls: 4.0759, loss: 4.0759 +2024-01-02 01:26:03,120 - pyskl - INFO - Epoch [95][2700/3746] lr: 2.993e-02, eta: 1 day, 12:13:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3414, top5_acc: 0.5959, loss_cls: 4.1159, loss: 4.1159 +2024-01-02 01:27:02,650 - pyskl - INFO - Epoch [95][2800/3746] lr: 2.991e-02, eta: 1 day, 12:11:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6075, loss_cls: 4.0620, loss: 4.0620 +2024-01-02 01:28:03,000 - pyskl - INFO - Epoch [95][2900/3746] lr: 2.988e-02, eta: 1 day, 12:10:42, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3458, top5_acc: 0.6122, loss_cls: 4.0829, loss: 4.0829 +2024-01-02 01:29:03,089 - pyskl - INFO - Epoch [95][3000/3746] lr: 2.985e-02, eta: 1 day, 12:09:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6070, loss_cls: 4.0570, loss: 4.0570 +2024-01-02 01:30:03,705 - pyskl - INFO - Epoch [95][3100/3746] lr: 2.983e-02, eta: 1 day, 12:08:19, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3486, top5_acc: 0.6167, loss_cls: 4.0600, loss: 4.0600 +2024-01-02 01:31:04,091 - pyskl - INFO - Epoch [95][3200/3746] lr: 2.980e-02, eta: 1 day, 12:07:07, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6027, loss_cls: 4.0710, loss: 4.0710 +2024-01-02 01:32:03,697 - pyskl - INFO - Epoch [95][3300/3746] lr: 2.978e-02, eta: 1 day, 12:05:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3480, top5_acc: 0.6084, loss_cls: 4.0587, loss: 4.0587 +2024-01-02 01:33:03,705 - pyskl - INFO - Epoch [95][3400/3746] lr: 2.975e-02, eta: 1 day, 12:04:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6006, loss_cls: 4.0766, loss: 4.0766 +2024-01-02 01:34:04,294 - pyskl - INFO - Epoch [95][3500/3746] lr: 2.973e-02, eta: 1 day, 12:03:30, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3397, top5_acc: 0.6072, loss_cls: 4.0940, loss: 4.0940 +2024-01-02 01:35:04,654 - pyskl - INFO - Epoch [95][3600/3746] lr: 2.970e-02, eta: 1 day, 12:02:19, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3514, top5_acc: 0.5991, loss_cls: 4.1417, loss: 4.1417 +2024-01-02 01:36:04,577 - pyskl - INFO - Epoch [95][3700/3746] lr: 2.968e-02, eta: 1 day, 12:01:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6106, loss_cls: 4.0689, loss: 4.0689 +2024-01-02 01:36:34,569 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-01-02 01:38:34,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 01:38:35,894 - pyskl - INFO - +top1_acc 0.2938 +top5_acc 0.5368 +2024-01-02 01:38:35,894 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 01:38:35,951 - pyskl - INFO - +mean_acc 0.2935 +2024-01-02 01:38:35,961 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_93.pth was removed +2024-01-02 01:38:36,285 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_95.pth. +2024-01-02 01:38:36,286 - pyskl - INFO - Best top1_acc is 0.2938 at 95 epoch. +2024-01-02 01:38:36,293 - pyskl - INFO - Epoch(val) [95][309] top1_acc: 0.2938, top5_acc: 0.5368, mean_class_accuracy: 0.2935 +2024-01-02 01:41:54,689 - pyskl - INFO - Epoch [96][100/3746] lr: 2.964e-02, eta: 1 day, 12:05:19, time: 1.984, data_time: 1.388, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6188, loss_cls: 4.0261, loss: 4.0261 +2024-01-02 01:42:54,007 - pyskl - INFO - Epoch [96][200/3746] lr: 2.961e-02, eta: 1 day, 12:04:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6092, loss_cls: 4.0608, loss: 4.0608 +2024-01-02 01:43:53,550 - pyskl - INFO - Epoch [96][300/3746] lr: 2.959e-02, eta: 1 day, 12:02:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6105, loss_cls: 4.0751, loss: 4.0751 +2024-01-02 01:44:53,169 - pyskl - INFO - Epoch [96][400/3746] lr: 2.956e-02, eta: 1 day, 12:01:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6211, loss_cls: 4.0001, loss: 4.0001 +2024-01-02 01:45:52,854 - pyskl - INFO - Epoch [96][500/3746] lr: 2.954e-02, eta: 1 day, 12:00:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3502, top5_acc: 0.6116, loss_cls: 4.0642, loss: 4.0642 +2024-01-02 01:46:52,852 - pyskl - INFO - Epoch [96][600/3746] lr: 2.951e-02, eta: 1 day, 11:59:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6167, loss_cls: 4.0364, loss: 4.0364 +2024-01-02 01:47:52,304 - pyskl - INFO - Epoch [96][700/3746] lr: 2.948e-02, eta: 1 day, 11:57:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3575, top5_acc: 0.6223, loss_cls: 4.0024, loss: 4.0024 +2024-01-02 01:48:52,051 - pyskl - INFO - Epoch [96][800/3746] lr: 2.946e-02, eta: 1 day, 11:56:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6156, loss_cls: 4.0584, loss: 4.0584 +2024-01-02 01:49:51,831 - pyskl - INFO - Epoch [96][900/3746] lr: 2.943e-02, eta: 1 day, 11:55:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6186, loss_cls: 4.0456, loss: 4.0456 +2024-01-02 01:50:51,417 - pyskl - INFO - Epoch [96][1000/3746] lr: 2.941e-02, eta: 1 day, 11:54:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3553, top5_acc: 0.6153, loss_cls: 4.0427, loss: 4.0427 +2024-01-02 01:51:50,633 - pyskl - INFO - Epoch [96][1100/3746] lr: 2.938e-02, eta: 1 day, 11:52:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6130, loss_cls: 4.0584, loss: 4.0584 +2024-01-02 01:52:50,094 - pyskl - INFO - Epoch [96][1200/3746] lr: 2.936e-02, eta: 1 day, 11:51:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3530, top5_acc: 0.5995, loss_cls: 4.0896, loss: 4.0896 +2024-01-02 01:53:49,632 - pyskl - INFO - Epoch [96][1300/3746] lr: 2.933e-02, eta: 1 day, 11:50:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6167, loss_cls: 4.0424, loss: 4.0424 +2024-01-02 01:54:49,120 - pyskl - INFO - Epoch [96][1400/3746] lr: 2.931e-02, eta: 1 day, 11:49:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3516, top5_acc: 0.6034, loss_cls: 4.0802, loss: 4.0802 +2024-01-02 01:55:48,432 - pyskl - INFO - Epoch [96][1500/3746] lr: 2.928e-02, eta: 1 day, 11:48:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3545, top5_acc: 0.6153, loss_cls: 4.0289, loss: 4.0289 +2024-01-02 01:56:47,989 - pyskl - INFO - Epoch [96][1600/3746] lr: 2.926e-02, eta: 1 day, 11:46:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6098, loss_cls: 4.0515, loss: 4.0515 +2024-01-02 01:57:47,595 - pyskl - INFO - Epoch [96][1700/3746] lr: 2.923e-02, eta: 1 day, 11:45:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.6048, loss_cls: 4.0912, loss: 4.0912 +2024-01-02 01:58:48,009 - pyskl - INFO - Epoch [96][1800/3746] lr: 2.920e-02, eta: 1 day, 11:44:21, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3542, top5_acc: 0.6186, loss_cls: 4.0434, loss: 4.0434 +2024-01-02 01:59:48,204 - pyskl - INFO - Epoch [96][1900/3746] lr: 2.918e-02, eta: 1 day, 11:43:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.6052, loss_cls: 4.0786, loss: 4.0786 +2024-01-02 02:00:47,931 - pyskl - INFO - Epoch [96][2000/3746] lr: 2.915e-02, eta: 1 day, 11:41:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3594, top5_acc: 0.6195, loss_cls: 4.0092, loss: 4.0092 +2024-01-02 02:01:47,202 - pyskl - INFO - Epoch [96][2100/3746] lr: 2.913e-02, eta: 1 day, 11:40:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3541, top5_acc: 0.6150, loss_cls: 4.0426, loss: 4.0426 +2024-01-02 02:02:46,541 - pyskl - INFO - Epoch [96][2200/3746] lr: 2.910e-02, eta: 1 day, 11:39:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6022, loss_cls: 4.0771, loss: 4.0771 +2024-01-02 02:03:45,797 - pyskl - INFO - Epoch [96][2300/3746] lr: 2.908e-02, eta: 1 day, 11:38:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3497, top5_acc: 0.6019, loss_cls: 4.0857, loss: 4.0857 +2024-01-02 02:04:45,243 - pyskl - INFO - Epoch [96][2400/3746] lr: 2.905e-02, eta: 1 day, 11:36:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6014, loss_cls: 4.0809, loss: 4.0809 +2024-01-02 02:05:45,126 - pyskl - INFO - Epoch [96][2500/3746] lr: 2.903e-02, eta: 1 day, 11:35:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6183, loss_cls: 4.0474, loss: 4.0474 +2024-01-02 02:06:44,726 - pyskl - INFO - Epoch [96][2600/3746] lr: 2.900e-02, eta: 1 day, 11:34:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3500, top5_acc: 0.6158, loss_cls: 4.0405, loss: 4.0405 +2024-01-02 02:07:44,220 - pyskl - INFO - Epoch [96][2700/3746] lr: 2.898e-02, eta: 1 day, 11:33:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6064, loss_cls: 4.0603, loss: 4.0603 +2024-01-02 02:08:43,651 - pyskl - INFO - Epoch [96][2800/3746] lr: 2.895e-02, eta: 1 day, 11:32:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3450, top5_acc: 0.6045, loss_cls: 4.0838, loss: 4.0838 +2024-01-02 02:09:43,081 - pyskl - INFO - Epoch [96][2900/3746] lr: 2.893e-02, eta: 1 day, 11:30:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3420, top5_acc: 0.6045, loss_cls: 4.1014, loss: 4.1014 +2024-01-02 02:10:42,452 - pyskl - INFO - Epoch [96][3000/3746] lr: 2.890e-02, eta: 1 day, 11:29:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3494, top5_acc: 0.6125, loss_cls: 4.0202, loss: 4.0202 +2024-01-02 02:11:41,797 - pyskl - INFO - Epoch [96][3100/3746] lr: 2.887e-02, eta: 1 day, 11:28:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3405, top5_acc: 0.5962, loss_cls: 4.1259, loss: 4.1259 +2024-01-02 02:12:41,487 - pyskl - INFO - Epoch [96][3200/3746] lr: 2.885e-02, eta: 1 day, 11:27:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3520, top5_acc: 0.6142, loss_cls: 4.0461, loss: 4.0461 +2024-01-02 02:13:41,302 - pyskl - INFO - Epoch [96][3300/3746] lr: 2.882e-02, eta: 1 day, 11:26:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3552, top5_acc: 0.6148, loss_cls: 4.0303, loss: 4.0303 +2024-01-02 02:14:41,084 - pyskl - INFO - Epoch [96][3400/3746] lr: 2.880e-02, eta: 1 day, 11:24:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3498, top5_acc: 0.6130, loss_cls: 4.0819, loss: 4.0819 +2024-01-02 02:15:41,215 - pyskl - INFO - Epoch [96][3500/3746] lr: 2.877e-02, eta: 1 day, 11:23:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3503, top5_acc: 0.6075, loss_cls: 4.0813, loss: 4.0813 +2024-01-02 02:16:41,291 - pyskl - INFO - Epoch [96][3600/3746] lr: 2.875e-02, eta: 1 day, 11:22:25, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6133, loss_cls: 4.0574, loss: 4.0574 +2024-01-02 02:17:41,068 - pyskl - INFO - Epoch [96][3700/3746] lr: 2.872e-02, eta: 1 day, 11:21:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3492, top5_acc: 0.6122, loss_cls: 4.0633, loss: 4.0633 +2024-01-02 02:18:11,371 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-01-02 02:20:09,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 02:20:10,327 - pyskl - INFO - +top1_acc 0.2931 +top5_acc 0.5449 +2024-01-02 02:20:10,327 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 02:20:10,359 - pyskl - INFO - +mean_acc 0.2928 +2024-01-02 02:20:10,367 - pyskl - INFO - Epoch(val) [96][309] top1_acc: 0.2931, top5_acc: 0.5449, mean_class_accuracy: 0.2928 +2024-01-02 02:23:28,975 - pyskl - INFO - Epoch [97][100/3746] lr: 2.869e-02, eta: 1 day, 11:25:00, time: 1.986, data_time: 1.393, memory: 16177, top1_acc: 0.3619, top5_acc: 0.6184, loss_cls: 3.9915, loss: 3.9915 +2024-01-02 02:24:28,670 - pyskl - INFO - Epoch [97][200/3746] lr: 2.866e-02, eta: 1 day, 11:23:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6139, loss_cls: 4.0126, loss: 4.0126 +2024-01-02 02:25:27,883 - pyskl - INFO - Epoch [97][300/3746] lr: 2.864e-02, eta: 1 day, 11:22:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6338, loss_cls: 3.9646, loss: 3.9646 +2024-01-02 02:26:27,101 - pyskl - INFO - Epoch [97][400/3746] lr: 2.861e-02, eta: 1 day, 11:21:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6175, loss_cls: 4.0299, loss: 4.0299 +2024-01-02 02:27:26,324 - pyskl - INFO - Epoch [97][500/3746] lr: 2.858e-02, eta: 1 day, 11:20:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6292, loss_cls: 3.9855, loss: 3.9855 +2024-01-02 02:28:25,950 - pyskl - INFO - Epoch [97][600/3746] lr: 2.856e-02, eta: 1 day, 11:18:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3652, top5_acc: 0.6191, loss_cls: 3.9989, loss: 3.9989 +2024-01-02 02:29:26,658 - pyskl - INFO - Epoch [97][700/3746] lr: 2.853e-02, eta: 1 day, 11:17:41, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.3520, top5_acc: 0.6227, loss_cls: 4.0175, loss: 4.0175 +2024-01-02 02:30:25,957 - pyskl - INFO - Epoch [97][800/3746] lr: 2.851e-02, eta: 1 day, 11:16:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6123, loss_cls: 4.0415, loss: 4.0415 +2024-01-02 02:31:25,692 - pyskl - INFO - Epoch [97][900/3746] lr: 2.848e-02, eta: 1 day, 11:15:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3522, top5_acc: 0.6191, loss_cls: 4.0451, loss: 4.0451 +2024-01-02 02:32:25,226 - pyskl - INFO - Epoch [97][1000/3746] lr: 2.846e-02, eta: 1 day, 11:14:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3522, top5_acc: 0.6105, loss_cls: 4.0542, loss: 4.0542 +2024-01-02 02:33:24,841 - pyskl - INFO - Epoch [97][1100/3746] lr: 2.843e-02, eta: 1 day, 11:12:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3416, top5_acc: 0.6070, loss_cls: 4.0878, loss: 4.0878 +2024-01-02 02:34:24,393 - pyskl - INFO - Epoch [97][1200/3746] lr: 2.841e-02, eta: 1 day, 11:11:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3597, top5_acc: 0.6208, loss_cls: 4.0312, loss: 4.0312 +2024-01-02 02:35:23,824 - pyskl - INFO - Epoch [97][1300/3746] lr: 2.838e-02, eta: 1 day, 11:10:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6164, loss_cls: 4.0375, loss: 4.0375 +2024-01-02 02:36:23,468 - pyskl - INFO - Epoch [97][1400/3746] lr: 2.836e-02, eta: 1 day, 11:09:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3673, top5_acc: 0.6192, loss_cls: 3.9972, loss: 3.9972 +2024-01-02 02:37:23,120 - pyskl - INFO - Epoch [97][1500/3746] lr: 2.833e-02, eta: 1 day, 11:07:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6073, loss_cls: 4.0796, loss: 4.0796 +2024-01-02 02:38:22,967 - pyskl - INFO - Epoch [97][1600/3746] lr: 2.831e-02, eta: 1 day, 11:06:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6128, loss_cls: 4.0716, loss: 4.0716 +2024-01-02 02:39:22,415 - pyskl - INFO - Epoch [97][1700/3746] lr: 2.828e-02, eta: 1 day, 11:05:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6247, loss_cls: 4.0053, loss: 4.0053 +2024-01-02 02:40:22,249 - pyskl - INFO - Epoch [97][1800/3746] lr: 2.826e-02, eta: 1 day, 11:04:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6114, loss_cls: 4.0232, loss: 4.0232 +2024-01-02 02:41:21,944 - pyskl - INFO - Epoch [97][1900/3746] lr: 2.823e-02, eta: 1 day, 11:03:06, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3558, top5_acc: 0.6105, loss_cls: 4.0324, loss: 4.0324 +2024-01-02 02:42:21,656 - pyskl - INFO - Epoch [97][2000/3746] lr: 2.821e-02, eta: 1 day, 11:01:53, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6216, loss_cls: 4.0325, loss: 4.0325 +2024-01-02 02:43:21,375 - pyskl - INFO - Epoch [97][2100/3746] lr: 2.818e-02, eta: 1 day, 11:00:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3495, top5_acc: 0.6052, loss_cls: 4.0600, loss: 4.0600 +2024-01-02 02:44:20,997 - pyskl - INFO - Epoch [97][2200/3746] lr: 2.816e-02, eta: 1 day, 10:59:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6148, loss_cls: 4.0724, loss: 4.0724 +2024-01-02 02:45:20,645 - pyskl - INFO - Epoch [97][2300/3746] lr: 2.813e-02, eta: 1 day, 10:58:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6147, loss_cls: 4.0091, loss: 4.0091 +2024-01-02 02:46:20,411 - pyskl - INFO - Epoch [97][2400/3746] lr: 2.811e-02, eta: 1 day, 10:57:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3483, top5_acc: 0.6064, loss_cls: 4.0806, loss: 4.0806 +2024-01-02 02:47:19,972 - pyskl - INFO - Epoch [97][2500/3746] lr: 2.808e-02, eta: 1 day, 10:55:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3436, top5_acc: 0.6042, loss_cls: 4.0797, loss: 4.0797 +2024-01-02 02:48:19,414 - pyskl - INFO - Epoch [97][2600/3746] lr: 2.806e-02, eta: 1 day, 10:54:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3455, top5_acc: 0.6023, loss_cls: 4.0770, loss: 4.0770 +2024-01-02 02:49:19,110 - pyskl - INFO - Epoch [97][2700/3746] lr: 2.803e-02, eta: 1 day, 10:53:26, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6145, loss_cls: 4.0304, loss: 4.0304 +2024-01-02 02:50:19,189 - pyskl - INFO - Epoch [97][2800/3746] lr: 2.801e-02, eta: 1 day, 10:52:15, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6211, loss_cls: 4.0281, loss: 4.0281 +2024-01-02 02:51:19,195 - pyskl - INFO - Epoch [97][2900/3746] lr: 2.798e-02, eta: 1 day, 10:51:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3548, top5_acc: 0.6156, loss_cls: 4.0602, loss: 4.0602 +2024-01-02 02:52:18,844 - pyskl - INFO - Epoch [97][3000/3746] lr: 2.796e-02, eta: 1 day, 10:49:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6188, loss_cls: 4.0059, loss: 4.0059 +2024-01-02 02:53:18,346 - pyskl - INFO - Epoch [97][3100/3746] lr: 2.793e-02, eta: 1 day, 10:48:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6134, loss_cls: 4.0010, loss: 4.0010 +2024-01-02 02:54:18,195 - pyskl - INFO - Epoch [97][3200/3746] lr: 2.791e-02, eta: 1 day, 10:47:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6148, loss_cls: 4.0468, loss: 4.0468 +2024-01-02 02:55:17,676 - pyskl - INFO - Epoch [97][3300/3746] lr: 2.788e-02, eta: 1 day, 10:46:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6067, loss_cls: 4.0864, loss: 4.0864 +2024-01-02 02:56:17,684 - pyskl - INFO - Epoch [97][3400/3746] lr: 2.786e-02, eta: 1 day, 10:45:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3627, top5_acc: 0.6150, loss_cls: 4.0298, loss: 4.0298 +2024-01-02 02:57:17,464 - pyskl - INFO - Epoch [97][3500/3746] lr: 2.783e-02, eta: 1 day, 10:43:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6169, loss_cls: 4.0470, loss: 4.0470 +2024-01-02 02:58:17,157 - pyskl - INFO - Epoch [97][3600/3746] lr: 2.781e-02, eta: 1 day, 10:42:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3467, top5_acc: 0.6027, loss_cls: 4.1080, loss: 4.1080 +2024-01-02 02:59:16,587 - pyskl - INFO - Epoch [97][3700/3746] lr: 2.778e-02, eta: 1 day, 10:41:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3573, top5_acc: 0.6092, loss_cls: 4.0489, loss: 4.0489 +2024-01-02 02:59:46,432 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-01-02 03:01:43,005 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 03:01:43,923 - pyskl - INFO - +top1_acc 0.2934 +top5_acc 0.5466 +2024-01-02 03:01:43,923 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 03:01:43,955 - pyskl - INFO - +mean_acc 0.2932 +2024-01-02 03:01:43,966 - pyskl - INFO - Epoch(val) [97][309] top1_acc: 0.2934, top5_acc: 0.5466, mean_class_accuracy: 0.2932 +2024-01-02 03:04:57,076 - pyskl - INFO - Epoch [98][100/3746] lr: 2.774e-02, eta: 1 day, 10:44:38, time: 1.931, data_time: 1.333, memory: 16177, top1_acc: 0.3647, top5_acc: 0.6252, loss_cls: 3.9790, loss: 3.9790 +2024-01-02 03:05:56,292 - pyskl - INFO - Epoch [98][200/3746] lr: 2.772e-02, eta: 1 day, 10:43:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6189, loss_cls: 4.0091, loss: 4.0091 +2024-01-02 03:06:56,015 - pyskl - INFO - Epoch [98][300/3746] lr: 2.769e-02, eta: 1 day, 10:42:12, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3619, top5_acc: 0.6208, loss_cls: 4.0153, loss: 4.0153 +2024-01-02 03:07:55,498 - pyskl - INFO - Epoch [98][400/3746] lr: 2.767e-02, eta: 1 day, 10:40:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6188, loss_cls: 4.0189, loss: 4.0189 +2024-01-02 03:08:54,989 - pyskl - INFO - Epoch [98][500/3746] lr: 2.764e-02, eta: 1 day, 10:39:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3753, top5_acc: 0.6356, loss_cls: 3.9348, loss: 3.9348 +2024-01-02 03:09:54,557 - pyskl - INFO - Epoch [98][600/3746] lr: 2.762e-02, eta: 1 day, 10:38:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3531, top5_acc: 0.6238, loss_cls: 3.9977, loss: 3.9977 +2024-01-02 03:10:54,414 - pyskl - INFO - Epoch [98][700/3746] lr: 2.759e-02, eta: 1 day, 10:37:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6412, loss_cls: 3.9313, loss: 3.9313 +2024-01-02 03:11:54,848 - pyskl - INFO - Epoch [98][800/3746] lr: 2.757e-02, eta: 1 day, 10:36:12, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.3608, top5_acc: 0.6217, loss_cls: 4.0169, loss: 4.0169 +2024-01-02 03:12:54,321 - pyskl - INFO - Epoch [98][900/3746] lr: 2.754e-02, eta: 1 day, 10:34:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3559, top5_acc: 0.6194, loss_cls: 4.0233, loss: 4.0233 +2024-01-02 03:13:53,935 - pyskl - INFO - Epoch [98][1000/3746] lr: 2.752e-02, eta: 1 day, 10:33:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6220, loss_cls: 4.0091, loss: 4.0091 +2024-01-02 03:14:53,433 - pyskl - INFO - Epoch [98][1100/3746] lr: 2.749e-02, eta: 1 day, 10:32:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6134, loss_cls: 4.0314, loss: 4.0314 +2024-01-02 03:15:52,782 - pyskl - INFO - Epoch [98][1200/3746] lr: 2.747e-02, eta: 1 day, 10:31:22, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6191, loss_cls: 4.0236, loss: 4.0236 +2024-01-02 03:16:52,236 - pyskl - INFO - Epoch [98][1300/3746] lr: 2.744e-02, eta: 1 day, 10:30:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3505, top5_acc: 0.6114, loss_cls: 4.0405, loss: 4.0405 +2024-01-02 03:17:51,789 - pyskl - INFO - Epoch [98][1400/3746] lr: 2.742e-02, eta: 1 day, 10:28:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6175, loss_cls: 4.0240, loss: 4.0240 +2024-01-02 03:18:51,182 - pyskl - INFO - Epoch [98][1500/3746] lr: 2.739e-02, eta: 1 day, 10:27:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6247, loss_cls: 4.0088, loss: 4.0088 +2024-01-02 03:19:50,535 - pyskl - INFO - Epoch [98][1600/3746] lr: 2.737e-02, eta: 1 day, 10:26:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3528, top5_acc: 0.6139, loss_cls: 4.0500, loss: 4.0500 +2024-01-02 03:20:50,233 - pyskl - INFO - Epoch [98][1700/3746] lr: 2.734e-02, eta: 1 day, 10:25:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3598, top5_acc: 0.6105, loss_cls: 4.0236, loss: 4.0236 +2024-01-02 03:21:49,805 - pyskl - INFO - Epoch [98][1800/3746] lr: 2.732e-02, eta: 1 day, 10:24:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6133, loss_cls: 4.0408, loss: 4.0408 +2024-01-02 03:22:49,245 - pyskl - INFO - Epoch [98][1900/3746] lr: 2.729e-02, eta: 1 day, 10:22:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3555, top5_acc: 0.6148, loss_cls: 4.0332, loss: 4.0332 +2024-01-02 03:23:48,554 - pyskl - INFO - Epoch [98][2000/3746] lr: 2.727e-02, eta: 1 day, 10:21:43, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6236, loss_cls: 4.0070, loss: 4.0070 +2024-01-02 03:24:47,785 - pyskl - INFO - Epoch [98][2100/3746] lr: 2.724e-02, eta: 1 day, 10:20:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6139, loss_cls: 4.0369, loss: 4.0369 +2024-01-02 03:25:47,084 - pyskl - INFO - Epoch [98][2200/3746] lr: 2.722e-02, eta: 1 day, 10:19:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3573, top5_acc: 0.6158, loss_cls: 4.0090, loss: 4.0090 +2024-01-02 03:26:46,645 - pyskl - INFO - Epoch [98][2300/3746] lr: 2.719e-02, eta: 1 day, 10:18:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6170, loss_cls: 4.0197, loss: 4.0197 +2024-01-02 03:27:46,177 - pyskl - INFO - Epoch [98][2400/3746] lr: 2.717e-02, eta: 1 day, 10:16:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6169, loss_cls: 4.0212, loss: 4.0212 +2024-01-02 03:28:45,573 - pyskl - INFO - Epoch [98][2500/3746] lr: 2.714e-02, eta: 1 day, 10:15:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6102, loss_cls: 4.0707, loss: 4.0707 +2024-01-02 03:29:44,997 - pyskl - INFO - Epoch [98][2600/3746] lr: 2.712e-02, eta: 1 day, 10:14:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3536, top5_acc: 0.6105, loss_cls: 4.0443, loss: 4.0443 +2024-01-02 03:30:44,583 - pyskl - INFO - Epoch [98][2700/3746] lr: 2.709e-02, eta: 1 day, 10:13:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6273, loss_cls: 4.0027, loss: 4.0027 +2024-01-02 03:31:44,226 - pyskl - INFO - Epoch [98][2800/3746] lr: 2.707e-02, eta: 1 day, 10:12:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6266, loss_cls: 3.9611, loss: 3.9611 +2024-01-02 03:32:44,108 - pyskl - INFO - Epoch [98][2900/3746] lr: 2.705e-02, eta: 1 day, 10:10:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3513, top5_acc: 0.6197, loss_cls: 4.0445, loss: 4.0445 +2024-01-02 03:33:44,157 - pyskl - INFO - Epoch [98][3000/3746] lr: 2.702e-02, eta: 1 day, 10:09:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3477, top5_acc: 0.6084, loss_cls: 4.0478, loss: 4.0478 +2024-01-02 03:34:44,526 - pyskl - INFO - Epoch [98][3100/3746] lr: 2.700e-02, eta: 1 day, 10:08:34, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3525, top5_acc: 0.6122, loss_cls: 4.0534, loss: 4.0534 +2024-01-02 03:35:45,140 - pyskl - INFO - Epoch [98][3200/3746] lr: 2.697e-02, eta: 1 day, 10:07:26, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6058, loss_cls: 4.0966, loss: 4.0966 +2024-01-02 03:36:44,959 - pyskl - INFO - Epoch [98][3300/3746] lr: 2.695e-02, eta: 1 day, 10:06:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3459, top5_acc: 0.6008, loss_cls: 4.1014, loss: 4.1014 +2024-01-02 03:37:45,498 - pyskl - INFO - Epoch [98][3400/3746] lr: 2.692e-02, eta: 1 day, 10:05:06, time: 0.605, data_time: 0.001, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6227, loss_cls: 4.0248, loss: 4.0248 +2024-01-02 03:38:45,861 - pyskl - INFO - Epoch [98][3500/3746] lr: 2.690e-02, eta: 1 day, 10:03:56, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.3527, top5_acc: 0.6116, loss_cls: 4.0644, loss: 4.0644 +2024-01-02 03:39:45,430 - pyskl - INFO - Epoch [98][3600/3746] lr: 2.687e-02, eta: 1 day, 10:02:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3439, top5_acc: 0.6027, loss_cls: 4.0878, loss: 4.0878 +2024-01-02 03:40:45,591 - pyskl - INFO - Epoch [98][3700/3746] lr: 2.685e-02, eta: 1 day, 10:01:35, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6127, loss_cls: 4.0388, loss: 4.0388 +2024-01-02 03:41:15,693 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-01-02 03:43:16,307 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 03:43:17,150 - pyskl - INFO - +top1_acc 0.2912 +top5_acc 0.5385 +2024-01-02 03:43:17,150 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 03:43:17,182 - pyskl - INFO - +mean_acc 0.2910 +2024-01-02 03:43:17,190 - pyskl - INFO - Epoch(val) [98][309] top1_acc: 0.2912, top5_acc: 0.5385, mean_class_accuracy: 0.2910 +2024-01-02 03:46:36,573 - pyskl - INFO - Epoch [99][100/3746] lr: 2.681e-02, eta: 1 day, 10:04:42, time: 1.994, data_time: 1.396, memory: 16177, top1_acc: 0.3713, top5_acc: 0.6255, loss_cls: 3.9604, loss: 3.9604 +2024-01-02 03:47:36,244 - pyskl - INFO - Epoch [99][200/3746] lr: 2.679e-02, eta: 1 day, 10:03:30, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6434, loss_cls: 3.9094, loss: 3.9094 +2024-01-02 03:48:35,583 - pyskl - INFO - Epoch [99][300/3746] lr: 2.676e-02, eta: 1 day, 10:02:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3722, top5_acc: 0.6241, loss_cls: 3.9854, loss: 3.9854 +2024-01-02 03:49:35,224 - pyskl - INFO - Epoch [99][400/3746] lr: 2.674e-02, eta: 1 day, 10:01:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6233, loss_cls: 3.9823, loss: 3.9823 +2024-01-02 03:50:35,051 - pyskl - INFO - Epoch [99][500/3746] lr: 2.671e-02, eta: 1 day, 9:59:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6328, loss_cls: 3.9214, loss: 3.9214 +2024-01-02 03:51:34,864 - pyskl - INFO - Epoch [99][600/3746] lr: 2.669e-02, eta: 1 day, 9:58:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6250, loss_cls: 3.9882, loss: 3.9882 +2024-01-02 03:52:35,197 - pyskl - INFO - Epoch [99][700/3746] lr: 2.666e-02, eta: 1 day, 9:57:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6316, loss_cls: 3.9758, loss: 3.9758 +2024-01-02 03:53:35,349 - pyskl - INFO - Epoch [99][800/3746] lr: 2.664e-02, eta: 1 day, 9:56:24, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6220, loss_cls: 4.0256, loss: 4.0256 +2024-01-02 03:54:35,156 - pyskl - INFO - Epoch [99][900/3746] lr: 2.661e-02, eta: 1 day, 9:55:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6244, loss_cls: 3.9949, loss: 3.9949 +2024-01-02 03:55:34,455 - pyskl - INFO - Epoch [99][1000/3746] lr: 2.659e-02, eta: 1 day, 9:54:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6302, loss_cls: 3.9538, loss: 3.9538 +2024-01-02 03:56:34,068 - pyskl - INFO - Epoch [99][1100/3746] lr: 2.656e-02, eta: 1 day, 9:52:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3584, top5_acc: 0.6189, loss_cls: 4.0092, loss: 4.0092 +2024-01-02 03:57:33,357 - pyskl - INFO - Epoch [99][1200/3746] lr: 2.654e-02, eta: 1 day, 9:51:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6325, loss_cls: 3.9580, loss: 3.9580 +2024-01-02 03:58:32,667 - pyskl - INFO - Epoch [99][1300/3746] lr: 2.651e-02, eta: 1 day, 9:50:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6239, loss_cls: 3.9895, loss: 3.9895 +2024-01-02 03:59:31,931 - pyskl - INFO - Epoch [99][1400/3746] lr: 2.649e-02, eta: 1 day, 9:49:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3573, top5_acc: 0.6156, loss_cls: 4.0275, loss: 4.0275 +2024-01-02 04:00:31,249 - pyskl - INFO - Epoch [99][1500/3746] lr: 2.646e-02, eta: 1 day, 9:48:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6180, loss_cls: 4.0165, loss: 4.0165 +2024-01-02 04:01:30,921 - pyskl - INFO - Epoch [99][1600/3746] lr: 2.644e-02, eta: 1 day, 9:46:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6205, loss_cls: 4.0183, loss: 4.0183 +2024-01-02 04:02:30,419 - pyskl - INFO - Epoch [99][1700/3746] lr: 2.642e-02, eta: 1 day, 9:45:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3509, top5_acc: 0.6059, loss_cls: 4.0667, loss: 4.0667 +2024-01-02 04:03:29,755 - pyskl - INFO - Epoch [99][1800/3746] lr: 2.639e-02, eta: 1 day, 9:44:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6153, loss_cls: 4.0344, loss: 4.0344 +2024-01-02 04:04:29,354 - pyskl - INFO - Epoch [99][1900/3746] lr: 2.637e-02, eta: 1 day, 9:43:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3570, top5_acc: 0.6138, loss_cls: 4.0244, loss: 4.0244 +2024-01-02 04:05:28,751 - pyskl - INFO - Epoch [99][2000/3746] lr: 2.634e-02, eta: 1 day, 9:42:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3534, top5_acc: 0.6067, loss_cls: 4.0451, loss: 4.0451 +2024-01-02 04:06:27,828 - pyskl - INFO - Epoch [99][2100/3746] lr: 2.632e-02, eta: 1 day, 9:40:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6197, loss_cls: 4.0120, loss: 4.0120 +2024-01-02 04:07:27,651 - pyskl - INFO - Epoch [99][2200/3746] lr: 2.629e-02, eta: 1 day, 9:39:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6170, loss_cls: 4.0122, loss: 4.0122 +2024-01-02 04:08:27,058 - pyskl - INFO - Epoch [99][2300/3746] lr: 2.627e-02, eta: 1 day, 9:38:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3583, top5_acc: 0.6106, loss_cls: 4.0588, loss: 4.0588 +2024-01-02 04:09:26,378 - pyskl - INFO - Epoch [99][2400/3746] lr: 2.624e-02, eta: 1 day, 9:37:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3647, top5_acc: 0.6278, loss_cls: 3.9698, loss: 3.9698 +2024-01-02 04:10:26,547 - pyskl - INFO - Epoch [99][2500/3746] lr: 2.622e-02, eta: 1 day, 9:36:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6209, loss_cls: 4.0164, loss: 4.0164 +2024-01-02 04:11:26,709 - pyskl - INFO - Epoch [99][2600/3746] lr: 2.619e-02, eta: 1 day, 9:34:55, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3539, top5_acc: 0.6198, loss_cls: 4.0170, loss: 4.0170 +2024-01-02 04:12:27,004 - pyskl - INFO - Epoch [99][2700/3746] lr: 2.617e-02, eta: 1 day, 9:33:46, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3561, top5_acc: 0.6097, loss_cls: 4.0600, loss: 4.0600 +2024-01-02 04:13:26,439 - pyskl - INFO - Epoch [99][2800/3746] lr: 2.614e-02, eta: 1 day, 9:32:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6217, loss_cls: 3.9915, loss: 3.9915 +2024-01-02 04:14:25,831 - pyskl - INFO - Epoch [99][2900/3746] lr: 2.612e-02, eta: 1 day, 9:31:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3564, top5_acc: 0.6141, loss_cls: 4.0425, loss: 4.0425 +2024-01-02 04:15:25,145 - pyskl - INFO - Epoch [99][3000/3746] lr: 2.610e-02, eta: 1 day, 9:30:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3511, top5_acc: 0.6088, loss_cls: 4.0600, loss: 4.0600 +2024-01-02 04:16:24,530 - pyskl - INFO - Epoch [99][3100/3746] lr: 2.607e-02, eta: 1 day, 9:29:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6186, loss_cls: 4.0234, loss: 4.0234 +2024-01-02 04:17:24,865 - pyskl - INFO - Epoch [99][3200/3746] lr: 2.605e-02, eta: 1 day, 9:27:51, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3625, top5_acc: 0.6227, loss_cls: 4.0202, loss: 4.0202 +2024-01-02 04:18:24,216 - pyskl - INFO - Epoch [99][3300/3746] lr: 2.602e-02, eta: 1 day, 9:26:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3464, top5_acc: 0.6175, loss_cls: 4.0519, loss: 4.0519 +2024-01-02 04:19:24,095 - pyskl - INFO - Epoch [99][3400/3746] lr: 2.600e-02, eta: 1 day, 9:25:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3581, top5_acc: 0.6169, loss_cls: 4.0324, loss: 4.0324 +2024-01-02 04:20:24,423 - pyskl - INFO - Epoch [99][3500/3746] lr: 2.597e-02, eta: 1 day, 9:24:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3605, top5_acc: 0.6125, loss_cls: 4.0281, loss: 4.0281 +2024-01-02 04:21:24,516 - pyskl - INFO - Epoch [99][3600/3746] lr: 2.595e-02, eta: 1 day, 9:23:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6223, loss_cls: 3.9818, loss: 3.9818 +2024-01-02 04:22:24,176 - pyskl - INFO - Epoch [99][3700/3746] lr: 2.592e-02, eta: 1 day, 9:22:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3522, top5_acc: 0.6148, loss_cls: 4.0234, loss: 4.0234 +2024-01-02 04:22:54,445 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-01-02 04:24:52,022 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 04:24:52,858 - pyskl - INFO - +top1_acc 0.3001 +top5_acc 0.5530 +2024-01-02 04:24:52,858 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 04:24:52,894 - pyskl - INFO - +mean_acc 0.2997 +2024-01-02 04:24:52,900 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_95.pth was removed +2024-01-02 04:24:53,148 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_99.pth. +2024-01-02 04:24:53,149 - pyskl - INFO - Best top1_acc is 0.3001 at 99 epoch. +2024-01-02 04:24:53,156 - pyskl - INFO - Epoch(val) [99][309] top1_acc: 0.3001, top5_acc: 0.5530, mean_class_accuracy: 0.2997 +2024-01-02 04:28:10,658 - pyskl - INFO - Epoch [100][100/3746] lr: 2.589e-02, eta: 1 day, 9:24:44, time: 1.975, data_time: 1.377, memory: 16177, top1_acc: 0.3620, top5_acc: 0.6350, loss_cls: 3.9588, loss: 3.9588 +2024-01-02 04:29:10,047 - pyskl - INFO - Epoch [100][200/3746] lr: 2.586e-02, eta: 1 day, 9:23:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6336, loss_cls: 3.9279, loss: 3.9279 +2024-01-02 04:30:09,471 - pyskl - INFO - Epoch [100][300/3746] lr: 2.584e-02, eta: 1 day, 9:22:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3627, top5_acc: 0.6255, loss_cls: 3.9812, loss: 3.9812 +2024-01-02 04:31:09,120 - pyskl - INFO - Epoch [100][400/3746] lr: 2.581e-02, eta: 1 day, 9:21:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6333, loss_cls: 3.9308, loss: 3.9308 +2024-01-02 04:32:08,617 - pyskl - INFO - Epoch [100][500/3746] lr: 2.579e-02, eta: 1 day, 9:19:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6261, loss_cls: 3.9702, loss: 3.9702 +2024-01-02 04:33:08,514 - pyskl - INFO - Epoch [100][600/3746] lr: 2.577e-02, eta: 1 day, 9:18:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3714, top5_acc: 0.6247, loss_cls: 3.9568, loss: 3.9568 +2024-01-02 04:34:09,284 - pyskl - INFO - Epoch [100][700/3746] lr: 2.574e-02, eta: 1 day, 9:17:40, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6162, loss_cls: 4.0005, loss: 4.0005 +2024-01-02 04:35:09,839 - pyskl - INFO - Epoch [100][800/3746] lr: 2.572e-02, eta: 1 day, 9:16:31, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6300, loss_cls: 3.9617, loss: 3.9617 +2024-01-02 04:36:09,570 - pyskl - INFO - Epoch [100][900/3746] lr: 2.569e-02, eta: 1 day, 9:15:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3703, top5_acc: 0.6381, loss_cls: 3.9333, loss: 3.9333 +2024-01-02 04:37:09,321 - pyskl - INFO - Epoch [100][1000/3746] lr: 2.567e-02, eta: 1 day, 9:14:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3681, top5_acc: 0.6220, loss_cls: 3.9640, loss: 3.9640 +2024-01-02 04:38:08,924 - pyskl - INFO - Epoch [100][1100/3746] lr: 2.564e-02, eta: 1 day, 9:12:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6309, loss_cls: 3.9697, loss: 3.9697 +2024-01-02 04:39:08,390 - pyskl - INFO - Epoch [100][1200/3746] lr: 2.562e-02, eta: 1 day, 9:11:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6081, loss_cls: 4.0606, loss: 4.0606 +2024-01-02 04:40:07,814 - pyskl - INFO - Epoch [100][1300/3746] lr: 2.559e-02, eta: 1 day, 9:10:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3592, top5_acc: 0.6170, loss_cls: 4.0128, loss: 4.0128 +2024-01-02 04:41:07,226 - pyskl - INFO - Epoch [100][1400/3746] lr: 2.557e-02, eta: 1 day, 9:09:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3556, top5_acc: 0.6245, loss_cls: 4.0075, loss: 4.0075 +2024-01-02 04:42:06,821 - pyskl - INFO - Epoch [100][1500/3746] lr: 2.555e-02, eta: 1 day, 9:08:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6297, loss_cls: 3.9466, loss: 3.9466 +2024-01-02 04:43:06,190 - pyskl - INFO - Epoch [100][1600/3746] lr: 2.552e-02, eta: 1 day, 9:07:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6283, loss_cls: 4.0122, loss: 4.0122 +2024-01-02 04:44:05,774 - pyskl - INFO - Epoch [100][1700/3746] lr: 2.550e-02, eta: 1 day, 9:05:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3606, top5_acc: 0.6322, loss_cls: 3.9908, loss: 3.9908 +2024-01-02 04:45:05,170 - pyskl - INFO - Epoch [100][1800/3746] lr: 2.547e-02, eta: 1 day, 9:04:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6212, loss_cls: 3.9959, loss: 3.9959 +2024-01-02 04:46:04,639 - pyskl - INFO - Epoch [100][1900/3746] lr: 2.545e-02, eta: 1 day, 9:03:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3578, top5_acc: 0.6245, loss_cls: 3.9976, loss: 3.9976 +2024-01-02 04:47:04,765 - pyskl - INFO - Epoch [100][2000/3746] lr: 2.542e-02, eta: 1 day, 9:02:20, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6216, loss_cls: 3.9786, loss: 3.9786 +2024-01-02 04:48:05,193 - pyskl - INFO - Epoch [100][2100/3746] lr: 2.540e-02, eta: 1 day, 9:01:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3613, top5_acc: 0.6170, loss_cls: 4.0060, loss: 4.0060 +2024-01-02 04:49:05,226 - pyskl - INFO - Epoch [100][2200/3746] lr: 2.538e-02, eta: 1 day, 9:00:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3566, top5_acc: 0.6161, loss_cls: 4.0336, loss: 4.0336 +2024-01-02 04:50:04,798 - pyskl - INFO - Epoch [100][2300/3746] lr: 2.535e-02, eta: 1 day, 8:58:51, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3600, top5_acc: 0.6300, loss_cls: 4.0017, loss: 4.0017 +2024-01-02 04:51:05,210 - pyskl - INFO - Epoch [100][2400/3746] lr: 2.533e-02, eta: 1 day, 8:57:42, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6192, loss_cls: 4.0111, loss: 4.0111 +2024-01-02 04:52:04,771 - pyskl - INFO - Epoch [100][2500/3746] lr: 2.530e-02, eta: 1 day, 8:56:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6264, loss_cls: 4.0030, loss: 4.0030 +2024-01-02 04:53:04,179 - pyskl - INFO - Epoch [100][2600/3746] lr: 2.528e-02, eta: 1 day, 8:55:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3670, top5_acc: 0.6262, loss_cls: 3.9704, loss: 3.9704 +2024-01-02 04:54:03,452 - pyskl - INFO - Epoch [100][2700/3746] lr: 2.525e-02, eta: 1 day, 8:54:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3580, top5_acc: 0.6238, loss_cls: 3.9956, loss: 3.9956 +2024-01-02 04:55:03,119 - pyskl - INFO - Epoch [100][2800/3746] lr: 2.523e-02, eta: 1 day, 8:52:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6175, loss_cls: 3.9929, loss: 3.9929 +2024-01-02 04:56:03,491 - pyskl - INFO - Epoch [100][2900/3746] lr: 2.521e-02, eta: 1 day, 8:51:50, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6217, loss_cls: 3.9915, loss: 3.9915 +2024-01-02 04:57:03,516 - pyskl - INFO - Epoch [100][3000/3746] lr: 2.518e-02, eta: 1 day, 8:50:41, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3547, top5_acc: 0.6222, loss_cls: 4.0152, loss: 4.0152 +2024-01-02 04:58:03,572 - pyskl - INFO - Epoch [100][3100/3746] lr: 2.516e-02, eta: 1 day, 8:49:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3688, top5_acc: 0.6136, loss_cls: 4.0151, loss: 4.0151 +2024-01-02 04:59:03,946 - pyskl - INFO - Epoch [100][3200/3746] lr: 2.513e-02, eta: 1 day, 8:48:23, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3563, top5_acc: 0.6230, loss_cls: 4.0219, loss: 4.0219 +2024-01-02 05:00:04,221 - pyskl - INFO - Epoch [100][3300/3746] lr: 2.511e-02, eta: 1 day, 8:47:14, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6191, loss_cls: 3.9979, loss: 3.9979 +2024-01-02 05:01:04,335 - pyskl - INFO - Epoch [100][3400/3746] lr: 2.508e-02, eta: 1 day, 8:46:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6156, loss_cls: 4.0259, loss: 4.0259 +2024-01-02 05:02:04,686 - pyskl - INFO - Epoch [100][3500/3746] lr: 2.506e-02, eta: 1 day, 8:44:56, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3639, top5_acc: 0.6166, loss_cls: 4.0089, loss: 4.0089 +2024-01-02 05:03:04,413 - pyskl - INFO - Epoch [100][3600/3746] lr: 2.504e-02, eta: 1 day, 8:43:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6144, loss_cls: 4.0056, loss: 4.0056 +2024-01-02 05:04:04,003 - pyskl - INFO - Epoch [100][3700/3746] lr: 2.501e-02, eta: 1 day, 8:42:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3533, top5_acc: 0.6106, loss_cls: 4.0464, loss: 4.0464 +2024-01-02 05:04:34,521 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-01-02 05:06:30,923 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 05:06:32,032 - pyskl - INFO - +top1_acc 0.2995 +top5_acc 0.5550 +2024-01-02 05:06:32,032 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 05:06:32,073 - pyskl - INFO - +mean_acc 0.2994 +2024-01-02 05:06:32,082 - pyskl - INFO - Epoch(val) [100][309] top1_acc: 0.2995, top5_acc: 0.5550, mean_class_accuracy: 0.2994 +2024-01-02 05:09:46,980 - pyskl - INFO - Epoch [101][100/3746] lr: 2.498e-02, eta: 1 day, 8:44:58, time: 1.949, data_time: 1.358, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6369, loss_cls: 3.9205, loss: 3.9205 +2024-01-02 05:10:46,759 - pyskl - INFO - Epoch [101][200/3746] lr: 2.495e-02, eta: 1 day, 8:43:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3769, top5_acc: 0.6366, loss_cls: 3.9239, loss: 3.9239 +2024-01-02 05:11:46,166 - pyskl - INFO - Epoch [101][300/3746] lr: 2.493e-02, eta: 1 day, 8:42:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3733, top5_acc: 0.6361, loss_cls: 3.9364, loss: 3.9364 +2024-01-02 05:12:45,786 - pyskl - INFO - Epoch [101][400/3746] lr: 2.490e-02, eta: 1 day, 8:41:26, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6353, loss_cls: 3.9171, loss: 3.9171 +2024-01-02 05:13:45,699 - pyskl - INFO - Epoch [101][500/3746] lr: 2.488e-02, eta: 1 day, 8:40:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3667, top5_acc: 0.6228, loss_cls: 3.9937, loss: 3.9937 +2024-01-02 05:14:45,462 - pyskl - INFO - Epoch [101][600/3746] lr: 2.486e-02, eta: 1 day, 8:39:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6319, loss_cls: 3.9432, loss: 3.9432 +2024-01-02 05:15:45,052 - pyskl - INFO - Epoch [101][700/3746] lr: 2.483e-02, eta: 1 day, 8:37:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6300, loss_cls: 3.9561, loss: 3.9561 +2024-01-02 05:16:44,643 - pyskl - INFO - Epoch [101][800/3746] lr: 2.481e-02, eta: 1 day, 8:36:45, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3655, top5_acc: 0.6278, loss_cls: 3.9719, loss: 3.9719 +2024-01-02 05:17:45,144 - pyskl - INFO - Epoch [101][900/3746] lr: 2.478e-02, eta: 1 day, 8:35:37, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6336, loss_cls: 3.9521, loss: 3.9521 +2024-01-02 05:18:44,678 - pyskl - INFO - Epoch [101][1000/3746] lr: 2.476e-02, eta: 1 day, 8:34:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6328, loss_cls: 3.9523, loss: 3.9523 +2024-01-02 05:19:44,055 - pyskl - INFO - Epoch [101][1100/3746] lr: 2.473e-02, eta: 1 day, 8:33:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6281, loss_cls: 3.9593, loss: 3.9593 +2024-01-02 05:20:43,418 - pyskl - INFO - Epoch [101][1200/3746] lr: 2.471e-02, eta: 1 day, 8:32:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3569, top5_acc: 0.6347, loss_cls: 3.9783, loss: 3.9783 +2024-01-02 05:21:42,577 - pyskl - INFO - Epoch [101][1300/3746] lr: 2.469e-02, eta: 1 day, 8:30:53, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6295, loss_cls: 3.9678, loss: 3.9678 +2024-01-02 05:22:41,772 - pyskl - INFO - Epoch [101][1400/3746] lr: 2.466e-02, eta: 1 day, 8:29:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6270, loss_cls: 3.9340, loss: 3.9340 +2024-01-02 05:23:41,195 - pyskl - INFO - Epoch [101][1500/3746] lr: 2.464e-02, eta: 1 day, 8:28:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3550, top5_acc: 0.6170, loss_cls: 4.0320, loss: 4.0320 +2024-01-02 05:24:40,466 - pyskl - INFO - Epoch [101][1600/3746] lr: 2.461e-02, eta: 1 day, 8:27:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3622, top5_acc: 0.6331, loss_cls: 3.9609, loss: 3.9609 +2024-01-02 05:25:39,829 - pyskl - INFO - Epoch [101][1700/3746] lr: 2.459e-02, eta: 1 day, 8:26:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3650, top5_acc: 0.6331, loss_cls: 3.9805, loss: 3.9805 +2024-01-02 05:26:39,464 - pyskl - INFO - Epoch [101][1800/3746] lr: 2.457e-02, eta: 1 day, 8:24:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6244, loss_cls: 3.9587, loss: 3.9587 +2024-01-02 05:27:38,875 - pyskl - INFO - Epoch [101][1900/3746] lr: 2.454e-02, eta: 1 day, 8:23:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3628, top5_acc: 0.6217, loss_cls: 4.0181, loss: 4.0181 +2024-01-02 05:28:38,278 - pyskl - INFO - Epoch [101][2000/3746] lr: 2.452e-02, eta: 1 day, 8:22:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6186, loss_cls: 3.9960, loss: 3.9960 +2024-01-02 05:29:38,178 - pyskl - INFO - Epoch [101][2100/3746] lr: 2.449e-02, eta: 1 day, 8:21:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3519, top5_acc: 0.6144, loss_cls: 4.0277, loss: 4.0277 +2024-01-02 05:30:38,403 - pyskl - INFO - Epoch [101][2200/3746] lr: 2.447e-02, eta: 1 day, 8:20:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6219, loss_cls: 3.9863, loss: 3.9863 +2024-01-02 05:31:38,219 - pyskl - INFO - Epoch [101][2300/3746] lr: 2.445e-02, eta: 1 day, 8:19:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6217, loss_cls: 3.9961, loss: 3.9961 +2024-01-02 05:32:37,720 - pyskl - INFO - Epoch [101][2400/3746] lr: 2.442e-02, eta: 1 day, 8:18:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6184, loss_cls: 3.9989, loss: 3.9989 +2024-01-02 05:33:37,067 - pyskl - INFO - Epoch [101][2500/3746] lr: 2.440e-02, eta: 1 day, 8:16:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3617, top5_acc: 0.6247, loss_cls: 3.9968, loss: 3.9968 +2024-01-02 05:34:36,359 - pyskl - INFO - Epoch [101][2600/3746] lr: 2.437e-02, eta: 1 day, 8:15:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6306, loss_cls: 3.9769, loss: 3.9769 +2024-01-02 05:35:35,676 - pyskl - INFO - Epoch [101][2700/3746] lr: 2.435e-02, eta: 1 day, 8:14:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3697, top5_acc: 0.6298, loss_cls: 3.9560, loss: 3.9560 +2024-01-02 05:36:35,001 - pyskl - INFO - Epoch [101][2800/3746] lr: 2.433e-02, eta: 1 day, 8:13:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3619, top5_acc: 0.6145, loss_cls: 4.0259, loss: 4.0259 +2024-01-02 05:37:34,504 - pyskl - INFO - Epoch [101][2900/3746] lr: 2.430e-02, eta: 1 day, 8:12:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3595, top5_acc: 0.6214, loss_cls: 4.0081, loss: 4.0081 +2024-01-02 05:38:33,973 - pyskl - INFO - Epoch [101][3000/3746] lr: 2.428e-02, eta: 1 day, 8:10:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3688, top5_acc: 0.6217, loss_cls: 3.9886, loss: 3.9886 +2024-01-02 05:39:33,476 - pyskl - INFO - Epoch [101][3100/3746] lr: 2.425e-02, eta: 1 day, 8:09:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3484, top5_acc: 0.6211, loss_cls: 4.0714, loss: 4.0714 +2024-01-02 05:40:32,949 - pyskl - INFO - Epoch [101][3200/3746] lr: 2.423e-02, eta: 1 day, 8:08:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3648, top5_acc: 0.6300, loss_cls: 3.9728, loss: 3.9728 +2024-01-02 05:41:32,618 - pyskl - INFO - Epoch [101][3300/3746] lr: 2.421e-02, eta: 1 day, 8:07:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3633, top5_acc: 0.6250, loss_cls: 3.9899, loss: 3.9899 +2024-01-02 05:42:32,185 - pyskl - INFO - Epoch [101][3400/3746] lr: 2.418e-02, eta: 1 day, 8:06:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6312, loss_cls: 3.9491, loss: 3.9491 +2024-01-02 05:43:32,019 - pyskl - INFO - Epoch [101][3500/3746] lr: 2.416e-02, eta: 1 day, 8:05:08, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6294, loss_cls: 3.9880, loss: 3.9880 +2024-01-02 05:44:32,203 - pyskl - INFO - Epoch [101][3600/3746] lr: 2.413e-02, eta: 1 day, 8:04:00, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6209, loss_cls: 4.0027, loss: 4.0027 +2024-01-02 05:45:31,655 - pyskl - INFO - Epoch [101][3700/3746] lr: 2.411e-02, eta: 1 day, 8:02:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6295, loss_cls: 3.9555, loss: 3.9555 +2024-01-02 05:46:01,214 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-01-02 05:47:58,697 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 05:47:59,666 - pyskl - INFO - +top1_acc 0.2971 +top5_acc 0.5469 +2024-01-02 05:47:59,666 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 05:47:59,699 - pyskl - INFO - +mean_acc 0.2970 +2024-01-02 05:47:59,706 - pyskl - INFO - Epoch(val) [101][309] top1_acc: 0.2971, top5_acc: 0.5469, mean_class_accuracy: 0.2970 +2024-01-02 05:51:16,471 - pyskl - INFO - Epoch [102][100/3746] lr: 2.407e-02, eta: 1 day, 8:05:01, time: 1.968, data_time: 1.374, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6469, loss_cls: 3.8917, loss: 3.8917 +2024-01-02 05:52:16,374 - pyskl - INFO - Epoch [102][200/3746] lr: 2.405e-02, eta: 1 day, 8:03:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6178, loss_cls: 3.9929, loss: 3.9929 +2024-01-02 05:53:15,605 - pyskl - INFO - Epoch [102][300/3746] lr: 2.403e-02, eta: 1 day, 8:02:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3822, top5_acc: 0.6377, loss_cls: 3.9048, loss: 3.9048 +2024-01-02 05:54:15,203 - pyskl - INFO - Epoch [102][400/3746] lr: 2.400e-02, eta: 1 day, 8:01:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6417, loss_cls: 3.8665, loss: 3.8665 +2024-01-02 05:55:14,391 - pyskl - INFO - Epoch [102][500/3746] lr: 2.398e-02, eta: 1 day, 8:00:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6345, loss_cls: 3.9407, loss: 3.9407 +2024-01-02 05:56:13,689 - pyskl - INFO - Epoch [102][600/3746] lr: 2.396e-02, eta: 1 day, 7:59:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6258, loss_cls: 3.9579, loss: 3.9579 +2024-01-02 05:57:13,038 - pyskl - INFO - Epoch [102][700/3746] lr: 2.393e-02, eta: 1 day, 7:57:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6323, loss_cls: 3.9443, loss: 3.9443 +2024-01-02 05:58:12,251 - pyskl - INFO - Epoch [102][800/3746] lr: 2.391e-02, eta: 1 day, 7:56:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6305, loss_cls: 3.9585, loss: 3.9585 +2024-01-02 05:59:12,348 - pyskl - INFO - Epoch [102][900/3746] lr: 2.388e-02, eta: 1 day, 7:55:39, time: 0.601, data_time: 0.001, memory: 16177, top1_acc: 0.3753, top5_acc: 0.6347, loss_cls: 3.9454, loss: 3.9454 +2024-01-02 06:00:12,329 - pyskl - INFO - Epoch [102][1000/3746] lr: 2.386e-02, eta: 1 day, 7:54:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6339, loss_cls: 3.9381, loss: 3.9381 +2024-01-02 06:01:11,665 - pyskl - INFO - Epoch [102][1100/3746] lr: 2.384e-02, eta: 1 day, 7:53:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6320, loss_cls: 3.9819, loss: 3.9819 +2024-01-02 06:02:11,101 - pyskl - INFO - Epoch [102][1200/3746] lr: 2.381e-02, eta: 1 day, 7:52:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3605, top5_acc: 0.6270, loss_cls: 3.9783, loss: 3.9783 +2024-01-02 06:03:10,509 - pyskl - INFO - Epoch [102][1300/3746] lr: 2.379e-02, eta: 1 day, 7:50:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6356, loss_cls: 3.9224, loss: 3.9224 +2024-01-02 06:04:09,534 - pyskl - INFO - Epoch [102][1400/3746] lr: 2.376e-02, eta: 1 day, 7:49:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3645, top5_acc: 0.6320, loss_cls: 3.9759, loss: 3.9759 +2024-01-02 06:05:08,817 - pyskl - INFO - Epoch [102][1500/3746] lr: 2.374e-02, eta: 1 day, 7:48:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6353, loss_cls: 3.9348, loss: 3.9348 +2024-01-02 06:06:08,033 - pyskl - INFO - Epoch [102][1600/3746] lr: 2.372e-02, eta: 1 day, 7:47:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6238, loss_cls: 3.9901, loss: 3.9901 +2024-01-02 06:07:07,497 - pyskl - INFO - Epoch [102][1700/3746] lr: 2.369e-02, eta: 1 day, 7:46:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3647, top5_acc: 0.6270, loss_cls: 3.9627, loss: 3.9627 +2024-01-02 06:08:06,862 - pyskl - INFO - Epoch [102][1800/3746] lr: 2.367e-02, eta: 1 day, 7:45:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3631, top5_acc: 0.6192, loss_cls: 4.0005, loss: 4.0005 +2024-01-02 06:09:06,335 - pyskl - INFO - Epoch [102][1900/3746] lr: 2.365e-02, eta: 1 day, 7:43:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6302, loss_cls: 3.9531, loss: 3.9531 +2024-01-02 06:10:06,007 - pyskl - INFO - Epoch [102][2000/3746] lr: 2.362e-02, eta: 1 day, 7:42:47, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3577, top5_acc: 0.6216, loss_cls: 3.9930, loss: 3.9930 +2024-01-02 06:11:05,547 - pyskl - INFO - Epoch [102][2100/3746] lr: 2.360e-02, eta: 1 day, 7:41:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6306, loss_cls: 3.9632, loss: 3.9632 +2024-01-02 06:12:05,521 - pyskl - INFO - Epoch [102][2200/3746] lr: 2.357e-02, eta: 1 day, 7:40:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6275, loss_cls: 3.9709, loss: 3.9709 +2024-01-02 06:13:05,981 - pyskl - INFO - Epoch [102][2300/3746] lr: 2.355e-02, eta: 1 day, 7:39:21, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3602, top5_acc: 0.6266, loss_cls: 3.9827, loss: 3.9827 +2024-01-02 06:14:06,138 - pyskl - INFO - Epoch [102][2400/3746] lr: 2.353e-02, eta: 1 day, 7:38:13, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3630, top5_acc: 0.6198, loss_cls: 3.9803, loss: 3.9803 +2024-01-02 06:15:06,032 - pyskl - INFO - Epoch [102][2500/3746] lr: 2.350e-02, eta: 1 day, 7:37:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6316, loss_cls: 3.9605, loss: 3.9605 +2024-01-02 06:16:05,644 - pyskl - INFO - Epoch [102][2600/3746] lr: 2.348e-02, eta: 1 day, 7:35:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3644, top5_acc: 0.6245, loss_cls: 3.9675, loss: 3.9675 +2024-01-02 06:17:04,986 - pyskl - INFO - Epoch [102][2700/3746] lr: 2.346e-02, eta: 1 day, 7:34:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3591, top5_acc: 0.6181, loss_cls: 3.9949, loss: 3.9949 +2024-01-02 06:18:04,761 - pyskl - INFO - Epoch [102][2800/3746] lr: 2.343e-02, eta: 1 day, 7:33:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3641, top5_acc: 0.6330, loss_cls: 3.9516, loss: 3.9516 +2024-01-02 06:19:04,134 - pyskl - INFO - Epoch [102][2900/3746] lr: 2.341e-02, eta: 1 day, 7:32:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6317, loss_cls: 3.9510, loss: 3.9510 +2024-01-02 06:20:03,656 - pyskl - INFO - Epoch [102][3000/3746] lr: 2.339e-02, eta: 1 day, 7:31:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6286, loss_cls: 3.9465, loss: 3.9465 +2024-01-02 06:21:03,117 - pyskl - INFO - Epoch [102][3100/3746] lr: 2.336e-02, eta: 1 day, 7:30:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6322, loss_cls: 3.9449, loss: 3.9449 +2024-01-02 06:22:03,232 - pyskl - INFO - Epoch [102][3200/3746] lr: 2.334e-02, eta: 1 day, 7:28:57, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3691, top5_acc: 0.6312, loss_cls: 3.9387, loss: 3.9387 +2024-01-02 06:23:02,997 - pyskl - INFO - Epoch [102][3300/3746] lr: 2.331e-02, eta: 1 day, 7:27:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6216, loss_cls: 3.9789, loss: 3.9789 +2024-01-02 06:24:02,699 - pyskl - INFO - Epoch [102][3400/3746] lr: 2.329e-02, eta: 1 day, 7:26:39, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6300, loss_cls: 3.9480, loss: 3.9480 +2024-01-02 06:25:02,972 - pyskl - INFO - Epoch [102][3500/3746] lr: 2.327e-02, eta: 1 day, 7:25:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3728, top5_acc: 0.6297, loss_cls: 3.9621, loss: 3.9621 +2024-01-02 06:26:03,776 - pyskl - INFO - Epoch [102][3600/3746] lr: 2.324e-02, eta: 1 day, 7:24:24, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6284, loss_cls: 3.9761, loss: 3.9761 +2024-01-02 06:27:03,064 - pyskl - INFO - Epoch [102][3700/3746] lr: 2.322e-02, eta: 1 day, 7:23:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3589, top5_acc: 0.6116, loss_cls: 4.0444, loss: 4.0444 +2024-01-02 06:27:32,826 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-01-02 06:29:29,200 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 06:29:30,058 - pyskl - INFO - +top1_acc 0.3128 +top5_acc 0.5655 +2024-01-02 06:29:30,058 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 06:29:30,110 - pyskl - INFO - +mean_acc 0.3127 +2024-01-02 06:29:30,117 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_99.pth was removed +2024-01-02 06:29:30,356 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_102.pth. +2024-01-02 06:29:30,356 - pyskl - INFO - Best top1_acc is 0.3128 at 102 epoch. +2024-01-02 06:29:30,364 - pyskl - INFO - Epoch(val) [102][309] top1_acc: 0.3128, top5_acc: 0.5655, mean_class_accuracy: 0.3127 +2024-01-02 06:32:43,923 - pyskl - INFO - Epoch [103][100/3746] lr: 2.319e-02, eta: 1 day, 7:25:06, time: 1.936, data_time: 1.338, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6488, loss_cls: 3.8961, loss: 3.8961 +2024-01-02 06:33:43,470 - pyskl - INFO - Epoch [103][200/3746] lr: 2.316e-02, eta: 1 day, 7:23:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3753, top5_acc: 0.6300, loss_cls: 3.9342, loss: 3.9342 +2024-01-02 06:34:42,856 - pyskl - INFO - Epoch [103][300/3746] lr: 2.314e-02, eta: 1 day, 7:22:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3783, top5_acc: 0.6309, loss_cls: 3.9273, loss: 3.9273 +2024-01-02 06:35:42,310 - pyskl - INFO - Epoch [103][400/3746] lr: 2.311e-02, eta: 1 day, 7:21:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6361, loss_cls: 3.9246, loss: 3.9246 +2024-01-02 06:36:41,840 - pyskl - INFO - Epoch [103][500/3746] lr: 2.309e-02, eta: 1 day, 7:20:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6511, loss_cls: 3.8478, loss: 3.8478 +2024-01-02 06:37:41,340 - pyskl - INFO - Epoch [103][600/3746] lr: 2.307e-02, eta: 1 day, 7:19:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6248, loss_cls: 3.9681, loss: 3.9681 +2024-01-02 06:38:40,740 - pyskl - INFO - Epoch [103][700/3746] lr: 2.304e-02, eta: 1 day, 7:18:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3772, top5_acc: 0.6216, loss_cls: 3.9547, loss: 3.9547 +2024-01-02 06:39:40,252 - pyskl - INFO - Epoch [103][800/3746] lr: 2.302e-02, eta: 1 day, 7:16:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3656, top5_acc: 0.6272, loss_cls: 3.9576, loss: 3.9576 +2024-01-02 06:40:40,022 - pyskl - INFO - Epoch [103][900/3746] lr: 2.300e-02, eta: 1 day, 7:15:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3692, top5_acc: 0.6297, loss_cls: 3.9432, loss: 3.9432 +2024-01-02 06:41:40,373 - pyskl - INFO - Epoch [103][1000/3746] lr: 2.297e-02, eta: 1 day, 7:14:40, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3745, top5_acc: 0.6386, loss_cls: 3.9024, loss: 3.9024 +2024-01-02 06:42:39,778 - pyskl - INFO - Epoch [103][1100/3746] lr: 2.295e-02, eta: 1 day, 7:13:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3725, top5_acc: 0.6369, loss_cls: 3.9202, loss: 3.9202 +2024-01-02 06:43:39,338 - pyskl - INFO - Epoch [103][1200/3746] lr: 2.293e-02, eta: 1 day, 7:12:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6303, loss_cls: 3.9432, loss: 3.9432 +2024-01-02 06:44:38,691 - pyskl - INFO - Epoch [103][1300/3746] lr: 2.290e-02, eta: 1 day, 7:11:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6322, loss_cls: 3.9468, loss: 3.9468 +2024-01-02 06:45:37,928 - pyskl - INFO - Epoch [103][1400/3746] lr: 2.288e-02, eta: 1 day, 7:10:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6291, loss_cls: 3.9691, loss: 3.9691 +2024-01-02 06:46:37,133 - pyskl - INFO - Epoch [103][1500/3746] lr: 2.286e-02, eta: 1 day, 7:08:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6366, loss_cls: 3.9552, loss: 3.9552 +2024-01-02 06:47:36,431 - pyskl - INFO - Epoch [103][1600/3746] lr: 2.283e-02, eta: 1 day, 7:07:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6302, loss_cls: 3.9450, loss: 3.9450 +2024-01-02 06:48:35,704 - pyskl - INFO - Epoch [103][1700/3746] lr: 2.281e-02, eta: 1 day, 7:06:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3636, top5_acc: 0.6338, loss_cls: 3.9603, loss: 3.9603 +2024-01-02 06:49:35,102 - pyskl - INFO - Epoch [103][1800/3746] lr: 2.279e-02, eta: 1 day, 7:05:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6342, loss_cls: 3.9431, loss: 3.9431 +2024-01-02 06:50:34,493 - pyskl - INFO - Epoch [103][1900/3746] lr: 2.276e-02, eta: 1 day, 7:04:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6425, loss_cls: 3.9120, loss: 3.9120 +2024-01-02 06:51:34,223 - pyskl - INFO - Epoch [103][2000/3746] lr: 2.274e-02, eta: 1 day, 7:03:03, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6352, loss_cls: 3.9660, loss: 3.9660 +2024-01-02 06:52:33,657 - pyskl - INFO - Epoch [103][2100/3746] lr: 2.272e-02, eta: 1 day, 7:01:54, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6367, loss_cls: 3.9199, loss: 3.9199 +2024-01-02 06:53:33,107 - pyskl - INFO - Epoch [103][2200/3746] lr: 2.269e-02, eta: 1 day, 7:00:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3588, top5_acc: 0.6277, loss_cls: 3.9858, loss: 3.9858 +2024-01-02 06:54:32,572 - pyskl - INFO - Epoch [103][2300/3746] lr: 2.267e-02, eta: 1 day, 6:59:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3611, top5_acc: 0.6177, loss_cls: 4.0210, loss: 4.0210 +2024-01-02 06:55:32,052 - pyskl - INFO - Epoch [103][2400/3746] lr: 2.264e-02, eta: 1 day, 6:58:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3691, top5_acc: 0.6309, loss_cls: 3.9489, loss: 3.9489 +2024-01-02 06:56:31,394 - pyskl - INFO - Epoch [103][2500/3746] lr: 2.262e-02, eta: 1 day, 6:57:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3716, top5_acc: 0.6334, loss_cls: 3.9322, loss: 3.9322 +2024-01-02 06:57:30,779 - pyskl - INFO - Epoch [103][2600/3746] lr: 2.260e-02, eta: 1 day, 6:56:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3652, top5_acc: 0.6256, loss_cls: 3.9651, loss: 3.9651 +2024-01-02 06:58:30,318 - pyskl - INFO - Epoch [103][2700/3746] lr: 2.257e-02, eta: 1 day, 6:54:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3786, top5_acc: 0.6439, loss_cls: 3.8861, loss: 3.8861 +2024-01-02 06:59:29,781 - pyskl - INFO - Epoch [103][2800/3746] lr: 2.255e-02, eta: 1 day, 6:53:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6294, loss_cls: 3.9466, loss: 3.9466 +2024-01-02 07:00:29,334 - pyskl - INFO - Epoch [103][2900/3746] lr: 2.253e-02, eta: 1 day, 6:52:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3766, top5_acc: 0.6267, loss_cls: 3.9702, loss: 3.9702 +2024-01-02 07:01:28,624 - pyskl - INFO - Epoch [103][3000/3746] lr: 2.250e-02, eta: 1 day, 6:51:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6333, loss_cls: 3.9307, loss: 3.9307 +2024-01-02 07:02:28,100 - pyskl - INFO - Epoch [103][3100/3746] lr: 2.248e-02, eta: 1 day, 6:50:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6317, loss_cls: 3.9284, loss: 3.9284 +2024-01-02 07:03:27,620 - pyskl - INFO - Epoch [103][3200/3746] lr: 2.246e-02, eta: 1 day, 6:49:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3695, top5_acc: 0.6155, loss_cls: 3.9977, loss: 3.9977 +2024-01-02 07:04:26,946 - pyskl - INFO - Epoch [103][3300/3746] lr: 2.243e-02, eta: 1 day, 6:48:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6341, loss_cls: 3.9488, loss: 3.9488 +2024-01-02 07:05:26,541 - pyskl - INFO - Epoch [103][3400/3746] lr: 2.241e-02, eta: 1 day, 6:46:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3727, top5_acc: 0.6220, loss_cls: 3.9815, loss: 3.9815 +2024-01-02 07:06:26,044 - pyskl - INFO - Epoch [103][3500/3746] lr: 2.239e-02, eta: 1 day, 6:45:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3675, top5_acc: 0.6283, loss_cls: 3.9555, loss: 3.9555 +2024-01-02 07:07:26,349 - pyskl - INFO - Epoch [103][3600/3746] lr: 2.236e-02, eta: 1 day, 6:44:36, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6309, loss_cls: 3.9509, loss: 3.9509 +2024-01-02 07:08:25,411 - pyskl - INFO - Epoch [103][3700/3746] lr: 2.234e-02, eta: 1 day, 6:43:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3708, top5_acc: 0.6247, loss_cls: 3.9770, loss: 3.9770 +2024-01-02 07:08:55,521 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-01-02 07:10:53,607 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 07:10:54,704 - pyskl - INFO - +top1_acc 0.3189 +top5_acc 0.5661 +2024-01-02 07:10:54,704 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 07:10:54,742 - pyskl - INFO - +mean_acc 0.3186 +2024-01-02 07:10:54,749 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_102.pth was removed +2024-01-02 07:10:55,063 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2024-01-02 07:10:55,064 - pyskl - INFO - Best top1_acc is 0.3189 at 103 epoch. +2024-01-02 07:10:55,072 - pyskl - INFO - Epoch(val) [103][309] top1_acc: 0.3189, top5_acc: 0.5661, mean_class_accuracy: 0.3186 +2024-01-02 07:14:11,462 - pyskl - INFO - Epoch [104][100/3746] lr: 2.231e-02, eta: 1 day, 6:45:11, time: 1.964, data_time: 1.370, memory: 16177, top1_acc: 0.3878, top5_acc: 0.6458, loss_cls: 3.8409, loss: 3.8409 +2024-01-02 07:15:11,257 - pyskl - INFO - Epoch [104][200/3746] lr: 2.228e-02, eta: 1 day, 6:44:02, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6409, loss_cls: 3.8726, loss: 3.8726 +2024-01-02 07:16:10,420 - pyskl - INFO - Epoch [104][300/3746] lr: 2.226e-02, eta: 1 day, 6:42:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3792, top5_acc: 0.6358, loss_cls: 3.8955, loss: 3.8955 +2024-01-02 07:17:09,974 - pyskl - INFO - Epoch [104][400/3746] lr: 2.224e-02, eta: 1 day, 6:41:43, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3866, top5_acc: 0.6420, loss_cls: 3.8807, loss: 3.8807 +2024-01-02 07:18:09,479 - pyskl - INFO - Epoch [104][500/3746] lr: 2.221e-02, eta: 1 day, 6:40:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3823, top5_acc: 0.6402, loss_cls: 3.9096, loss: 3.9096 +2024-01-02 07:19:09,467 - pyskl - INFO - Epoch [104][600/3746] lr: 2.219e-02, eta: 1 day, 6:39:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6355, loss_cls: 3.9189, loss: 3.9189 +2024-01-02 07:20:10,040 - pyskl - INFO - Epoch [104][700/3746] lr: 2.217e-02, eta: 1 day, 6:38:18, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3809, top5_acc: 0.6439, loss_cls: 3.9131, loss: 3.9131 +2024-01-02 07:21:10,243 - pyskl - INFO - Epoch [104][800/3746] lr: 2.214e-02, eta: 1 day, 6:37:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6527, loss_cls: 3.8775, loss: 3.8775 +2024-01-02 07:22:09,720 - pyskl - INFO - Epoch [104][900/3746] lr: 2.212e-02, eta: 1 day, 6:36:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3706, top5_acc: 0.6330, loss_cls: 3.9296, loss: 3.9296 +2024-01-02 07:23:10,012 - pyskl - INFO - Epoch [104][1000/3746] lr: 2.210e-02, eta: 1 day, 6:34:53, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6347, loss_cls: 3.9536, loss: 3.9536 +2024-01-02 07:24:10,172 - pyskl - INFO - Epoch [104][1100/3746] lr: 2.208e-02, eta: 1 day, 6:33:45, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3694, top5_acc: 0.6327, loss_cls: 3.9566, loss: 3.9566 +2024-01-02 07:25:09,540 - pyskl - INFO - Epoch [104][1200/3746] lr: 2.205e-02, eta: 1 day, 6:32:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3609, top5_acc: 0.6242, loss_cls: 3.9737, loss: 3.9737 +2024-01-02 07:26:09,065 - pyskl - INFO - Epoch [104][1300/3746] lr: 2.203e-02, eta: 1 day, 6:31:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3908, top5_acc: 0.6364, loss_cls: 3.9014, loss: 3.9014 +2024-01-02 07:27:09,140 - pyskl - INFO - Epoch [104][1400/3746] lr: 2.201e-02, eta: 1 day, 6:30:19, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3769, top5_acc: 0.6356, loss_cls: 3.9328, loss: 3.9328 +2024-01-02 07:28:08,413 - pyskl - INFO - Epoch [104][1500/3746] lr: 2.198e-02, eta: 1 day, 6:29:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3689, top5_acc: 0.6395, loss_cls: 3.9355, loss: 3.9355 +2024-01-02 07:29:07,841 - pyskl - INFO - Epoch [104][1600/3746] lr: 2.196e-02, eta: 1 day, 6:28:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6373, loss_cls: 3.9298, loss: 3.9298 +2024-01-02 07:30:07,636 - pyskl - INFO - Epoch [104][1700/3746] lr: 2.194e-02, eta: 1 day, 6:26:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6375, loss_cls: 3.9286, loss: 3.9286 +2024-01-02 07:31:06,791 - pyskl - INFO - Epoch [104][1800/3746] lr: 2.191e-02, eta: 1 day, 6:25:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6373, loss_cls: 3.8953, loss: 3.8953 +2024-01-02 07:32:06,071 - pyskl - INFO - Epoch [104][1900/3746] lr: 2.189e-02, eta: 1 day, 6:24:33, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3672, top5_acc: 0.6397, loss_cls: 3.9234, loss: 3.9234 +2024-01-02 07:33:05,503 - pyskl - INFO - Epoch [104][2000/3746] lr: 2.187e-02, eta: 1 day, 6:23:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3614, top5_acc: 0.6323, loss_cls: 3.9435, loss: 3.9435 +2024-01-02 07:34:04,969 - pyskl - INFO - Epoch [104][2100/3746] lr: 2.184e-02, eta: 1 day, 6:22:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6306, loss_cls: 3.9495, loss: 3.9495 +2024-01-02 07:35:05,112 - pyskl - INFO - Epoch [104][2200/3746] lr: 2.182e-02, eta: 1 day, 6:21:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3762, top5_acc: 0.6347, loss_cls: 3.9638, loss: 3.9638 +2024-01-02 07:36:05,031 - pyskl - INFO - Epoch [104][2300/3746] lr: 2.180e-02, eta: 1 day, 6:19:59, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3823, top5_acc: 0.6366, loss_cls: 3.9024, loss: 3.9024 +2024-01-02 07:37:04,659 - pyskl - INFO - Epoch [104][2400/3746] lr: 2.177e-02, eta: 1 day, 6:18:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6262, loss_cls: 3.9442, loss: 3.9442 +2024-01-02 07:38:04,858 - pyskl - INFO - Epoch [104][2500/3746] lr: 2.175e-02, eta: 1 day, 6:17:43, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3728, top5_acc: 0.6367, loss_cls: 3.9555, loss: 3.9555 +2024-01-02 07:39:04,325 - pyskl - INFO - Epoch [104][2600/3746] lr: 2.173e-02, eta: 1 day, 6:16:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6350, loss_cls: 3.9219, loss: 3.9219 +2024-01-02 07:40:03,929 - pyskl - INFO - Epoch [104][2700/3746] lr: 2.171e-02, eta: 1 day, 6:15:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3741, top5_acc: 0.6367, loss_cls: 3.9363, loss: 3.9363 +2024-01-02 07:41:04,028 - pyskl - INFO - Epoch [104][2800/3746] lr: 2.168e-02, eta: 1 day, 6:14:17, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3623, top5_acc: 0.6241, loss_cls: 3.9858, loss: 3.9858 +2024-01-02 07:42:03,465 - pyskl - INFO - Epoch [104][2900/3746] lr: 2.166e-02, eta: 1 day, 6:13:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6317, loss_cls: 3.9563, loss: 3.9563 +2024-01-02 07:43:02,870 - pyskl - INFO - Epoch [104][3000/3746] lr: 2.164e-02, eta: 1 day, 6:11:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3759, top5_acc: 0.6331, loss_cls: 3.9493, loss: 3.9493 +2024-01-02 07:44:02,163 - pyskl - INFO - Epoch [104][3100/3746] lr: 2.161e-02, eta: 1 day, 6:10:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6266, loss_cls: 3.9432, loss: 3.9432 +2024-01-02 07:45:01,425 - pyskl - INFO - Epoch [104][3200/3746] lr: 2.159e-02, eta: 1 day, 6:09:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3677, top5_acc: 0.6327, loss_cls: 3.9556, loss: 3.9556 +2024-01-02 07:46:00,765 - pyskl - INFO - Epoch [104][3300/3746] lr: 2.157e-02, eta: 1 day, 6:08:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6341, loss_cls: 3.9300, loss: 3.9300 +2024-01-02 07:47:00,585 - pyskl - INFO - Epoch [104][3400/3746] lr: 2.154e-02, eta: 1 day, 6:07:24, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3808, top5_acc: 0.6389, loss_cls: 3.9082, loss: 3.9082 +2024-01-02 07:48:01,187 - pyskl - INFO - Epoch [104][3500/3746] lr: 2.152e-02, eta: 1 day, 6:06:17, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6300, loss_cls: 3.9611, loss: 3.9611 +2024-01-02 07:49:01,764 - pyskl - INFO - Epoch [104][3600/3746] lr: 2.150e-02, eta: 1 day, 6:05:10, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3736, top5_acc: 0.6334, loss_cls: 3.9581, loss: 3.9581 +2024-01-02 07:50:01,345 - pyskl - INFO - Epoch [104][3700/3746] lr: 2.148e-02, eta: 1 day, 6:04:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6366, loss_cls: 3.9682, loss: 3.9682 +2024-01-02 07:50:31,232 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-01-02 07:52:28,023 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 07:52:29,271 - pyskl - INFO - +top1_acc 0.3233 +top5_acc 0.5795 +2024-01-02 07:52:29,271 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 07:52:29,309 - pyskl - INFO - +mean_acc 0.3231 +2024-01-02 07:52:29,315 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_103.pth was removed +2024-01-02 07:52:29,628 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2024-01-02 07:52:29,628 - pyskl - INFO - Best top1_acc is 0.3233 at 104 epoch. +2024-01-02 07:52:29,636 - pyskl - INFO - Epoch(val) [104][309] top1_acc: 0.3233, top5_acc: 0.5795, mean_class_accuracy: 0.3231 +2024-01-02 07:55:43,968 - pyskl - INFO - Epoch [105][100/3746] lr: 2.144e-02, eta: 1 day, 6:05:32, time: 1.943, data_time: 1.345, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6514, loss_cls: 3.8240, loss: 3.8240 +2024-01-02 07:56:43,726 - pyskl - INFO - Epoch [105][200/3746] lr: 2.142e-02, eta: 1 day, 6:04:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3767, top5_acc: 0.6473, loss_cls: 3.8779, loss: 3.8779 +2024-01-02 07:57:43,332 - pyskl - INFO - Epoch [105][300/3746] lr: 2.140e-02, eta: 1 day, 6:03:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6472, loss_cls: 3.8704, loss: 3.8704 +2024-01-02 07:58:43,407 - pyskl - INFO - Epoch [105][400/3746] lr: 2.137e-02, eta: 1 day, 6:02:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3659, top5_acc: 0.6286, loss_cls: 3.9412, loss: 3.9412 +2024-01-02 07:59:43,791 - pyskl - INFO - Epoch [105][500/3746] lr: 2.135e-02, eta: 1 day, 6:00:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3789, top5_acc: 0.6438, loss_cls: 3.8819, loss: 3.8819 +2024-01-02 08:00:44,038 - pyskl - INFO - Epoch [105][600/3746] lr: 2.133e-02, eta: 1 day, 5:59:52, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3777, top5_acc: 0.6423, loss_cls: 3.8823, loss: 3.8823 +2024-01-02 08:01:44,153 - pyskl - INFO - Epoch [105][700/3746] lr: 2.130e-02, eta: 1 day, 5:58:44, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6352, loss_cls: 3.9071, loss: 3.9071 +2024-01-02 08:02:43,646 - pyskl - INFO - Epoch [105][800/3746] lr: 2.128e-02, eta: 1 day, 5:57:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6448, loss_cls: 3.8859, loss: 3.8859 +2024-01-02 08:03:42,928 - pyskl - INFO - Epoch [105][900/3746] lr: 2.126e-02, eta: 1 day, 5:56:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3758, top5_acc: 0.6280, loss_cls: 3.9206, loss: 3.9206 +2024-01-02 08:04:42,639 - pyskl - INFO - Epoch [105][1000/3746] lr: 2.124e-02, eta: 1 day, 5:55:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3634, top5_acc: 0.6330, loss_cls: 3.9576, loss: 3.9576 +2024-01-02 08:05:42,743 - pyskl - INFO - Epoch [105][1100/3746] lr: 2.121e-02, eta: 1 day, 5:54:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6389, loss_cls: 3.8864, loss: 3.8864 +2024-01-02 08:06:42,365 - pyskl - INFO - Epoch [105][1200/3746] lr: 2.119e-02, eta: 1 day, 5:53:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6344, loss_cls: 3.9243, loss: 3.9243 +2024-01-02 08:07:41,717 - pyskl - INFO - Epoch [105][1300/3746] lr: 2.117e-02, eta: 1 day, 5:51:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6450, loss_cls: 3.8958, loss: 3.8958 +2024-01-02 08:08:42,066 - pyskl - INFO - Epoch [105][1400/3746] lr: 2.114e-02, eta: 1 day, 5:50:45, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3723, top5_acc: 0.6334, loss_cls: 3.9530, loss: 3.9530 +2024-01-02 08:09:41,494 - pyskl - INFO - Epoch [105][1500/3746] lr: 2.112e-02, eta: 1 day, 5:49:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3700, top5_acc: 0.6233, loss_cls: 3.9694, loss: 3.9694 +2024-01-02 08:10:40,980 - pyskl - INFO - Epoch [105][1600/3746] lr: 2.110e-02, eta: 1 day, 5:48:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3731, top5_acc: 0.6431, loss_cls: 3.9116, loss: 3.9116 +2024-01-02 08:11:40,335 - pyskl - INFO - Epoch [105][1700/3746] lr: 2.108e-02, eta: 1 day, 5:47:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3837, top5_acc: 0.6452, loss_cls: 3.8580, loss: 3.8580 +2024-01-02 08:12:39,833 - pyskl - INFO - Epoch [105][1800/3746] lr: 2.105e-02, eta: 1 day, 5:46:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3797, top5_acc: 0.6342, loss_cls: 3.9118, loss: 3.9118 +2024-01-02 08:13:39,502 - pyskl - INFO - Epoch [105][1900/3746] lr: 2.103e-02, eta: 1 day, 5:45:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6375, loss_cls: 3.9097, loss: 3.9097 +2024-01-02 08:14:39,059 - pyskl - INFO - Epoch [105][2000/3746] lr: 2.101e-02, eta: 1 day, 5:43:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6220, loss_cls: 3.9359, loss: 3.9359 +2024-01-02 08:15:38,712 - pyskl - INFO - Epoch [105][2100/3746] lr: 2.098e-02, eta: 1 day, 5:42:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3734, top5_acc: 0.6314, loss_cls: 3.9378, loss: 3.9378 +2024-01-02 08:16:38,087 - pyskl - INFO - Epoch [105][2200/3746] lr: 2.096e-02, eta: 1 day, 5:41:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3638, top5_acc: 0.6286, loss_cls: 3.9804, loss: 3.9804 +2024-01-02 08:17:37,319 - pyskl - INFO - Epoch [105][2300/3746] lr: 2.094e-02, eta: 1 day, 5:40:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6402, loss_cls: 3.9165, loss: 3.9165 +2024-01-02 08:18:36,652 - pyskl - INFO - Epoch [105][2400/3746] lr: 2.092e-02, eta: 1 day, 5:39:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3827, top5_acc: 0.6416, loss_cls: 3.8854, loss: 3.8854 +2024-01-02 08:19:35,851 - pyskl - INFO - Epoch [105][2500/3746] lr: 2.089e-02, eta: 1 day, 5:38:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3814, top5_acc: 0.6409, loss_cls: 3.8975, loss: 3.8975 +2024-01-02 08:20:35,190 - pyskl - INFO - Epoch [105][2600/3746] lr: 2.087e-02, eta: 1 day, 5:37:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3767, top5_acc: 0.6322, loss_cls: 3.9224, loss: 3.9224 +2024-01-02 08:21:34,691 - pyskl - INFO - Epoch [105][2700/3746] lr: 2.085e-02, eta: 1 day, 5:35:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3728, top5_acc: 0.6369, loss_cls: 3.9058, loss: 3.9058 +2024-01-02 08:22:34,502 - pyskl - INFO - Epoch [105][2800/3746] lr: 2.083e-02, eta: 1 day, 5:34:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3678, top5_acc: 0.6289, loss_cls: 3.9293, loss: 3.9293 +2024-01-02 08:23:34,556 - pyskl - INFO - Epoch [105][2900/3746] lr: 2.080e-02, eta: 1 day, 5:33:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3770, top5_acc: 0.6416, loss_cls: 3.9102, loss: 3.9102 +2024-01-02 08:24:34,017 - pyskl - INFO - Epoch [105][3000/3746] lr: 2.078e-02, eta: 1 day, 5:32:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3711, top5_acc: 0.6319, loss_cls: 3.9626, loss: 3.9626 +2024-01-02 08:25:33,440 - pyskl - INFO - Epoch [105][3100/3746] lr: 2.076e-02, eta: 1 day, 5:31:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3705, top5_acc: 0.6344, loss_cls: 3.9309, loss: 3.9309 +2024-01-02 08:26:32,576 - pyskl - INFO - Epoch [105][3200/3746] lr: 2.073e-02, eta: 1 day, 5:30:11, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6433, loss_cls: 3.9071, loss: 3.9071 +2024-01-02 08:27:31,912 - pyskl - INFO - Epoch [105][3300/3746] lr: 2.071e-02, eta: 1 day, 5:29:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6373, loss_cls: 3.9110, loss: 3.9110 +2024-01-02 08:28:31,541 - pyskl - INFO - Epoch [105][3400/3746] lr: 2.069e-02, eta: 1 day, 5:27:54, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3728, top5_acc: 0.6419, loss_cls: 3.9313, loss: 3.9313 +2024-01-02 08:29:31,915 - pyskl - INFO - Epoch [105][3500/3746] lr: 2.067e-02, eta: 1 day, 5:26:47, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3688, top5_acc: 0.6298, loss_cls: 3.9742, loss: 3.9742 +2024-01-02 08:30:32,163 - pyskl - INFO - Epoch [105][3600/3746] lr: 2.064e-02, eta: 1 day, 5:25:40, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6461, loss_cls: 3.8898, loss: 3.8898 +2024-01-02 08:31:32,026 - pyskl - INFO - Epoch [105][3700/3746] lr: 2.062e-02, eta: 1 day, 5:24:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3798, top5_acc: 0.6377, loss_cls: 3.8865, loss: 3.8865 +2024-01-02 08:32:01,885 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-01-02 08:33:58,438 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 08:33:59,524 - pyskl - INFO - +top1_acc 0.3148 +top5_acc 0.5678 +2024-01-02 08:33:59,525 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 08:33:59,573 - pyskl - INFO - +mean_acc 0.3145 +2024-01-02 08:33:59,584 - pyskl - INFO - Epoch(val) [105][309] top1_acc: 0.3148, top5_acc: 0.5678, mean_class_accuracy: 0.3145 +2024-01-02 08:37:20,623 - pyskl - INFO - Epoch [106][100/3746] lr: 2.059e-02, eta: 1 day, 5:26:03, time: 2.010, data_time: 1.420, memory: 16177, top1_acc: 0.3945, top5_acc: 0.6447, loss_cls: 3.8441, loss: 3.8441 +2024-01-02 08:38:20,281 - pyskl - INFO - Epoch [106][200/3746] lr: 2.057e-02, eta: 1 day, 5:24:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4008, top5_acc: 0.6458, loss_cls: 3.8469, loss: 3.8469 +2024-01-02 08:39:19,725 - pyskl - INFO - Epoch [106][300/3746] lr: 2.054e-02, eta: 1 day, 5:23:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3836, top5_acc: 0.6494, loss_cls: 3.8682, loss: 3.8682 +2024-01-02 08:40:19,192 - pyskl - INFO - Epoch [106][400/3746] lr: 2.052e-02, eta: 1 day, 5:22:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6445, loss_cls: 3.8892, loss: 3.8892 +2024-01-02 08:41:19,276 - pyskl - INFO - Epoch [106][500/3746] lr: 2.050e-02, eta: 1 day, 5:21:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3816, top5_acc: 0.6462, loss_cls: 3.8672, loss: 3.8672 +2024-01-02 08:42:18,975 - pyskl - INFO - Epoch [106][600/3746] lr: 2.048e-02, eta: 1 day, 5:20:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6338, loss_cls: 3.9194, loss: 3.9194 +2024-01-02 08:43:18,291 - pyskl - INFO - Epoch [106][700/3746] lr: 2.045e-02, eta: 1 day, 5:19:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3847, top5_acc: 0.6455, loss_cls: 3.8545, loss: 3.8545 +2024-01-02 08:44:17,814 - pyskl - INFO - Epoch [106][800/3746] lr: 2.043e-02, eta: 1 day, 5:18:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3961, top5_acc: 0.6520, loss_cls: 3.8455, loss: 3.8455 +2024-01-02 08:45:17,593 - pyskl - INFO - Epoch [106][900/3746] lr: 2.041e-02, eta: 1 day, 5:16:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6478, loss_cls: 3.8680, loss: 3.8680 +2024-01-02 08:46:16,849 - pyskl - INFO - Epoch [106][1000/3746] lr: 2.039e-02, eta: 1 day, 5:15:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3950, top5_acc: 0.6527, loss_cls: 3.8290, loss: 3.8290 +2024-01-02 08:47:17,313 - pyskl - INFO - Epoch [106][1100/3746] lr: 2.036e-02, eta: 1 day, 5:14:41, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3872, top5_acc: 0.6384, loss_cls: 3.8633, loss: 3.8633 +2024-01-02 08:48:17,662 - pyskl - INFO - Epoch [106][1200/3746] lr: 2.034e-02, eta: 1 day, 5:13:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6352, loss_cls: 3.9234, loss: 3.9234 +2024-01-02 08:49:16,994 - pyskl - INFO - Epoch [106][1300/3746] lr: 2.032e-02, eta: 1 day, 5:12:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6414, loss_cls: 3.9250, loss: 3.9250 +2024-01-02 08:50:16,462 - pyskl - INFO - Epoch [106][1400/3746] lr: 2.030e-02, eta: 1 day, 5:11:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3787, top5_acc: 0.6428, loss_cls: 3.8947, loss: 3.8947 +2024-01-02 08:51:15,825 - pyskl - INFO - Epoch [106][1500/3746] lr: 2.027e-02, eta: 1 day, 5:10:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6472, loss_cls: 3.8731, loss: 3.8731 +2024-01-02 08:52:14,995 - pyskl - INFO - Epoch [106][1600/3746] lr: 2.025e-02, eta: 1 day, 5:09:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6467, loss_cls: 3.8635, loss: 3.8635 +2024-01-02 08:53:14,240 - pyskl - INFO - Epoch [106][1700/3746] lr: 2.023e-02, eta: 1 day, 5:07:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3811, top5_acc: 0.6444, loss_cls: 3.8621, loss: 3.8621 +2024-01-02 08:54:13,560 - pyskl - INFO - Epoch [106][1800/3746] lr: 2.021e-02, eta: 1 day, 5:06:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6372, loss_cls: 3.9285, loss: 3.9285 +2024-01-02 08:55:13,198 - pyskl - INFO - Epoch [106][1900/3746] lr: 2.018e-02, eta: 1 day, 5:05:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3805, top5_acc: 0.6306, loss_cls: 3.9235, loss: 3.9235 +2024-01-02 08:56:12,695 - pyskl - INFO - Epoch [106][2000/3746] lr: 2.016e-02, eta: 1 day, 5:04:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3819, top5_acc: 0.6252, loss_cls: 3.9207, loss: 3.9207 +2024-01-02 08:57:12,361 - pyskl - INFO - Epoch [106][2100/3746] lr: 2.014e-02, eta: 1 day, 5:03:18, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3775, top5_acc: 0.6395, loss_cls: 3.9182, loss: 3.9182 +2024-01-02 08:58:11,791 - pyskl - INFO - Epoch [106][2200/3746] lr: 2.012e-02, eta: 1 day, 5:02:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3686, top5_acc: 0.6277, loss_cls: 3.9542, loss: 3.9542 +2024-01-02 08:59:11,319 - pyskl - INFO - Epoch [106][2300/3746] lr: 2.009e-02, eta: 1 day, 5:01:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3791, top5_acc: 0.6355, loss_cls: 3.9187, loss: 3.9187 +2024-01-02 09:00:10,760 - pyskl - INFO - Epoch [106][2400/3746] lr: 2.007e-02, eta: 1 day, 4:59:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6359, loss_cls: 3.9100, loss: 3.9100 +2024-01-02 09:01:10,401 - pyskl - INFO - Epoch [106][2500/3746] lr: 2.005e-02, eta: 1 day, 4:58:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6491, loss_cls: 3.8475, loss: 3.8475 +2024-01-02 09:02:10,030 - pyskl - INFO - Epoch [106][2600/3746] lr: 2.003e-02, eta: 1 day, 4:57:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6402, loss_cls: 3.9084, loss: 3.9084 +2024-01-02 09:03:09,428 - pyskl - INFO - Epoch [106][2700/3746] lr: 2.000e-02, eta: 1 day, 4:56:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3653, top5_acc: 0.6345, loss_cls: 3.9415, loss: 3.9415 +2024-01-02 09:04:08,799 - pyskl - INFO - Epoch [106][2800/3746] lr: 1.998e-02, eta: 1 day, 4:55:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6409, loss_cls: 3.8991, loss: 3.8991 +2024-01-02 09:05:08,410 - pyskl - INFO - Epoch [106][2900/3746] lr: 1.996e-02, eta: 1 day, 4:54:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3739, top5_acc: 0.6292, loss_cls: 3.9354, loss: 3.9354 +2024-01-02 09:06:07,646 - pyskl - INFO - Epoch [106][3000/3746] lr: 1.994e-02, eta: 1 day, 4:53:05, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3666, top5_acc: 0.6334, loss_cls: 3.9694, loss: 3.9694 +2024-01-02 09:07:06,904 - pyskl - INFO - Epoch [106][3100/3746] lr: 1.991e-02, eta: 1 day, 4:51:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3753, top5_acc: 0.6291, loss_cls: 3.9294, loss: 3.9294 +2024-01-02 09:08:06,335 - pyskl - INFO - Epoch [106][3200/3746] lr: 1.989e-02, eta: 1 day, 4:50:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3744, top5_acc: 0.6398, loss_cls: 3.9230, loss: 3.9230 +2024-01-02 09:09:05,924 - pyskl - INFO - Epoch [106][3300/3746] lr: 1.987e-02, eta: 1 day, 4:49:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6406, loss_cls: 3.8976, loss: 3.8976 +2024-01-02 09:10:05,639 - pyskl - INFO - Epoch [106][3400/3746] lr: 1.985e-02, eta: 1 day, 4:48:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6483, loss_cls: 3.8431, loss: 3.8431 +2024-01-02 09:11:05,596 - pyskl - INFO - Epoch [106][3500/3746] lr: 1.983e-02, eta: 1 day, 4:47:25, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3756, top5_acc: 0.6417, loss_cls: 3.9184, loss: 3.9184 +2024-01-02 09:12:05,757 - pyskl - INFO - Epoch [106][3600/3746] lr: 1.980e-02, eta: 1 day, 4:46:18, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3781, top5_acc: 0.6398, loss_cls: 3.8983, loss: 3.8983 +2024-01-02 09:13:05,320 - pyskl - INFO - Epoch [106][3700/3746] lr: 1.978e-02, eta: 1 day, 4:45:10, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3709, top5_acc: 0.6406, loss_cls: 3.9369, loss: 3.9369 +2024-01-02 09:13:35,090 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-01-02 09:15:33,371 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 09:15:34,412 - pyskl - INFO - +top1_acc 0.3181 +top5_acc 0.5737 +2024-01-02 09:15:34,412 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 09:15:34,450 - pyskl - INFO - +mean_acc 0.3179 +2024-01-02 09:15:34,458 - pyskl - INFO - Epoch(val) [106][309] top1_acc: 0.3181, top5_acc: 0.5737, mean_class_accuracy: 0.3179 +2024-01-02 09:18:56,264 - pyskl - INFO - Epoch [107][100/3746] lr: 1.975e-02, eta: 1 day, 4:46:32, time: 2.018, data_time: 1.424, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6483, loss_cls: 3.8566, loss: 3.8566 +2024-01-02 09:19:55,648 - pyskl - INFO - Epoch [107][200/3746] lr: 1.973e-02, eta: 1 day, 4:45:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3941, top5_acc: 0.6592, loss_cls: 3.8126, loss: 3.8126 +2024-01-02 09:20:55,689 - pyskl - INFO - Epoch [107][300/3746] lr: 1.970e-02, eta: 1 day, 4:44:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6442, loss_cls: 3.8611, loss: 3.8611 +2024-01-02 09:21:55,215 - pyskl - INFO - Epoch [107][400/3746] lr: 1.968e-02, eta: 1 day, 4:43:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3862, top5_acc: 0.6447, loss_cls: 3.8802, loss: 3.8802 +2024-01-02 09:22:54,590 - pyskl - INFO - Epoch [107][500/3746] lr: 1.966e-02, eta: 1 day, 4:41:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3905, top5_acc: 0.6538, loss_cls: 3.8447, loss: 3.8447 +2024-01-02 09:23:54,279 - pyskl - INFO - Epoch [107][600/3746] lr: 1.964e-02, eta: 1 day, 4:40:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3755, top5_acc: 0.6448, loss_cls: 3.8851, loss: 3.8851 +2024-01-02 09:24:53,883 - pyskl - INFO - Epoch [107][700/3746] lr: 1.961e-02, eta: 1 day, 4:39:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6512, loss_cls: 3.8368, loss: 3.8368 +2024-01-02 09:25:53,438 - pyskl - INFO - Epoch [107][800/3746] lr: 1.959e-02, eta: 1 day, 4:38:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3961, top5_acc: 0.6527, loss_cls: 3.8066, loss: 3.8066 +2024-01-02 09:26:52,829 - pyskl - INFO - Epoch [107][900/3746] lr: 1.957e-02, eta: 1 day, 4:37:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6494, loss_cls: 3.8669, loss: 3.8669 +2024-01-02 09:27:52,380 - pyskl - INFO - Epoch [107][1000/3746] lr: 1.955e-02, eta: 1 day, 4:36:19, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3891, top5_acc: 0.6442, loss_cls: 3.8650, loss: 3.8650 +2024-01-02 09:28:52,380 - pyskl - INFO - Epoch [107][1100/3746] lr: 1.953e-02, eta: 1 day, 4:35:12, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6452, loss_cls: 3.8623, loss: 3.8623 +2024-01-02 09:29:52,310 - pyskl - INFO - Epoch [107][1200/3746] lr: 1.950e-02, eta: 1 day, 4:34:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6417, loss_cls: 3.8668, loss: 3.8668 +2024-01-02 09:30:51,988 - pyskl - INFO - Epoch [107][1300/3746] lr: 1.948e-02, eta: 1 day, 4:32:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3828, top5_acc: 0.6467, loss_cls: 3.8904, loss: 3.8904 +2024-01-02 09:31:51,408 - pyskl - INFO - Epoch [107][1400/3746] lr: 1.946e-02, eta: 1 day, 4:31:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6420, loss_cls: 3.8931, loss: 3.8931 +2024-01-02 09:32:51,120 - pyskl - INFO - Epoch [107][1500/3746] lr: 1.944e-02, eta: 1 day, 4:30:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6430, loss_cls: 3.8698, loss: 3.8698 +2024-01-02 09:33:50,315 - pyskl - INFO - Epoch [107][1600/3746] lr: 1.942e-02, eta: 1 day, 4:29:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3878, top5_acc: 0.6520, loss_cls: 3.8490, loss: 3.8490 +2024-01-02 09:34:49,174 - pyskl - INFO - Epoch [107][1700/3746] lr: 1.939e-02, eta: 1 day, 4:28:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3859, top5_acc: 0.6464, loss_cls: 3.8796, loss: 3.8796 +2024-01-02 09:35:48,351 - pyskl - INFO - Epoch [107][1800/3746] lr: 1.937e-02, eta: 1 day, 4:27:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3752, top5_acc: 0.6408, loss_cls: 3.9122, loss: 3.9122 +2024-01-02 09:36:47,556 - pyskl - INFO - Epoch [107][1900/3746] lr: 1.935e-02, eta: 1 day, 4:26:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3877, top5_acc: 0.6480, loss_cls: 3.8686, loss: 3.8686 +2024-01-02 09:37:46,800 - pyskl - INFO - Epoch [107][2000/3746] lr: 1.933e-02, eta: 1 day, 4:24:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3889, top5_acc: 0.6475, loss_cls: 3.8541, loss: 3.8541 +2024-01-02 09:38:46,132 - pyskl - INFO - Epoch [107][2100/3746] lr: 1.930e-02, eta: 1 day, 4:23:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3803, top5_acc: 0.6461, loss_cls: 3.8952, loss: 3.8952 +2024-01-02 09:39:45,354 - pyskl - INFO - Epoch [107][2200/3746] lr: 1.928e-02, eta: 1 day, 4:22:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3812, top5_acc: 0.6412, loss_cls: 3.8896, loss: 3.8896 +2024-01-02 09:40:44,812 - pyskl - INFO - Epoch [107][2300/3746] lr: 1.926e-02, eta: 1 day, 4:21:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3717, top5_acc: 0.6233, loss_cls: 3.9233, loss: 3.9233 +2024-01-02 09:41:44,401 - pyskl - INFO - Epoch [107][2400/3746] lr: 1.924e-02, eta: 1 day, 4:20:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3761, top5_acc: 0.6373, loss_cls: 3.8904, loss: 3.8904 +2024-01-02 09:42:43,622 - pyskl - INFO - Epoch [107][2500/3746] lr: 1.922e-02, eta: 1 day, 4:19:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3756, top5_acc: 0.6348, loss_cls: 3.9195, loss: 3.9195 +2024-01-02 09:43:43,364 - pyskl - INFO - Epoch [107][2600/3746] lr: 1.919e-02, eta: 1 day, 4:18:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3742, top5_acc: 0.6444, loss_cls: 3.9094, loss: 3.9094 +2024-01-02 09:44:43,691 - pyskl - INFO - Epoch [107][2700/3746] lr: 1.917e-02, eta: 1 day, 4:17:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6453, loss_cls: 3.8748, loss: 3.8748 +2024-01-02 09:45:43,896 - pyskl - INFO - Epoch [107][2800/3746] lr: 1.915e-02, eta: 1 day, 4:15:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3669, top5_acc: 0.6309, loss_cls: 3.9565, loss: 3.9565 +2024-01-02 09:46:44,247 - pyskl - INFO - Epoch [107][2900/3746] lr: 1.913e-02, eta: 1 day, 4:14:51, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6484, loss_cls: 3.8653, loss: 3.8653 +2024-01-02 09:47:44,438 - pyskl - INFO - Epoch [107][3000/3746] lr: 1.911e-02, eta: 1 day, 4:13:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3809, top5_acc: 0.6455, loss_cls: 3.8907, loss: 3.8907 +2024-01-02 09:48:43,830 - pyskl - INFO - Epoch [107][3100/3746] lr: 1.908e-02, eta: 1 day, 4:12:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3806, top5_acc: 0.6338, loss_cls: 3.9083, loss: 3.9083 +2024-01-02 09:49:43,804 - pyskl - INFO - Epoch [107][3200/3746] lr: 1.906e-02, eta: 1 day, 4:11:29, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3730, top5_acc: 0.6403, loss_cls: 3.8933, loss: 3.8933 +2024-01-02 09:50:43,261 - pyskl - INFO - Epoch [107][3300/3746] lr: 1.904e-02, eta: 1 day, 4:10:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6459, loss_cls: 3.8854, loss: 3.8854 +2024-01-02 09:51:42,900 - pyskl - INFO - Epoch [107][3400/3746] lr: 1.902e-02, eta: 1 day, 4:09:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6445, loss_cls: 3.8649, loss: 3.8649 +2024-01-02 09:52:42,910 - pyskl - INFO - Epoch [107][3500/3746] lr: 1.900e-02, eta: 1 day, 4:08:07, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3845, top5_acc: 0.6433, loss_cls: 3.8742, loss: 3.8742 +2024-01-02 09:53:43,338 - pyskl - INFO - Epoch [107][3600/3746] lr: 1.897e-02, eta: 1 day, 4:07:01, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3778, top5_acc: 0.6397, loss_cls: 3.9107, loss: 3.9107 +2024-01-02 09:54:42,945 - pyskl - INFO - Epoch [107][3700/3746] lr: 1.895e-02, eta: 1 day, 4:05:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3719, top5_acc: 0.6331, loss_cls: 3.9173, loss: 3.9173 +2024-01-02 09:55:12,701 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-01-02 09:57:10,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 09:57:10,934 - pyskl - INFO - +top1_acc 0.3224 +top5_acc 0.5780 +2024-01-02 09:57:10,934 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 09:57:10,967 - pyskl - INFO - +mean_acc 0.3222 +2024-01-02 09:57:10,975 - pyskl - INFO - Epoch(val) [107][309] top1_acc: 0.3224, top5_acc: 0.5780, mean_class_accuracy: 0.3222 +2024-01-02 10:00:29,282 - pyskl - INFO - Epoch [108][100/3746] lr: 1.892e-02, eta: 1 day, 4:07:00, time: 1.983, data_time: 1.387, memory: 16177, top1_acc: 0.3927, top5_acc: 0.6538, loss_cls: 3.8099, loss: 3.8099 +2024-01-02 10:01:28,752 - pyskl - INFO - Epoch [108][200/3746] lr: 1.890e-02, eta: 1 day, 4:05:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3905, top5_acc: 0.6466, loss_cls: 3.8554, loss: 3.8554 +2024-01-02 10:02:28,330 - pyskl - INFO - Epoch [108][300/3746] lr: 1.888e-02, eta: 1 day, 4:04:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3942, top5_acc: 0.6617, loss_cls: 3.7892, loss: 3.7892 +2024-01-02 10:03:27,493 - pyskl - INFO - Epoch [108][400/3746] lr: 1.886e-02, eta: 1 day, 4:03:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6536, loss_cls: 3.8273, loss: 3.8273 +2024-01-02 10:04:26,783 - pyskl - INFO - Epoch [108][500/3746] lr: 1.883e-02, eta: 1 day, 4:02:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3839, top5_acc: 0.6495, loss_cls: 3.8700, loss: 3.8700 +2024-01-02 10:05:26,859 - pyskl - INFO - Epoch [108][600/3746] lr: 1.881e-02, eta: 1 day, 4:01:21, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.3841, top5_acc: 0.6342, loss_cls: 3.8811, loss: 3.8811 +2024-01-02 10:06:26,647 - pyskl - INFO - Epoch [108][700/3746] lr: 1.879e-02, eta: 1 day, 4:00:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6623, loss_cls: 3.8004, loss: 3.8004 +2024-01-02 10:07:25,993 - pyskl - INFO - Epoch [108][800/3746] lr: 1.877e-02, eta: 1 day, 3:59:05, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3870, top5_acc: 0.6503, loss_cls: 3.8452, loss: 3.8452 +2024-01-02 10:08:25,501 - pyskl - INFO - Epoch [108][900/3746] lr: 1.875e-02, eta: 1 day, 3:57:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3886, top5_acc: 0.6467, loss_cls: 3.8578, loss: 3.8578 +2024-01-02 10:09:25,186 - pyskl - INFO - Epoch [108][1000/3746] lr: 1.872e-02, eta: 1 day, 3:56:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6580, loss_cls: 3.8259, loss: 3.8259 +2024-01-02 10:10:24,651 - pyskl - INFO - Epoch [108][1100/3746] lr: 1.870e-02, eta: 1 day, 3:55:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3920, top5_acc: 0.6519, loss_cls: 3.8362, loss: 3.8362 +2024-01-02 10:11:25,123 - pyskl - INFO - Epoch [108][1200/3746] lr: 1.868e-02, eta: 1 day, 3:54:36, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3952, top5_acc: 0.6559, loss_cls: 3.8297, loss: 3.8297 +2024-01-02 10:12:25,549 - pyskl - INFO - Epoch [108][1300/3746] lr: 1.866e-02, eta: 1 day, 3:53:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3850, top5_acc: 0.6477, loss_cls: 3.8420, loss: 3.8420 +2024-01-02 10:13:25,196 - pyskl - INFO - Epoch [108][1400/3746] lr: 1.864e-02, eta: 1 day, 3:52:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6436, loss_cls: 3.8657, loss: 3.8657 +2024-01-02 10:14:24,464 - pyskl - INFO - Epoch [108][1500/3746] lr: 1.862e-02, eta: 1 day, 3:51:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3747, top5_acc: 0.6419, loss_cls: 3.8912, loss: 3.8912 +2024-01-02 10:15:23,618 - pyskl - INFO - Epoch [108][1600/3746] lr: 1.859e-02, eta: 1 day, 3:50:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3909, top5_acc: 0.6477, loss_cls: 3.8603, loss: 3.8603 +2024-01-02 10:16:22,542 - pyskl - INFO - Epoch [108][1700/3746] lr: 1.857e-02, eta: 1 day, 3:48:57, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6469, loss_cls: 3.8664, loss: 3.8664 +2024-01-02 10:17:21,677 - pyskl - INFO - Epoch [108][1800/3746] lr: 1.855e-02, eta: 1 day, 3:47:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3931, top5_acc: 0.6431, loss_cls: 3.8591, loss: 3.8591 +2024-01-02 10:18:20,873 - pyskl - INFO - Epoch [108][1900/3746] lr: 1.853e-02, eta: 1 day, 3:46:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3805, top5_acc: 0.6314, loss_cls: 3.9042, loss: 3.9042 +2024-01-02 10:19:20,258 - pyskl - INFO - Epoch [108][2000/3746] lr: 1.851e-02, eta: 1 day, 3:45:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3878, top5_acc: 0.6505, loss_cls: 3.8406, loss: 3.8406 +2024-01-02 10:20:19,275 - pyskl - INFO - Epoch [108][2100/3746] lr: 1.848e-02, eta: 1 day, 3:44:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.3878, top5_acc: 0.6462, loss_cls: 3.8757, loss: 3.8757 +2024-01-02 10:21:18,642 - pyskl - INFO - Epoch [108][2200/3746] lr: 1.846e-02, eta: 1 day, 3:43:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3855, top5_acc: 0.6419, loss_cls: 3.8818, loss: 3.8818 +2024-01-02 10:22:17,978 - pyskl - INFO - Epoch [108][2300/3746] lr: 1.844e-02, eta: 1 day, 3:42:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6431, loss_cls: 3.8544, loss: 3.8544 +2024-01-02 10:23:17,198 - pyskl - INFO - Epoch [108][2400/3746] lr: 1.842e-02, eta: 1 day, 3:41:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6442, loss_cls: 3.8525, loss: 3.8525 +2024-01-02 10:24:16,674 - pyskl - INFO - Epoch [108][2500/3746] lr: 1.840e-02, eta: 1 day, 3:39:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6509, loss_cls: 3.8485, loss: 3.8485 +2024-01-02 10:25:16,031 - pyskl - INFO - Epoch [108][2600/3746] lr: 1.838e-02, eta: 1 day, 3:38:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3814, top5_acc: 0.6447, loss_cls: 3.8768, loss: 3.8768 +2024-01-02 10:26:15,667 - pyskl - INFO - Epoch [108][2700/3746] lr: 1.835e-02, eta: 1 day, 3:37:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3923, top5_acc: 0.6361, loss_cls: 3.8881, loss: 3.8881 +2024-01-02 10:27:15,439 - pyskl - INFO - Epoch [108][2800/3746] lr: 1.833e-02, eta: 1 day, 3:36:32, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3816, top5_acc: 0.6464, loss_cls: 3.8881, loss: 3.8881 +2024-01-02 10:28:15,042 - pyskl - INFO - Epoch [108][2900/3746] lr: 1.831e-02, eta: 1 day, 3:35:25, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3919, top5_acc: 0.6397, loss_cls: 3.8739, loss: 3.8739 +2024-01-02 10:29:14,488 - pyskl - INFO - Epoch [108][3000/3746] lr: 1.829e-02, eta: 1 day, 3:34:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3820, top5_acc: 0.6436, loss_cls: 3.8789, loss: 3.8789 +2024-01-02 10:30:13,769 - pyskl - INFO - Epoch [108][3100/3746] lr: 1.827e-02, eta: 1 day, 3:33:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6419, loss_cls: 3.8699, loss: 3.8699 +2024-01-02 10:31:13,020 - pyskl - INFO - Epoch [108][3200/3746] lr: 1.825e-02, eta: 1 day, 3:32:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6505, loss_cls: 3.8385, loss: 3.8385 +2024-01-02 10:32:12,332 - pyskl - INFO - Epoch [108][3300/3746] lr: 1.823e-02, eta: 1 day, 3:30:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3787, top5_acc: 0.6423, loss_cls: 3.8913, loss: 3.8913 +2024-01-02 10:33:12,138 - pyskl - INFO - Epoch [108][3400/3746] lr: 1.820e-02, eta: 1 day, 3:29:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3817, top5_acc: 0.6455, loss_cls: 3.8936, loss: 3.8936 +2024-01-02 10:34:12,125 - pyskl - INFO - Epoch [108][3500/3746] lr: 1.818e-02, eta: 1 day, 3:28:40, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3861, top5_acc: 0.6448, loss_cls: 3.8575, loss: 3.8575 +2024-01-02 10:35:12,035 - pyskl - INFO - Epoch [108][3600/3746] lr: 1.816e-02, eta: 1 day, 3:27:33, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3780, top5_acc: 0.6391, loss_cls: 3.8983, loss: 3.8983 +2024-01-02 10:36:11,272 - pyskl - INFO - Epoch [108][3700/3746] lr: 1.814e-02, eta: 1 day, 3:26:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6361, loss_cls: 3.8884, loss: 3.8884 +2024-01-02 10:36:41,090 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-01-02 10:38:37,586 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 10:38:38,668 - pyskl - INFO - +top1_acc 0.3320 +top5_acc 0.5845 +2024-01-02 10:38:38,668 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 10:38:38,704 - pyskl - INFO - +mean_acc 0.3319 +2024-01-02 10:38:38,710 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_104.pth was removed +2024-01-02 10:38:38,978 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_108.pth. +2024-01-02 10:38:38,978 - pyskl - INFO - Best top1_acc is 0.3320 at 108 epoch. +2024-01-02 10:38:38,988 - pyskl - INFO - Epoch(val) [108][309] top1_acc: 0.3320, top5_acc: 0.5845, mean_class_accuracy: 0.3319 +2024-01-02 10:41:55,419 - pyskl - INFO - Epoch [109][100/3746] lr: 1.811e-02, eta: 1 day, 3:27:20, time: 1.964, data_time: 1.374, memory: 16177, top1_acc: 0.3884, top5_acc: 0.6598, loss_cls: 3.7845, loss: 3.7845 +2024-01-02 10:42:55,103 - pyskl - INFO - Epoch [109][200/3746] lr: 1.809e-02, eta: 1 day, 3:26:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4006, top5_acc: 0.6577, loss_cls: 3.8252, loss: 3.8252 +2024-01-02 10:43:54,592 - pyskl - INFO - Epoch [109][300/3746] lr: 1.806e-02, eta: 1 day, 3:25:06, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3859, top5_acc: 0.6497, loss_cls: 3.8340, loss: 3.8340 +2024-01-02 10:44:53,979 - pyskl - INFO - Epoch [109][400/3746] lr: 1.804e-02, eta: 1 day, 3:23:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4009, top5_acc: 0.6586, loss_cls: 3.8045, loss: 3.8045 +2024-01-02 10:45:53,227 - pyskl - INFO - Epoch [109][500/3746] lr: 1.802e-02, eta: 1 day, 3:22:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6623, loss_cls: 3.7795, loss: 3.7795 +2024-01-02 10:46:52,589 - pyskl - INFO - Epoch [109][600/3746] lr: 1.800e-02, eta: 1 day, 3:21:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6530, loss_cls: 3.8340, loss: 3.8340 +2024-01-02 10:47:51,986 - pyskl - INFO - Epoch [109][700/3746] lr: 1.798e-02, eta: 1 day, 3:20:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3850, top5_acc: 0.6506, loss_cls: 3.8489, loss: 3.8489 +2024-01-02 10:48:51,480 - pyskl - INFO - Epoch [109][800/3746] lr: 1.796e-02, eta: 1 day, 3:19:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3880, top5_acc: 0.6527, loss_cls: 3.8403, loss: 3.8403 +2024-01-02 10:49:50,943 - pyskl - INFO - Epoch [109][900/3746] lr: 1.794e-02, eta: 1 day, 3:18:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3912, top5_acc: 0.6541, loss_cls: 3.8169, loss: 3.8169 +2024-01-02 10:50:50,683 - pyskl - INFO - Epoch [109][1000/3746] lr: 1.791e-02, eta: 1 day, 3:17:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3920, top5_acc: 0.6511, loss_cls: 3.8428, loss: 3.8428 +2024-01-02 10:51:50,202 - pyskl - INFO - Epoch [109][1100/3746] lr: 1.789e-02, eta: 1 day, 3:16:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6559, loss_cls: 3.8102, loss: 3.8102 +2024-01-02 10:52:49,851 - pyskl - INFO - Epoch [109][1200/3746] lr: 1.787e-02, eta: 1 day, 3:14:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6550, loss_cls: 3.8486, loss: 3.8486 +2024-01-02 10:53:50,715 - pyskl - INFO - Epoch [109][1300/3746] lr: 1.785e-02, eta: 1 day, 3:13:52, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3905, top5_acc: 0.6417, loss_cls: 3.8864, loss: 3.8864 +2024-01-02 10:54:50,747 - pyskl - INFO - Epoch [109][1400/3746] lr: 1.783e-02, eta: 1 day, 3:12:46, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3922, top5_acc: 0.6519, loss_cls: 3.8543, loss: 3.8543 +2024-01-02 10:55:50,086 - pyskl - INFO - Epoch [109][1500/3746] lr: 1.781e-02, eta: 1 day, 3:11:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3816, top5_acc: 0.6405, loss_cls: 3.8773, loss: 3.8773 +2024-01-02 10:56:49,619 - pyskl - INFO - Epoch [109][1600/3746] lr: 1.779e-02, eta: 1 day, 3:10:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6627, loss_cls: 3.7754, loss: 3.7754 +2024-01-02 10:57:48,742 - pyskl - INFO - Epoch [109][1700/3746] lr: 1.776e-02, eta: 1 day, 3:09:23, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6533, loss_cls: 3.8270, loss: 3.8270 +2024-01-02 10:58:48,357 - pyskl - INFO - Epoch [109][1800/3746] lr: 1.774e-02, eta: 1 day, 3:08:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3969, top5_acc: 0.6566, loss_cls: 3.8178, loss: 3.8178 +2024-01-02 10:59:47,818 - pyskl - INFO - Epoch [109][1900/3746] lr: 1.772e-02, eta: 1 day, 3:07:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3887, top5_acc: 0.6508, loss_cls: 3.8569, loss: 3.8569 +2024-01-02 11:00:47,240 - pyskl - INFO - Epoch [109][2000/3746] lr: 1.770e-02, eta: 1 day, 3:06:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3794, top5_acc: 0.6448, loss_cls: 3.8818, loss: 3.8818 +2024-01-02 11:01:46,448 - pyskl - INFO - Epoch [109][2100/3746] lr: 1.768e-02, eta: 1 day, 3:04:53, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3927, top5_acc: 0.6492, loss_cls: 3.8396, loss: 3.8396 +2024-01-02 11:02:45,883 - pyskl - INFO - Epoch [109][2200/3746] lr: 1.766e-02, eta: 1 day, 3:03:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6562, loss_cls: 3.8067, loss: 3.8067 +2024-01-02 11:03:45,416 - pyskl - INFO - Epoch [109][2300/3746] lr: 1.764e-02, eta: 1 day, 3:02:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3877, top5_acc: 0.6422, loss_cls: 3.8539, loss: 3.8539 +2024-01-02 11:04:45,116 - pyskl - INFO - Epoch [109][2400/3746] lr: 1.761e-02, eta: 1 day, 3:01:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3920, top5_acc: 0.6484, loss_cls: 3.8301, loss: 3.8301 +2024-01-02 11:05:44,454 - pyskl - INFO - Epoch [109][2500/3746] lr: 1.759e-02, eta: 1 day, 3:00:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3867, top5_acc: 0.6512, loss_cls: 3.8562, loss: 3.8562 +2024-01-02 11:06:44,017 - pyskl - INFO - Epoch [109][2600/3746] lr: 1.757e-02, eta: 1 day, 2:59:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3844, top5_acc: 0.6480, loss_cls: 3.8572, loss: 3.8572 +2024-01-02 11:07:43,500 - pyskl - INFO - Epoch [109][2700/3746] lr: 1.755e-02, eta: 1 day, 2:58:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3825, top5_acc: 0.6431, loss_cls: 3.8776, loss: 3.8776 +2024-01-02 11:08:42,710 - pyskl - INFO - Epoch [109][2800/3746] lr: 1.753e-02, eta: 1 day, 2:57:02, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3834, top5_acc: 0.6502, loss_cls: 3.8701, loss: 3.8701 +2024-01-02 11:09:41,978 - pyskl - INFO - Epoch [109][2900/3746] lr: 1.751e-02, eta: 1 day, 2:55:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3911, top5_acc: 0.6527, loss_cls: 3.8459, loss: 3.8459 +2024-01-02 11:10:41,335 - pyskl - INFO - Epoch [109][3000/3746] lr: 1.749e-02, eta: 1 day, 2:54:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3830, top5_acc: 0.6423, loss_cls: 3.8817, loss: 3.8817 +2024-01-02 11:11:41,250 - pyskl - INFO - Epoch [109][3100/3746] lr: 1.747e-02, eta: 1 day, 2:53:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3869, top5_acc: 0.6456, loss_cls: 3.8849, loss: 3.8849 +2024-01-02 11:12:40,889 - pyskl - INFO - Epoch [109][3200/3746] lr: 1.744e-02, eta: 1 day, 2:52:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3897, top5_acc: 0.6456, loss_cls: 3.8685, loss: 3.8685 +2024-01-02 11:13:40,181 - pyskl - INFO - Epoch [109][3300/3746] lr: 1.742e-02, eta: 1 day, 2:51:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3917, top5_acc: 0.6534, loss_cls: 3.8362, loss: 3.8362 +2024-01-02 11:14:40,228 - pyskl - INFO - Epoch [109][3400/3746] lr: 1.740e-02, eta: 1 day, 2:50:20, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6520, loss_cls: 3.8521, loss: 3.8521 +2024-01-02 11:15:40,204 - pyskl - INFO - Epoch [109][3500/3746] lr: 1.738e-02, eta: 1 day, 2:49:14, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3864, top5_acc: 0.6441, loss_cls: 3.8469, loss: 3.8469 +2024-01-02 11:16:40,074 - pyskl - INFO - Epoch [109][3600/3746] lr: 1.736e-02, eta: 1 day, 2:48:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6475, loss_cls: 3.8806, loss: 3.8806 +2024-01-02 11:17:39,577 - pyskl - INFO - Epoch [109][3700/3746] lr: 1.734e-02, eta: 1 day, 2:47:00, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3784, top5_acc: 0.6430, loss_cls: 3.8979, loss: 3.8979 +2024-01-02 11:18:09,630 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-01-02 11:20:08,838 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 11:20:09,641 - pyskl - INFO - +top1_acc 0.3300 +top5_acc 0.5844 +2024-01-02 11:20:09,641 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 11:20:09,675 - pyskl - INFO - +mean_acc 0.3296 +2024-01-02 11:20:09,684 - pyskl - INFO - Epoch(val) [109][309] top1_acc: 0.3300, top5_acc: 0.5844, mean_class_accuracy: 0.3296 +2024-01-02 11:23:25,363 - pyskl - INFO - Epoch [110][100/3746] lr: 1.731e-02, eta: 1 day, 2:47:46, time: 1.957, data_time: 1.361, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6602, loss_cls: 3.8012, loss: 3.8012 +2024-01-02 11:24:25,346 - pyskl - INFO - Epoch [110][200/3746] lr: 1.729e-02, eta: 1 day, 2:46:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3984, top5_acc: 0.6620, loss_cls: 3.7902, loss: 3.7902 +2024-01-02 11:25:25,255 - pyskl - INFO - Epoch [110][300/3746] lr: 1.727e-02, eta: 1 day, 2:45:32, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3972, top5_acc: 0.6527, loss_cls: 3.8252, loss: 3.8252 +2024-01-02 11:26:24,598 - pyskl - INFO - Epoch [110][400/3746] lr: 1.724e-02, eta: 1 day, 2:44:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3952, top5_acc: 0.6658, loss_cls: 3.7892, loss: 3.7892 +2024-01-02 11:27:24,101 - pyskl - INFO - Epoch [110][500/3746] lr: 1.722e-02, eta: 1 day, 2:43:18, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6538, loss_cls: 3.8404, loss: 3.8404 +2024-01-02 11:28:23,648 - pyskl - INFO - Epoch [110][600/3746] lr: 1.720e-02, eta: 1 day, 2:42:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4069, top5_acc: 0.6722, loss_cls: 3.7321, loss: 3.7321 +2024-01-02 11:29:23,094 - pyskl - INFO - Epoch [110][700/3746] lr: 1.718e-02, eta: 1 day, 2:41:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3973, top5_acc: 0.6534, loss_cls: 3.8129, loss: 3.8129 +2024-01-02 11:30:22,616 - pyskl - INFO - Epoch [110][800/3746] lr: 1.716e-02, eta: 1 day, 2:39:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4020, top5_acc: 0.6727, loss_cls: 3.7528, loss: 3.7528 +2024-01-02 11:31:22,161 - pyskl - INFO - Epoch [110][900/3746] lr: 1.714e-02, eta: 1 day, 2:38:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4014, top5_acc: 0.6483, loss_cls: 3.8159, loss: 3.8159 +2024-01-02 11:32:21,421 - pyskl - INFO - Epoch [110][1000/3746] lr: 1.712e-02, eta: 1 day, 2:37:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3928, top5_acc: 0.6498, loss_cls: 3.8369, loss: 3.8369 +2024-01-02 11:33:20,937 - pyskl - INFO - Epoch [110][1100/3746] lr: 1.710e-02, eta: 1 day, 2:36:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3983, top5_acc: 0.6522, loss_cls: 3.8235, loss: 3.8235 +2024-01-02 11:34:20,160 - pyskl - INFO - Epoch [110][1200/3746] lr: 1.708e-02, eta: 1 day, 2:35:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6600, loss_cls: 3.8060, loss: 3.8060 +2024-01-02 11:35:20,035 - pyskl - INFO - Epoch [110][1300/3746] lr: 1.705e-02, eta: 1 day, 2:34:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6472, loss_cls: 3.8415, loss: 3.8415 +2024-01-02 11:36:20,508 - pyskl - INFO - Epoch [110][1400/3746] lr: 1.703e-02, eta: 1 day, 2:33:14, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3958, top5_acc: 0.6577, loss_cls: 3.8151, loss: 3.8151 +2024-01-02 11:37:19,989 - pyskl - INFO - Epoch [110][1500/3746] lr: 1.701e-02, eta: 1 day, 2:32:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6548, loss_cls: 3.7896, loss: 3.7896 +2024-01-02 11:38:19,391 - pyskl - INFO - Epoch [110][1600/3746] lr: 1.699e-02, eta: 1 day, 2:31:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3936, top5_acc: 0.6492, loss_cls: 3.8315, loss: 3.8315 +2024-01-02 11:39:18,594 - pyskl - INFO - Epoch [110][1700/3746] lr: 1.697e-02, eta: 1 day, 2:29:53, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3908, top5_acc: 0.6547, loss_cls: 3.8238, loss: 3.8238 +2024-01-02 11:40:17,473 - pyskl - INFO - Epoch [110][1800/3746] lr: 1.695e-02, eta: 1 day, 2:28:45, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.3937, top5_acc: 0.6558, loss_cls: 3.8117, loss: 3.8117 +2024-01-02 11:41:16,770 - pyskl - INFO - Epoch [110][1900/3746] lr: 1.693e-02, eta: 1 day, 2:27:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6522, loss_cls: 3.8215, loss: 3.8215 +2024-01-02 11:42:16,308 - pyskl - INFO - Epoch [110][2000/3746] lr: 1.691e-02, eta: 1 day, 2:26:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3973, top5_acc: 0.6491, loss_cls: 3.8393, loss: 3.8393 +2024-01-02 11:43:15,490 - pyskl - INFO - Epoch [110][2100/3746] lr: 1.689e-02, eta: 1 day, 2:25:23, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6502, loss_cls: 3.8110, loss: 3.8110 +2024-01-02 11:44:15,316 - pyskl - INFO - Epoch [110][2200/3746] lr: 1.687e-02, eta: 1 day, 2:24:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3955, top5_acc: 0.6622, loss_cls: 3.7953, loss: 3.7953 +2024-01-02 11:45:15,704 - pyskl - INFO - Epoch [110][2300/3746] lr: 1.685e-02, eta: 1 day, 2:23:11, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3856, top5_acc: 0.6470, loss_cls: 3.8650, loss: 3.8650 +2024-01-02 11:46:16,275 - pyskl - INFO - Epoch [110][2400/3746] lr: 1.682e-02, eta: 1 day, 2:22:05, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6542, loss_cls: 3.8302, loss: 3.8302 +2024-01-02 11:47:16,635 - pyskl - INFO - Epoch [110][2500/3746] lr: 1.680e-02, eta: 1 day, 2:20:59, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6556, loss_cls: 3.8082, loss: 3.8082 +2024-01-02 11:48:16,075 - pyskl - INFO - Epoch [110][2600/3746] lr: 1.678e-02, eta: 1 day, 2:19:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3886, top5_acc: 0.6525, loss_cls: 3.8409, loss: 3.8409 +2024-01-02 11:49:15,775 - pyskl - INFO - Epoch [110][2700/3746] lr: 1.676e-02, eta: 1 day, 2:18:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6528, loss_cls: 3.8520, loss: 3.8520 +2024-01-02 11:50:15,264 - pyskl - INFO - Epoch [110][2800/3746] lr: 1.674e-02, eta: 1 day, 2:17:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3902, top5_acc: 0.6527, loss_cls: 3.8481, loss: 3.8481 +2024-01-02 11:51:14,577 - pyskl - INFO - Epoch [110][2900/3746] lr: 1.672e-02, eta: 1 day, 2:16:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3858, top5_acc: 0.6491, loss_cls: 3.8662, loss: 3.8662 +2024-01-02 11:52:13,931 - pyskl - INFO - Epoch [110][3000/3746] lr: 1.670e-02, eta: 1 day, 2:15:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3800, top5_acc: 0.6386, loss_cls: 3.8751, loss: 3.8751 +2024-01-02 11:53:13,179 - pyskl - INFO - Epoch [110][3100/3746] lr: 1.668e-02, eta: 1 day, 2:14:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4067, top5_acc: 0.6572, loss_cls: 3.7938, loss: 3.7938 +2024-01-02 11:54:12,698 - pyskl - INFO - Epoch [110][3200/3746] lr: 1.666e-02, eta: 1 day, 2:13:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3973, top5_acc: 0.6556, loss_cls: 3.8197, loss: 3.8197 +2024-01-02 11:55:12,614 - pyskl - INFO - Epoch [110][3300/3746] lr: 1.664e-02, eta: 1 day, 2:12:04, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6550, loss_cls: 3.8216, loss: 3.8216 +2024-01-02 11:56:13,549 - pyskl - INFO - Epoch [110][3400/3746] lr: 1.662e-02, eta: 1 day, 2:10:59, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6559, loss_cls: 3.8726, loss: 3.8726 +2024-01-02 11:57:13,462 - pyskl - INFO - Epoch [110][3500/3746] lr: 1.659e-02, eta: 1 day, 2:09:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.3892, top5_acc: 0.6467, loss_cls: 3.8596, loss: 3.8596 +2024-01-02 11:58:12,868 - pyskl - INFO - Epoch [110][3600/3746] lr: 1.657e-02, eta: 1 day, 2:08:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6562, loss_cls: 3.8149, loss: 3.8149 +2024-01-02 11:59:12,498 - pyskl - INFO - Epoch [110][3700/3746] lr: 1.655e-02, eta: 1 day, 2:07:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6567, loss_cls: 3.8313, loss: 3.8313 +2024-01-02 11:59:42,786 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-01-02 12:01:38,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 12:01:40,004 - pyskl - INFO - +top1_acc 0.3180 +top5_acc 0.5790 +2024-01-02 12:01:40,004 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 12:01:40,046 - pyskl - INFO - +mean_acc 0.3180 +2024-01-02 12:01:40,059 - pyskl - INFO - Epoch(val) [110][309] top1_acc: 0.3180, top5_acc: 0.5790, mean_class_accuracy: 0.3180 +2024-01-02 12:05:01,063 - pyskl - INFO - Epoch [111][100/3746] lr: 1.652e-02, eta: 1 day, 2:08:24, time: 2.010, data_time: 1.413, memory: 16177, top1_acc: 0.4091, top5_acc: 0.6691, loss_cls: 3.7526, loss: 3.7526 +2024-01-02 12:06:00,652 - pyskl - INFO - Epoch [111][200/3746] lr: 1.650e-02, eta: 1 day, 2:07:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6733, loss_cls: 3.7317, loss: 3.7317 +2024-01-02 12:06:59,839 - pyskl - INFO - Epoch [111][300/3746] lr: 1.648e-02, eta: 1 day, 2:06:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6617, loss_cls: 3.7461, loss: 3.7461 +2024-01-02 12:07:59,135 - pyskl - INFO - Epoch [111][400/3746] lr: 1.646e-02, eta: 1 day, 2:05:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4023, top5_acc: 0.6669, loss_cls: 3.7898, loss: 3.7898 +2024-01-02 12:08:58,416 - pyskl - INFO - Epoch [111][500/3746] lr: 1.644e-02, eta: 1 day, 2:03:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6480, loss_cls: 3.8391, loss: 3.8391 +2024-01-02 12:09:58,250 - pyskl - INFO - Epoch [111][600/3746] lr: 1.642e-02, eta: 1 day, 2:02:48, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6703, loss_cls: 3.7538, loss: 3.7538 +2024-01-02 12:10:57,874 - pyskl - INFO - Epoch [111][700/3746] lr: 1.640e-02, eta: 1 day, 2:01:41, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3906, top5_acc: 0.6587, loss_cls: 3.7992, loss: 3.7992 +2024-01-02 12:11:57,372 - pyskl - INFO - Epoch [111][800/3746] lr: 1.638e-02, eta: 1 day, 2:00:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6678, loss_cls: 3.7877, loss: 3.7877 +2024-01-02 12:12:56,806 - pyskl - INFO - Epoch [111][900/3746] lr: 1.636e-02, eta: 1 day, 1:59:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3947, top5_acc: 0.6550, loss_cls: 3.8149, loss: 3.8149 +2024-01-02 12:13:56,431 - pyskl - INFO - Epoch [111][1000/3746] lr: 1.634e-02, eta: 1 day, 1:58:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4062, top5_acc: 0.6644, loss_cls: 3.7805, loss: 3.7805 +2024-01-02 12:14:56,157 - pyskl - INFO - Epoch [111][1100/3746] lr: 1.632e-02, eta: 1 day, 1:57:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3952, top5_acc: 0.6578, loss_cls: 3.8131, loss: 3.8131 +2024-01-02 12:15:56,124 - pyskl - INFO - Epoch [111][1200/3746] lr: 1.630e-02, eta: 1 day, 1:56:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3969, top5_acc: 0.6580, loss_cls: 3.7914, loss: 3.7914 +2024-01-02 12:16:55,936 - pyskl - INFO - Epoch [111][1300/3746] lr: 1.627e-02, eta: 1 day, 1:55:01, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3956, top5_acc: 0.6598, loss_cls: 3.8246, loss: 3.8246 +2024-01-02 12:17:56,481 - pyskl - INFO - Epoch [111][1400/3746] lr: 1.625e-02, eta: 1 day, 1:53:56, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6595, loss_cls: 3.8138, loss: 3.8138 +2024-01-02 12:18:56,028 - pyskl - INFO - Epoch [111][1500/3746] lr: 1.623e-02, eta: 1 day, 1:52:49, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6611, loss_cls: 3.8190, loss: 3.8190 +2024-01-02 12:19:55,414 - pyskl - INFO - Epoch [111][1600/3746] lr: 1.621e-02, eta: 1 day, 1:51:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3989, top5_acc: 0.6550, loss_cls: 3.8287, loss: 3.8287 +2024-01-02 12:20:55,105 - pyskl - INFO - Epoch [111][1700/3746] lr: 1.619e-02, eta: 1 day, 1:50:35, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4008, top5_acc: 0.6630, loss_cls: 3.7691, loss: 3.7691 +2024-01-02 12:21:55,532 - pyskl - INFO - Epoch [111][1800/3746] lr: 1.617e-02, eta: 1 day, 1:49:30, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4048, top5_acc: 0.6581, loss_cls: 3.8057, loss: 3.8057 +2024-01-02 12:22:55,166 - pyskl - INFO - Epoch [111][1900/3746] lr: 1.615e-02, eta: 1 day, 1:48:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6528, loss_cls: 3.8343, loss: 3.8343 +2024-01-02 12:23:54,597 - pyskl - INFO - Epoch [111][2000/3746] lr: 1.613e-02, eta: 1 day, 1:47:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3897, top5_acc: 0.6491, loss_cls: 3.8397, loss: 3.8397 +2024-01-02 12:24:54,009 - pyskl - INFO - Epoch [111][2100/3746] lr: 1.611e-02, eta: 1 day, 1:46:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4053, top5_acc: 0.6614, loss_cls: 3.7687, loss: 3.7687 +2024-01-02 12:25:53,561 - pyskl - INFO - Epoch [111][2200/3746] lr: 1.609e-02, eta: 1 day, 1:45:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4002, top5_acc: 0.6572, loss_cls: 3.7960, loss: 3.7960 +2024-01-02 12:26:53,115 - pyskl - INFO - Epoch [111][2300/3746] lr: 1.607e-02, eta: 1 day, 1:43:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6605, loss_cls: 3.7777, loss: 3.7777 +2024-01-02 12:27:52,728 - pyskl - INFO - Epoch [111][2400/3746] lr: 1.605e-02, eta: 1 day, 1:42:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3991, top5_acc: 0.6622, loss_cls: 3.7874, loss: 3.7874 +2024-01-02 12:28:52,190 - pyskl - INFO - Epoch [111][2500/3746] lr: 1.603e-02, eta: 1 day, 1:41:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4058, top5_acc: 0.6616, loss_cls: 3.8014, loss: 3.8014 +2024-01-02 12:29:51,707 - pyskl - INFO - Epoch [111][2600/3746] lr: 1.601e-02, eta: 1 day, 1:40:36, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3909, top5_acc: 0.6539, loss_cls: 3.8243, loss: 3.8243 +2024-01-02 12:30:51,095 - pyskl - INFO - Epoch [111][2700/3746] lr: 1.599e-02, eta: 1 day, 1:39:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3950, top5_acc: 0.6541, loss_cls: 3.8178, loss: 3.8178 +2024-01-02 12:31:50,581 - pyskl - INFO - Epoch [111][2800/3746] lr: 1.597e-02, eta: 1 day, 1:38:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3894, top5_acc: 0.6494, loss_cls: 3.8135, loss: 3.8135 +2024-01-02 12:32:50,008 - pyskl - INFO - Epoch [111][2900/3746] lr: 1.595e-02, eta: 1 day, 1:37:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3969, top5_acc: 0.6536, loss_cls: 3.8110, loss: 3.8110 +2024-01-02 12:33:49,487 - pyskl - INFO - Epoch [111][3000/3746] lr: 1.593e-02, eta: 1 day, 1:36:09, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6519, loss_cls: 3.8195, loss: 3.8195 +2024-01-02 12:34:49,045 - pyskl - INFO - Epoch [111][3100/3746] lr: 1.590e-02, eta: 1 day, 1:35:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3933, top5_acc: 0.6452, loss_cls: 3.8507, loss: 3.8507 +2024-01-02 12:35:48,654 - pyskl - INFO - Epoch [111][3200/3746] lr: 1.588e-02, eta: 1 day, 1:33:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3962, top5_acc: 0.6572, loss_cls: 3.8151, loss: 3.8151 +2024-01-02 12:36:48,216 - pyskl - INFO - Epoch [111][3300/3746] lr: 1.586e-02, eta: 1 day, 1:32:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3934, top5_acc: 0.6541, loss_cls: 3.8190, loss: 3.8190 +2024-01-02 12:37:48,029 - pyskl - INFO - Epoch [111][3400/3746] lr: 1.584e-02, eta: 1 day, 1:31:43, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6491, loss_cls: 3.8368, loss: 3.8368 +2024-01-02 12:38:48,476 - pyskl - INFO - Epoch [111][3500/3746] lr: 1.582e-02, eta: 1 day, 1:30:37, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4003, top5_acc: 0.6575, loss_cls: 3.8044, loss: 3.8044 +2024-01-02 12:39:48,262 - pyskl - INFO - Epoch [111][3600/3746] lr: 1.580e-02, eta: 1 day, 1:29:31, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6500, loss_cls: 3.7986, loss: 3.7986 +2024-01-02 12:40:47,742 - pyskl - INFO - Epoch [111][3700/3746] lr: 1.578e-02, eta: 1 day, 1:28:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6597, loss_cls: 3.7688, loss: 3.7688 +2024-01-02 12:41:17,741 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-01-02 12:43:15,893 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 12:43:16,694 - pyskl - INFO - +top1_acc 0.3345 +top5_acc 0.5894 +2024-01-02 12:43:16,694 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 12:43:16,736 - pyskl - INFO - +mean_acc 0.3342 +2024-01-02 12:43:16,740 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_108.pth was removed +2024-01-02 12:43:16,975 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2024-01-02 12:43:16,976 - pyskl - INFO - Best top1_acc is 0.3345 at 111 epoch. +2024-01-02 12:43:16,986 - pyskl - INFO - Epoch(val) [111][309] top1_acc: 0.3345, top5_acc: 0.5894, mean_class_accuracy: 0.3342 +2024-01-02 12:46:36,500 - pyskl - INFO - Epoch [112][100/3746] lr: 1.575e-02, eta: 1 day, 1:29:00, time: 1.995, data_time: 1.404, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6722, loss_cls: 3.7581, loss: 3.7581 +2024-01-02 12:47:36,759 - pyskl - INFO - Epoch [112][200/3746] lr: 1.573e-02, eta: 1 day, 1:27:54, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4066, top5_acc: 0.6625, loss_cls: 3.7411, loss: 3.7411 +2024-01-02 12:48:36,622 - pyskl - INFO - Epoch [112][300/3746] lr: 1.571e-02, eta: 1 day, 1:26:48, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4016, top5_acc: 0.6686, loss_cls: 3.7726, loss: 3.7726 +2024-01-02 12:49:36,120 - pyskl - INFO - Epoch [112][400/3746] lr: 1.569e-02, eta: 1 day, 1:25:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6694, loss_cls: 3.7474, loss: 3.7474 +2024-01-02 12:50:35,297 - pyskl - INFO - Epoch [112][500/3746] lr: 1.567e-02, eta: 1 day, 1:24:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4059, top5_acc: 0.6653, loss_cls: 3.7652, loss: 3.7652 +2024-01-02 12:51:34,916 - pyskl - INFO - Epoch [112][600/3746] lr: 1.565e-02, eta: 1 day, 1:23:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3925, top5_acc: 0.6594, loss_cls: 3.8049, loss: 3.8049 +2024-01-02 12:52:34,169 - pyskl - INFO - Epoch [112][700/3746] lr: 1.563e-02, eta: 1 day, 1:22:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3905, top5_acc: 0.6558, loss_cls: 3.8106, loss: 3.8106 +2024-01-02 12:53:33,554 - pyskl - INFO - Epoch [112][800/3746] lr: 1.561e-02, eta: 1 day, 1:21:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6681, loss_cls: 3.7349, loss: 3.7349 +2024-01-02 12:54:34,011 - pyskl - INFO - Epoch [112][900/3746] lr: 1.559e-02, eta: 1 day, 1:20:08, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4075, top5_acc: 0.6713, loss_cls: 3.7423, loss: 3.7423 +2024-01-02 12:55:34,236 - pyskl - INFO - Epoch [112][1000/3746] lr: 1.557e-02, eta: 1 day, 1:19:02, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6675, loss_cls: 3.7570, loss: 3.7570 +2024-01-02 12:56:33,871 - pyskl - INFO - Epoch [112][1100/3746] lr: 1.555e-02, eta: 1 day, 1:17:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3970, top5_acc: 0.6544, loss_cls: 3.8147, loss: 3.8147 +2024-01-02 12:57:33,911 - pyskl - INFO - Epoch [112][1200/3746] lr: 1.553e-02, eta: 1 day, 1:16:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6672, loss_cls: 3.7579, loss: 3.7579 +2024-01-02 12:58:33,783 - pyskl - INFO - Epoch [112][1300/3746] lr: 1.551e-02, eta: 1 day, 1:15:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4002, top5_acc: 0.6558, loss_cls: 3.8100, loss: 3.8100 +2024-01-02 12:59:33,676 - pyskl - INFO - Epoch [112][1400/3746] lr: 1.549e-02, eta: 1 day, 1:14:37, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.4095, top5_acc: 0.6578, loss_cls: 3.7849, loss: 3.7849 +2024-01-02 13:00:34,276 - pyskl - INFO - Epoch [112][1500/3746] lr: 1.547e-02, eta: 1 day, 1:13:32, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4027, top5_acc: 0.6644, loss_cls: 3.7791, loss: 3.7791 +2024-01-02 13:01:33,988 - pyskl - INFO - Epoch [112][1600/3746] lr: 1.545e-02, eta: 1 day, 1:12:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6663, loss_cls: 3.7383, loss: 3.7383 +2024-01-02 13:02:33,420 - pyskl - INFO - Epoch [112][1700/3746] lr: 1.543e-02, eta: 1 day, 1:11:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3787, top5_acc: 0.6380, loss_cls: 3.8669, loss: 3.8669 +2024-01-02 13:03:33,316 - pyskl - INFO - Epoch [112][1800/3746] lr: 1.541e-02, eta: 1 day, 1:10:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6620, loss_cls: 3.7741, loss: 3.7741 +2024-01-02 13:04:33,097 - pyskl - INFO - Epoch [112][1900/3746] lr: 1.539e-02, eta: 1 day, 1:09:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.3959, top5_acc: 0.6606, loss_cls: 3.7931, loss: 3.7931 +2024-01-02 13:05:32,863 - pyskl - INFO - Epoch [112][2000/3746] lr: 1.537e-02, eta: 1 day, 1:08:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4045, top5_acc: 0.6538, loss_cls: 3.7973, loss: 3.7973 +2024-01-02 13:06:32,253 - pyskl - INFO - Epoch [112][2100/3746] lr: 1.535e-02, eta: 1 day, 1:06:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4036, top5_acc: 0.6562, loss_cls: 3.7994, loss: 3.7994 +2024-01-02 13:07:31,536 - pyskl - INFO - Epoch [112][2200/3746] lr: 1.533e-02, eta: 1 day, 1:05:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6552, loss_cls: 3.7932, loss: 3.7932 +2024-01-02 13:08:30,761 - pyskl - INFO - Epoch [112][2300/3746] lr: 1.531e-02, eta: 1 day, 1:04:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6648, loss_cls: 3.7590, loss: 3.7590 +2024-01-02 13:09:30,232 - pyskl - INFO - Epoch [112][2400/3746] lr: 1.529e-02, eta: 1 day, 1:03:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4034, top5_acc: 0.6628, loss_cls: 3.7742, loss: 3.7742 +2024-01-02 13:10:29,725 - pyskl - INFO - Epoch [112][2500/3746] lr: 1.527e-02, eta: 1 day, 1:02:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3953, top5_acc: 0.6531, loss_cls: 3.8240, loss: 3.8240 +2024-01-02 13:11:29,220 - pyskl - INFO - Epoch [112][2600/3746] lr: 1.525e-02, eta: 1 day, 1:01:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3842, top5_acc: 0.6486, loss_cls: 3.8383, loss: 3.8383 +2024-01-02 13:12:29,445 - pyskl - INFO - Epoch [112][2700/3746] lr: 1.523e-02, eta: 1 day, 1:00:14, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4039, top5_acc: 0.6619, loss_cls: 3.7742, loss: 3.7742 +2024-01-02 13:13:28,966 - pyskl - INFO - Epoch [112][2800/3746] lr: 1.521e-02, eta: 1 day, 0:59:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4009, top5_acc: 0.6498, loss_cls: 3.8194, loss: 3.8194 +2024-01-02 13:14:28,561 - pyskl - INFO - Epoch [112][2900/3746] lr: 1.519e-02, eta: 1 day, 0:58:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4034, top5_acc: 0.6597, loss_cls: 3.7890, loss: 3.7890 +2024-01-02 13:15:28,142 - pyskl - INFO - Epoch [112][3000/3746] lr: 1.517e-02, eta: 1 day, 0:56:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3975, top5_acc: 0.6566, loss_cls: 3.8132, loss: 3.8132 +2024-01-02 13:16:27,242 - pyskl - INFO - Epoch [112][3100/3746] lr: 1.515e-02, eta: 1 day, 0:55:48, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.3972, top5_acc: 0.6569, loss_cls: 3.8186, loss: 3.8186 +2024-01-02 13:17:26,996 - pyskl - INFO - Epoch [112][3200/3746] lr: 1.513e-02, eta: 1 day, 0:54:42, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6664, loss_cls: 3.7561, loss: 3.7561 +2024-01-02 13:18:26,306 - pyskl - INFO - Epoch [112][3300/3746] lr: 1.511e-02, eta: 1 day, 0:53:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6569, loss_cls: 3.8022, loss: 3.8022 +2024-01-02 13:19:26,322 - pyskl - INFO - Epoch [112][3400/3746] lr: 1.509e-02, eta: 1 day, 0:52:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3994, top5_acc: 0.6609, loss_cls: 3.7950, loss: 3.7950 +2024-01-02 13:20:26,657 - pyskl - INFO - Epoch [112][3500/3746] lr: 1.507e-02, eta: 1 day, 0:51:24, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6570, loss_cls: 3.7927, loss: 3.7927 +2024-01-02 13:21:26,103 - pyskl - INFO - Epoch [112][3600/3746] lr: 1.505e-02, eta: 1 day, 0:50:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4012, top5_acc: 0.6541, loss_cls: 3.8131, loss: 3.8131 +2024-01-02 13:22:25,351 - pyskl - INFO - Epoch [112][3700/3746] lr: 1.503e-02, eta: 1 day, 0:49:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4083, top5_acc: 0.6708, loss_cls: 3.7678, loss: 3.7678 +2024-01-02 13:22:55,198 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-01-02 13:24:51,427 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 13:24:52,266 - pyskl - INFO - +top1_acc 0.3378 +top5_acc 0.5929 +2024-01-02 13:24:52,266 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 13:24:52,306 - pyskl - INFO - +mean_acc 0.3375 +2024-01-02 13:24:52,311 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_111.pth was removed +2024-01-02 13:24:52,556 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2024-01-02 13:24:52,557 - pyskl - INFO - Best top1_acc is 0.3378 at 112 epoch. +2024-01-02 13:24:52,569 - pyskl - INFO - Epoch(val) [112][309] top1_acc: 0.3378, top5_acc: 0.5929, mean_class_accuracy: 0.3375 +2024-01-02 13:28:12,177 - pyskl - INFO - Epoch [113][100/3746] lr: 1.500e-02, eta: 1 day, 0:49:40, time: 1.996, data_time: 1.403, memory: 16177, top1_acc: 0.4194, top5_acc: 0.6777, loss_cls: 3.6907, loss: 3.6907 +2024-01-02 13:29:11,741 - pyskl - INFO - Epoch [113][200/3746] lr: 1.498e-02, eta: 1 day, 0:48:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6775, loss_cls: 3.6957, loss: 3.6957 +2024-01-02 13:30:11,380 - pyskl - INFO - Epoch [113][300/3746] lr: 1.496e-02, eta: 1 day, 0:47:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4041, top5_acc: 0.6675, loss_cls: 3.7680, loss: 3.7680 +2024-01-02 13:31:10,983 - pyskl - INFO - Epoch [113][400/3746] lr: 1.494e-02, eta: 1 day, 0:46:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4061, top5_acc: 0.6653, loss_cls: 3.7443, loss: 3.7443 +2024-01-02 13:32:10,306 - pyskl - INFO - Epoch [113][500/3746] lr: 1.492e-02, eta: 1 day, 0:45:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6650, loss_cls: 3.7481, loss: 3.7481 +2024-01-02 13:33:09,678 - pyskl - INFO - Epoch [113][600/3746] lr: 1.490e-02, eta: 1 day, 0:44:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6783, loss_cls: 3.7094, loss: 3.7094 +2024-01-02 13:34:08,962 - pyskl - INFO - Epoch [113][700/3746] lr: 1.488e-02, eta: 1 day, 0:43:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4047, top5_acc: 0.6656, loss_cls: 3.7737, loss: 3.7737 +2024-01-02 13:35:08,422 - pyskl - INFO - Epoch [113][800/3746] lr: 1.486e-02, eta: 1 day, 0:41:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6622, loss_cls: 3.7783, loss: 3.7783 +2024-01-02 13:36:07,928 - pyskl - INFO - Epoch [113][900/3746] lr: 1.484e-02, eta: 1 day, 0:40:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6680, loss_cls: 3.7562, loss: 3.7562 +2024-01-02 13:37:07,333 - pyskl - INFO - Epoch [113][1000/3746] lr: 1.482e-02, eta: 1 day, 0:39:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4059, top5_acc: 0.6678, loss_cls: 3.7394, loss: 3.7394 +2024-01-02 13:38:06,535 - pyskl - INFO - Epoch [113][1100/3746] lr: 1.480e-02, eta: 1 day, 0:38:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4184, top5_acc: 0.6698, loss_cls: 3.7060, loss: 3.7060 +2024-01-02 13:39:05,961 - pyskl - INFO - Epoch [113][1200/3746] lr: 1.478e-02, eta: 1 day, 0:37:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4011, top5_acc: 0.6519, loss_cls: 3.8125, loss: 3.8125 +2024-01-02 13:40:05,409 - pyskl - INFO - Epoch [113][1300/3746] lr: 1.476e-02, eta: 1 day, 0:36:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4045, top5_acc: 0.6583, loss_cls: 3.7874, loss: 3.7874 +2024-01-02 13:41:05,088 - pyskl - INFO - Epoch [113][1400/3746] lr: 1.474e-02, eta: 1 day, 0:35:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4061, top5_acc: 0.6619, loss_cls: 3.7841, loss: 3.7841 +2024-01-02 13:42:05,446 - pyskl - INFO - Epoch [113][1500/3746] lr: 1.472e-02, eta: 1 day, 0:34:09, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.3920, top5_acc: 0.6572, loss_cls: 3.8033, loss: 3.8033 +2024-01-02 13:43:05,369 - pyskl - INFO - Epoch [113][1600/3746] lr: 1.470e-02, eta: 1 day, 0:33:03, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4098, top5_acc: 0.6659, loss_cls: 3.7638, loss: 3.7638 +2024-01-02 13:44:04,895 - pyskl - INFO - Epoch [113][1700/3746] lr: 1.468e-02, eta: 1 day, 0:31:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4086, top5_acc: 0.6658, loss_cls: 3.7843, loss: 3.7843 +2024-01-02 13:45:04,361 - pyskl - INFO - Epoch [113][1800/3746] lr: 1.466e-02, eta: 1 day, 0:30:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4059, top5_acc: 0.6672, loss_cls: 3.7609, loss: 3.7609 +2024-01-02 13:46:03,817 - pyskl - INFO - Epoch [113][1900/3746] lr: 1.464e-02, eta: 1 day, 0:29:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4094, top5_acc: 0.6675, loss_cls: 3.7552, loss: 3.7552 +2024-01-02 13:47:03,485 - pyskl - INFO - Epoch [113][2000/3746] lr: 1.462e-02, eta: 1 day, 0:28:38, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4033, top5_acc: 0.6572, loss_cls: 3.7813, loss: 3.7813 +2024-01-02 13:48:02,903 - pyskl - INFO - Epoch [113][2100/3746] lr: 1.460e-02, eta: 1 day, 0:27:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4041, top5_acc: 0.6664, loss_cls: 3.7701, loss: 3.7701 +2024-01-02 13:49:02,234 - pyskl - INFO - Epoch [113][2200/3746] lr: 1.458e-02, eta: 1 day, 0:26:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3895, top5_acc: 0.6464, loss_cls: 3.8496, loss: 3.8496 +2024-01-02 13:50:01,542 - pyskl - INFO - Epoch [113][2300/3746] lr: 1.456e-02, eta: 1 day, 0:25:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6584, loss_cls: 3.7732, loss: 3.7732 +2024-01-02 13:51:00,918 - pyskl - INFO - Epoch [113][2400/3746] lr: 1.454e-02, eta: 1 day, 0:24:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4064, top5_acc: 0.6623, loss_cls: 3.7756, loss: 3.7756 +2024-01-02 13:52:00,179 - pyskl - INFO - Epoch [113][2500/3746] lr: 1.452e-02, eta: 1 day, 0:23:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4055, top5_acc: 0.6627, loss_cls: 3.7505, loss: 3.7505 +2024-01-02 13:52:59,756 - pyskl - INFO - Epoch [113][2600/3746] lr: 1.450e-02, eta: 1 day, 0:21:59, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6619, loss_cls: 3.7817, loss: 3.7817 +2024-01-02 13:53:59,114 - pyskl - INFO - Epoch [113][2700/3746] lr: 1.448e-02, eta: 1 day, 0:20:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4006, top5_acc: 0.6620, loss_cls: 3.7641, loss: 3.7641 +2024-01-02 13:54:58,531 - pyskl - INFO - Epoch [113][2800/3746] lr: 1.446e-02, eta: 1 day, 0:19:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3978, top5_acc: 0.6538, loss_cls: 3.7976, loss: 3.7976 +2024-01-02 13:55:57,887 - pyskl - INFO - Epoch [113][2900/3746] lr: 1.444e-02, eta: 1 day, 0:18:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6692, loss_cls: 3.7561, loss: 3.7561 +2024-01-02 13:56:57,298 - pyskl - INFO - Epoch [113][3000/3746] lr: 1.442e-02, eta: 1 day, 0:17:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4148, top5_acc: 0.6686, loss_cls: 3.7520, loss: 3.7520 +2024-01-02 13:57:56,807 - pyskl - INFO - Epoch [113][3100/3746] lr: 1.440e-02, eta: 1 day, 0:16:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3944, top5_acc: 0.6483, loss_cls: 3.8514, loss: 3.8514 +2024-01-02 13:58:56,373 - pyskl - INFO - Epoch [113][3200/3746] lr: 1.438e-02, eta: 1 day, 0:15:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6680, loss_cls: 3.7847, loss: 3.7847 +2024-01-02 13:59:55,713 - pyskl - INFO - Epoch [113][3300/3746] lr: 1.436e-02, eta: 1 day, 0:14:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4023, top5_acc: 0.6620, loss_cls: 3.7653, loss: 3.7653 +2024-01-02 14:00:55,940 - pyskl - INFO - Epoch [113][3400/3746] lr: 1.434e-02, eta: 1 day, 0:13:10, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.3939, top5_acc: 0.6548, loss_cls: 3.8108, loss: 3.8108 +2024-01-02 14:01:55,614 - pyskl - INFO - Epoch [113][3500/3746] lr: 1.432e-02, eta: 1 day, 0:12:04, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4100, top5_acc: 0.6613, loss_cls: 3.7945, loss: 3.7945 +2024-01-02 14:02:54,707 - pyskl - INFO - Epoch [113][3600/3746] lr: 1.431e-02, eta: 1 day, 0:10:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4006, top5_acc: 0.6594, loss_cls: 3.7968, loss: 3.7968 +2024-01-02 14:03:54,182 - pyskl - INFO - Epoch [113][3700/3746] lr: 1.429e-02, eta: 1 day, 0:09:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4195, top5_acc: 0.6694, loss_cls: 3.7390, loss: 3.7390 +2024-01-02 14:04:24,057 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-01-02 14:06:21,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 14:06:22,976 - pyskl - INFO - +top1_acc 0.3301 +top5_acc 0.5923 +2024-01-02 14:06:22,976 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 14:06:23,014 - pyskl - INFO - +mean_acc 0.3299 +2024-01-02 14:06:23,022 - pyskl - INFO - Epoch(val) [113][309] top1_acc: 0.3301, top5_acc: 0.5923, mean_class_accuracy: 0.3299 +2024-01-02 14:09:40,909 - pyskl - INFO - Epoch [114][100/3746] lr: 1.426e-02, eta: 1 day, 0:10:11, time: 1.979, data_time: 1.385, memory: 16177, top1_acc: 0.4206, top5_acc: 0.6766, loss_cls: 3.6991, loss: 3.6991 +2024-01-02 14:10:40,385 - pyskl - INFO - Epoch [114][200/3746] lr: 1.424e-02, eta: 1 day, 0:09:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4194, top5_acc: 0.6789, loss_cls: 3.6888, loss: 3.6888 +2024-01-02 14:11:39,711 - pyskl - INFO - Epoch [114][300/3746] lr: 1.422e-02, eta: 1 day, 0:07:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6798, loss_cls: 3.7017, loss: 3.7017 +2024-01-02 14:12:39,113 - pyskl - INFO - Epoch [114][400/3746] lr: 1.420e-02, eta: 1 day, 0:06:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6722, loss_cls: 3.7115, loss: 3.7115 +2024-01-02 14:13:38,431 - pyskl - INFO - Epoch [114][500/3746] lr: 1.418e-02, eta: 1 day, 0:05:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6792, loss_cls: 3.7049, loss: 3.7049 +2024-01-02 14:14:37,994 - pyskl - INFO - Epoch [114][600/3746] lr: 1.416e-02, eta: 1 day, 0:04:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6809, loss_cls: 3.6852, loss: 3.6852 +2024-01-02 14:15:37,191 - pyskl - INFO - Epoch [114][700/3746] lr: 1.414e-02, eta: 1 day, 0:03:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6752, loss_cls: 3.7173, loss: 3.7173 +2024-01-02 14:16:36,494 - pyskl - INFO - Epoch [114][800/3746] lr: 1.412e-02, eta: 1 day, 0:02:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.3998, top5_acc: 0.6653, loss_cls: 3.7557, loss: 3.7557 +2024-01-02 14:17:36,008 - pyskl - INFO - Epoch [114][900/3746] lr: 1.410e-02, eta: 1 day, 0:01:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4122, top5_acc: 0.6686, loss_cls: 3.7258, loss: 3.7258 +2024-01-02 14:18:35,493 - pyskl - INFO - Epoch [114][1000/3746] lr: 1.408e-02, eta: 1 day, 0:00:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4017, top5_acc: 0.6658, loss_cls: 3.7644, loss: 3.7644 +2024-01-02 14:19:35,079 - pyskl - INFO - Epoch [114][1100/3746] lr: 1.406e-02, eta: 23:59:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4005, top5_acc: 0.6684, loss_cls: 3.7328, loss: 3.7328 +2024-01-02 14:20:34,623 - pyskl - INFO - Epoch [114][1200/3746] lr: 1.404e-02, eta: 23:58:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4025, top5_acc: 0.6573, loss_cls: 3.7966, loss: 3.7966 +2024-01-02 14:21:34,142 - pyskl - INFO - Epoch [114][1300/3746] lr: 1.402e-02, eta: 23:56:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4036, top5_acc: 0.6591, loss_cls: 3.7831, loss: 3.7831 +2024-01-02 14:22:33,695 - pyskl - INFO - Epoch [114][1400/3746] lr: 1.400e-02, eta: 23:55:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6700, loss_cls: 3.7560, loss: 3.7560 +2024-01-02 14:23:34,071 - pyskl - INFO - Epoch [114][1500/3746] lr: 1.398e-02, eta: 23:54:44, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6725, loss_cls: 3.7365, loss: 3.7365 +2024-01-02 14:24:34,053 - pyskl - INFO - Epoch [114][1600/3746] lr: 1.397e-02, eta: 23:53:38, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.3980, top5_acc: 0.6625, loss_cls: 3.7930, loss: 3.7930 +2024-01-02 14:25:33,458 - pyskl - INFO - Epoch [114][1700/3746] lr: 1.395e-02, eta: 23:52:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4156, top5_acc: 0.6759, loss_cls: 3.7246, loss: 3.7246 +2024-01-02 14:26:32,949 - pyskl - INFO - Epoch [114][1800/3746] lr: 1.393e-02, eta: 23:51:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6728, loss_cls: 3.7158, loss: 3.7158 +2024-01-02 14:27:32,629 - pyskl - INFO - Epoch [114][1900/3746] lr: 1.391e-02, eta: 23:50:20, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4106, top5_acc: 0.6716, loss_cls: 3.7426, loss: 3.7426 +2024-01-02 14:28:32,074 - pyskl - INFO - Epoch [114][2000/3746] lr: 1.389e-02, eta: 23:49:14, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6734, loss_cls: 3.7333, loss: 3.7333 +2024-01-02 14:29:31,686 - pyskl - INFO - Epoch [114][2100/3746] lr: 1.387e-02, eta: 23:48:08, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4047, top5_acc: 0.6581, loss_cls: 3.7871, loss: 3.7871 +2024-01-02 14:30:31,316 - pyskl - INFO - Epoch [114][2200/3746] lr: 1.385e-02, eta: 23:47:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6631, loss_cls: 3.7788, loss: 3.7788 +2024-01-02 14:31:30,696 - pyskl - INFO - Epoch [114][2300/3746] lr: 1.383e-02, eta: 23:45:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4153, top5_acc: 0.6706, loss_cls: 3.7159, loss: 3.7159 +2024-01-02 14:32:30,137 - pyskl - INFO - Epoch [114][2400/3746] lr: 1.381e-02, eta: 23:44:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6598, loss_cls: 3.7952, loss: 3.7952 +2024-01-02 14:33:29,669 - pyskl - INFO - Epoch [114][2500/3746] lr: 1.379e-02, eta: 23:43:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4056, top5_acc: 0.6530, loss_cls: 3.7898, loss: 3.7898 +2024-01-02 14:34:29,126 - pyskl - INFO - Epoch [114][2600/3746] lr: 1.377e-02, eta: 23:42:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4039, top5_acc: 0.6641, loss_cls: 3.7743, loss: 3.7743 +2024-01-02 14:35:28,686 - pyskl - INFO - Epoch [114][2700/3746] lr: 1.375e-02, eta: 23:41:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4059, top5_acc: 0.6611, loss_cls: 3.7534, loss: 3.7534 +2024-01-02 14:36:28,158 - pyskl - INFO - Epoch [114][2800/3746] lr: 1.373e-02, eta: 23:40:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3937, top5_acc: 0.6514, loss_cls: 3.7946, loss: 3.7946 +2024-01-02 14:37:27,804 - pyskl - INFO - Epoch [114][2900/3746] lr: 1.371e-02, eta: 23:39:19, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4031, top5_acc: 0.6639, loss_cls: 3.7555, loss: 3.7555 +2024-01-02 14:38:27,419 - pyskl - INFO - Epoch [114][3000/3746] lr: 1.369e-02, eta: 23:38:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3961, top5_acc: 0.6538, loss_cls: 3.8058, loss: 3.8058 +2024-01-02 14:39:27,190 - pyskl - INFO - Epoch [114][3100/3746] lr: 1.368e-02, eta: 23:37:07, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4053, top5_acc: 0.6619, loss_cls: 3.7895, loss: 3.7895 +2024-01-02 14:40:26,829 - pyskl - INFO - Epoch [114][3200/3746] lr: 1.366e-02, eta: 23:36:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6683, loss_cls: 3.7487, loss: 3.7487 +2024-01-02 14:41:26,399 - pyskl - INFO - Epoch [114][3300/3746] lr: 1.364e-02, eta: 23:34:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.3995, top5_acc: 0.6544, loss_cls: 3.8007, loss: 3.8007 +2024-01-02 14:42:26,255 - pyskl - INFO - Epoch [114][3400/3746] lr: 1.362e-02, eta: 23:33:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6664, loss_cls: 3.7323, loss: 3.7323 +2024-01-02 14:43:26,139 - pyskl - INFO - Epoch [114][3500/3746] lr: 1.360e-02, eta: 23:32:44, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4142, top5_acc: 0.6647, loss_cls: 3.7482, loss: 3.7482 +2024-01-02 14:44:25,698 - pyskl - INFO - Epoch [114][3600/3746] lr: 1.358e-02, eta: 23:31:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4075, top5_acc: 0.6763, loss_cls: 3.7422, loss: 3.7422 +2024-01-02 14:45:25,428 - pyskl - INFO - Epoch [114][3700/3746] lr: 1.356e-02, eta: 23:30:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4034, top5_acc: 0.6700, loss_cls: 3.7446, loss: 3.7446 +2024-01-02 14:45:55,535 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-01-02 14:47:55,605 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 14:47:56,391 - pyskl - INFO - +top1_acc 0.3486 +top5_acc 0.6094 +2024-01-02 14:47:56,392 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 14:47:56,422 - pyskl - INFO - +mean_acc 0.3483 +2024-01-02 14:47:56,429 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_112.pth was removed +2024-01-02 14:47:56,671 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2024-01-02 14:47:56,672 - pyskl - INFO - Best top1_acc is 0.3486 at 114 epoch. +2024-01-02 14:47:56,680 - pyskl - INFO - Epoch(val) [114][309] top1_acc: 0.3486, top5_acc: 0.6094, mean_class_accuracy: 0.3483 +2024-01-02 14:51:24,861 - pyskl - INFO - Epoch [115][100/3746] lr: 1.353e-02, eta: 23:30:57, time: 2.082, data_time: 1.478, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6878, loss_cls: 3.6513, loss: 3.6513 +2024-01-02 14:52:24,791 - pyskl - INFO - Epoch [115][200/3746] lr: 1.351e-02, eta: 23:29:52, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6823, loss_cls: 3.6746, loss: 3.6746 +2024-01-02 14:53:24,391 - pyskl - INFO - Epoch [115][300/3746] lr: 1.349e-02, eta: 23:28:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6759, loss_cls: 3.6991, loss: 3.6991 +2024-01-02 14:54:23,755 - pyskl - INFO - Epoch [115][400/3746] lr: 1.348e-02, eta: 23:27:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4223, top5_acc: 0.6848, loss_cls: 3.6625, loss: 3.6625 +2024-01-02 14:55:23,208 - pyskl - INFO - Epoch [115][500/3746] lr: 1.346e-02, eta: 23:26:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4147, top5_acc: 0.6780, loss_cls: 3.7143, loss: 3.7143 +2024-01-02 14:56:22,769 - pyskl - INFO - Epoch [115][600/3746] lr: 1.344e-02, eta: 23:25:27, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4248, top5_acc: 0.6853, loss_cls: 3.6813, loss: 3.6813 +2024-01-02 14:57:22,427 - pyskl - INFO - Epoch [115][700/3746] lr: 1.342e-02, eta: 23:24:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4128, top5_acc: 0.6728, loss_cls: 3.7266, loss: 3.7266 +2024-01-02 14:58:22,409 - pyskl - INFO - Epoch [115][800/3746] lr: 1.340e-02, eta: 23:23:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6698, loss_cls: 3.7005, loss: 3.7005 +2024-01-02 14:59:21,795 - pyskl - INFO - Epoch [115][900/3746] lr: 1.338e-02, eta: 23:22:09, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4189, top5_acc: 0.6709, loss_cls: 3.7093, loss: 3.7093 +2024-01-02 15:00:21,279 - pyskl - INFO - Epoch [115][1000/3746] lr: 1.336e-02, eta: 23:21:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4100, top5_acc: 0.6683, loss_cls: 3.7426, loss: 3.7426 +2024-01-02 15:01:20,661 - pyskl - INFO - Epoch [115][1100/3746] lr: 1.334e-02, eta: 23:19:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4205, top5_acc: 0.6709, loss_cls: 3.7012, loss: 3.7012 +2024-01-02 15:02:20,208 - pyskl - INFO - Epoch [115][1200/3746] lr: 1.332e-02, eta: 23:18:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4019, top5_acc: 0.6636, loss_cls: 3.7629, loss: 3.7629 +2024-01-02 15:03:19,552 - pyskl - INFO - Epoch [115][1300/3746] lr: 1.330e-02, eta: 23:17:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4095, top5_acc: 0.6698, loss_cls: 3.7111, loss: 3.7111 +2024-01-02 15:04:19,008 - pyskl - INFO - Epoch [115][1400/3746] lr: 1.328e-02, eta: 23:16:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4191, top5_acc: 0.6725, loss_cls: 3.7219, loss: 3.7219 +2024-01-02 15:05:18,636 - pyskl - INFO - Epoch [115][1500/3746] lr: 1.327e-02, eta: 23:15:33, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4070, top5_acc: 0.6711, loss_cls: 3.7367, loss: 3.7367 +2024-01-02 15:06:19,101 - pyskl - INFO - Epoch [115][1600/3746] lr: 1.325e-02, eta: 23:14:28, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6628, loss_cls: 3.7463, loss: 3.7463 +2024-01-02 15:07:19,003 - pyskl - INFO - Epoch [115][1700/3746] lr: 1.323e-02, eta: 23:13:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4066, top5_acc: 0.6659, loss_cls: 3.7533, loss: 3.7533 +2024-01-02 15:08:18,561 - pyskl - INFO - Epoch [115][1800/3746] lr: 1.321e-02, eta: 23:12:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6695, loss_cls: 3.7214, loss: 3.7214 +2024-01-02 15:09:18,186 - pyskl - INFO - Epoch [115][1900/3746] lr: 1.319e-02, eta: 23:11:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4088, top5_acc: 0.6720, loss_cls: 3.7056, loss: 3.7056 +2024-01-02 15:10:17,731 - pyskl - INFO - Epoch [115][2000/3746] lr: 1.317e-02, eta: 23:10:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.3984, top5_acc: 0.6627, loss_cls: 3.7818, loss: 3.7818 +2024-01-02 15:11:17,113 - pyskl - INFO - Epoch [115][2100/3746] lr: 1.315e-02, eta: 23:08:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4175, top5_acc: 0.6636, loss_cls: 3.7361, loss: 3.7361 +2024-01-02 15:12:16,593 - pyskl - INFO - Epoch [115][2200/3746] lr: 1.313e-02, eta: 23:07:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4045, top5_acc: 0.6589, loss_cls: 3.7941, loss: 3.7941 +2024-01-02 15:13:16,216 - pyskl - INFO - Epoch [115][2300/3746] lr: 1.311e-02, eta: 23:06:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6777, loss_cls: 3.7066, loss: 3.7066 +2024-01-02 15:14:15,890 - pyskl - INFO - Epoch [115][2400/3746] lr: 1.310e-02, eta: 23:05:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3997, top5_acc: 0.6650, loss_cls: 3.7916, loss: 3.7916 +2024-01-02 15:15:15,249 - pyskl - INFO - Epoch [115][2500/3746] lr: 1.308e-02, eta: 23:04:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4081, top5_acc: 0.6691, loss_cls: 3.7486, loss: 3.7486 +2024-01-02 15:16:14,689 - pyskl - INFO - Epoch [115][2600/3746] lr: 1.306e-02, eta: 23:03:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4159, top5_acc: 0.6794, loss_cls: 3.7063, loss: 3.7063 +2024-01-02 15:17:14,270 - pyskl - INFO - Epoch [115][2700/3746] lr: 1.304e-02, eta: 23:02:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6713, loss_cls: 3.7254, loss: 3.7254 +2024-01-02 15:18:14,772 - pyskl - INFO - Epoch [115][2800/3746] lr: 1.302e-02, eta: 23:01:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4042, top5_acc: 0.6608, loss_cls: 3.7825, loss: 3.7825 +2024-01-02 15:19:14,778 - pyskl - INFO - Epoch [115][2900/3746] lr: 1.300e-02, eta: 23:00:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6669, loss_cls: 3.7297, loss: 3.7297 +2024-01-02 15:20:14,704 - pyskl - INFO - Epoch [115][3000/3746] lr: 1.298e-02, eta: 22:59:07, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4037, top5_acc: 0.6656, loss_cls: 3.7865, loss: 3.7865 +2024-01-02 15:21:14,012 - pyskl - INFO - Epoch [115][3100/3746] lr: 1.296e-02, eta: 22:58:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4203, top5_acc: 0.6728, loss_cls: 3.7101, loss: 3.7101 +2024-01-02 15:22:13,917 - pyskl - INFO - Epoch [115][3200/3746] lr: 1.295e-02, eta: 22:56:56, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6681, loss_cls: 3.7084, loss: 3.7084 +2024-01-02 15:23:13,839 - pyskl - INFO - Epoch [115][3300/3746] lr: 1.293e-02, eta: 22:55:50, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4167, top5_acc: 0.6742, loss_cls: 3.7317, loss: 3.7317 +2024-01-02 15:24:14,303 - pyskl - INFO - Epoch [115][3400/3746] lr: 1.291e-02, eta: 22:54:45, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4078, top5_acc: 0.6698, loss_cls: 3.7583, loss: 3.7583 +2024-01-02 15:25:13,967 - pyskl - INFO - Epoch [115][3500/3746] lr: 1.289e-02, eta: 22:53:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6692, loss_cls: 3.7374, loss: 3.7374 +2024-01-02 15:26:13,254 - pyskl - INFO - Epoch [115][3600/3746] lr: 1.287e-02, eta: 22:52:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4037, top5_acc: 0.6666, loss_cls: 3.7524, loss: 3.7524 +2024-01-02 15:27:12,833 - pyskl - INFO - Epoch [115][3700/3746] lr: 1.285e-02, eta: 22:51:28, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4139, top5_acc: 0.6716, loss_cls: 3.7088, loss: 3.7088 +2024-01-02 15:27:42,694 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-01-02 15:29:41,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 15:29:42,255 - pyskl - INFO - +top1_acc 0.3528 +top5_acc 0.6105 +2024-01-02 15:29:42,255 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 15:29:42,291 - pyskl - INFO - +mean_acc 0.3525 +2024-01-02 15:29:42,297 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_114.pth was removed +2024-01-02 15:29:42,591 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_115.pth. +2024-01-02 15:29:42,592 - pyskl - INFO - Best top1_acc is 0.3528 at 115 epoch. +2024-01-02 15:29:42,599 - pyskl - INFO - Epoch(val) [115][309] top1_acc: 0.3528, top5_acc: 0.6105, mean_class_accuracy: 0.3525 +2024-01-02 15:33:04,275 - pyskl - INFO - Epoch [116][100/3746] lr: 1.282e-02, eta: 22:51:40, time: 2.017, data_time: 1.418, memory: 16177, top1_acc: 0.4198, top5_acc: 0.6872, loss_cls: 3.6585, loss: 3.6585 +2024-01-02 15:34:04,122 - pyskl - INFO - Epoch [116][200/3746] lr: 1.281e-02, eta: 22:50:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4328, top5_acc: 0.6858, loss_cls: 3.6316, loss: 3.6316 +2024-01-02 15:35:03,968 - pyskl - INFO - Epoch [116][300/3746] lr: 1.279e-02, eta: 22:49:29, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4127, top5_acc: 0.6767, loss_cls: 3.7057, loss: 3.7057 +2024-01-02 15:36:03,384 - pyskl - INFO - Epoch [116][400/3746] lr: 1.277e-02, eta: 22:48:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4263, top5_acc: 0.6887, loss_cls: 3.6276, loss: 3.6276 +2024-01-02 15:37:02,555 - pyskl - INFO - Epoch [116][500/3746] lr: 1.275e-02, eta: 22:47:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4236, top5_acc: 0.6827, loss_cls: 3.6703, loss: 3.6703 +2024-01-02 15:38:01,777 - pyskl - INFO - Epoch [116][600/3746] lr: 1.273e-02, eta: 22:46:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6827, loss_cls: 3.6453, loss: 3.6453 +2024-01-02 15:39:01,365 - pyskl - INFO - Epoch [116][700/3746] lr: 1.271e-02, eta: 22:45:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4264, top5_acc: 0.6837, loss_cls: 3.6515, loss: 3.6515 +2024-01-02 15:40:01,699 - pyskl - INFO - Epoch [116][800/3746] lr: 1.269e-02, eta: 22:44:00, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6863, loss_cls: 3.6606, loss: 3.6606 +2024-01-02 15:41:01,761 - pyskl - INFO - Epoch [116][900/3746] lr: 1.268e-02, eta: 22:42:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4141, top5_acc: 0.6698, loss_cls: 3.7242, loss: 3.7242 +2024-01-02 15:42:01,177 - pyskl - INFO - Epoch [116][1000/3746] lr: 1.266e-02, eta: 22:41:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4244, top5_acc: 0.6763, loss_cls: 3.6922, loss: 3.6922 +2024-01-02 15:43:01,098 - pyskl - INFO - Epoch [116][1100/3746] lr: 1.264e-02, eta: 22:40:43, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4233, top5_acc: 0.6750, loss_cls: 3.6911, loss: 3.6911 +2024-01-02 15:44:00,722 - pyskl - INFO - Epoch [116][1200/3746] lr: 1.262e-02, eta: 22:39:37, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4222, top5_acc: 0.6845, loss_cls: 3.7021, loss: 3.7021 +2024-01-02 15:44:59,947 - pyskl - INFO - Epoch [116][1300/3746] lr: 1.260e-02, eta: 22:38:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4166, top5_acc: 0.6772, loss_cls: 3.6889, loss: 3.6889 +2024-01-02 15:45:59,164 - pyskl - INFO - Epoch [116][1400/3746] lr: 1.258e-02, eta: 22:37:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4200, top5_acc: 0.6767, loss_cls: 3.6856, loss: 3.6856 +2024-01-02 15:46:58,518 - pyskl - INFO - Epoch [116][1500/3746] lr: 1.256e-02, eta: 22:36:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.3991, top5_acc: 0.6719, loss_cls: 3.7430, loss: 3.7430 +2024-01-02 15:47:59,153 - pyskl - INFO - Epoch [116][1600/3746] lr: 1.255e-02, eta: 22:35:14, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4183, top5_acc: 0.6666, loss_cls: 3.7131, loss: 3.7131 +2024-01-02 15:48:59,526 - pyskl - INFO - Epoch [116][1700/3746] lr: 1.253e-02, eta: 22:34:09, time: 0.604, data_time: 0.001, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6627, loss_cls: 3.7432, loss: 3.7432 +2024-01-02 15:49:59,159 - pyskl - INFO - Epoch [116][1800/3746] lr: 1.251e-02, eta: 22:33:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6753, loss_cls: 3.6899, loss: 3.6899 +2024-01-02 15:50:58,593 - pyskl - INFO - Epoch [116][1900/3746] lr: 1.249e-02, eta: 22:31:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4195, top5_acc: 0.6681, loss_cls: 3.7258, loss: 3.7258 +2024-01-02 15:51:58,028 - pyskl - INFO - Epoch [116][2000/3746] lr: 1.247e-02, eta: 22:30:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4114, top5_acc: 0.6663, loss_cls: 3.7283, loss: 3.7283 +2024-01-02 15:52:57,310 - pyskl - INFO - Epoch [116][2100/3746] lr: 1.245e-02, eta: 22:29:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6794, loss_cls: 3.6837, loss: 3.6837 +2024-01-02 15:53:56,843 - pyskl - INFO - Epoch [116][2200/3746] lr: 1.243e-02, eta: 22:28:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4173, top5_acc: 0.6797, loss_cls: 3.6858, loss: 3.6858 +2024-01-02 15:54:56,404 - pyskl - INFO - Epoch [116][2300/3746] lr: 1.242e-02, eta: 22:27:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6753, loss_cls: 3.7066, loss: 3.7066 +2024-01-02 15:55:55,846 - pyskl - INFO - Epoch [116][2400/3746] lr: 1.240e-02, eta: 22:26:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4109, top5_acc: 0.6813, loss_cls: 3.7003, loss: 3.7003 +2024-01-02 15:56:55,806 - pyskl - INFO - Epoch [116][2500/3746] lr: 1.238e-02, eta: 22:25:23, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4000, top5_acc: 0.6591, loss_cls: 3.7708, loss: 3.7708 +2024-01-02 15:57:55,703 - pyskl - INFO - Epoch [116][2600/3746] lr: 1.236e-02, eta: 22:24:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6730, loss_cls: 3.7206, loss: 3.7206 +2024-01-02 15:58:55,534 - pyskl - INFO - Epoch [116][2700/3746] lr: 1.234e-02, eta: 22:23:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6644, loss_cls: 3.7416, loss: 3.7416 +2024-01-02 15:59:55,255 - pyskl - INFO - Epoch [116][2800/3746] lr: 1.232e-02, eta: 22:22:07, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.3981, top5_acc: 0.6572, loss_cls: 3.8159, loss: 3.8159 +2024-01-02 16:00:54,979 - pyskl - INFO - Epoch [116][2900/3746] lr: 1.231e-02, eta: 22:21:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4186, top5_acc: 0.6805, loss_cls: 3.6798, loss: 3.6798 +2024-01-02 16:01:54,275 - pyskl - INFO - Epoch [116][3000/3746] lr: 1.229e-02, eta: 22:19:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4062, top5_acc: 0.6694, loss_cls: 3.7421, loss: 3.7421 +2024-01-02 16:02:53,772 - pyskl - INFO - Epoch [116][3100/3746] lr: 1.227e-02, eta: 22:18:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6669, loss_cls: 3.7341, loss: 3.7341 +2024-01-02 16:03:53,923 - pyskl - INFO - Epoch [116][3200/3746] lr: 1.225e-02, eta: 22:17:45, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4138, top5_acc: 0.6650, loss_cls: 3.7386, loss: 3.7386 +2024-01-02 16:04:53,950 - pyskl - INFO - Epoch [116][3300/3746] lr: 1.223e-02, eta: 22:16:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6753, loss_cls: 3.7167, loss: 3.7167 +2024-01-02 16:05:54,267 - pyskl - INFO - Epoch [116][3400/3746] lr: 1.221e-02, eta: 22:15:35, time: 0.603, data_time: 0.001, memory: 16177, top1_acc: 0.4170, top5_acc: 0.6727, loss_cls: 3.7233, loss: 3.7233 +2024-01-02 16:06:53,829 - pyskl - INFO - Epoch [116][3500/3746] lr: 1.220e-02, eta: 22:14:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4130, top5_acc: 0.6656, loss_cls: 3.7598, loss: 3.7598 +2024-01-02 16:07:53,430 - pyskl - INFO - Epoch [116][3600/3746] lr: 1.218e-02, eta: 22:13:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4128, top5_acc: 0.6728, loss_cls: 3.7222, loss: 3.7222 +2024-01-02 16:08:53,211 - pyskl - INFO - Epoch [116][3700/3746] lr: 1.216e-02, eta: 22:12:18, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6705, loss_cls: 3.7337, loss: 3.7337 +2024-01-02 16:09:22,883 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-01-02 16:11:21,612 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 16:11:22,662 - pyskl - INFO - +top1_acc 0.3524 +top5_acc 0.6075 +2024-01-02 16:11:22,662 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 16:11:22,699 - pyskl - INFO - +mean_acc 0.3522 +2024-01-02 16:11:22,707 - pyskl - INFO - Epoch(val) [116][309] top1_acc: 0.3524, top5_acc: 0.6075, mean_class_accuracy: 0.3522 +2024-01-02 16:14:46,738 - pyskl - INFO - Epoch [117][100/3746] lr: 1.213e-02, eta: 22:12:27, time: 2.040, data_time: 1.440, memory: 16177, top1_acc: 0.4286, top5_acc: 0.7003, loss_cls: 3.6145, loss: 3.6145 +2024-01-02 16:15:46,430 - pyskl - INFO - Epoch [117][200/3746] lr: 1.211e-02, eta: 22:11:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4330, top5_acc: 0.6916, loss_cls: 3.6260, loss: 3.6260 +2024-01-02 16:16:46,462 - pyskl - INFO - Epoch [117][300/3746] lr: 1.210e-02, eta: 22:10:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4248, top5_acc: 0.6833, loss_cls: 3.6748, loss: 3.6748 +2024-01-02 16:17:45,557 - pyskl - INFO - Epoch [117][400/3746] lr: 1.208e-02, eta: 22:09:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6961, loss_cls: 3.5935, loss: 3.5935 +2024-01-02 16:18:45,130 - pyskl - INFO - Epoch [117][500/3746] lr: 1.206e-02, eta: 22:08:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4373, top5_acc: 0.6972, loss_cls: 3.5853, loss: 3.5853 +2024-01-02 16:19:44,559 - pyskl - INFO - Epoch [117][600/3746] lr: 1.204e-02, eta: 22:06:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4277, top5_acc: 0.6817, loss_cls: 3.6772, loss: 3.6772 +2024-01-02 16:20:44,186 - pyskl - INFO - Epoch [117][700/3746] lr: 1.202e-02, eta: 22:05:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4311, top5_acc: 0.6920, loss_cls: 3.6510, loss: 3.6510 +2024-01-02 16:21:43,745 - pyskl - INFO - Epoch [117][800/3746] lr: 1.200e-02, eta: 22:04:47, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4184, top5_acc: 0.6753, loss_cls: 3.6685, loss: 3.6685 +2024-01-02 16:22:43,222 - pyskl - INFO - Epoch [117][900/3746] lr: 1.199e-02, eta: 22:03:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4189, top5_acc: 0.6841, loss_cls: 3.6544, loss: 3.6544 +2024-01-02 16:23:42,497 - pyskl - INFO - Epoch [117][1000/3746] lr: 1.197e-02, eta: 22:02:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4169, top5_acc: 0.6803, loss_cls: 3.6943, loss: 3.6943 +2024-01-02 16:24:42,452 - pyskl - INFO - Epoch [117][1100/3746] lr: 1.195e-02, eta: 22:01:30, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6728, loss_cls: 3.7025, loss: 3.7025 +2024-01-02 16:25:43,030 - pyskl - INFO - Epoch [117][1200/3746] lr: 1.193e-02, eta: 22:00:25, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4153, top5_acc: 0.6759, loss_cls: 3.6870, loss: 3.6870 +2024-01-02 16:26:43,316 - pyskl - INFO - Epoch [117][1300/3746] lr: 1.191e-02, eta: 21:59:20, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4247, top5_acc: 0.6905, loss_cls: 3.6596, loss: 3.6596 +2024-01-02 16:27:42,969 - pyskl - INFO - Epoch [117][1400/3746] lr: 1.190e-02, eta: 21:58:15, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4214, top5_acc: 0.6795, loss_cls: 3.6944, loss: 3.6944 +2024-01-02 16:28:43,117 - pyskl - INFO - Epoch [117][1500/3746] lr: 1.188e-02, eta: 21:57:10, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6802, loss_cls: 3.6733, loss: 3.6733 +2024-01-02 16:29:43,255 - pyskl - INFO - Epoch [117][1600/3746] lr: 1.186e-02, eta: 21:56:05, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4258, top5_acc: 0.6817, loss_cls: 3.6820, loss: 3.6820 +2024-01-02 16:30:43,479 - pyskl - INFO - Epoch [117][1700/3746] lr: 1.184e-02, eta: 21:54:59, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6903, loss_cls: 3.6486, loss: 3.6486 +2024-01-02 16:31:43,530 - pyskl - INFO - Epoch [117][1800/3746] lr: 1.182e-02, eta: 21:53:54, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4164, top5_acc: 0.6764, loss_cls: 3.6939, loss: 3.6939 +2024-01-02 16:32:43,499 - pyskl - INFO - Epoch [117][1900/3746] lr: 1.181e-02, eta: 21:52:49, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6795, loss_cls: 3.6909, loss: 3.6909 +2024-01-02 16:33:43,546 - pyskl - INFO - Epoch [117][2000/3746] lr: 1.179e-02, eta: 21:51:44, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4230, top5_acc: 0.6817, loss_cls: 3.6717, loss: 3.6717 +2024-01-02 16:34:42,964 - pyskl - INFO - Epoch [117][2100/3746] lr: 1.177e-02, eta: 21:50:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4272, top5_acc: 0.6741, loss_cls: 3.6923, loss: 3.6923 +2024-01-02 16:35:42,379 - pyskl - INFO - Epoch [117][2200/3746] lr: 1.175e-02, eta: 21:49:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4159, top5_acc: 0.6725, loss_cls: 3.7191, loss: 3.7191 +2024-01-02 16:36:41,826 - pyskl - INFO - Epoch [117][2300/3746] lr: 1.173e-02, eta: 21:48:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6708, loss_cls: 3.6992, loss: 3.6992 +2024-01-02 16:37:41,352 - pyskl - INFO - Epoch [117][2400/3746] lr: 1.172e-02, eta: 21:47:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6809, loss_cls: 3.6728, loss: 3.6728 +2024-01-02 16:38:40,785 - pyskl - INFO - Epoch [117][2500/3746] lr: 1.170e-02, eta: 21:46:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4239, top5_acc: 0.6864, loss_cls: 3.6615, loss: 3.6615 +2024-01-02 16:39:40,577 - pyskl - INFO - Epoch [117][2600/3746] lr: 1.168e-02, eta: 21:45:10, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4044, top5_acc: 0.6678, loss_cls: 3.7513, loss: 3.7513 +2024-01-02 16:40:39,848 - pyskl - INFO - Epoch [117][2700/3746] lr: 1.166e-02, eta: 21:44:05, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4145, top5_acc: 0.6695, loss_cls: 3.7062, loss: 3.7062 +2024-01-02 16:41:39,369 - pyskl - INFO - Epoch [117][2800/3746] lr: 1.164e-02, eta: 21:42:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4072, top5_acc: 0.6606, loss_cls: 3.7529, loss: 3.7529 +2024-01-02 16:42:39,346 - pyskl - INFO - Epoch [117][2900/3746] lr: 1.163e-02, eta: 21:41:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6622, loss_cls: 3.7504, loss: 3.7504 +2024-01-02 16:43:38,915 - pyskl - INFO - Epoch [117][3000/3746] lr: 1.161e-02, eta: 21:40:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4252, top5_acc: 0.6809, loss_cls: 3.6806, loss: 3.6806 +2024-01-02 16:44:38,395 - pyskl - INFO - Epoch [117][3100/3746] lr: 1.159e-02, eta: 21:39:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4117, top5_acc: 0.6728, loss_cls: 3.7214, loss: 3.7214 +2024-01-02 16:45:37,682 - pyskl - INFO - Epoch [117][3200/3746] lr: 1.157e-02, eta: 21:38:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4100, top5_acc: 0.6684, loss_cls: 3.7157, loss: 3.7157 +2024-01-02 16:46:37,737 - pyskl - INFO - Epoch [117][3300/3746] lr: 1.155e-02, eta: 21:37:32, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4188, top5_acc: 0.6866, loss_cls: 3.6625, loss: 3.6625 +2024-01-02 16:47:38,352 - pyskl - INFO - Epoch [117][3400/3746] lr: 1.154e-02, eta: 21:36:27, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6758, loss_cls: 3.6897, loss: 3.6897 +2024-01-02 16:48:38,226 - pyskl - INFO - Epoch [117][3500/3746] lr: 1.152e-02, eta: 21:35:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4136, top5_acc: 0.6687, loss_cls: 3.7263, loss: 3.7263 +2024-01-02 16:49:37,500 - pyskl - INFO - Epoch [117][3600/3746] lr: 1.150e-02, eta: 21:34:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4155, top5_acc: 0.6630, loss_cls: 3.7523, loss: 3.7523 +2024-01-02 16:50:37,127 - pyskl - INFO - Epoch [117][3700/3746] lr: 1.148e-02, eta: 21:33:11, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4266, top5_acc: 0.6822, loss_cls: 3.6775, loss: 3.6775 +2024-01-02 16:51:06,695 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-01-02 16:53:07,453 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 16:53:08,506 - pyskl - INFO - +top1_acc 0.3633 +top5_acc 0.6171 +2024-01-02 16:53:08,506 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 16:53:08,543 - pyskl - INFO - +mean_acc 0.3629 +2024-01-02 16:53:08,549 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_115.pth was removed +2024-01-02 16:53:08,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_117.pth. +2024-01-02 16:53:08,843 - pyskl - INFO - Best top1_acc is 0.3633 at 117 epoch. +2024-01-02 16:53:08,852 - pyskl - INFO - Epoch(val) [117][309] top1_acc: 0.3633, top5_acc: 0.6171, mean_class_accuracy: 0.3629 +2024-01-02 16:56:26,738 - pyskl - INFO - Epoch [118][100/3746] lr: 1.146e-02, eta: 21:33:09, time: 1.979, data_time: 1.384, memory: 16177, top1_acc: 0.4242, top5_acc: 0.6856, loss_cls: 3.6204, loss: 3.6204 +2024-01-02 16:57:26,559 - pyskl - INFO - Epoch [118][200/3746] lr: 1.144e-02, eta: 21:32:04, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6905, loss_cls: 3.6253, loss: 3.6253 +2024-01-02 16:58:26,298 - pyskl - INFO - Epoch [118][300/3746] lr: 1.142e-02, eta: 21:30:59, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4227, top5_acc: 0.6866, loss_cls: 3.6403, loss: 3.6403 +2024-01-02 16:59:25,265 - pyskl - INFO - Epoch [118][400/3746] lr: 1.140e-02, eta: 21:29:53, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4417, top5_acc: 0.6895, loss_cls: 3.6063, loss: 3.6063 +2024-01-02 17:00:24,356 - pyskl - INFO - Epoch [118][500/3746] lr: 1.139e-02, eta: 21:28:47, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4431, top5_acc: 0.6848, loss_cls: 3.6151, loss: 3.6151 +2024-01-02 17:01:23,518 - pyskl - INFO - Epoch [118][600/3746] lr: 1.137e-02, eta: 21:27:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4342, top5_acc: 0.6986, loss_cls: 3.5991, loss: 3.5991 +2024-01-02 17:02:22,719 - pyskl - INFO - Epoch [118][700/3746] lr: 1.135e-02, eta: 21:26:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4311, top5_acc: 0.6855, loss_cls: 3.6461, loss: 3.6461 +2024-01-02 17:03:21,935 - pyskl - INFO - Epoch [118][800/3746] lr: 1.133e-02, eta: 21:25:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4202, top5_acc: 0.6889, loss_cls: 3.6694, loss: 3.6694 +2024-01-02 17:04:21,184 - pyskl - INFO - Epoch [118][900/3746] lr: 1.131e-02, eta: 21:24:23, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4327, top5_acc: 0.6947, loss_cls: 3.6229, loss: 3.6229 +2024-01-02 17:05:20,270 - pyskl - INFO - Epoch [118][1000/3746] lr: 1.130e-02, eta: 21:23:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4220, top5_acc: 0.6898, loss_cls: 3.6475, loss: 3.6475 +2024-01-02 17:06:19,504 - pyskl - INFO - Epoch [118][1100/3746] lr: 1.128e-02, eta: 21:22:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4250, top5_acc: 0.6891, loss_cls: 3.6417, loss: 3.6417 +2024-01-02 17:07:18,859 - pyskl - INFO - Epoch [118][1200/3746] lr: 1.126e-02, eta: 21:21:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4194, top5_acc: 0.6806, loss_cls: 3.6693, loss: 3.6693 +2024-01-02 17:08:18,376 - pyskl - INFO - Epoch [118][1300/3746] lr: 1.124e-02, eta: 21:20:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4314, top5_acc: 0.6861, loss_cls: 3.6534, loss: 3.6534 +2024-01-02 17:09:17,823 - pyskl - INFO - Epoch [118][1400/3746] lr: 1.123e-02, eta: 21:18:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6737, loss_cls: 3.6467, loss: 3.6467 +2024-01-02 17:10:17,432 - pyskl - INFO - Epoch [118][1500/3746] lr: 1.121e-02, eta: 21:17:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4223, top5_acc: 0.6827, loss_cls: 3.6922, loss: 3.6922 +2024-01-02 17:11:16,568 - pyskl - INFO - Epoch [118][1600/3746] lr: 1.119e-02, eta: 21:16:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4217, top5_acc: 0.6766, loss_cls: 3.6854, loss: 3.6854 +2024-01-02 17:12:16,593 - pyskl - INFO - Epoch [118][1700/3746] lr: 1.117e-02, eta: 21:15:39, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4216, top5_acc: 0.6756, loss_cls: 3.7094, loss: 3.7094 +2024-01-02 17:13:16,739 - pyskl - INFO - Epoch [118][1800/3746] lr: 1.116e-02, eta: 21:14:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4197, top5_acc: 0.6850, loss_cls: 3.6756, loss: 3.6756 +2024-01-02 17:14:16,684 - pyskl - INFO - Epoch [118][1900/3746] lr: 1.114e-02, eta: 21:13:29, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4177, top5_acc: 0.6763, loss_cls: 3.7090, loss: 3.7090 +2024-01-02 17:15:16,792 - pyskl - INFO - Epoch [118][2000/3746] lr: 1.112e-02, eta: 21:12:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4213, top5_acc: 0.6841, loss_cls: 3.6714, loss: 3.6714 +2024-01-02 17:16:16,101 - pyskl - INFO - Epoch [118][2100/3746] lr: 1.110e-02, eta: 21:11:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4222, top5_acc: 0.6833, loss_cls: 3.6693, loss: 3.6693 +2024-01-02 17:17:15,424 - pyskl - INFO - Epoch [118][2200/3746] lr: 1.109e-02, eta: 21:10:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4158, top5_acc: 0.6711, loss_cls: 3.7103, loss: 3.7103 +2024-01-02 17:18:14,834 - pyskl - INFO - Epoch [118][2300/3746] lr: 1.107e-02, eta: 21:09:07, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4236, top5_acc: 0.6820, loss_cls: 3.6677, loss: 3.6677 +2024-01-02 17:19:14,329 - pyskl - INFO - Epoch [118][2400/3746] lr: 1.105e-02, eta: 21:08:02, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4239, top5_acc: 0.6795, loss_cls: 3.6756, loss: 3.6756 +2024-01-02 17:20:13,677 - pyskl - INFO - Epoch [118][2500/3746] lr: 1.103e-02, eta: 21:06:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4163, top5_acc: 0.6763, loss_cls: 3.6715, loss: 3.6715 +2024-01-02 17:21:12,926 - pyskl - INFO - Epoch [118][2600/3746] lr: 1.102e-02, eta: 21:05:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4142, top5_acc: 0.6730, loss_cls: 3.7101, loss: 3.7101 +2024-01-02 17:22:12,100 - pyskl - INFO - Epoch [118][2700/3746] lr: 1.100e-02, eta: 21:04:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4266, top5_acc: 0.6864, loss_cls: 3.6830, loss: 3.6830 +2024-01-02 17:23:11,346 - pyskl - INFO - Epoch [118][2800/3746] lr: 1.098e-02, eta: 21:03:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4225, top5_acc: 0.6775, loss_cls: 3.7050, loss: 3.7050 +2024-01-02 17:24:10,776 - pyskl - INFO - Epoch [118][2900/3746] lr: 1.096e-02, eta: 21:02:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4228, top5_acc: 0.6836, loss_cls: 3.6810, loss: 3.6810 +2024-01-02 17:25:10,209 - pyskl - INFO - Epoch [118][3000/3746] lr: 1.095e-02, eta: 21:01:28, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4239, top5_acc: 0.6864, loss_cls: 3.6567, loss: 3.6567 +2024-01-02 17:26:09,550 - pyskl - INFO - Epoch [118][3100/3746] lr: 1.093e-02, eta: 21:00:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4186, top5_acc: 0.6808, loss_cls: 3.6868, loss: 3.6868 +2024-01-02 17:27:09,522 - pyskl - INFO - Epoch [118][3200/3746] lr: 1.091e-02, eta: 20:59:18, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4313, top5_acc: 0.6828, loss_cls: 3.6785, loss: 3.6785 +2024-01-02 17:28:09,539 - pyskl - INFO - Epoch [118][3300/3746] lr: 1.089e-02, eta: 20:58:13, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4288, top5_acc: 0.6853, loss_cls: 3.6517, loss: 3.6517 +2024-01-02 17:29:09,706 - pyskl - INFO - Epoch [118][3400/3746] lr: 1.088e-02, eta: 20:57:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4123, top5_acc: 0.6719, loss_cls: 3.7112, loss: 3.7112 +2024-01-02 17:30:08,976 - pyskl - INFO - Epoch [118][3500/3746] lr: 1.086e-02, eta: 20:56:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6820, loss_cls: 3.6622, loss: 3.6622 +2024-01-02 17:31:08,854 - pyskl - INFO - Epoch [118][3600/3746] lr: 1.084e-02, eta: 20:54:57, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4206, top5_acc: 0.6827, loss_cls: 3.6789, loss: 3.6789 +2024-01-02 17:32:08,456 - pyskl - INFO - Epoch [118][3700/3746] lr: 1.082e-02, eta: 20:53:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4211, top5_acc: 0.6816, loss_cls: 3.6831, loss: 3.6831 +2024-01-02 17:32:38,116 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-01-02 17:34:37,326 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 17:34:38,399 - pyskl - INFO - +top1_acc 0.3555 +top5_acc 0.6056 +2024-01-02 17:34:38,399 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 17:34:38,441 - pyskl - INFO - +mean_acc 0.3553 +2024-01-02 17:34:38,451 - pyskl - INFO - Epoch(val) [118][309] top1_acc: 0.3555, top5_acc: 0.6056, mean_class_accuracy: 0.3553 +2024-01-02 17:37:54,557 - pyskl - INFO - Epoch [119][100/3746] lr: 1.080e-02, eta: 20:53:44, time: 1.961, data_time: 1.364, memory: 16177, top1_acc: 0.4375, top5_acc: 0.6931, loss_cls: 3.5850, loss: 3.5850 +2024-01-02 17:38:54,496 - pyskl - INFO - Epoch [119][200/3746] lr: 1.078e-02, eta: 20:52:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4425, top5_acc: 0.6950, loss_cls: 3.5859, loss: 3.5859 +2024-01-02 17:39:54,349 - pyskl - INFO - Epoch [119][300/3746] lr: 1.076e-02, eta: 20:51:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6975, loss_cls: 3.5802, loss: 3.5802 +2024-01-02 17:40:53,640 - pyskl - INFO - Epoch [119][400/3746] lr: 1.075e-02, eta: 20:50:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.6891, loss_cls: 3.6038, loss: 3.6038 +2024-01-02 17:41:52,801 - pyskl - INFO - Epoch [119][500/3746] lr: 1.073e-02, eta: 20:49:22, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4266, top5_acc: 0.6892, loss_cls: 3.6177, loss: 3.6177 +2024-01-02 17:42:52,576 - pyskl - INFO - Epoch [119][600/3746] lr: 1.071e-02, eta: 20:48:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4277, top5_acc: 0.6944, loss_cls: 3.6009, loss: 3.6009 +2024-01-02 17:43:52,879 - pyskl - INFO - Epoch [119][700/3746] lr: 1.069e-02, eta: 20:47:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4344, top5_acc: 0.6931, loss_cls: 3.6048, loss: 3.6048 +2024-01-02 17:44:52,368 - pyskl - INFO - Epoch [119][800/3746] lr: 1.068e-02, eta: 20:46:07, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4405, top5_acc: 0.6950, loss_cls: 3.5862, loss: 3.5862 +2024-01-02 17:45:51,640 - pyskl - INFO - Epoch [119][900/3746] lr: 1.066e-02, eta: 20:45:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4280, top5_acc: 0.6833, loss_cls: 3.6442, loss: 3.6442 +2024-01-02 17:46:51,261 - pyskl - INFO - Epoch [119][1000/3746] lr: 1.064e-02, eta: 20:43:56, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.6905, loss_cls: 3.6074, loss: 3.6074 +2024-01-02 17:47:51,047 - pyskl - INFO - Epoch [119][1100/3746] lr: 1.063e-02, eta: 20:42:51, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4289, top5_acc: 0.6894, loss_cls: 3.6334, loss: 3.6334 +2024-01-02 17:48:51,020 - pyskl - INFO - Epoch [119][1200/3746] lr: 1.061e-02, eta: 20:41:46, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6775, loss_cls: 3.6661, loss: 3.6661 +2024-01-02 17:49:51,300 - pyskl - INFO - Epoch [119][1300/3746] lr: 1.059e-02, eta: 20:40:41, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4266, top5_acc: 0.6777, loss_cls: 3.6397, loss: 3.6397 +2024-01-02 17:50:50,917 - pyskl - INFO - Epoch [119][1400/3746] lr: 1.057e-02, eta: 20:39:36, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.6891, loss_cls: 3.6141, loss: 3.6141 +2024-01-02 17:51:50,142 - pyskl - INFO - Epoch [119][1500/3746] lr: 1.056e-02, eta: 20:38:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6881, loss_cls: 3.5991, loss: 3.5991 +2024-01-02 17:52:49,424 - pyskl - INFO - Epoch [119][1600/3746] lr: 1.054e-02, eta: 20:37:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4289, top5_acc: 0.6881, loss_cls: 3.6297, loss: 3.6297 +2024-01-02 17:53:49,673 - pyskl - INFO - Epoch [119][1700/3746] lr: 1.052e-02, eta: 20:36:20, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4358, top5_acc: 0.6959, loss_cls: 3.6105, loss: 3.6105 +2024-01-02 17:54:49,896 - pyskl - INFO - Epoch [119][1800/3746] lr: 1.050e-02, eta: 20:35:15, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4272, top5_acc: 0.6872, loss_cls: 3.6314, loss: 3.6314 +2024-01-02 17:55:49,975 - pyskl - INFO - Epoch [119][1900/3746] lr: 1.049e-02, eta: 20:34:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4252, top5_acc: 0.6902, loss_cls: 3.6169, loss: 3.6169 +2024-01-02 17:56:49,528 - pyskl - INFO - Epoch [119][2000/3746] lr: 1.047e-02, eta: 20:33:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4280, top5_acc: 0.6928, loss_cls: 3.6137, loss: 3.6137 +2024-01-02 17:57:48,854 - pyskl - INFO - Epoch [119][2100/3746] lr: 1.045e-02, eta: 20:32:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4286, top5_acc: 0.6841, loss_cls: 3.6383, loss: 3.6383 +2024-01-02 17:58:48,676 - pyskl - INFO - Epoch [119][2200/3746] lr: 1.044e-02, eta: 20:30:55, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4367, top5_acc: 0.6898, loss_cls: 3.6294, loss: 3.6294 +2024-01-02 17:59:48,023 - pyskl - INFO - Epoch [119][2300/3746] lr: 1.042e-02, eta: 20:29:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4100, top5_acc: 0.6741, loss_cls: 3.7199, loss: 3.7199 +2024-01-02 18:00:47,479 - pyskl - INFO - Epoch [119][2400/3746] lr: 1.040e-02, eta: 20:28:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4255, top5_acc: 0.6750, loss_cls: 3.6723, loss: 3.6723 +2024-01-02 18:01:46,848 - pyskl - INFO - Epoch [119][2500/3746] lr: 1.039e-02, eta: 20:27:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4314, top5_acc: 0.6867, loss_cls: 3.6678, loss: 3.6678 +2024-01-02 18:02:46,306 - pyskl - INFO - Epoch [119][2600/3746] lr: 1.037e-02, eta: 20:26:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6845, loss_cls: 3.6755, loss: 3.6755 +2024-01-02 18:03:46,778 - pyskl - INFO - Epoch [119][2700/3746] lr: 1.035e-02, eta: 20:25:29, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4220, top5_acc: 0.6742, loss_cls: 3.7143, loss: 3.7143 +2024-01-02 18:04:46,923 - pyskl - INFO - Epoch [119][2800/3746] lr: 1.033e-02, eta: 20:24:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4255, top5_acc: 0.6783, loss_cls: 3.6762, loss: 3.6762 +2024-01-02 18:05:46,580 - pyskl - INFO - Epoch [119][2900/3746] lr: 1.032e-02, eta: 20:23:19, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6811, loss_cls: 3.6411, loss: 3.6411 +2024-01-02 18:06:46,717 - pyskl - INFO - Epoch [119][3000/3746] lr: 1.030e-02, eta: 20:22:14, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4286, top5_acc: 0.6748, loss_cls: 3.6879, loss: 3.6879 +2024-01-02 18:07:46,634 - pyskl - INFO - Epoch [119][3100/3746] lr: 1.028e-02, eta: 20:21:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4241, top5_acc: 0.6803, loss_cls: 3.6489, loss: 3.6489 +2024-01-02 18:08:46,572 - pyskl - INFO - Epoch [119][3200/3746] lr: 1.027e-02, eta: 20:20:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6817, loss_cls: 3.6523, loss: 3.6523 +2024-01-02 18:09:47,395 - pyskl - INFO - Epoch [119][3300/3746] lr: 1.025e-02, eta: 20:19:00, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4323, top5_acc: 0.6927, loss_cls: 3.6120, loss: 3.6120 +2024-01-02 18:10:46,972 - pyskl - INFO - Epoch [119][3400/3746] lr: 1.023e-02, eta: 20:17:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4303, top5_acc: 0.6902, loss_cls: 3.6541, loss: 3.6541 +2024-01-02 18:11:46,379 - pyskl - INFO - Epoch [119][3500/3746] lr: 1.022e-02, eta: 20:16:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4211, top5_acc: 0.6814, loss_cls: 3.6795, loss: 3.6795 +2024-01-02 18:12:45,876 - pyskl - INFO - Epoch [119][3600/3746] lr: 1.020e-02, eta: 20:15:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4259, top5_acc: 0.6925, loss_cls: 3.6380, loss: 3.6380 +2024-01-02 18:13:45,607 - pyskl - INFO - Epoch [119][3700/3746] lr: 1.018e-02, eta: 20:14:40, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4195, top5_acc: 0.6787, loss_cls: 3.6850, loss: 3.6850 +2024-01-02 18:14:15,256 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-01-02 18:16:11,967 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 18:16:12,909 - pyskl - INFO - +top1_acc 0.3607 +top5_acc 0.6154 +2024-01-02 18:16:12,909 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 18:16:12,949 - pyskl - INFO - +mean_acc 0.3604 +2024-01-02 18:16:12,963 - pyskl - INFO - Epoch(val) [119][309] top1_acc: 0.3607, top5_acc: 0.6154, mean_class_accuracy: 0.3604 +2024-01-02 18:19:38,309 - pyskl - INFO - Epoch [120][100/3746] lr: 1.016e-02, eta: 20:14:34, time: 2.053, data_time: 1.457, memory: 16177, top1_acc: 0.4517, top5_acc: 0.7133, loss_cls: 3.5039, loss: 3.5039 +2024-01-02 18:20:37,800 - pyskl - INFO - Epoch [120][200/3746] lr: 1.014e-02, eta: 20:13:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6892, loss_cls: 3.6173, loss: 3.6173 +2024-01-02 18:21:37,694 - pyskl - INFO - Epoch [120][300/3746] lr: 1.012e-02, eta: 20:12:24, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.4447, top5_acc: 0.6987, loss_cls: 3.5667, loss: 3.5667 +2024-01-02 18:22:37,261 - pyskl - INFO - Epoch [120][400/3746] lr: 1.011e-02, eta: 20:11:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4414, top5_acc: 0.6977, loss_cls: 3.5885, loss: 3.5885 +2024-01-02 18:23:36,596 - pyskl - INFO - Epoch [120][500/3746] lr: 1.009e-02, eta: 20:10:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4356, top5_acc: 0.6887, loss_cls: 3.6010, loss: 3.6010 +2024-01-02 18:24:36,137 - pyskl - INFO - Epoch [120][600/3746] lr: 1.007e-02, eta: 20:09:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4392, top5_acc: 0.6948, loss_cls: 3.5952, loss: 3.5952 +2024-01-02 18:25:36,108 - pyskl - INFO - Epoch [120][700/3746] lr: 1.006e-02, eta: 20:08:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4384, top5_acc: 0.6992, loss_cls: 3.5660, loss: 3.5660 +2024-01-02 18:26:35,653 - pyskl - INFO - Epoch [120][800/3746] lr: 1.004e-02, eta: 20:06:58, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6923, loss_cls: 3.6255, loss: 3.6255 +2024-01-02 18:27:35,596 - pyskl - INFO - Epoch [120][900/3746] lr: 1.002e-02, eta: 20:05:53, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4330, top5_acc: 0.6895, loss_cls: 3.6321, loss: 3.6321 +2024-01-02 18:28:35,306 - pyskl - INFO - Epoch [120][1000/3746] lr: 1.001e-02, eta: 20:04:48, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4402, top5_acc: 0.6970, loss_cls: 3.5833, loss: 3.5833 +2024-01-02 18:29:34,812 - pyskl - INFO - Epoch [120][1100/3746] lr: 9.989e-03, eta: 20:03:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4437, top5_acc: 0.6928, loss_cls: 3.5817, loss: 3.5817 +2024-01-02 18:30:34,245 - pyskl - INFO - Epoch [120][1200/3746] lr: 9.972e-03, eta: 20:02:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4245, top5_acc: 0.6845, loss_cls: 3.6533, loss: 3.6533 +2024-01-02 18:31:34,694 - pyskl - INFO - Epoch [120][1300/3746] lr: 9.955e-03, eta: 20:01:33, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4250, top5_acc: 0.6855, loss_cls: 3.6544, loss: 3.6544 +2024-01-02 18:32:34,584 - pyskl - INFO - Epoch [120][1400/3746] lr: 9.938e-03, eta: 20:00:28, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4441, top5_acc: 0.6981, loss_cls: 3.5943, loss: 3.5943 +2024-01-02 18:33:34,363 - pyskl - INFO - Epoch [120][1500/3746] lr: 9.922e-03, eta: 19:59:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4198, top5_acc: 0.6837, loss_cls: 3.6616, loss: 3.6616 +2024-01-02 18:34:33,805 - pyskl - INFO - Epoch [120][1600/3746] lr: 9.905e-03, eta: 19:58:17, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4386, top5_acc: 0.7013, loss_cls: 3.5932, loss: 3.5932 +2024-01-02 18:35:33,364 - pyskl - INFO - Epoch [120][1700/3746] lr: 9.888e-03, eta: 19:57:12, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4217, top5_acc: 0.6895, loss_cls: 3.6142, loss: 3.6142 +2024-01-02 18:36:34,208 - pyskl - INFO - Epoch [120][1800/3746] lr: 9.871e-03, eta: 19:56:08, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.4314, top5_acc: 0.6961, loss_cls: 3.6030, loss: 3.6030 +2024-01-02 18:37:35,286 - pyskl - INFO - Epoch [120][1900/3746] lr: 9.855e-03, eta: 19:55:04, time: 0.611, data_time: 0.000, memory: 16177, top1_acc: 0.4255, top5_acc: 0.6941, loss_cls: 3.6465, loss: 3.6465 +2024-01-02 18:38:34,664 - pyskl - INFO - Epoch [120][2000/3746] lr: 9.838e-03, eta: 19:53:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4380, top5_acc: 0.6827, loss_cls: 3.6329, loss: 3.6329 +2024-01-02 18:39:34,598 - pyskl - INFO - Epoch [120][2100/3746] lr: 9.821e-03, eta: 19:52:54, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.4273, top5_acc: 0.6834, loss_cls: 3.6527, loss: 3.6527 +2024-01-02 18:40:34,212 - pyskl - INFO - Epoch [120][2200/3746] lr: 9.805e-03, eta: 19:51:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.7020, loss_cls: 3.5808, loss: 3.5808 +2024-01-02 18:41:33,978 - pyskl - INFO - Epoch [120][2300/3746] lr: 9.788e-03, eta: 19:50:44, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4302, top5_acc: 0.6786, loss_cls: 3.6640, loss: 3.6640 +2024-01-02 18:42:33,068 - pyskl - INFO - Epoch [120][2400/3746] lr: 9.772e-03, eta: 19:49:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4422, top5_acc: 0.6900, loss_cls: 3.5924, loss: 3.5924 +2024-01-02 18:43:32,411 - pyskl - INFO - Epoch [120][2500/3746] lr: 9.755e-03, eta: 19:48:33, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4380, top5_acc: 0.6922, loss_cls: 3.6166, loss: 3.6166 +2024-01-02 18:44:31,684 - pyskl - INFO - Epoch [120][2600/3746] lr: 9.738e-03, eta: 19:47:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6861, loss_cls: 3.6167, loss: 3.6167 +2024-01-02 18:45:31,230 - pyskl - INFO - Epoch [120][2700/3746] lr: 9.722e-03, eta: 19:46:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4308, top5_acc: 0.6931, loss_cls: 3.6014, loss: 3.6014 +2024-01-02 18:46:30,637 - pyskl - INFO - Epoch [120][2800/3746] lr: 9.705e-03, eta: 19:45:18, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4375, top5_acc: 0.6966, loss_cls: 3.6005, loss: 3.6005 +2024-01-02 18:47:30,038 - pyskl - INFO - Epoch [120][2900/3746] lr: 9.689e-03, eta: 19:44:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4252, top5_acc: 0.6853, loss_cls: 3.6577, loss: 3.6577 +2024-01-02 18:48:30,090 - pyskl - INFO - Epoch [120][3000/3746] lr: 9.672e-03, eta: 19:43:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4267, top5_acc: 0.6820, loss_cls: 3.6377, loss: 3.6377 +2024-01-02 18:49:30,124 - pyskl - INFO - Epoch [120][3100/3746] lr: 9.656e-03, eta: 19:42:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4338, top5_acc: 0.6803, loss_cls: 3.6596, loss: 3.6596 +2024-01-02 18:50:29,937 - pyskl - INFO - Epoch [120][3200/3746] lr: 9.639e-03, eta: 19:40:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6856, loss_cls: 3.6179, loss: 3.6179 +2024-01-02 18:51:30,355 - pyskl - INFO - Epoch [120][3300/3746] lr: 9.623e-03, eta: 19:39:54, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4245, top5_acc: 0.6828, loss_cls: 3.6550, loss: 3.6550 +2024-01-02 18:52:30,612 - pyskl - INFO - Epoch [120][3400/3746] lr: 9.606e-03, eta: 19:38:49, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4195, top5_acc: 0.6892, loss_cls: 3.6525, loss: 3.6525 +2024-01-02 18:53:30,056 - pyskl - INFO - Epoch [120][3500/3746] lr: 9.590e-03, eta: 19:37:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4391, top5_acc: 0.6841, loss_cls: 3.6423, loss: 3.6423 +2024-01-02 18:54:29,818 - pyskl - INFO - Epoch [120][3600/3746] lr: 9.573e-03, eta: 19:36:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4367, top5_acc: 0.6898, loss_cls: 3.6023, loss: 3.6023 +2024-01-02 18:55:29,767 - pyskl - INFO - Epoch [120][3700/3746] lr: 9.557e-03, eta: 19:35:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4283, top5_acc: 0.6731, loss_cls: 3.6818, loss: 3.6818 +2024-01-02 18:55:59,802 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-01-02 18:57:58,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 18:57:59,305 - pyskl - INFO - +top1_acc 0.3631 +top5_acc 0.6181 +2024-01-02 18:57:59,305 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 18:57:59,337 - pyskl - INFO - +mean_acc 0.3629 +2024-01-02 18:57:59,345 - pyskl - INFO - Epoch(val) [120][309] top1_acc: 0.3631, top5_acc: 0.6181, mean_class_accuracy: 0.3629 +2024-01-02 19:01:18,392 - pyskl - INFO - Epoch [121][100/3746] lr: 9.533e-03, eta: 19:35:19, time: 1.990, data_time: 1.387, memory: 16177, top1_acc: 0.4625, top5_acc: 0.7103, loss_cls: 3.4889, loss: 3.4889 +2024-01-02 19:02:17,672 - pyskl - INFO - Epoch [121][200/3746] lr: 9.516e-03, eta: 19:34:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4537, top5_acc: 0.7080, loss_cls: 3.5169, loss: 3.5169 +2024-01-02 19:03:17,239 - pyskl - INFO - Epoch [121][300/3746] lr: 9.500e-03, eta: 19:33:09, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.6984, loss_cls: 3.5531, loss: 3.5531 +2024-01-02 19:04:16,769 - pyskl - INFO - Epoch [121][400/3746] lr: 9.484e-03, eta: 19:32:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4380, top5_acc: 0.7022, loss_cls: 3.5673, loss: 3.5673 +2024-01-02 19:05:16,165 - pyskl - INFO - Epoch [121][500/3746] lr: 9.467e-03, eta: 19:30:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.7011, loss_cls: 3.5585, loss: 3.5585 +2024-01-02 19:06:15,672 - pyskl - INFO - Epoch [121][600/3746] lr: 9.451e-03, eta: 19:29:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4431, top5_acc: 0.6987, loss_cls: 3.5561, loss: 3.5561 +2024-01-02 19:07:15,513 - pyskl - INFO - Epoch [121][700/3746] lr: 9.435e-03, eta: 19:28:49, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4414, top5_acc: 0.7013, loss_cls: 3.5735, loss: 3.5735 +2024-01-02 19:08:14,888 - pyskl - INFO - Epoch [121][800/3746] lr: 9.418e-03, eta: 19:27:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6927, loss_cls: 3.5971, loss: 3.5971 +2024-01-02 19:09:14,358 - pyskl - INFO - Epoch [121][900/3746] lr: 9.402e-03, eta: 19:26:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4297, top5_acc: 0.6878, loss_cls: 3.6238, loss: 3.6238 +2024-01-02 19:10:13,827 - pyskl - INFO - Epoch [121][1000/3746] lr: 9.386e-03, eta: 19:25:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4258, top5_acc: 0.6930, loss_cls: 3.6323, loss: 3.6323 +2024-01-02 19:11:13,294 - pyskl - INFO - Epoch [121][1100/3746] lr: 9.369e-03, eta: 19:24:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.6922, loss_cls: 3.5917, loss: 3.5917 +2024-01-02 19:12:12,592 - pyskl - INFO - Epoch [121][1200/3746] lr: 9.353e-03, eta: 19:23:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4292, top5_acc: 0.6936, loss_cls: 3.6022, loss: 3.6022 +2024-01-02 19:13:11,859 - pyskl - INFO - Epoch [121][1300/3746] lr: 9.337e-03, eta: 19:22:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4294, top5_acc: 0.6914, loss_cls: 3.5943, loss: 3.5943 +2024-01-02 19:14:11,253 - pyskl - INFO - Epoch [121][1400/3746] lr: 9.321e-03, eta: 19:21:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4425, top5_acc: 0.7037, loss_cls: 3.5467, loss: 3.5467 +2024-01-02 19:15:10,295 - pyskl - INFO - Epoch [121][1500/3746] lr: 9.304e-03, eta: 19:20:07, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4355, top5_acc: 0.6869, loss_cls: 3.6058, loss: 3.6058 +2024-01-02 19:16:09,611 - pyskl - INFO - Epoch [121][1600/3746] lr: 9.288e-03, eta: 19:19:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.6889, loss_cls: 3.5953, loss: 3.5953 +2024-01-02 19:17:09,115 - pyskl - INFO - Epoch [121][1700/3746] lr: 9.272e-03, eta: 19:17:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4367, top5_acc: 0.6900, loss_cls: 3.6216, loss: 3.6216 +2024-01-02 19:18:08,841 - pyskl - INFO - Epoch [121][1800/3746] lr: 9.256e-03, eta: 19:16:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4336, top5_acc: 0.7019, loss_cls: 3.5773, loss: 3.5773 +2024-01-02 19:19:08,870 - pyskl - INFO - Epoch [121][1900/3746] lr: 9.239e-03, eta: 19:15:47, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6964, loss_cls: 3.5822, loss: 3.5822 +2024-01-02 19:20:08,324 - pyskl - INFO - Epoch [121][2000/3746] lr: 9.223e-03, eta: 19:14:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4394, top5_acc: 0.6927, loss_cls: 3.5834, loss: 3.5834 +2024-01-02 19:21:07,581 - pyskl - INFO - Epoch [121][2100/3746] lr: 9.207e-03, eta: 19:13:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6933, loss_cls: 3.6159, loss: 3.6159 +2024-01-02 19:22:07,174 - pyskl - INFO - Epoch [121][2200/3746] lr: 9.191e-03, eta: 19:12:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4398, top5_acc: 0.6913, loss_cls: 3.5986, loss: 3.5986 +2024-01-02 19:23:06,718 - pyskl - INFO - Epoch [121][2300/3746] lr: 9.175e-03, eta: 19:11:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4288, top5_acc: 0.6872, loss_cls: 3.6409, loss: 3.6409 +2024-01-02 19:24:06,427 - pyskl - INFO - Epoch [121][2400/3746] lr: 9.159e-03, eta: 19:10:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4406, top5_acc: 0.6963, loss_cls: 3.5695, loss: 3.5695 +2024-01-02 19:25:06,266 - pyskl - INFO - Epoch [121][2500/3746] lr: 9.142e-03, eta: 19:09:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4430, top5_acc: 0.6923, loss_cls: 3.5959, loss: 3.5959 +2024-01-02 19:26:05,975 - pyskl - INFO - Epoch [121][2600/3746] lr: 9.126e-03, eta: 19:08:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4397, top5_acc: 0.6998, loss_cls: 3.5666, loss: 3.5666 +2024-01-02 19:27:05,396 - pyskl - INFO - Epoch [121][2700/3746] lr: 9.110e-03, eta: 19:07:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4311, top5_acc: 0.6845, loss_cls: 3.6284, loss: 3.6284 +2024-01-02 19:28:05,577 - pyskl - INFO - Epoch [121][2800/3746] lr: 9.094e-03, eta: 19:06:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6866, loss_cls: 3.6179, loss: 3.6179 +2024-01-02 19:29:05,426 - pyskl - INFO - Epoch [121][2900/3746] lr: 9.078e-03, eta: 19:04:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4311, top5_acc: 0.6827, loss_cls: 3.6170, loss: 3.6170 +2024-01-02 19:30:05,436 - pyskl - INFO - Epoch [121][3000/3746] lr: 9.062e-03, eta: 19:03:54, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4267, top5_acc: 0.6853, loss_cls: 3.6575, loss: 3.6575 +2024-01-02 19:31:04,824 - pyskl - INFO - Epoch [121][3100/3746] lr: 9.046e-03, eta: 19:02:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4464, top5_acc: 0.7020, loss_cls: 3.5555, loss: 3.5555 +2024-01-02 19:32:03,925 - pyskl - INFO - Epoch [121][3200/3746] lr: 9.030e-03, eta: 19:01:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4361, top5_acc: 0.6944, loss_cls: 3.6135, loss: 3.6135 +2024-01-02 19:33:03,694 - pyskl - INFO - Epoch [121][3300/3746] lr: 9.014e-03, eta: 19:00:39, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4331, top5_acc: 0.6908, loss_cls: 3.5885, loss: 3.5885 +2024-01-02 19:34:04,025 - pyskl - INFO - Epoch [121][3400/3746] lr: 8.998e-03, eta: 18:59:34, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4437, top5_acc: 0.6922, loss_cls: 3.5815, loss: 3.5815 +2024-01-02 19:35:03,682 - pyskl - INFO - Epoch [121][3500/3746] lr: 8.982e-03, eta: 18:58:29, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4267, top5_acc: 0.6867, loss_cls: 3.6447, loss: 3.6447 +2024-01-02 19:36:03,408 - pyskl - INFO - Epoch [121][3600/3746] lr: 8.966e-03, eta: 18:57:25, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4253, top5_acc: 0.6900, loss_cls: 3.6475, loss: 3.6475 +2024-01-02 19:37:02,974 - pyskl - INFO - Epoch [121][3700/3746] lr: 8.950e-03, eta: 18:56:20, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4341, top5_acc: 0.6856, loss_cls: 3.6500, loss: 3.6500 +2024-01-02 19:37:32,807 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-01-02 19:39:30,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 19:39:31,196 - pyskl - INFO - +top1_acc 0.3686 +top5_acc 0.6217 +2024-01-02 19:39:31,196 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 19:39:31,244 - pyskl - INFO - +mean_acc 0.3684 +2024-01-02 19:39:31,250 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_117.pth was removed +2024-01-02 19:39:31,565 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2024-01-02 19:39:31,566 - pyskl - INFO - Best top1_acc is 0.3686 at 121 epoch. +2024-01-02 19:39:31,573 - pyskl - INFO - Epoch(val) [121][309] top1_acc: 0.3686, top5_acc: 0.6217, mean_class_accuracy: 0.3684 +2024-01-02 19:42:52,117 - pyskl - INFO - Epoch [122][100/3746] lr: 8.927e-03, eta: 18:56:02, time: 2.005, data_time: 1.407, memory: 16177, top1_acc: 0.4639, top5_acc: 0.7127, loss_cls: 3.5023, loss: 3.5023 +2024-01-02 19:43:51,540 - pyskl - INFO - Epoch [122][200/3746] lr: 8.911e-03, eta: 18:54:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4412, top5_acc: 0.7006, loss_cls: 3.5513, loss: 3.5513 +2024-01-02 19:44:50,467 - pyskl - INFO - Epoch [122][300/3746] lr: 8.895e-03, eta: 18:53:51, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.7113, loss_cls: 3.5127, loss: 3.5127 +2024-01-02 19:45:49,709 - pyskl - INFO - Epoch [122][400/3746] lr: 8.879e-03, eta: 18:52:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4508, top5_acc: 0.7053, loss_cls: 3.5304, loss: 3.5304 +2024-01-02 19:46:48,821 - pyskl - INFO - Epoch [122][500/3746] lr: 8.863e-03, eta: 18:51:41, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4406, top5_acc: 0.6973, loss_cls: 3.5668, loss: 3.5668 +2024-01-02 19:47:48,071 - pyskl - INFO - Epoch [122][600/3746] lr: 8.847e-03, eta: 18:50:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4505, top5_acc: 0.7066, loss_cls: 3.5422, loss: 3.5422 +2024-01-02 19:48:47,459 - pyskl - INFO - Epoch [122][700/3746] lr: 8.831e-03, eta: 18:49:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4647, top5_acc: 0.7050, loss_cls: 3.5249, loss: 3.5249 +2024-01-02 19:49:46,499 - pyskl - INFO - Epoch [122][800/3746] lr: 8.815e-03, eta: 18:48:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.7108, loss_cls: 3.5231, loss: 3.5231 +2024-01-02 19:50:45,797 - pyskl - INFO - Epoch [122][900/3746] lr: 8.800e-03, eta: 18:47:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4334, top5_acc: 0.6906, loss_cls: 3.5931, loss: 3.5931 +2024-01-02 19:51:45,438 - pyskl - INFO - Epoch [122][1000/3746] lr: 8.784e-03, eta: 18:46:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4423, top5_acc: 0.7063, loss_cls: 3.5450, loss: 3.5450 +2024-01-02 19:52:44,740 - pyskl - INFO - Epoch [122][1100/3746] lr: 8.768e-03, eta: 18:45:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4377, top5_acc: 0.6886, loss_cls: 3.6153, loss: 3.6153 +2024-01-02 19:53:44,115 - pyskl - INFO - Epoch [122][1200/3746] lr: 8.752e-03, eta: 18:44:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4441, top5_acc: 0.7114, loss_cls: 3.5192, loss: 3.5192 +2024-01-02 19:54:43,452 - pyskl - INFO - Epoch [122][1300/3746] lr: 8.736e-03, eta: 18:43:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.7009, loss_cls: 3.5591, loss: 3.5591 +2024-01-02 19:55:42,920 - pyskl - INFO - Epoch [122][1400/3746] lr: 8.721e-03, eta: 18:41:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4355, top5_acc: 0.6931, loss_cls: 3.6031, loss: 3.6031 +2024-01-02 19:56:42,477 - pyskl - INFO - Epoch [122][1500/3746] lr: 8.705e-03, eta: 18:40:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4403, top5_acc: 0.6919, loss_cls: 3.6039, loss: 3.6039 +2024-01-02 19:57:41,710 - pyskl - INFO - Epoch [122][1600/3746] lr: 8.689e-03, eta: 18:39:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4416, top5_acc: 0.6941, loss_cls: 3.5665, loss: 3.5665 +2024-01-02 19:58:41,101 - pyskl - INFO - Epoch [122][1700/3746] lr: 8.673e-03, eta: 18:38:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4380, top5_acc: 0.6997, loss_cls: 3.5632, loss: 3.5632 +2024-01-02 19:59:40,917 - pyskl - INFO - Epoch [122][1800/3746] lr: 8.658e-03, eta: 18:37:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4419, top5_acc: 0.7056, loss_cls: 3.5509, loss: 3.5509 +2024-01-02 20:00:40,841 - pyskl - INFO - Epoch [122][1900/3746] lr: 8.642e-03, eta: 18:36:31, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4447, top5_acc: 0.6970, loss_cls: 3.5658, loss: 3.5658 +2024-01-02 20:01:40,654 - pyskl - INFO - Epoch [122][2000/3746] lr: 8.626e-03, eta: 18:35:26, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4402, top5_acc: 0.6987, loss_cls: 3.5750, loss: 3.5750 +2024-01-02 20:02:39,876 - pyskl - INFO - Epoch [122][2100/3746] lr: 8.610e-03, eta: 18:34:21, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4436, top5_acc: 0.6980, loss_cls: 3.5649, loss: 3.5649 +2024-01-02 20:03:39,213 - pyskl - INFO - Epoch [122][2200/3746] lr: 8.595e-03, eta: 18:33:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4350, top5_acc: 0.6936, loss_cls: 3.5894, loss: 3.5894 +2024-01-02 20:04:38,439 - pyskl - INFO - Epoch [122][2300/3746] lr: 8.579e-03, eta: 18:32:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4288, top5_acc: 0.6891, loss_cls: 3.6480, loss: 3.6480 +2024-01-02 20:05:37,836 - pyskl - INFO - Epoch [122][2400/3746] lr: 8.563e-03, eta: 18:31:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4377, top5_acc: 0.6973, loss_cls: 3.5853, loss: 3.5853 +2024-01-02 20:06:37,263 - pyskl - INFO - Epoch [122][2500/3746] lr: 8.548e-03, eta: 18:30:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4452, top5_acc: 0.7080, loss_cls: 3.5464, loss: 3.5464 +2024-01-02 20:07:36,558 - pyskl - INFO - Epoch [122][2600/3746] lr: 8.532e-03, eta: 18:28:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.6980, loss_cls: 3.5757, loss: 3.5757 +2024-01-02 20:08:35,857 - pyskl - INFO - Epoch [122][2700/3746] lr: 8.517e-03, eta: 18:27:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4414, top5_acc: 0.6969, loss_cls: 3.5715, loss: 3.5715 +2024-01-02 20:09:35,298 - pyskl - INFO - Epoch [122][2800/3746] lr: 8.501e-03, eta: 18:26:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4347, top5_acc: 0.6964, loss_cls: 3.5914, loss: 3.5914 +2024-01-02 20:10:34,479 - pyskl - INFO - Epoch [122][2900/3746] lr: 8.485e-03, eta: 18:25:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4348, top5_acc: 0.6937, loss_cls: 3.5836, loss: 3.5836 +2024-01-02 20:11:33,827 - pyskl - INFO - Epoch [122][3000/3746] lr: 8.470e-03, eta: 18:24:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4427, top5_acc: 0.7008, loss_cls: 3.5608, loss: 3.5608 +2024-01-02 20:12:33,367 - pyskl - INFO - Epoch [122][3100/3746] lr: 8.454e-03, eta: 18:23:31, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6914, loss_cls: 3.6231, loss: 3.6231 +2024-01-02 20:13:32,569 - pyskl - INFO - Epoch [122][3200/3746] lr: 8.439e-03, eta: 18:22:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4383, top5_acc: 0.6884, loss_cls: 3.6144, loss: 3.6144 +2024-01-02 20:14:33,011 - pyskl - INFO - Epoch [122][3300/3746] lr: 8.423e-03, eta: 18:21:22, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4353, top5_acc: 0.6903, loss_cls: 3.5933, loss: 3.5933 +2024-01-02 20:15:33,543 - pyskl - INFO - Epoch [122][3400/3746] lr: 8.408e-03, eta: 18:20:18, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4444, top5_acc: 0.6992, loss_cls: 3.5846, loss: 3.5846 +2024-01-02 20:16:32,687 - pyskl - INFO - Epoch [122][3500/3746] lr: 8.392e-03, eta: 18:19:13, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4492, top5_acc: 0.7081, loss_cls: 3.5477, loss: 3.5477 +2024-01-02 20:17:31,925 - pyskl - INFO - Epoch [122][3600/3746] lr: 8.377e-03, eta: 18:18:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4364, top5_acc: 0.6947, loss_cls: 3.5900, loss: 3.5900 +2024-01-02 20:18:31,722 - pyskl - INFO - Epoch [122][3700/3746] lr: 8.361e-03, eta: 18:17:03, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4400, top5_acc: 0.6981, loss_cls: 3.5879, loss: 3.5879 +2024-01-02 20:19:01,611 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-01-02 20:20:58,476 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 20:20:59,552 - pyskl - INFO - +top1_acc 0.3686 +top5_acc 0.6232 +2024-01-02 20:20:59,552 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 20:20:59,589 - pyskl - INFO - +mean_acc 0.3684 +2024-01-02 20:20:59,595 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_121.pth was removed +2024-01-02 20:21:00,075 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_122.pth. +2024-01-02 20:21:00,075 - pyskl - INFO - Best top1_acc is 0.3686 at 122 epoch. +2024-01-02 20:21:00,085 - pyskl - INFO - Epoch(val) [122][309] top1_acc: 0.3686, top5_acc: 0.6232, mean_class_accuracy: 0.3684 +2024-01-02 20:24:23,677 - pyskl - INFO - Epoch [123][100/3746] lr: 8.339e-03, eta: 18:16:43, time: 2.036, data_time: 1.436, memory: 16177, top1_acc: 0.4519, top5_acc: 0.7131, loss_cls: 3.5164, loss: 3.5164 +2024-01-02 20:25:23,465 - pyskl - INFO - Epoch [123][200/3746] lr: 8.323e-03, eta: 18:15:38, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.4594, top5_acc: 0.7186, loss_cls: 3.4604, loss: 3.4604 +2024-01-02 20:26:23,562 - pyskl - INFO - Epoch [123][300/3746] lr: 8.308e-03, eta: 18:14:34, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4527, top5_acc: 0.7106, loss_cls: 3.5009, loss: 3.5009 +2024-01-02 20:27:24,364 - pyskl - INFO - Epoch [123][400/3746] lr: 8.292e-03, eta: 18:13:30, time: 0.608, data_time: 0.001, memory: 16177, top1_acc: 0.4487, top5_acc: 0.7114, loss_cls: 3.5091, loss: 3.5091 +2024-01-02 20:28:23,810 - pyskl - INFO - Epoch [123][500/3746] lr: 8.277e-03, eta: 18:12:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4506, top5_acc: 0.7141, loss_cls: 3.4978, loss: 3.4978 +2024-01-02 20:29:22,983 - pyskl - INFO - Epoch [123][600/3746] lr: 8.262e-03, eta: 18:11:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4417, top5_acc: 0.7053, loss_cls: 3.5421, loss: 3.5421 +2024-01-02 20:30:22,747 - pyskl - INFO - Epoch [123][700/3746] lr: 8.246e-03, eta: 18:10:15, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4466, top5_acc: 0.7050, loss_cls: 3.5085, loss: 3.5085 +2024-01-02 20:31:22,136 - pyskl - INFO - Epoch [123][800/3746] lr: 8.231e-03, eta: 18:09:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4548, top5_acc: 0.7142, loss_cls: 3.4880, loss: 3.4880 +2024-01-02 20:32:21,379 - pyskl - INFO - Epoch [123][900/3746] lr: 8.215e-03, eta: 18:08:05, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4492, top5_acc: 0.7052, loss_cls: 3.5252, loss: 3.5252 +2024-01-02 20:33:20,793 - pyskl - INFO - Epoch [123][1000/3746] lr: 8.200e-03, eta: 18:07:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4559, top5_acc: 0.7041, loss_cls: 3.5273, loss: 3.5273 +2024-01-02 20:34:20,280 - pyskl - INFO - Epoch [123][1100/3746] lr: 8.185e-03, eta: 18:05:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4609, top5_acc: 0.7064, loss_cls: 3.5186, loss: 3.5186 +2024-01-02 20:35:20,133 - pyskl - INFO - Epoch [123][1200/3746] lr: 8.169e-03, eta: 18:04:51, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4519, top5_acc: 0.7108, loss_cls: 3.5068, loss: 3.5068 +2024-01-02 20:36:19,607 - pyskl - INFO - Epoch [123][1300/3746] lr: 8.154e-03, eta: 18:03:46, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4306, top5_acc: 0.6930, loss_cls: 3.5934, loss: 3.5934 +2024-01-02 20:37:18,882 - pyskl - INFO - Epoch [123][1400/3746] lr: 8.139e-03, eta: 18:02:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4470, top5_acc: 0.6959, loss_cls: 3.5621, loss: 3.5621 +2024-01-02 20:38:18,104 - pyskl - INFO - Epoch [123][1500/3746] lr: 8.124e-03, eta: 18:01:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4444, top5_acc: 0.6983, loss_cls: 3.5632, loss: 3.5632 +2024-01-02 20:39:17,345 - pyskl - INFO - Epoch [123][1600/3746] lr: 8.108e-03, eta: 18:00:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4437, top5_acc: 0.7100, loss_cls: 3.5228, loss: 3.5228 +2024-01-02 20:40:16,695 - pyskl - INFO - Epoch [123][1700/3746] lr: 8.093e-03, eta: 17:59:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4437, top5_acc: 0.7081, loss_cls: 3.5229, loss: 3.5229 +2024-01-02 20:41:15,916 - pyskl - INFO - Epoch [123][1800/3746] lr: 8.078e-03, eta: 17:58:21, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4470, top5_acc: 0.6989, loss_cls: 3.5415, loss: 3.5415 +2024-01-02 20:42:15,714 - pyskl - INFO - Epoch [123][1900/3746] lr: 8.063e-03, eta: 17:57:17, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.7042, loss_cls: 3.5390, loss: 3.5390 +2024-01-02 20:43:16,105 - pyskl - INFO - Epoch [123][2000/3746] lr: 8.047e-03, eta: 17:56:12, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.4517, top5_acc: 0.7122, loss_cls: 3.5493, loss: 3.5493 +2024-01-02 20:44:16,151 - pyskl - INFO - Epoch [123][2100/3746] lr: 8.032e-03, eta: 17:55:08, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4358, top5_acc: 0.6992, loss_cls: 3.5635, loss: 3.5635 +2024-01-02 20:45:15,397 - pyskl - INFO - Epoch [123][2200/3746] lr: 8.017e-03, eta: 17:54:03, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4517, top5_acc: 0.6983, loss_cls: 3.5720, loss: 3.5720 +2024-01-02 20:46:15,087 - pyskl - INFO - Epoch [123][2300/3746] lr: 8.002e-03, eta: 17:52:58, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6980, loss_cls: 3.5695, loss: 3.5695 +2024-01-02 20:47:14,355 - pyskl - INFO - Epoch [123][2400/3746] lr: 7.987e-03, eta: 17:51:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4391, top5_acc: 0.6909, loss_cls: 3.5988, loss: 3.5988 +2024-01-02 20:48:13,970 - pyskl - INFO - Epoch [123][2500/3746] lr: 7.971e-03, eta: 17:50:49, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4319, top5_acc: 0.6967, loss_cls: 3.5762, loss: 3.5762 +2024-01-02 20:49:13,347 - pyskl - INFO - Epoch [123][2600/3746] lr: 7.956e-03, eta: 17:49:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4381, top5_acc: 0.6952, loss_cls: 3.5770, loss: 3.5770 +2024-01-02 20:50:12,888 - pyskl - INFO - Epoch [123][2700/3746] lr: 7.941e-03, eta: 17:48:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4434, top5_acc: 0.7047, loss_cls: 3.5446, loss: 3.5446 +2024-01-02 20:51:12,507 - pyskl - INFO - Epoch [123][2800/3746] lr: 7.926e-03, eta: 17:47:35, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4478, top5_acc: 0.7025, loss_cls: 3.5386, loss: 3.5386 +2024-01-02 20:52:12,042 - pyskl - INFO - Epoch [123][2900/3746] lr: 7.911e-03, eta: 17:46:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4528, top5_acc: 0.7056, loss_cls: 3.5291, loss: 3.5291 +2024-01-02 20:53:11,444 - pyskl - INFO - Epoch [123][3000/3746] lr: 7.896e-03, eta: 17:45:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4387, top5_acc: 0.6934, loss_cls: 3.6059, loss: 3.6059 +2024-01-02 20:54:11,014 - pyskl - INFO - Epoch [123][3100/3746] lr: 7.881e-03, eta: 17:44:21, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4391, top5_acc: 0.7059, loss_cls: 3.5444, loss: 3.5444 +2024-01-02 20:55:11,006 - pyskl - INFO - Epoch [123][3200/3746] lr: 7.866e-03, eta: 17:43:16, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4369, top5_acc: 0.6928, loss_cls: 3.6016, loss: 3.6016 +2024-01-02 20:56:11,339 - pyskl - INFO - Epoch [123][3300/3746] lr: 7.851e-03, eta: 17:42:12, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4394, top5_acc: 0.6959, loss_cls: 3.6044, loss: 3.6044 +2024-01-02 20:57:10,980 - pyskl - INFO - Epoch [123][3400/3746] lr: 7.836e-03, eta: 17:41:07, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4552, top5_acc: 0.7063, loss_cls: 3.5181, loss: 3.5181 +2024-01-02 20:58:10,479 - pyskl - INFO - Epoch [123][3500/3746] lr: 7.821e-03, eta: 17:40:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4434, top5_acc: 0.7052, loss_cls: 3.5649, loss: 3.5649 +2024-01-02 20:59:10,104 - pyskl - INFO - Epoch [123][3600/3746] lr: 7.806e-03, eta: 17:38:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4470, top5_acc: 0.6997, loss_cls: 3.5722, loss: 3.5722 +2024-01-02 21:00:09,679 - pyskl - INFO - Epoch [123][3700/3746] lr: 7.791e-03, eta: 17:37:53, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4430, top5_acc: 0.7036, loss_cls: 3.5535, loss: 3.5535 +2024-01-02 21:00:39,616 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-01-02 21:02:36,891 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 21:02:37,985 - pyskl - INFO - +top1_acc 0.3772 +top5_acc 0.6322 +2024-01-02 21:02:37,985 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 21:02:38,044 - pyskl - INFO - +mean_acc 0.3769 +2024-01-02 21:02:38,051 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_122.pth was removed +2024-01-02 21:02:38,465 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2024-01-02 21:02:38,466 - pyskl - INFO - Best top1_acc is 0.3772 at 123 epoch. +2024-01-02 21:02:38,480 - pyskl - INFO - Epoch(val) [123][309] top1_acc: 0.3772, top5_acc: 0.6322, mean_class_accuracy: 0.3769 +2024-01-02 21:05:58,255 - pyskl - INFO - Epoch [124][100/3746] lr: 7.769e-03, eta: 17:37:27, time: 1.998, data_time: 1.399, memory: 16177, top1_acc: 0.4716, top5_acc: 0.7209, loss_cls: 3.4425, loss: 3.4425 +2024-01-02 21:06:57,997 - pyskl - INFO - Epoch [124][200/3746] lr: 7.754e-03, eta: 17:36:22, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4603, top5_acc: 0.7188, loss_cls: 3.4718, loss: 3.4718 +2024-01-02 21:07:57,027 - pyskl - INFO - Epoch [124][300/3746] lr: 7.739e-03, eta: 17:35:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4656, top5_acc: 0.7183, loss_cls: 3.4349, loss: 3.4349 +2024-01-02 21:08:56,464 - pyskl - INFO - Epoch [124][400/3746] lr: 7.724e-03, eta: 17:34:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4575, top5_acc: 0.7114, loss_cls: 3.4950, loss: 3.4950 +2024-01-02 21:09:55,667 - pyskl - INFO - Epoch [124][500/3746] lr: 7.709e-03, eta: 17:33:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4530, top5_acc: 0.7072, loss_cls: 3.5009, loss: 3.5009 +2024-01-02 21:10:55,125 - pyskl - INFO - Epoch [124][600/3746] lr: 7.694e-03, eta: 17:32:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4581, top5_acc: 0.7066, loss_cls: 3.4870, loss: 3.4870 +2024-01-02 21:11:54,489 - pyskl - INFO - Epoch [124][700/3746] lr: 7.679e-03, eta: 17:30:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4700, top5_acc: 0.7241, loss_cls: 3.4287, loss: 3.4287 +2024-01-02 21:12:53,936 - pyskl - INFO - Epoch [124][800/3746] lr: 7.664e-03, eta: 17:29:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4498, top5_acc: 0.6992, loss_cls: 3.5372, loss: 3.5372 +2024-01-02 21:13:53,271 - pyskl - INFO - Epoch [124][900/3746] lr: 7.649e-03, eta: 17:28:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4500, top5_acc: 0.7100, loss_cls: 3.5276, loss: 3.5276 +2024-01-02 21:14:52,747 - pyskl - INFO - Epoch [124][1000/3746] lr: 7.635e-03, eta: 17:27:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.7037, loss_cls: 3.5291, loss: 3.5291 +2024-01-02 21:15:52,354 - pyskl - INFO - Epoch [124][1100/3746] lr: 7.620e-03, eta: 17:26:39, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4439, top5_acc: 0.6961, loss_cls: 3.5639, loss: 3.5639 +2024-01-02 21:16:51,871 - pyskl - INFO - Epoch [124][1200/3746] lr: 7.605e-03, eta: 17:25:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4641, top5_acc: 0.7188, loss_cls: 3.4638, loss: 3.4638 +2024-01-02 21:17:51,517 - pyskl - INFO - Epoch [124][1300/3746] lr: 7.590e-03, eta: 17:24:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4502, top5_acc: 0.7041, loss_cls: 3.5270, loss: 3.5270 +2024-01-02 21:18:51,306 - pyskl - INFO - Epoch [124][1400/3746] lr: 7.575e-03, eta: 17:23:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4539, top5_acc: 0.7073, loss_cls: 3.5313, loss: 3.5313 +2024-01-02 21:19:50,728 - pyskl - INFO - Epoch [124][1500/3746] lr: 7.561e-03, eta: 17:22:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4589, top5_acc: 0.7114, loss_cls: 3.4971, loss: 3.4971 +2024-01-02 21:20:50,092 - pyskl - INFO - Epoch [124][1600/3746] lr: 7.546e-03, eta: 17:21:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4491, top5_acc: 0.7127, loss_cls: 3.5079, loss: 3.5079 +2024-01-02 21:21:49,805 - pyskl - INFO - Epoch [124][1700/3746] lr: 7.531e-03, eta: 17:20:11, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4577, top5_acc: 0.7039, loss_cls: 3.5420, loss: 3.5420 +2024-01-02 21:22:49,241 - pyskl - INFO - Epoch [124][1800/3746] lr: 7.516e-03, eta: 17:19:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4605, top5_acc: 0.7052, loss_cls: 3.5004, loss: 3.5004 +2024-01-02 21:23:49,226 - pyskl - INFO - Epoch [124][1900/3746] lr: 7.502e-03, eta: 17:18:02, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4514, top5_acc: 0.7127, loss_cls: 3.4987, loss: 3.4987 +2024-01-02 21:24:48,936 - pyskl - INFO - Epoch [124][2000/3746] lr: 7.487e-03, eta: 17:16:57, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7109, loss_cls: 3.4801, loss: 3.4801 +2024-01-02 21:25:48,942 - pyskl - INFO - Epoch [124][2100/3746] lr: 7.472e-03, eta: 17:15:53, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4534, top5_acc: 0.7077, loss_cls: 3.5224, loss: 3.5224 +2024-01-02 21:26:48,312 - pyskl - INFO - Epoch [124][2200/3746] lr: 7.457e-03, eta: 17:14:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.6977, loss_cls: 3.5399, loss: 3.5399 +2024-01-02 21:27:47,509 - pyskl - INFO - Epoch [124][2300/3746] lr: 7.443e-03, eta: 17:13:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4453, top5_acc: 0.7008, loss_cls: 3.5502, loss: 3.5502 +2024-01-02 21:28:46,968 - pyskl - INFO - Epoch [124][2400/3746] lr: 7.428e-03, eta: 17:12:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4445, top5_acc: 0.7066, loss_cls: 3.5217, loss: 3.5217 +2024-01-02 21:29:46,091 - pyskl - INFO - Epoch [124][2500/3746] lr: 7.413e-03, eta: 17:11:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4542, top5_acc: 0.7028, loss_cls: 3.5452, loss: 3.5452 +2024-01-02 21:30:45,616 - pyskl - INFO - Epoch [124][2600/3746] lr: 7.399e-03, eta: 17:10:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4441, top5_acc: 0.6987, loss_cls: 3.5546, loss: 3.5546 +2024-01-02 21:31:45,380 - pyskl - INFO - Epoch [124][2700/3746] lr: 7.384e-03, eta: 17:09:25, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4475, top5_acc: 0.6981, loss_cls: 3.5467, loss: 3.5467 +2024-01-02 21:32:44,929 - pyskl - INFO - Epoch [124][2800/3746] lr: 7.370e-03, eta: 17:08:20, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4458, top5_acc: 0.7041, loss_cls: 3.5352, loss: 3.5352 +2024-01-02 21:33:44,278 - pyskl - INFO - Epoch [124][2900/3746] lr: 7.355e-03, eta: 17:07:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4489, top5_acc: 0.7061, loss_cls: 3.5280, loss: 3.5280 +2024-01-02 21:34:43,764 - pyskl - INFO - Epoch [124][3000/3746] lr: 7.340e-03, eta: 17:06:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4483, top5_acc: 0.7095, loss_cls: 3.5300, loss: 3.5300 +2024-01-02 21:35:43,194 - pyskl - INFO - Epoch [124][3100/3746] lr: 7.326e-03, eta: 17:05:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4545, top5_acc: 0.7061, loss_cls: 3.5219, loss: 3.5219 +2024-01-02 21:36:42,880 - pyskl - INFO - Epoch [124][3200/3746] lr: 7.311e-03, eta: 17:04:02, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4480, top5_acc: 0.7063, loss_cls: 3.5221, loss: 3.5221 +2024-01-02 21:37:43,071 - pyskl - INFO - Epoch [124][3300/3746] lr: 7.297e-03, eta: 17:02:58, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4408, top5_acc: 0.6980, loss_cls: 3.5587, loss: 3.5587 +2024-01-02 21:38:42,841 - pyskl - INFO - Epoch [124][3400/3746] lr: 7.282e-03, eta: 17:01:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.7063, loss_cls: 3.5474, loss: 3.5474 +2024-01-02 21:39:42,274 - pyskl - INFO - Epoch [124][3500/3746] lr: 7.268e-03, eta: 17:00:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4409, top5_acc: 0.6953, loss_cls: 3.5756, loss: 3.5756 +2024-01-02 21:40:41,942 - pyskl - INFO - Epoch [124][3600/3746] lr: 7.253e-03, eta: 16:59:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4561, top5_acc: 0.7109, loss_cls: 3.5080, loss: 3.5080 +2024-01-02 21:41:40,860 - pyskl - INFO - Epoch [124][3700/3746] lr: 7.239e-03, eta: 16:58:39, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4378, top5_acc: 0.6950, loss_cls: 3.5856, loss: 3.5856 +2024-01-02 21:42:10,696 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-01-02 21:44:03,859 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 21:44:04,659 - pyskl - INFO - +top1_acc 0.3812 +top5_acc 0.6358 +2024-01-02 21:44:04,659 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 21:44:04,691 - pyskl - INFO - +mean_acc 0.3809 +2024-01-02 21:44:04,697 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_123.pth was removed +2024-01-02 21:44:05,100 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2024-01-02 21:44:05,100 - pyskl - INFO - Best top1_acc is 0.3812 at 124 epoch. +2024-01-02 21:44:05,109 - pyskl - INFO - Epoch(val) [124][309] top1_acc: 0.3812, top5_acc: 0.6358, mean_class_accuracy: 0.3809 +2024-01-02 21:47:11,925 - pyskl - INFO - Epoch [125][100/3746] lr: 7.217e-03, eta: 16:58:02, time: 1.868, data_time: 1.277, memory: 16177, top1_acc: 0.4600, top5_acc: 0.7208, loss_cls: 3.4380, loss: 3.4380 +2024-01-02 21:48:11,511 - pyskl - INFO - Epoch [125][200/3746] lr: 7.203e-03, eta: 16:56:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4678, top5_acc: 0.7273, loss_cls: 3.4274, loss: 3.4274 +2024-01-02 21:49:10,656 - pyskl - INFO - Epoch [125][300/3746] lr: 7.189e-03, eta: 16:55:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4536, top5_acc: 0.7077, loss_cls: 3.4968, loss: 3.4968 +2024-01-02 21:50:09,930 - pyskl - INFO - Epoch [125][400/3746] lr: 7.174e-03, eta: 16:54:47, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4580, top5_acc: 0.7111, loss_cls: 3.4829, loss: 3.4829 +2024-01-02 21:51:09,108 - pyskl - INFO - Epoch [125][500/3746] lr: 7.160e-03, eta: 16:53:43, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4614, top5_acc: 0.7155, loss_cls: 3.4711, loss: 3.4711 +2024-01-02 21:52:08,478 - pyskl - INFO - Epoch [125][600/3746] lr: 7.145e-03, eta: 16:52:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7198, loss_cls: 3.4818, loss: 3.4818 +2024-01-02 21:53:07,647 - pyskl - INFO - Epoch [125][700/3746] lr: 7.131e-03, eta: 16:51:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4637, top5_acc: 0.7266, loss_cls: 3.4621, loss: 3.4621 +2024-01-02 21:54:07,078 - pyskl - INFO - Epoch [125][800/3746] lr: 7.117e-03, eta: 16:50:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4555, top5_acc: 0.7105, loss_cls: 3.5050, loss: 3.5050 +2024-01-02 21:55:06,212 - pyskl - INFO - Epoch [125][900/3746] lr: 7.102e-03, eta: 16:49:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7123, loss_cls: 3.4756, loss: 3.4756 +2024-01-02 21:56:04,938 - pyskl - INFO - Epoch [125][1000/3746] lr: 7.088e-03, eta: 16:48:19, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4550, top5_acc: 0.7227, loss_cls: 3.4557, loss: 3.4557 +2024-01-02 21:57:03,691 - pyskl - INFO - Epoch [125][1100/3746] lr: 7.073e-03, eta: 16:47:14, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7142, loss_cls: 3.4953, loss: 3.4953 +2024-01-02 21:58:02,641 - pyskl - INFO - Epoch [125][1200/3746] lr: 7.059e-03, eta: 16:46:09, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4706, top5_acc: 0.7216, loss_cls: 3.4316, loss: 3.4316 +2024-01-02 21:59:01,445 - pyskl - INFO - Epoch [125][1300/3746] lr: 7.045e-03, eta: 16:45:04, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4577, top5_acc: 0.7091, loss_cls: 3.5044, loss: 3.5044 +2024-01-02 22:00:00,633 - pyskl - INFO - Epoch [125][1400/3746] lr: 7.031e-03, eta: 16:43:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4664, top5_acc: 0.7161, loss_cls: 3.4390, loss: 3.4390 +2024-01-02 22:00:59,965 - pyskl - INFO - Epoch [125][1500/3746] lr: 7.016e-03, eta: 16:42:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4639, top5_acc: 0.7241, loss_cls: 3.4534, loss: 3.4534 +2024-01-02 22:01:59,227 - pyskl - INFO - Epoch [125][1600/3746] lr: 7.002e-03, eta: 16:41:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4672, top5_acc: 0.7144, loss_cls: 3.4828, loss: 3.4828 +2024-01-02 22:02:58,432 - pyskl - INFO - Epoch [125][1700/3746] lr: 6.988e-03, eta: 16:40:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4692, top5_acc: 0.7166, loss_cls: 3.4778, loss: 3.4778 +2024-01-02 22:03:57,791 - pyskl - INFO - Epoch [125][1800/3746] lr: 6.973e-03, eta: 16:39:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7108, loss_cls: 3.5042, loss: 3.5042 +2024-01-02 22:04:57,009 - pyskl - INFO - Epoch [125][1900/3746] lr: 6.959e-03, eta: 16:38:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4486, top5_acc: 0.7095, loss_cls: 3.5196, loss: 3.5196 +2024-01-02 22:05:56,580 - pyskl - INFO - Epoch [125][2000/3746] lr: 6.945e-03, eta: 16:37:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4534, top5_acc: 0.7020, loss_cls: 3.5280, loss: 3.5280 +2024-01-02 22:06:56,847 - pyskl - INFO - Epoch [125][2100/3746] lr: 6.931e-03, eta: 16:36:27, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7058, loss_cls: 3.4917, loss: 3.4917 +2024-01-02 22:07:56,288 - pyskl - INFO - Epoch [125][2200/3746] lr: 6.917e-03, eta: 16:35:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4581, top5_acc: 0.7050, loss_cls: 3.5166, loss: 3.5166 +2024-01-02 22:08:55,283 - pyskl - INFO - Epoch [125][2300/3746] lr: 6.902e-03, eta: 16:34:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4448, top5_acc: 0.7033, loss_cls: 3.5461, loss: 3.5461 +2024-01-02 22:09:54,482 - pyskl - INFO - Epoch [125][2400/3746] lr: 6.888e-03, eta: 16:33:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4612, top5_acc: 0.7047, loss_cls: 3.5033, loss: 3.5033 +2024-01-02 22:10:53,676 - pyskl - INFO - Epoch [125][2500/3746] lr: 6.874e-03, eta: 16:32:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4575, top5_acc: 0.7167, loss_cls: 3.4716, loss: 3.4716 +2024-01-02 22:11:52,632 - pyskl - INFO - Epoch [125][2600/3746] lr: 6.860e-03, eta: 16:31:04, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4487, top5_acc: 0.7087, loss_cls: 3.5198, loss: 3.5198 +2024-01-02 22:12:51,865 - pyskl - INFO - Epoch [125][2700/3746] lr: 6.846e-03, eta: 16:29:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4523, top5_acc: 0.7116, loss_cls: 3.5085, loss: 3.5085 +2024-01-02 22:13:51,314 - pyskl - INFO - Epoch [125][2800/3746] lr: 6.832e-03, eta: 16:28:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4577, top5_acc: 0.7152, loss_cls: 3.4925, loss: 3.4925 +2024-01-02 22:14:50,516 - pyskl - INFO - Epoch [125][2900/3746] lr: 6.818e-03, eta: 16:27:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4537, top5_acc: 0.7117, loss_cls: 3.5225, loss: 3.5225 +2024-01-02 22:15:49,896 - pyskl - INFO - Epoch [125][3000/3746] lr: 6.804e-03, eta: 16:26:46, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4455, top5_acc: 0.7037, loss_cls: 3.5179, loss: 3.5179 +2024-01-02 22:16:49,251 - pyskl - INFO - Epoch [125][3100/3746] lr: 6.789e-03, eta: 16:25:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4552, top5_acc: 0.7148, loss_cls: 3.5070, loss: 3.5070 +2024-01-02 22:17:48,798 - pyskl - INFO - Epoch [125][3200/3746] lr: 6.775e-03, eta: 16:24:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4606, top5_acc: 0.7052, loss_cls: 3.5047, loss: 3.5047 +2024-01-02 22:18:49,036 - pyskl - INFO - Epoch [125][3300/3746] lr: 6.761e-03, eta: 16:23:33, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4489, top5_acc: 0.7066, loss_cls: 3.5064, loss: 3.5064 +2024-01-02 22:19:49,004 - pyskl - INFO - Epoch [125][3400/3746] lr: 6.747e-03, eta: 16:22:28, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4509, top5_acc: 0.6987, loss_cls: 3.5408, loss: 3.5408 +2024-01-02 22:20:48,151 - pyskl - INFO - Epoch [125][3500/3746] lr: 6.733e-03, eta: 16:21:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4537, top5_acc: 0.7131, loss_cls: 3.4991, loss: 3.4991 +2024-01-02 22:21:47,188 - pyskl - INFO - Epoch [125][3600/3746] lr: 6.719e-03, eta: 16:20:19, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4417, top5_acc: 0.7050, loss_cls: 3.5369, loss: 3.5369 +2024-01-02 22:22:46,578 - pyskl - INFO - Epoch [125][3700/3746] lr: 6.705e-03, eta: 16:19:15, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4517, top5_acc: 0.7130, loss_cls: 3.4976, loss: 3.4976 +2024-01-02 22:23:16,535 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-01-02 22:25:11,912 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 22:25:12,869 - pyskl - INFO - +top1_acc 0.3749 +top5_acc 0.6316 +2024-01-02 22:25:12,870 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 22:25:12,906 - pyskl - INFO - +mean_acc 0.3747 +2024-01-02 22:25:12,915 - pyskl - INFO - Epoch(val) [125][309] top1_acc: 0.3749, top5_acc: 0.6316, mean_class_accuracy: 0.3747 +2024-01-02 22:28:33,601 - pyskl - INFO - Epoch [126][100/3746] lr: 6.685e-03, eta: 16:18:41, time: 2.007, data_time: 1.411, memory: 16177, top1_acc: 0.4833, top5_acc: 0.7300, loss_cls: 3.3757, loss: 3.3757 +2024-01-02 22:29:33,706 - pyskl - INFO - Epoch [126][200/3746] lr: 6.671e-03, eta: 16:17:37, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4830, top5_acc: 0.7259, loss_cls: 3.3945, loss: 3.3945 +2024-01-02 22:30:32,784 - pyskl - INFO - Epoch [126][300/3746] lr: 6.657e-03, eta: 16:16:32, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4773, top5_acc: 0.7303, loss_cls: 3.3802, loss: 3.3802 +2024-01-02 22:31:32,315 - pyskl - INFO - Epoch [126][400/3746] lr: 6.643e-03, eta: 16:15:28, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4702, top5_acc: 0.7223, loss_cls: 3.4238, loss: 3.4238 +2024-01-02 22:32:32,146 - pyskl - INFO - Epoch [126][500/3746] lr: 6.629e-03, eta: 16:14:23, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4633, top5_acc: 0.7206, loss_cls: 3.4370, loss: 3.4370 +2024-01-02 22:33:31,471 - pyskl - INFO - Epoch [126][600/3746] lr: 6.615e-03, eta: 16:13:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4748, top5_acc: 0.7362, loss_cls: 3.3933, loss: 3.3933 +2024-01-02 22:34:30,937 - pyskl - INFO - Epoch [126][700/3746] lr: 6.601e-03, eta: 16:12:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4648, top5_acc: 0.7169, loss_cls: 3.4499, loss: 3.4499 +2024-01-02 22:35:30,376 - pyskl - INFO - Epoch [126][800/3746] lr: 6.587e-03, eta: 16:11:10, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4642, top5_acc: 0.7261, loss_cls: 3.4401, loss: 3.4401 +2024-01-02 22:36:29,788 - pyskl - INFO - Epoch [126][900/3746] lr: 6.574e-03, eta: 16:10:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4633, top5_acc: 0.7272, loss_cls: 3.4371, loss: 3.4371 +2024-01-02 22:37:29,390 - pyskl - INFO - Epoch [126][1000/3746] lr: 6.560e-03, eta: 16:09:01, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4670, top5_acc: 0.7181, loss_cls: 3.4612, loss: 3.4612 +2024-01-02 22:38:28,796 - pyskl - INFO - Epoch [126][1100/3746] lr: 6.546e-03, eta: 16:07:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4673, top5_acc: 0.7152, loss_cls: 3.4701, loss: 3.4701 +2024-01-02 22:39:28,247 - pyskl - INFO - Epoch [126][1200/3746] lr: 6.532e-03, eta: 16:06:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4591, top5_acc: 0.7125, loss_cls: 3.4791, loss: 3.4791 +2024-01-02 22:40:27,665 - pyskl - INFO - Epoch [126][1300/3746] lr: 6.518e-03, eta: 16:05:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4756, top5_acc: 0.7236, loss_cls: 3.4300, loss: 3.4300 +2024-01-02 22:41:27,150 - pyskl - INFO - Epoch [126][1400/3746] lr: 6.505e-03, eta: 16:04:43, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4539, top5_acc: 0.7108, loss_cls: 3.4923, loss: 3.4923 +2024-01-02 22:42:26,669 - pyskl - INFO - Epoch [126][1500/3746] lr: 6.491e-03, eta: 16:03:39, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4558, top5_acc: 0.7116, loss_cls: 3.4845, loss: 3.4845 +2024-01-02 22:43:26,007 - pyskl - INFO - Epoch [126][1600/3746] lr: 6.477e-03, eta: 16:02:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4497, top5_acc: 0.7069, loss_cls: 3.4896, loss: 3.4896 +2024-01-02 22:44:25,528 - pyskl - INFO - Epoch [126][1700/3746] lr: 6.463e-03, eta: 16:01:30, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4591, top5_acc: 0.7181, loss_cls: 3.4876, loss: 3.4876 +2024-01-02 22:45:24,913 - pyskl - INFO - Epoch [126][1800/3746] lr: 6.449e-03, eta: 16:00:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4586, top5_acc: 0.7119, loss_cls: 3.4726, loss: 3.4726 +2024-01-02 22:46:24,157 - pyskl - INFO - Epoch [126][1900/3746] lr: 6.436e-03, eta: 15:59:21, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4694, top5_acc: 0.7172, loss_cls: 3.4489, loss: 3.4489 +2024-01-02 22:47:23,597 - pyskl - INFO - Epoch [126][2000/3746] lr: 6.422e-03, eta: 15:58:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7089, loss_cls: 3.4829, loss: 3.4829 +2024-01-02 22:48:23,382 - pyskl - INFO - Epoch [126][2100/3746] lr: 6.408e-03, eta: 15:57:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4603, top5_acc: 0.7156, loss_cls: 3.4866, loss: 3.4866 +2024-01-02 22:49:23,597 - pyskl - INFO - Epoch [126][2200/3746] lr: 6.395e-03, eta: 15:56:08, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4605, top5_acc: 0.7073, loss_cls: 3.4944, loss: 3.4944 +2024-01-02 22:50:22,684 - pyskl - INFO - Epoch [126][2300/3746] lr: 6.381e-03, eta: 15:55:03, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4692, top5_acc: 0.7161, loss_cls: 3.4530, loss: 3.4530 +2024-01-02 22:51:21,894 - pyskl - INFO - Epoch [126][2400/3746] lr: 6.367e-03, eta: 15:53:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4569, top5_acc: 0.7130, loss_cls: 3.4822, loss: 3.4822 +2024-01-02 22:52:21,037 - pyskl - INFO - Epoch [126][2500/3746] lr: 6.354e-03, eta: 15:52:54, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4705, top5_acc: 0.7228, loss_cls: 3.4349, loss: 3.4349 +2024-01-02 22:53:20,232 - pyskl - INFO - Epoch [126][2600/3746] lr: 6.340e-03, eta: 15:51:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4433, top5_acc: 0.7084, loss_cls: 3.5477, loss: 3.5477 +2024-01-02 22:54:19,606 - pyskl - INFO - Epoch [126][2700/3746] lr: 6.326e-03, eta: 15:50:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4530, top5_acc: 0.7014, loss_cls: 3.5280, loss: 3.5280 +2024-01-02 22:55:18,905 - pyskl - INFO - Epoch [126][2800/3746] lr: 6.313e-03, eta: 15:49:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4573, top5_acc: 0.7150, loss_cls: 3.4797, loss: 3.4797 +2024-01-02 22:56:18,176 - pyskl - INFO - Epoch [126][2900/3746] lr: 6.299e-03, eta: 15:48:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4688, top5_acc: 0.7205, loss_cls: 3.4596, loss: 3.4596 +2024-01-02 22:57:17,493 - pyskl - INFO - Epoch [126][3000/3746] lr: 6.286e-03, eta: 15:47:32, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4686, top5_acc: 0.7145, loss_cls: 3.4661, loss: 3.4661 +2024-01-02 22:58:17,274 - pyskl - INFO - Epoch [126][3100/3746] lr: 6.272e-03, eta: 15:46:28, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4659, top5_acc: 0.7212, loss_cls: 3.4421, loss: 3.4421 +2024-01-02 22:59:16,982 - pyskl - INFO - Epoch [126][3200/3746] lr: 6.259e-03, eta: 15:45:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4623, top5_acc: 0.7102, loss_cls: 3.5015, loss: 3.5015 +2024-01-02 23:00:16,931 - pyskl - INFO - Epoch [126][3300/3746] lr: 6.245e-03, eta: 15:44:19, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4622, top5_acc: 0.7216, loss_cls: 3.4583, loss: 3.4583 +2024-01-02 23:01:16,394 - pyskl - INFO - Epoch [126][3400/3746] lr: 6.231e-03, eta: 15:43:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4569, top5_acc: 0.7139, loss_cls: 3.4984, loss: 3.4984 +2024-01-02 23:02:15,666 - pyskl - INFO - Epoch [126][3500/3746] lr: 6.218e-03, eta: 15:42:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4586, top5_acc: 0.7091, loss_cls: 3.4951, loss: 3.4951 +2024-01-02 23:03:15,087 - pyskl - INFO - Epoch [126][3600/3746] lr: 6.204e-03, eta: 15:41:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4558, top5_acc: 0.7087, loss_cls: 3.5252, loss: 3.5252 +2024-01-02 23:04:13,972 - pyskl - INFO - Epoch [126][3700/3746] lr: 6.191e-03, eta: 15:40:02, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7078, loss_cls: 3.4980, loss: 3.4980 +2024-01-02 23:04:43,755 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-01-02 23:06:39,108 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 23:06:40,002 - pyskl - INFO - +top1_acc 0.3882 +top5_acc 0.6390 +2024-01-02 23:06:40,003 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 23:06:40,054 - pyskl - INFO - +mean_acc 0.3880 +2024-01-02 23:06:40,059 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_124.pth was removed +2024-01-02 23:06:40,294 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2024-01-02 23:06:40,294 - pyskl - INFO - Best top1_acc is 0.3882 at 126 epoch. +2024-01-02 23:06:40,309 - pyskl - INFO - Epoch(val) [126][309] top1_acc: 0.3882, top5_acc: 0.6390, mean_class_accuracy: 0.3880 +2024-01-02 23:09:55,412 - pyskl - INFO - Epoch [127][100/3746] lr: 6.171e-03, eta: 15:39:22, time: 1.951, data_time: 1.352, memory: 16177, top1_acc: 0.4775, top5_acc: 0.7308, loss_cls: 3.3836, loss: 3.3836 +2024-01-02 23:10:55,321 - pyskl - INFO - Epoch [127][200/3746] lr: 6.158e-03, eta: 15:38:18, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4814, top5_acc: 0.7361, loss_cls: 3.3788, loss: 3.3788 +2024-01-02 23:11:55,144 - pyskl - INFO - Epoch [127][300/3746] lr: 6.144e-03, eta: 15:37:13, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4803, top5_acc: 0.7284, loss_cls: 3.3761, loss: 3.3761 +2024-01-02 23:12:54,403 - pyskl - INFO - Epoch [127][400/3746] lr: 6.131e-03, eta: 15:36:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4738, top5_acc: 0.7278, loss_cls: 3.4177, loss: 3.4177 +2024-01-02 23:13:53,963 - pyskl - INFO - Epoch [127][500/3746] lr: 6.118e-03, eta: 15:35:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4783, top5_acc: 0.7275, loss_cls: 3.4101, loss: 3.4101 +2024-01-02 23:14:53,377 - pyskl - INFO - Epoch [127][600/3746] lr: 6.104e-03, eta: 15:34:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4731, top5_acc: 0.7261, loss_cls: 3.4015, loss: 3.4015 +2024-01-02 23:15:52,602 - pyskl - INFO - Epoch [127][700/3746] lr: 6.091e-03, eta: 15:32:56, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4770, top5_acc: 0.7289, loss_cls: 3.3994, loss: 3.3994 +2024-01-02 23:16:52,098 - pyskl - INFO - Epoch [127][800/3746] lr: 6.077e-03, eta: 15:31:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4728, top5_acc: 0.7264, loss_cls: 3.4237, loss: 3.4237 +2024-01-02 23:17:51,512 - pyskl - INFO - Epoch [127][900/3746] lr: 6.064e-03, eta: 15:30:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4798, top5_acc: 0.7266, loss_cls: 3.4021, loss: 3.4021 +2024-01-02 23:18:50,767 - pyskl - INFO - Epoch [127][1000/3746] lr: 6.051e-03, eta: 15:29:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7338, loss_cls: 3.3781, loss: 3.3781 +2024-01-02 23:19:50,236 - pyskl - INFO - Epoch [127][1100/3746] lr: 6.037e-03, eta: 15:28:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4619, top5_acc: 0.7245, loss_cls: 3.4130, loss: 3.4130 +2024-01-02 23:20:49,567 - pyskl - INFO - Epoch [127][1200/3746] lr: 6.024e-03, eta: 15:27:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4664, top5_acc: 0.7250, loss_cls: 3.4451, loss: 3.4451 +2024-01-02 23:21:49,132 - pyskl - INFO - Epoch [127][1300/3746] lr: 6.011e-03, eta: 15:26:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4605, top5_acc: 0.7152, loss_cls: 3.4840, loss: 3.4840 +2024-01-02 23:22:48,247 - pyskl - INFO - Epoch [127][1400/3746] lr: 5.998e-03, eta: 15:25:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4708, top5_acc: 0.7319, loss_cls: 3.3794, loss: 3.3794 +2024-01-02 23:23:47,931 - pyskl - INFO - Epoch [127][1500/3746] lr: 5.984e-03, eta: 15:24:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4553, top5_acc: 0.7086, loss_cls: 3.4903, loss: 3.4903 +2024-01-02 23:24:47,497 - pyskl - INFO - Epoch [127][1600/3746] lr: 5.971e-03, eta: 15:23:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4631, top5_acc: 0.7266, loss_cls: 3.4470, loss: 3.4470 +2024-01-02 23:25:46,763 - pyskl - INFO - Epoch [127][1700/3746] lr: 5.958e-03, eta: 15:22:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4698, top5_acc: 0.7217, loss_cls: 3.4235, loss: 3.4235 +2024-01-02 23:26:46,039 - pyskl - INFO - Epoch [127][1800/3746] lr: 5.945e-03, eta: 15:21:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4642, top5_acc: 0.7256, loss_cls: 3.4401, loss: 3.4401 +2024-01-02 23:27:45,427 - pyskl - INFO - Epoch [127][1900/3746] lr: 5.931e-03, eta: 15:20:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4722, top5_acc: 0.7172, loss_cls: 3.4503, loss: 3.4503 +2024-01-02 23:28:44,871 - pyskl - INFO - Epoch [127][2000/3746] lr: 5.918e-03, eta: 15:18:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4630, top5_acc: 0.7195, loss_cls: 3.4513, loss: 3.4513 +2024-01-02 23:29:44,607 - pyskl - INFO - Epoch [127][2100/3746] lr: 5.905e-03, eta: 15:17:55, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4723, top5_acc: 0.7223, loss_cls: 3.4248, loss: 3.4248 +2024-01-02 23:30:45,104 - pyskl - INFO - Epoch [127][2200/3746] lr: 5.892e-03, eta: 15:16:51, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.4684, top5_acc: 0.7114, loss_cls: 3.4531, loss: 3.4531 +2024-01-02 23:31:44,946 - pyskl - INFO - Epoch [127][2300/3746] lr: 5.879e-03, eta: 15:15:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4791, top5_acc: 0.7194, loss_cls: 3.4570, loss: 3.4570 +2024-01-02 23:32:44,178 - pyskl - INFO - Epoch [127][2400/3746] lr: 5.866e-03, eta: 15:14:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4684, top5_acc: 0.7161, loss_cls: 3.4589, loss: 3.4589 +2024-01-02 23:33:43,955 - pyskl - INFO - Epoch [127][2500/3746] lr: 5.852e-03, eta: 15:13:38, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4752, top5_acc: 0.7270, loss_cls: 3.4091, loss: 3.4091 +2024-01-02 23:34:43,180 - pyskl - INFO - Epoch [127][2600/3746] lr: 5.839e-03, eta: 15:12:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7303, loss_cls: 3.3714, loss: 3.3714 +2024-01-02 23:35:42,252 - pyskl - INFO - Epoch [127][2700/3746] lr: 5.826e-03, eta: 15:11:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4692, top5_acc: 0.7180, loss_cls: 3.4477, loss: 3.4477 +2024-01-02 23:36:41,341 - pyskl - INFO - Epoch [127][2800/3746] lr: 5.813e-03, eta: 15:10:25, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4662, top5_acc: 0.7205, loss_cls: 3.4412, loss: 3.4412 +2024-01-02 23:37:40,602 - pyskl - INFO - Epoch [127][2900/3746] lr: 5.800e-03, eta: 15:09:21, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4664, top5_acc: 0.7183, loss_cls: 3.4473, loss: 3.4473 +2024-01-02 23:38:40,290 - pyskl - INFO - Epoch [127][3000/3746] lr: 5.787e-03, eta: 15:08:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4670, top5_acc: 0.7153, loss_cls: 3.4637, loss: 3.4637 +2024-01-02 23:39:39,509 - pyskl - INFO - Epoch [127][3100/3746] lr: 5.774e-03, eta: 15:07:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4559, top5_acc: 0.7077, loss_cls: 3.5128, loss: 3.5128 +2024-01-02 23:40:39,453 - pyskl - INFO - Epoch [127][3200/3746] lr: 5.761e-03, eta: 15:06:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4587, top5_acc: 0.7180, loss_cls: 3.4616, loss: 3.4616 +2024-01-02 23:41:39,448 - pyskl - INFO - Epoch [127][3300/3746] lr: 5.748e-03, eta: 15:05:04, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.4677, top5_acc: 0.7164, loss_cls: 3.4545, loss: 3.4545 +2024-01-02 23:42:39,004 - pyskl - INFO - Epoch [127][3400/3746] lr: 5.735e-03, eta: 15:04:00, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4622, top5_acc: 0.7166, loss_cls: 3.4681, loss: 3.4681 +2024-01-02 23:43:38,268 - pyskl - INFO - Epoch [127][3500/3746] lr: 5.722e-03, eta: 15:02:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4692, top5_acc: 0.7180, loss_cls: 3.4492, loss: 3.4492 +2024-01-02 23:44:37,948 - pyskl - INFO - Epoch [127][3600/3746] lr: 5.709e-03, eta: 15:01:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4600, top5_acc: 0.7081, loss_cls: 3.5021, loss: 3.5021 +2024-01-02 23:45:37,038 - pyskl - INFO - Epoch [127][3700/3746] lr: 5.696e-03, eta: 15:00:47, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4572, top5_acc: 0.7114, loss_cls: 3.5098, loss: 3.5098 +2024-01-02 23:46:06,885 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-01-02 23:48:00,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-02 23:48:01,593 - pyskl - INFO - +top1_acc 0.3891 +top5_acc 0.6434 +2024-01-02 23:48:01,593 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-02 23:48:01,627 - pyskl - INFO - +mean_acc 0.3887 +2024-01-02 23:48:01,632 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_126.pth was removed +2024-01-02 23:48:01,878 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-01-02 23:48:01,879 - pyskl - INFO - Best top1_acc is 0.3891 at 127 epoch. +2024-01-02 23:48:01,896 - pyskl - INFO - Epoch(val) [127][309] top1_acc: 0.3891, top5_acc: 0.6434, mean_class_accuracy: 0.3887 +2024-01-02 23:51:25,052 - pyskl - INFO - Epoch [128][100/3746] lr: 5.677e-03, eta: 15:00:08, time: 2.031, data_time: 1.427, memory: 16177, top1_acc: 0.4823, top5_acc: 0.7378, loss_cls: 3.3527, loss: 3.3527 +2024-01-02 23:52:25,176 - pyskl - INFO - Epoch [128][200/3746] lr: 5.664e-03, eta: 14:59:04, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.4941, top5_acc: 0.7353, loss_cls: 3.3445, loss: 3.3445 +2024-01-02 23:53:25,065 - pyskl - INFO - Epoch [128][300/3746] lr: 5.651e-03, eta: 14:58:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7289, loss_cls: 3.3737, loss: 3.3737 +2024-01-02 23:54:24,590 - pyskl - INFO - Epoch [128][400/3746] lr: 5.638e-03, eta: 14:56:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7369, loss_cls: 3.3362, loss: 3.3362 +2024-01-02 23:55:23,733 - pyskl - INFO - Epoch [128][500/3746] lr: 5.625e-03, eta: 14:55:51, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7317, loss_cls: 3.3704, loss: 3.3704 +2024-01-02 23:56:23,131 - pyskl - INFO - Epoch [128][600/3746] lr: 5.612e-03, eta: 14:54:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4855, top5_acc: 0.7309, loss_cls: 3.3782, loss: 3.3782 +2024-01-02 23:57:22,502 - pyskl - INFO - Epoch [128][700/3746] lr: 5.600e-03, eta: 14:53:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4697, top5_acc: 0.7253, loss_cls: 3.4026, loss: 3.4026 +2024-01-02 23:58:21,853 - pyskl - INFO - Epoch [128][800/3746] lr: 5.587e-03, eta: 14:52:38, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4794, top5_acc: 0.7339, loss_cls: 3.3796, loss: 3.3796 +2024-01-02 23:59:21,312 - pyskl - INFO - Epoch [128][900/3746] lr: 5.574e-03, eta: 14:51:34, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4775, top5_acc: 0.7222, loss_cls: 3.4096, loss: 3.4096 +2024-01-03 00:00:20,963 - pyskl - INFO - Epoch [128][1000/3746] lr: 5.561e-03, eta: 14:50:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4775, top5_acc: 0.7269, loss_cls: 3.3985, loss: 3.3985 +2024-01-03 00:01:20,455 - pyskl - INFO - Epoch [128][1100/3746] lr: 5.548e-03, eta: 14:49:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4669, top5_acc: 0.7248, loss_cls: 3.4084, loss: 3.4084 +2024-01-03 00:02:19,862 - pyskl - INFO - Epoch [128][1200/3746] lr: 5.536e-03, eta: 14:48:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4825, top5_acc: 0.7309, loss_cls: 3.3683, loss: 3.3683 +2024-01-03 00:03:19,197 - pyskl - INFO - Epoch [128][1300/3746] lr: 5.523e-03, eta: 14:47:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7394, loss_cls: 3.3750, loss: 3.3750 +2024-01-03 00:04:18,392 - pyskl - INFO - Epoch [128][1400/3746] lr: 5.510e-03, eta: 14:46:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4713, top5_acc: 0.7303, loss_cls: 3.3974, loss: 3.3974 +2024-01-03 00:05:17,756 - pyskl - INFO - Epoch [128][1500/3746] lr: 5.497e-03, eta: 14:45:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4694, top5_acc: 0.7314, loss_cls: 3.4031, loss: 3.4031 +2024-01-03 00:06:17,125 - pyskl - INFO - Epoch [128][1600/3746] lr: 5.485e-03, eta: 14:44:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4736, top5_acc: 0.7272, loss_cls: 3.4312, loss: 3.4312 +2024-01-03 00:07:16,503 - pyskl - INFO - Epoch [128][1700/3746] lr: 5.472e-03, eta: 14:43:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7181, loss_cls: 3.4358, loss: 3.4358 +2024-01-03 00:08:16,019 - pyskl - INFO - Epoch [128][1800/3746] lr: 5.459e-03, eta: 14:41:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4691, top5_acc: 0.7258, loss_cls: 3.4436, loss: 3.4436 +2024-01-03 00:09:15,357 - pyskl - INFO - Epoch [128][1900/3746] lr: 5.446e-03, eta: 14:40:51, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4747, top5_acc: 0.7341, loss_cls: 3.3822, loss: 3.3822 +2024-01-03 00:10:14,887 - pyskl - INFO - Epoch [128][2000/3746] lr: 5.434e-03, eta: 14:39:47, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4662, top5_acc: 0.7145, loss_cls: 3.4715, loss: 3.4715 +2024-01-03 00:11:14,252 - pyskl - INFO - Epoch [128][2100/3746] lr: 5.421e-03, eta: 14:38:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4691, top5_acc: 0.7252, loss_cls: 3.4138, loss: 3.4138 +2024-01-03 00:12:14,915 - pyskl - INFO - Epoch [128][2200/3746] lr: 5.408e-03, eta: 14:37:39, time: 0.607, data_time: 0.000, memory: 16177, top1_acc: 0.4688, top5_acc: 0.7247, loss_cls: 3.4245, loss: 3.4245 +2024-01-03 00:13:14,702 - pyskl - INFO - Epoch [128][2300/3746] lr: 5.396e-03, eta: 14:36:35, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4680, top5_acc: 0.7195, loss_cls: 3.4516, loss: 3.4516 +2024-01-03 00:14:14,104 - pyskl - INFO - Epoch [128][2400/3746] lr: 5.383e-03, eta: 14:35:31, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4730, top5_acc: 0.7255, loss_cls: 3.4131, loss: 3.4131 +2024-01-03 00:15:13,419 - pyskl - INFO - Epoch [128][2500/3746] lr: 5.370e-03, eta: 14:34:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4631, top5_acc: 0.7216, loss_cls: 3.4390, loss: 3.4390 +2024-01-03 00:16:12,845 - pyskl - INFO - Epoch [128][2600/3746] lr: 5.358e-03, eta: 14:33:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4709, top5_acc: 0.7175, loss_cls: 3.4253, loss: 3.4253 +2024-01-03 00:17:11,951 - pyskl - INFO - Epoch [128][2700/3746] lr: 5.345e-03, eta: 14:32:18, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4669, top5_acc: 0.7206, loss_cls: 3.4525, loss: 3.4525 +2024-01-03 00:18:11,270 - pyskl - INFO - Epoch [128][2800/3746] lr: 5.333e-03, eta: 14:31:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4681, top5_acc: 0.7231, loss_cls: 3.4168, loss: 3.4168 +2024-01-03 00:19:10,550 - pyskl - INFO - Epoch [128][2900/3746] lr: 5.320e-03, eta: 14:30:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4773, top5_acc: 0.7188, loss_cls: 3.4195, loss: 3.4195 +2024-01-03 00:20:10,077 - pyskl - INFO - Epoch [128][3000/3746] lr: 5.308e-03, eta: 14:29:05, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4713, top5_acc: 0.7238, loss_cls: 3.4270, loss: 3.4270 +2024-01-03 00:21:09,289 - pyskl - INFO - Epoch [128][3100/3746] lr: 5.295e-03, eta: 14:28:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4798, top5_acc: 0.7219, loss_cls: 3.4162, loss: 3.4162 +2024-01-03 00:22:08,507 - pyskl - INFO - Epoch [128][3200/3746] lr: 5.283e-03, eta: 14:26:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4713, top5_acc: 0.7200, loss_cls: 3.4429, loss: 3.4429 +2024-01-03 00:23:08,749 - pyskl - INFO - Epoch [128][3300/3746] lr: 5.270e-03, eta: 14:25:53, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.4859, top5_acc: 0.7352, loss_cls: 3.3600, loss: 3.3600 +2024-01-03 00:24:08,004 - pyskl - INFO - Epoch [128][3400/3746] lr: 5.258e-03, eta: 14:24:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4788, top5_acc: 0.7275, loss_cls: 3.4007, loss: 3.4007 +2024-01-03 00:25:07,691 - pyskl - INFO - Epoch [128][3500/3746] lr: 5.245e-03, eta: 14:23:45, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4584, top5_acc: 0.7194, loss_cls: 3.4653, loss: 3.4653 +2024-01-03 00:26:07,024 - pyskl - INFO - Epoch [128][3600/3746] lr: 5.233e-03, eta: 14:22:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4686, top5_acc: 0.7191, loss_cls: 3.4766, loss: 3.4766 +2024-01-03 00:27:06,032 - pyskl - INFO - Epoch [128][3700/3746] lr: 5.220e-03, eta: 14:21:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4661, top5_acc: 0.7192, loss_cls: 3.4474, loss: 3.4474 +2024-01-03 00:27:35,525 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-01-03 00:29:29,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 00:29:30,319 - pyskl - INFO - +top1_acc 0.3909 +top5_acc 0.6492 +2024-01-03 00:29:30,319 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 00:29:30,355 - pyskl - INFO - +mean_acc 0.3907 +2024-01-03 00:29:30,360 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_127.pth was removed +2024-01-03 00:29:30,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-01-03 00:29:30,617 - pyskl - INFO - Best top1_acc is 0.3909 at 128 epoch. +2024-01-03 00:29:30,624 - pyskl - INFO - Epoch(val) [128][309] top1_acc: 0.3909, top5_acc: 0.6492, mean_class_accuracy: 0.3907 +2024-01-03 00:32:45,913 - pyskl - INFO - Epoch [129][100/3746] lr: 5.202e-03, eta: 14:20:50, time: 1.953, data_time: 1.357, memory: 16177, top1_acc: 0.4847, top5_acc: 0.7425, loss_cls: 3.3402, loss: 3.3402 +2024-01-03 00:33:45,609 - pyskl - INFO - Epoch [129][200/3746] lr: 5.190e-03, eta: 14:19:46, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4928, top5_acc: 0.7445, loss_cls: 3.3146, loss: 3.3146 +2024-01-03 00:34:45,359 - pyskl - INFO - Epoch [129][300/3746] lr: 5.177e-03, eta: 14:18:42, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4945, top5_acc: 0.7461, loss_cls: 3.3162, loss: 3.3162 +2024-01-03 00:35:44,837 - pyskl - INFO - Epoch [129][400/3746] lr: 5.165e-03, eta: 14:17:38, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4875, top5_acc: 0.7381, loss_cls: 3.3281, loss: 3.3281 +2024-01-03 00:36:44,571 - pyskl - INFO - Epoch [129][500/3746] lr: 5.153e-03, eta: 14:16:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4913, top5_acc: 0.7455, loss_cls: 3.3228, loss: 3.3228 +2024-01-03 00:37:43,886 - pyskl - INFO - Epoch [129][600/3746] lr: 5.140e-03, eta: 14:15:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7388, loss_cls: 3.3585, loss: 3.3585 +2024-01-03 00:38:43,049 - pyskl - INFO - Epoch [129][700/3746] lr: 5.128e-03, eta: 14:14:25, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4911, top5_acc: 0.7306, loss_cls: 3.3459, loss: 3.3459 +2024-01-03 00:39:42,058 - pyskl - INFO - Epoch [129][800/3746] lr: 5.116e-03, eta: 14:13:21, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4780, top5_acc: 0.7369, loss_cls: 3.3743, loss: 3.3743 +2024-01-03 00:40:41,087 - pyskl - INFO - Epoch [129][900/3746] lr: 5.103e-03, eta: 14:12:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4808, top5_acc: 0.7278, loss_cls: 3.3795, loss: 3.3795 +2024-01-03 00:41:40,091 - pyskl - INFO - Epoch [129][1000/3746] lr: 5.091e-03, eta: 14:11:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4902, top5_acc: 0.7386, loss_cls: 3.3385, loss: 3.3385 +2024-01-03 00:42:39,207 - pyskl - INFO - Epoch [129][1100/3746] lr: 5.079e-03, eta: 14:10:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4880, top5_acc: 0.7408, loss_cls: 3.3243, loss: 3.3243 +2024-01-03 00:43:38,478 - pyskl - INFO - Epoch [129][1200/3746] lr: 5.066e-03, eta: 14:09:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4784, top5_acc: 0.7361, loss_cls: 3.3504, loss: 3.3504 +2024-01-03 00:44:37,659 - pyskl - INFO - Epoch [129][1300/3746] lr: 5.054e-03, eta: 14:08:00, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4761, top5_acc: 0.7367, loss_cls: 3.3722, loss: 3.3722 +2024-01-03 00:45:36,813 - pyskl - INFO - Epoch [129][1400/3746] lr: 5.042e-03, eta: 14:06:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4839, top5_acc: 0.7345, loss_cls: 3.3721, loss: 3.3721 +2024-01-03 00:46:36,206 - pyskl - INFO - Epoch [129][1500/3746] lr: 5.030e-03, eta: 14:05:51, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4781, top5_acc: 0.7197, loss_cls: 3.3944, loss: 3.3944 +2024-01-03 00:47:35,178 - pyskl - INFO - Epoch [129][1600/3746] lr: 5.017e-03, eta: 14:04:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4744, top5_acc: 0.7292, loss_cls: 3.3846, loss: 3.3846 +2024-01-03 00:48:34,190 - pyskl - INFO - Epoch [129][1700/3746] lr: 5.005e-03, eta: 14:03:43, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4755, top5_acc: 0.7303, loss_cls: 3.3860, loss: 3.3860 +2024-01-03 00:49:33,237 - pyskl - INFO - Epoch [129][1800/3746] lr: 4.993e-03, eta: 14:02:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4753, top5_acc: 0.7283, loss_cls: 3.3858, loss: 3.3858 +2024-01-03 00:50:32,198 - pyskl - INFO - Epoch [129][1900/3746] lr: 4.981e-03, eta: 14:01:34, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4748, top5_acc: 0.7309, loss_cls: 3.3927, loss: 3.3927 +2024-01-03 00:51:31,159 - pyskl - INFO - Epoch [129][2000/3746] lr: 4.969e-03, eta: 14:00:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4848, top5_acc: 0.7361, loss_cls: 3.3521, loss: 3.3521 +2024-01-03 00:52:30,196 - pyskl - INFO - Epoch [129][2100/3746] lr: 4.957e-03, eta: 13:59:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4830, top5_acc: 0.7405, loss_cls: 3.3424, loss: 3.3424 +2024-01-03 00:53:28,940 - pyskl - INFO - Epoch [129][2200/3746] lr: 4.944e-03, eta: 13:58:21, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7380, loss_cls: 3.3710, loss: 3.3710 +2024-01-03 00:54:28,810 - pyskl - INFO - Epoch [129][2300/3746] lr: 4.932e-03, eta: 13:57:17, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4816, top5_acc: 0.7327, loss_cls: 3.3741, loss: 3.3741 +2024-01-03 00:55:28,124 - pyskl - INFO - Epoch [129][2400/3746] lr: 4.920e-03, eta: 13:56:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4784, top5_acc: 0.7284, loss_cls: 3.3691, loss: 3.3691 +2024-01-03 00:56:27,288 - pyskl - INFO - Epoch [129][2500/3746] lr: 4.908e-03, eta: 13:55:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4838, top5_acc: 0.7302, loss_cls: 3.3766, loss: 3.3766 +2024-01-03 00:57:26,988 - pyskl - INFO - Epoch [129][2600/3746] lr: 4.896e-03, eta: 13:54:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4722, top5_acc: 0.7191, loss_cls: 3.4079, loss: 3.4079 +2024-01-03 00:58:25,920 - pyskl - INFO - Epoch [129][2700/3746] lr: 4.884e-03, eta: 13:53:00, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4808, top5_acc: 0.7314, loss_cls: 3.3926, loss: 3.3926 +2024-01-03 00:59:25,159 - pyskl - INFO - Epoch [129][2800/3746] lr: 4.872e-03, eta: 13:51:56, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4647, top5_acc: 0.7163, loss_cls: 3.4402, loss: 3.4402 +2024-01-03 01:00:24,191 - pyskl - INFO - Epoch [129][2900/3746] lr: 4.860e-03, eta: 13:50:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4702, top5_acc: 0.7206, loss_cls: 3.4290, loss: 3.4290 +2024-01-03 01:01:23,234 - pyskl - INFO - Epoch [129][3000/3746] lr: 4.848e-03, eta: 13:49:48, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4697, top5_acc: 0.7177, loss_cls: 3.4451, loss: 3.4451 +2024-01-03 01:02:22,387 - pyskl - INFO - Epoch [129][3100/3746] lr: 4.836e-03, eta: 13:48:44, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4828, top5_acc: 0.7248, loss_cls: 3.4278, loss: 3.4278 +2024-01-03 01:03:21,954 - pyskl - INFO - Epoch [129][3200/3746] lr: 4.824e-03, eta: 13:47:40, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4675, top5_acc: 0.7192, loss_cls: 3.4152, loss: 3.4152 +2024-01-03 01:04:21,824 - pyskl - INFO - Epoch [129][3300/3746] lr: 4.812e-03, eta: 13:46:36, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4694, top5_acc: 0.7150, loss_cls: 3.4588, loss: 3.4588 +2024-01-03 01:05:21,048 - pyskl - INFO - Epoch [129][3400/3746] lr: 4.800e-03, eta: 13:45:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4884, top5_acc: 0.7259, loss_cls: 3.3942, loss: 3.3942 +2024-01-03 01:06:20,335 - pyskl - INFO - Epoch [129][3500/3746] lr: 4.788e-03, eta: 13:44:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4781, top5_acc: 0.7231, loss_cls: 3.4125, loss: 3.4125 +2024-01-03 01:07:19,594 - pyskl - INFO - Epoch [129][3600/3746] lr: 4.776e-03, eta: 13:43:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4798, top5_acc: 0.7388, loss_cls: 3.3462, loss: 3.3462 +2024-01-03 01:08:18,510 - pyskl - INFO - Epoch [129][3700/3746] lr: 4.764e-03, eta: 13:42:19, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4755, top5_acc: 0.7262, loss_cls: 3.4075, loss: 3.4075 +2024-01-03 01:08:48,141 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-01-03 01:10:42,317 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 01:10:43,428 - pyskl - INFO - +top1_acc 0.3984 +top5_acc 0.6493 +2024-01-03 01:10:43,428 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 01:10:43,471 - pyskl - INFO - +mean_acc 0.3982 +2024-01-03 01:10:43,478 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_128.pth was removed +2024-01-03 01:10:44,010 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-01-03 01:10:44,011 - pyskl - INFO - Best top1_acc is 0.3984 at 129 epoch. +2024-01-03 01:10:44,023 - pyskl - INFO - Epoch(val) [129][309] top1_acc: 0.3984, top5_acc: 0.6493, mean_class_accuracy: 0.3982 +2024-01-03 01:14:00,951 - pyskl - INFO - Epoch [130][100/3746] lr: 4.747e-03, eta: 13:41:31, time: 1.969, data_time: 1.378, memory: 16177, top1_acc: 0.5081, top5_acc: 0.7502, loss_cls: 3.2669, loss: 3.2669 +2024-01-03 01:15:00,482 - pyskl - INFO - Epoch [130][200/3746] lr: 4.735e-03, eta: 13:40:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4881, top5_acc: 0.7458, loss_cls: 3.3177, loss: 3.3177 +2024-01-03 01:15:59,792 - pyskl - INFO - Epoch [130][300/3746] lr: 4.723e-03, eta: 13:39:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4956, top5_acc: 0.7402, loss_cls: 3.2976, loss: 3.2976 +2024-01-03 01:16:59,056 - pyskl - INFO - Epoch [130][400/3746] lr: 4.711e-03, eta: 13:38:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4942, top5_acc: 0.7464, loss_cls: 3.3225, loss: 3.3225 +2024-01-03 01:17:58,297 - pyskl - INFO - Epoch [130][500/3746] lr: 4.699e-03, eta: 13:37:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4906, top5_acc: 0.7391, loss_cls: 3.3221, loss: 3.3221 +2024-01-03 01:18:57,831 - pyskl - INFO - Epoch [130][600/3746] lr: 4.688e-03, eta: 13:36:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7436, loss_cls: 3.2856, loss: 3.2856 +2024-01-03 01:19:56,842 - pyskl - INFO - Epoch [130][700/3746] lr: 4.676e-03, eta: 13:35:06, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4944, top5_acc: 0.7386, loss_cls: 3.3102, loss: 3.3102 +2024-01-03 01:20:55,847 - pyskl - INFO - Epoch [130][800/3746] lr: 4.664e-03, eta: 13:34:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4973, top5_acc: 0.7433, loss_cls: 3.3206, loss: 3.3206 +2024-01-03 01:21:54,960 - pyskl - INFO - Epoch [130][900/3746] lr: 4.652e-03, eta: 13:32:58, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4802, top5_acc: 0.7252, loss_cls: 3.3639, loss: 3.3639 +2024-01-03 01:22:53,865 - pyskl - INFO - Epoch [130][1000/3746] lr: 4.640e-03, eta: 13:31:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4863, top5_acc: 0.7375, loss_cls: 3.3302, loss: 3.3302 +2024-01-03 01:23:53,059 - pyskl - INFO - Epoch [130][1100/3746] lr: 4.629e-03, eta: 13:30:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7398, loss_cls: 3.3392, loss: 3.3392 +2024-01-03 01:24:52,426 - pyskl - INFO - Epoch [130][1200/3746] lr: 4.617e-03, eta: 13:29:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4969, top5_acc: 0.7414, loss_cls: 3.3079, loss: 3.3079 +2024-01-03 01:25:51,785 - pyskl - INFO - Epoch [130][1300/3746] lr: 4.605e-03, eta: 13:28:41, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7414, loss_cls: 3.3109, loss: 3.3109 +2024-01-03 01:26:50,960 - pyskl - INFO - Epoch [130][1400/3746] lr: 4.594e-03, eta: 13:27:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4873, top5_acc: 0.7361, loss_cls: 3.3550, loss: 3.3550 +2024-01-03 01:27:50,049 - pyskl - INFO - Epoch [130][1500/3746] lr: 4.582e-03, eta: 13:26:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4811, top5_acc: 0.7342, loss_cls: 3.3684, loss: 3.3684 +2024-01-03 01:28:48,794 - pyskl - INFO - Epoch [130][1600/3746] lr: 4.570e-03, eta: 13:25:29, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4806, top5_acc: 0.7395, loss_cls: 3.3445, loss: 3.3445 +2024-01-03 01:29:47,629 - pyskl - INFO - Epoch [130][1700/3746] lr: 4.558e-03, eta: 13:24:24, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7328, loss_cls: 3.3868, loss: 3.3868 +2024-01-03 01:30:46,693 - pyskl - INFO - Epoch [130][1800/3746] lr: 4.547e-03, eta: 13:23:20, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7381, loss_cls: 3.3286, loss: 3.3286 +2024-01-03 01:31:45,690 - pyskl - INFO - Epoch [130][1900/3746] lr: 4.535e-03, eta: 13:22:16, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4869, top5_acc: 0.7386, loss_cls: 3.3464, loss: 3.3464 +2024-01-03 01:32:44,836 - pyskl - INFO - Epoch [130][2000/3746] lr: 4.524e-03, eta: 13:21:12, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4898, top5_acc: 0.7394, loss_cls: 3.3299, loss: 3.3299 +2024-01-03 01:33:43,706 - pyskl - INFO - Epoch [130][2100/3746] lr: 4.512e-03, eta: 13:20:08, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4863, top5_acc: 0.7416, loss_cls: 3.3247, loss: 3.3247 +2024-01-03 01:34:42,556 - pyskl - INFO - Epoch [130][2200/3746] lr: 4.500e-03, eta: 13:19:04, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7391, loss_cls: 3.3546, loss: 3.3546 +2024-01-03 01:35:42,256 - pyskl - INFO - Epoch [130][2300/3746] lr: 4.489e-03, eta: 13:18:00, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4816, top5_acc: 0.7361, loss_cls: 3.3659, loss: 3.3659 +2024-01-03 01:36:41,780 - pyskl - INFO - Epoch [130][2400/3746] lr: 4.477e-03, eta: 13:16:56, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4797, top5_acc: 0.7275, loss_cls: 3.3972, loss: 3.3972 +2024-01-03 01:37:41,018 - pyskl - INFO - Epoch [130][2500/3746] lr: 4.466e-03, eta: 13:15:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4905, top5_acc: 0.7361, loss_cls: 3.3399, loss: 3.3399 +2024-01-03 01:38:40,196 - pyskl - INFO - Epoch [130][2600/3746] lr: 4.454e-03, eta: 13:14:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4789, top5_acc: 0.7333, loss_cls: 3.3608, loss: 3.3608 +2024-01-03 01:39:39,229 - pyskl - INFO - Epoch [130][2700/3746] lr: 4.443e-03, eta: 13:13:43, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4842, top5_acc: 0.7319, loss_cls: 3.3558, loss: 3.3558 +2024-01-03 01:40:38,496 - pyskl - INFO - Epoch [130][2800/3746] lr: 4.431e-03, eta: 13:12:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7398, loss_cls: 3.3314, loss: 3.3314 +2024-01-03 01:41:37,423 - pyskl - INFO - Epoch [130][2900/3746] lr: 4.420e-03, eta: 13:11:35, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7386, loss_cls: 3.3413, loss: 3.3413 +2024-01-03 01:42:36,679 - pyskl - INFO - Epoch [130][3000/3746] lr: 4.408e-03, eta: 13:10:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4836, top5_acc: 0.7347, loss_cls: 3.3684, loss: 3.3684 +2024-01-03 01:43:35,936 - pyskl - INFO - Epoch [130][3100/3746] lr: 4.397e-03, eta: 13:09:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4842, top5_acc: 0.7338, loss_cls: 3.3634, loss: 3.3634 +2024-01-03 01:44:35,605 - pyskl - INFO - Epoch [130][3200/3746] lr: 4.385e-03, eta: 13:08:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4795, top5_acc: 0.7361, loss_cls: 3.3854, loss: 3.3854 +2024-01-03 01:45:35,491 - pyskl - INFO - Epoch [130][3300/3746] lr: 4.374e-03, eta: 13:07:20, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4783, top5_acc: 0.7358, loss_cls: 3.3764, loss: 3.3764 +2024-01-03 01:46:34,628 - pyskl - INFO - Epoch [130][3400/3746] lr: 4.362e-03, eta: 13:06:16, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4814, top5_acc: 0.7288, loss_cls: 3.3849, loss: 3.3849 +2024-01-03 01:47:34,381 - pyskl - INFO - Epoch [130][3500/3746] lr: 4.351e-03, eta: 13:05:12, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4881, top5_acc: 0.7325, loss_cls: 3.3554, loss: 3.3554 +2024-01-03 01:48:34,331 - pyskl - INFO - Epoch [130][3600/3746] lr: 4.339e-03, eta: 13:04:08, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.4822, top5_acc: 0.7353, loss_cls: 3.3675, loss: 3.3675 +2024-01-03 01:49:33,450 - pyskl - INFO - Epoch [130][3700/3746] lr: 4.328e-03, eta: 13:03:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4731, top5_acc: 0.7283, loss_cls: 3.3903, loss: 3.3903 +2024-01-03 01:50:03,035 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-01-03 01:51:56,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 01:51:57,240 - pyskl - INFO - +top1_acc 0.4037 +top5_acc 0.6565 +2024-01-03 01:51:57,240 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 01:51:57,276 - pyskl - INFO - +mean_acc 0.4033 +2024-01-03 01:51:57,282 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_129.pth was removed +2024-01-03 01:51:57,581 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2024-01-03 01:51:57,582 - pyskl - INFO - Best top1_acc is 0.4037 at 130 epoch. +2024-01-03 01:51:57,589 - pyskl - INFO - Epoch(val) [130][309] top1_acc: 0.4037, top5_acc: 0.6565, mean_class_accuracy: 0.4033 +2024-01-03 01:55:13,061 - pyskl - INFO - Epoch [131][100/3746] lr: 4.311e-03, eta: 13:02:12, time: 1.955, data_time: 1.354, memory: 16177, top1_acc: 0.5111, top5_acc: 0.7550, loss_cls: 3.2366, loss: 3.2366 +2024-01-03 01:56:13,068 - pyskl - INFO - Epoch [131][200/3746] lr: 4.300e-03, eta: 13:01:09, time: 0.600, data_time: 0.001, memory: 16177, top1_acc: 0.4992, top5_acc: 0.7516, loss_cls: 3.3004, loss: 3.3004 +2024-01-03 01:57:13,291 - pyskl - INFO - Epoch [131][300/3746] lr: 4.289e-03, eta: 13:00:05, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5008, top5_acc: 0.7439, loss_cls: 3.2960, loss: 3.2960 +2024-01-03 01:58:12,665 - pyskl - INFO - Epoch [131][400/3746] lr: 4.277e-03, eta: 12:59:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4966, top5_acc: 0.7466, loss_cls: 3.3049, loss: 3.3049 +2024-01-03 01:59:12,124 - pyskl - INFO - Epoch [131][500/3746] lr: 4.266e-03, eta: 12:57:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5000, top5_acc: 0.7492, loss_cls: 3.2809, loss: 3.2809 +2024-01-03 02:00:11,525 - pyskl - INFO - Epoch [131][600/3746] lr: 4.255e-03, eta: 12:56:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5009, top5_acc: 0.7477, loss_cls: 3.2976, loss: 3.2976 +2024-01-03 02:01:10,797 - pyskl - INFO - Epoch [131][700/3746] lr: 4.244e-03, eta: 12:55:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4906, top5_acc: 0.7398, loss_cls: 3.3103, loss: 3.3103 +2024-01-03 02:02:10,035 - pyskl - INFO - Epoch [131][800/3746] lr: 4.232e-03, eta: 12:54:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4866, top5_acc: 0.7428, loss_cls: 3.3371, loss: 3.3371 +2024-01-03 02:03:09,245 - pyskl - INFO - Epoch [131][900/3746] lr: 4.221e-03, eta: 12:53:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7389, loss_cls: 3.3144, loss: 3.3144 +2024-01-03 02:04:08,766 - pyskl - INFO - Epoch [131][1000/3746] lr: 4.210e-03, eta: 12:52:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4981, top5_acc: 0.7497, loss_cls: 3.2742, loss: 3.2742 +2024-01-03 02:05:07,753 - pyskl - INFO - Epoch [131][1100/3746] lr: 4.199e-03, eta: 12:51:33, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5028, top5_acc: 0.7461, loss_cls: 3.2813, loss: 3.2813 +2024-01-03 02:06:06,771 - pyskl - INFO - Epoch [131][1200/3746] lr: 4.187e-03, eta: 12:50:29, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7383, loss_cls: 3.3059, loss: 3.3059 +2024-01-03 02:07:05,736 - pyskl - INFO - Epoch [131][1300/3746] lr: 4.176e-03, eta: 12:49:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7452, loss_cls: 3.2765, loss: 3.2765 +2024-01-03 02:08:04,910 - pyskl - INFO - Epoch [131][1400/3746] lr: 4.165e-03, eta: 12:48:21, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4905, top5_acc: 0.7381, loss_cls: 3.3150, loss: 3.3150 +2024-01-03 02:09:03,774 - pyskl - INFO - Epoch [131][1500/3746] lr: 4.154e-03, eta: 12:47:16, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4855, top5_acc: 0.7450, loss_cls: 3.3226, loss: 3.3226 +2024-01-03 02:10:02,904 - pyskl - INFO - Epoch [131][1600/3746] lr: 4.143e-03, eta: 12:46:12, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4989, top5_acc: 0.7408, loss_cls: 3.2977, loss: 3.2977 +2024-01-03 02:11:02,099 - pyskl - INFO - Epoch [131][1700/3746] lr: 4.132e-03, eta: 12:45:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4989, top5_acc: 0.7414, loss_cls: 3.3041, loss: 3.3041 +2024-01-03 02:12:01,172 - pyskl - INFO - Epoch [131][1800/3746] lr: 4.120e-03, eta: 12:44:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4803, top5_acc: 0.7431, loss_cls: 3.3432, loss: 3.3432 +2024-01-03 02:13:00,239 - pyskl - INFO - Epoch [131][1900/3746] lr: 4.109e-03, eta: 12:43:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4947, top5_acc: 0.7431, loss_cls: 3.3076, loss: 3.3076 +2024-01-03 02:13:59,301 - pyskl - INFO - Epoch [131][2000/3746] lr: 4.098e-03, eta: 12:41:56, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4909, top5_acc: 0.7298, loss_cls: 3.3608, loss: 3.3608 +2024-01-03 02:14:58,260 - pyskl - INFO - Epoch [131][2100/3746] lr: 4.087e-03, eta: 12:40:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4936, top5_acc: 0.7423, loss_cls: 3.2990, loss: 3.2990 +2024-01-03 02:15:57,314 - pyskl - INFO - Epoch [131][2200/3746] lr: 4.076e-03, eta: 12:39:48, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4938, top5_acc: 0.7505, loss_cls: 3.2894, loss: 3.2894 +2024-01-03 02:16:56,952 - pyskl - INFO - Epoch [131][2300/3746] lr: 4.065e-03, eta: 12:38:44, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4878, top5_acc: 0.7373, loss_cls: 3.3552, loss: 3.3552 +2024-01-03 02:17:56,718 - pyskl - INFO - Epoch [131][2400/3746] lr: 4.054e-03, eta: 12:37:40, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4873, top5_acc: 0.7405, loss_cls: 3.3341, loss: 3.3341 +2024-01-03 02:18:55,966 - pyskl - INFO - Epoch [131][2500/3746] lr: 4.043e-03, eta: 12:36:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4877, top5_acc: 0.7445, loss_cls: 3.3308, loss: 3.3308 +2024-01-03 02:19:54,824 - pyskl - INFO - Epoch [131][2600/3746] lr: 4.032e-03, eta: 12:35:32, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4973, top5_acc: 0.7455, loss_cls: 3.3061, loss: 3.3061 +2024-01-03 02:20:54,086 - pyskl - INFO - Epoch [131][2700/3746] lr: 4.021e-03, eta: 12:34:29, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4892, top5_acc: 0.7377, loss_cls: 3.3317, loss: 3.3317 +2024-01-03 02:21:52,988 - pyskl - INFO - Epoch [131][2800/3746] lr: 4.010e-03, eta: 12:33:24, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4917, top5_acc: 0.7406, loss_cls: 3.3270, loss: 3.3270 +2024-01-03 02:22:51,709 - pyskl - INFO - Epoch [131][2900/3746] lr: 3.999e-03, eta: 12:32:20, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4823, top5_acc: 0.7348, loss_cls: 3.3538, loss: 3.3538 +2024-01-03 02:23:50,392 - pyskl - INFO - Epoch [131][3000/3746] lr: 3.988e-03, eta: 12:31:16, time: 0.587, data_time: 0.000, memory: 16177, top1_acc: 0.4917, top5_acc: 0.7436, loss_cls: 3.3344, loss: 3.3344 +2024-01-03 02:24:49,291 - pyskl - INFO - Epoch [131][3100/3746] lr: 3.977e-03, eta: 12:30:12, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4941, top5_acc: 0.7455, loss_cls: 3.3240, loss: 3.3240 +2024-01-03 02:25:48,649 - pyskl - INFO - Epoch [131][3200/3746] lr: 3.966e-03, eta: 12:29:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4886, top5_acc: 0.7345, loss_cls: 3.3205, loss: 3.3205 +2024-01-03 02:26:48,333 - pyskl - INFO - Epoch [131][3300/3746] lr: 3.955e-03, eta: 12:28:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4938, top5_acc: 0.7417, loss_cls: 3.3035, loss: 3.3035 +2024-01-03 02:27:47,411 - pyskl - INFO - Epoch [131][3400/3746] lr: 3.945e-03, eta: 12:27:01, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4861, top5_acc: 0.7431, loss_cls: 3.3253, loss: 3.3253 +2024-01-03 02:28:46,996 - pyskl - INFO - Epoch [131][3500/3746] lr: 3.934e-03, eta: 12:25:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4742, top5_acc: 0.7306, loss_cls: 3.3941, loss: 3.3941 +2024-01-03 02:29:46,334 - pyskl - INFO - Epoch [131][3600/3746] lr: 3.923e-03, eta: 12:24:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4991, top5_acc: 0.7542, loss_cls: 3.2685, loss: 3.2685 +2024-01-03 02:30:45,191 - pyskl - INFO - Epoch [131][3700/3746] lr: 3.912e-03, eta: 12:23:49, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4864, top5_acc: 0.7352, loss_cls: 3.3444, loss: 3.3444 +2024-01-03 02:31:14,782 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-01-03 02:33:10,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 02:33:11,250 - pyskl - INFO - +top1_acc 0.3994 +top5_acc 0.6516 +2024-01-03 02:33:11,250 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 02:33:11,283 - pyskl - INFO - +mean_acc 0.3991 +2024-01-03 02:33:11,293 - pyskl - INFO - Epoch(val) [131][309] top1_acc: 0.3994, top5_acc: 0.6516, mean_class_accuracy: 0.3991 +2024-01-03 02:36:34,390 - pyskl - INFO - Epoch [132][100/3746] lr: 3.896e-03, eta: 12:22:57, time: 2.031, data_time: 1.434, memory: 16177, top1_acc: 0.5100, top5_acc: 0.7608, loss_cls: 3.2158, loss: 3.2158 +2024-01-03 02:37:34,295 - pyskl - INFO - Epoch [132][200/3746] lr: 3.885e-03, eta: 12:21:54, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5209, top5_acc: 0.7628, loss_cls: 3.1916, loss: 3.1916 +2024-01-03 02:38:33,963 - pyskl - INFO - Epoch [132][300/3746] lr: 3.875e-03, eta: 12:20:50, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5103, top5_acc: 0.7548, loss_cls: 3.2264, loss: 3.2264 +2024-01-03 02:39:33,545 - pyskl - INFO - Epoch [132][400/3746] lr: 3.864e-03, eta: 12:19:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7512, loss_cls: 3.2876, loss: 3.2876 +2024-01-03 02:40:32,973 - pyskl - INFO - Epoch [132][500/3746] lr: 3.853e-03, eta: 12:18:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4947, top5_acc: 0.7512, loss_cls: 3.2828, loss: 3.2828 +2024-01-03 02:41:31,953 - pyskl - INFO - Epoch [132][600/3746] lr: 3.842e-03, eta: 12:17:38, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5109, top5_acc: 0.7528, loss_cls: 3.2404, loss: 3.2404 +2024-01-03 02:42:31,336 - pyskl - INFO - Epoch [132][700/3746] lr: 3.831e-03, eta: 12:16:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5216, top5_acc: 0.7625, loss_cls: 3.2005, loss: 3.2005 +2024-01-03 02:43:30,677 - pyskl - INFO - Epoch [132][800/3746] lr: 3.821e-03, eta: 12:15:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5072, top5_acc: 0.7552, loss_cls: 3.2306, loss: 3.2306 +2024-01-03 02:44:29,552 - pyskl - INFO - Epoch [132][900/3746] lr: 3.810e-03, eta: 12:14:26, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5042, top5_acc: 0.7466, loss_cls: 3.2655, loss: 3.2655 +2024-01-03 02:45:28,489 - pyskl - INFO - Epoch [132][1000/3746] lr: 3.799e-03, eta: 12:13:22, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5023, top5_acc: 0.7522, loss_cls: 3.2634, loss: 3.2634 +2024-01-03 02:46:27,489 - pyskl - INFO - Epoch [132][1100/3746] lr: 3.789e-03, eta: 12:12:18, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5019, top5_acc: 0.7519, loss_cls: 3.2571, loss: 3.2571 +2024-01-03 02:47:26,509 - pyskl - INFO - Epoch [132][1200/3746] lr: 3.778e-03, eta: 12:11:14, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4913, top5_acc: 0.7511, loss_cls: 3.2576, loss: 3.2576 +2024-01-03 02:48:25,631 - pyskl - INFO - Epoch [132][1300/3746] lr: 3.767e-03, eta: 12:10:10, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4991, top5_acc: 0.7473, loss_cls: 3.2723, loss: 3.2723 +2024-01-03 02:49:24,835 - pyskl - INFO - Epoch [132][1400/3746] lr: 3.757e-03, eta: 12:09:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4870, top5_acc: 0.7383, loss_cls: 3.3179, loss: 3.3179 +2024-01-03 02:50:23,944 - pyskl - INFO - Epoch [132][1500/3746] lr: 3.746e-03, eta: 12:08:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4959, top5_acc: 0.7512, loss_cls: 3.2910, loss: 3.2910 +2024-01-03 02:51:22,981 - pyskl - INFO - Epoch [132][1600/3746] lr: 3.735e-03, eta: 12:06:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4908, top5_acc: 0.7433, loss_cls: 3.3207, loss: 3.3207 +2024-01-03 02:52:22,306 - pyskl - INFO - Epoch [132][1700/3746] lr: 3.725e-03, eta: 12:05:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5059, top5_acc: 0.7539, loss_cls: 3.2419, loss: 3.2419 +2024-01-03 02:53:21,254 - pyskl - INFO - Epoch [132][1800/3746] lr: 3.714e-03, eta: 12:04:51, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7472, loss_cls: 3.3047, loss: 3.3047 +2024-01-03 02:54:20,432 - pyskl - INFO - Epoch [132][1900/3746] lr: 3.704e-03, eta: 12:03:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4934, top5_acc: 0.7528, loss_cls: 3.2726, loss: 3.2726 +2024-01-03 02:55:19,398 - pyskl - INFO - Epoch [132][2000/3746] lr: 3.693e-03, eta: 12:02:43, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.4883, top5_acc: 0.7444, loss_cls: 3.3256, loss: 3.3256 +2024-01-03 02:56:18,345 - pyskl - INFO - Epoch [132][2100/3746] lr: 3.683e-03, eta: 12:01:39, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4991, top5_acc: 0.7464, loss_cls: 3.2791, loss: 3.2791 +2024-01-03 02:57:17,210 - pyskl - INFO - Epoch [132][2200/3746] lr: 3.672e-03, eta: 12:00:35, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4956, top5_acc: 0.7431, loss_cls: 3.3123, loss: 3.3123 +2024-01-03 02:58:16,390 - pyskl - INFO - Epoch [132][2300/3746] lr: 3.662e-03, eta: 11:59:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5044, top5_acc: 0.7548, loss_cls: 3.2729, loss: 3.2729 +2024-01-03 02:59:16,064 - pyskl - INFO - Epoch [132][2400/3746] lr: 3.651e-03, eta: 11:58:27, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4844, top5_acc: 0.7412, loss_cls: 3.3171, loss: 3.3171 +2024-01-03 03:00:15,435 - pyskl - INFO - Epoch [132][2500/3746] lr: 3.641e-03, eta: 11:57:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4984, top5_acc: 0.7448, loss_cls: 3.3018, loss: 3.3018 +2024-01-03 03:01:14,828 - pyskl - INFO - Epoch [132][2600/3746] lr: 3.630e-03, eta: 11:56:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.4877, top5_acc: 0.7341, loss_cls: 3.3487, loss: 3.3487 +2024-01-03 03:02:14,468 - pyskl - INFO - Epoch [132][2700/3746] lr: 3.620e-03, eta: 11:55:16, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4998, top5_acc: 0.7408, loss_cls: 3.3166, loss: 3.3166 +2024-01-03 03:03:13,702 - pyskl - INFO - Epoch [132][2800/3746] lr: 3.609e-03, eta: 11:54:12, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4911, top5_acc: 0.7536, loss_cls: 3.3002, loss: 3.3002 +2024-01-03 03:04:12,832 - pyskl - INFO - Epoch [132][2900/3746] lr: 3.599e-03, eta: 11:53:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4855, top5_acc: 0.7392, loss_cls: 3.3463, loss: 3.3463 +2024-01-03 03:05:11,640 - pyskl - INFO - Epoch [132][3000/3746] lr: 3.588e-03, eta: 11:52:04, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4958, top5_acc: 0.7462, loss_cls: 3.2899, loss: 3.2899 +2024-01-03 03:06:11,425 - pyskl - INFO - Epoch [132][3100/3746] lr: 3.578e-03, eta: 11:51:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5038, top5_acc: 0.7489, loss_cls: 3.2758, loss: 3.2758 +2024-01-03 03:07:11,179 - pyskl - INFO - Epoch [132][3200/3746] lr: 3.568e-03, eta: 11:49:57, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.4939, top5_acc: 0.7481, loss_cls: 3.2782, loss: 3.2782 +2024-01-03 03:08:10,401 - pyskl - INFO - Epoch [132][3300/3746] lr: 3.557e-03, eta: 11:48:53, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4978, top5_acc: 0.7495, loss_cls: 3.2934, loss: 3.2934 +2024-01-03 03:09:09,605 - pyskl - INFO - Epoch [132][3400/3746] lr: 3.547e-03, eta: 11:47:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.4947, top5_acc: 0.7375, loss_cls: 3.3254, loss: 3.3254 +2024-01-03 03:10:08,902 - pyskl - INFO - Epoch [132][3500/3746] lr: 3.537e-03, eta: 11:46:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5073, top5_acc: 0.7461, loss_cls: 3.2939, loss: 3.2939 +2024-01-03 03:11:07,670 - pyskl - INFO - Epoch [132][3600/3746] lr: 3.526e-03, eta: 11:45:41, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5000, top5_acc: 0.7428, loss_cls: 3.3107, loss: 3.3107 +2024-01-03 03:12:06,540 - pyskl - INFO - Epoch [132][3700/3746] lr: 3.516e-03, eta: 11:44:37, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4948, top5_acc: 0.7409, loss_cls: 3.3186, loss: 3.3186 +2024-01-03 03:12:36,194 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-01-03 03:14:31,481 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 03:14:32,526 - pyskl - INFO - +top1_acc 0.4079 +top5_acc 0.6599 +2024-01-03 03:14:32,526 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 03:14:32,567 - pyskl - INFO - +mean_acc 0.4076 +2024-01-03 03:14:32,573 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_130.pth was removed +2024-01-03 03:14:32,875 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-01-03 03:14:32,876 - pyskl - INFO - Best top1_acc is 0.4079 at 132 epoch. +2024-01-03 03:14:32,884 - pyskl - INFO - Epoch(val) [132][309] top1_acc: 0.4079, top5_acc: 0.6599, mean_class_accuracy: 0.4076 +2024-01-03 03:17:57,186 - pyskl - INFO - Epoch [133][100/3746] lr: 3.501e-03, eta: 11:43:43, time: 2.043, data_time: 1.447, memory: 16177, top1_acc: 0.5228, top5_acc: 0.7669, loss_cls: 3.1807, loss: 3.1807 +2024-01-03 03:18:56,692 - pyskl - INFO - Epoch [133][200/3746] lr: 3.491e-03, eta: 11:42:40, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5136, top5_acc: 0.7544, loss_cls: 3.2217, loss: 3.2217 +2024-01-03 03:19:56,819 - pyskl - INFO - Epoch [133][300/3746] lr: 3.480e-03, eta: 11:41:36, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5031, top5_acc: 0.7525, loss_cls: 3.2433, loss: 3.2433 +2024-01-03 03:20:56,422 - pyskl - INFO - Epoch [133][400/3746] lr: 3.470e-03, eta: 11:40:32, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5128, top5_acc: 0.7647, loss_cls: 3.2104, loss: 3.2104 +2024-01-03 03:21:55,806 - pyskl - INFO - Epoch [133][500/3746] lr: 3.460e-03, eta: 11:39:29, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5134, top5_acc: 0.7672, loss_cls: 3.1905, loss: 3.1905 +2024-01-03 03:22:55,139 - pyskl - INFO - Epoch [133][600/3746] lr: 3.450e-03, eta: 11:38:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5202, top5_acc: 0.7628, loss_cls: 3.1914, loss: 3.1914 +2024-01-03 03:23:54,228 - pyskl - INFO - Epoch [133][700/3746] lr: 3.440e-03, eta: 11:37:21, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5264, top5_acc: 0.7623, loss_cls: 3.1980, loss: 3.1980 +2024-01-03 03:24:53,229 - pyskl - INFO - Epoch [133][800/3746] lr: 3.429e-03, eta: 11:36:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5195, top5_acc: 0.7695, loss_cls: 3.1744, loss: 3.1744 +2024-01-03 03:25:52,391 - pyskl - INFO - Epoch [133][900/3746] lr: 3.419e-03, eta: 11:35:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5092, top5_acc: 0.7497, loss_cls: 3.2614, loss: 3.2614 +2024-01-03 03:26:51,646 - pyskl - INFO - Epoch [133][1000/3746] lr: 3.409e-03, eta: 11:34:09, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5188, top5_acc: 0.7661, loss_cls: 3.2084, loss: 3.2084 +2024-01-03 03:27:50,637 - pyskl - INFO - Epoch [133][1100/3746] lr: 3.399e-03, eta: 11:33:05, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5116, top5_acc: 0.7598, loss_cls: 3.2019, loss: 3.2019 +2024-01-03 03:28:50,085 - pyskl - INFO - Epoch [133][1200/3746] lr: 3.389e-03, eta: 11:32:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5088, top5_acc: 0.7600, loss_cls: 3.2317, loss: 3.2317 +2024-01-03 03:29:49,201 - pyskl - INFO - Epoch [133][1300/3746] lr: 3.379e-03, eta: 11:30:58, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5020, top5_acc: 0.7480, loss_cls: 3.2736, loss: 3.2736 +2024-01-03 03:30:48,246 - pyskl - INFO - Epoch [133][1400/3746] lr: 3.369e-03, eta: 11:29:54, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5047, top5_acc: 0.7447, loss_cls: 3.3013, loss: 3.3013 +2024-01-03 03:31:47,035 - pyskl - INFO - Epoch [133][1500/3746] lr: 3.359e-03, eta: 11:28:50, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5125, top5_acc: 0.7561, loss_cls: 3.2246, loss: 3.2246 +2024-01-03 03:32:46,225 - pyskl - INFO - Epoch [133][1600/3746] lr: 3.348e-03, eta: 11:27:46, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5117, top5_acc: 0.7583, loss_cls: 3.2148, loss: 3.2148 +2024-01-03 03:33:45,311 - pyskl - INFO - Epoch [133][1700/3746] lr: 3.338e-03, eta: 11:26:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5181, top5_acc: 0.7609, loss_cls: 3.2007, loss: 3.2007 +2024-01-03 03:34:44,164 - pyskl - INFO - Epoch [133][1800/3746] lr: 3.328e-03, eta: 11:25:38, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5084, top5_acc: 0.7556, loss_cls: 3.2548, loss: 3.2548 +2024-01-03 03:35:43,283 - pyskl - INFO - Epoch [133][1900/3746] lr: 3.318e-03, eta: 11:24:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4977, top5_acc: 0.7502, loss_cls: 3.2800, loss: 3.2800 +2024-01-03 03:36:42,206 - pyskl - INFO - Epoch [133][2000/3746] lr: 3.308e-03, eta: 11:23:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4988, top5_acc: 0.7434, loss_cls: 3.2917, loss: 3.2917 +2024-01-03 03:37:41,469 - pyskl - INFO - Epoch [133][2100/3746] lr: 3.298e-03, eta: 11:22:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.4994, top5_acc: 0.7466, loss_cls: 3.2761, loss: 3.2761 +2024-01-03 03:38:40,506 - pyskl - INFO - Epoch [133][2200/3746] lr: 3.288e-03, eta: 11:21:23, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5052, top5_acc: 0.7569, loss_cls: 3.2725, loss: 3.2725 +2024-01-03 03:39:39,568 - pyskl - INFO - Epoch [133][2300/3746] lr: 3.278e-03, eta: 11:20:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5047, top5_acc: 0.7509, loss_cls: 3.2724, loss: 3.2724 +2024-01-03 03:40:39,313 - pyskl - INFO - Epoch [133][2400/3746] lr: 3.268e-03, eta: 11:19:16, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.4970, top5_acc: 0.7439, loss_cls: 3.2681, loss: 3.2681 +2024-01-03 03:41:39,239 - pyskl - INFO - Epoch [133][2500/3746] lr: 3.259e-03, eta: 11:18:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5056, top5_acc: 0.7547, loss_cls: 3.2567, loss: 3.2567 +2024-01-03 03:42:38,350 - pyskl - INFO - Epoch [133][2600/3746] lr: 3.249e-03, eta: 11:17:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4955, top5_acc: 0.7442, loss_cls: 3.3113, loss: 3.3113 +2024-01-03 03:43:37,804 - pyskl - INFO - Epoch [133][2700/3746] lr: 3.239e-03, eta: 11:16:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4966, top5_acc: 0.7484, loss_cls: 3.2829, loss: 3.2829 +2024-01-03 03:44:36,868 - pyskl - INFO - Epoch [133][2800/3746] lr: 3.229e-03, eta: 11:15:01, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5030, top5_acc: 0.7519, loss_cls: 3.2554, loss: 3.2554 +2024-01-03 03:45:35,702 - pyskl - INFO - Epoch [133][2900/3746] lr: 3.219e-03, eta: 11:13:57, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.4997, top5_acc: 0.7422, loss_cls: 3.2988, loss: 3.2988 +2024-01-03 03:46:34,589 - pyskl - INFO - Epoch [133][3000/3746] lr: 3.209e-03, eta: 11:12:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5005, top5_acc: 0.7486, loss_cls: 3.2691, loss: 3.2691 +2024-01-03 03:47:33,853 - pyskl - INFO - Epoch [133][3100/3746] lr: 3.199e-03, eta: 11:11:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5159, top5_acc: 0.7648, loss_cls: 3.2047, loss: 3.2047 +2024-01-03 03:48:33,627 - pyskl - INFO - Epoch [133][3200/3746] lr: 3.189e-03, eta: 11:10:46, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5036, top5_acc: 0.7495, loss_cls: 3.2691, loss: 3.2691 +2024-01-03 03:49:32,800 - pyskl - INFO - Epoch [133][3300/3746] lr: 3.180e-03, eta: 11:09:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5097, top5_acc: 0.7522, loss_cls: 3.2396, loss: 3.2396 +2024-01-03 03:50:31,998 - pyskl - INFO - Epoch [133][3400/3746] lr: 3.170e-03, eta: 11:08:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5161, top5_acc: 0.7588, loss_cls: 3.2235, loss: 3.2235 +2024-01-03 03:51:31,545 - pyskl - INFO - Epoch [133][3500/3746] lr: 3.160e-03, eta: 11:07:35, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.4920, top5_acc: 0.7473, loss_cls: 3.2895, loss: 3.2895 +2024-01-03 03:52:30,411 - pyskl - INFO - Epoch [133][3600/3746] lr: 3.150e-03, eta: 11:06:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.4930, top5_acc: 0.7439, loss_cls: 3.2858, loss: 3.2858 +2024-01-03 03:53:29,433 - pyskl - INFO - Epoch [133][3700/3746] lr: 3.140e-03, eta: 11:05:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5053, top5_acc: 0.7522, loss_cls: 3.2759, loss: 3.2759 +2024-01-03 03:53:59,002 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-01-03 03:55:55,519 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 03:55:56,413 - pyskl - INFO - +top1_acc 0.4150 +top5_acc 0.6626 +2024-01-03 03:55:56,413 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 03:55:56,452 - pyskl - INFO - +mean_acc 0.4147 +2024-01-03 03:55:56,458 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_132.pth was removed +2024-01-03 03:55:56,847 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2024-01-03 03:55:56,847 - pyskl - INFO - Best top1_acc is 0.4150 at 133 epoch. +2024-01-03 03:55:56,858 - pyskl - INFO - Epoch(val) [133][309] top1_acc: 0.4150, top5_acc: 0.6626, mean_class_accuracy: 0.4147 +2024-01-03 03:59:21,160 - pyskl - INFO - Epoch [134][100/3746] lr: 3.126e-03, eta: 11:04:30, time: 2.043, data_time: 1.441, memory: 16177, top1_acc: 0.5267, top5_acc: 0.7664, loss_cls: 3.1564, loss: 3.1564 +2024-01-03 04:00:20,483 - pyskl - INFO - Epoch [134][200/3746] lr: 3.117e-03, eta: 11:03:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5209, top5_acc: 0.7666, loss_cls: 3.1770, loss: 3.1770 +2024-01-03 04:01:20,147 - pyskl - INFO - Epoch [134][300/3746] lr: 3.107e-03, eta: 11:02:23, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5170, top5_acc: 0.7612, loss_cls: 3.1922, loss: 3.1922 +2024-01-03 04:02:19,475 - pyskl - INFO - Epoch [134][400/3746] lr: 3.097e-03, eta: 11:01:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5214, top5_acc: 0.7680, loss_cls: 3.1741, loss: 3.1741 +2024-01-03 04:03:18,793 - pyskl - INFO - Epoch [134][500/3746] lr: 3.087e-03, eta: 11:00:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5233, top5_acc: 0.7595, loss_cls: 3.1956, loss: 3.1956 +2024-01-03 04:04:18,337 - pyskl - INFO - Epoch [134][600/3746] lr: 3.078e-03, eta: 10:59:12, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5131, top5_acc: 0.7681, loss_cls: 3.1642, loss: 3.1642 +2024-01-03 04:05:17,451 - pyskl - INFO - Epoch [134][700/3746] lr: 3.068e-03, eta: 10:58:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5148, top5_acc: 0.7591, loss_cls: 3.2104, loss: 3.2104 +2024-01-03 04:06:16,558 - pyskl - INFO - Epoch [134][800/3746] lr: 3.059e-03, eta: 10:57:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5053, top5_acc: 0.7555, loss_cls: 3.2445, loss: 3.2445 +2024-01-03 04:07:15,588 - pyskl - INFO - Epoch [134][900/3746] lr: 3.049e-03, eta: 10:56:00, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5230, top5_acc: 0.7611, loss_cls: 3.1976, loss: 3.1976 +2024-01-03 04:08:14,524 - pyskl - INFO - Epoch [134][1000/3746] lr: 3.039e-03, eta: 10:54:57, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5277, top5_acc: 0.7703, loss_cls: 3.1529, loss: 3.1529 +2024-01-03 04:09:13,818 - pyskl - INFO - Epoch [134][1100/3746] lr: 3.030e-03, eta: 10:53:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5273, top5_acc: 0.7639, loss_cls: 3.1680, loss: 3.1680 +2024-01-03 04:10:12,679 - pyskl - INFO - Epoch [134][1200/3746] lr: 3.020e-03, eta: 10:52:49, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5095, top5_acc: 0.7628, loss_cls: 3.1958, loss: 3.1958 +2024-01-03 04:11:11,672 - pyskl - INFO - Epoch [134][1300/3746] lr: 3.011e-03, eta: 10:51:45, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5147, top5_acc: 0.7652, loss_cls: 3.1986, loss: 3.1986 +2024-01-03 04:12:10,551 - pyskl - INFO - Epoch [134][1400/3746] lr: 3.001e-03, eta: 10:50:41, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5286, top5_acc: 0.7670, loss_cls: 3.1672, loss: 3.1672 +2024-01-03 04:13:09,782 - pyskl - INFO - Epoch [134][1500/3746] lr: 2.991e-03, eta: 10:49:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5161, top5_acc: 0.7666, loss_cls: 3.1843, loss: 3.1843 +2024-01-03 04:14:08,763 - pyskl - INFO - Epoch [134][1600/3746] lr: 2.982e-03, eta: 10:48:34, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5222, top5_acc: 0.7602, loss_cls: 3.2188, loss: 3.2188 +2024-01-03 04:15:07,719 - pyskl - INFO - Epoch [134][1700/3746] lr: 2.972e-03, eta: 10:47:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5086, top5_acc: 0.7612, loss_cls: 3.2090, loss: 3.2090 +2024-01-03 04:16:07,011 - pyskl - INFO - Epoch [134][1800/3746] lr: 2.963e-03, eta: 10:46:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5167, top5_acc: 0.7597, loss_cls: 3.2148, loss: 3.2148 +2024-01-03 04:17:06,074 - pyskl - INFO - Epoch [134][1900/3746] lr: 2.953e-03, eta: 10:45:23, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5105, top5_acc: 0.7577, loss_cls: 3.2367, loss: 3.2367 +2024-01-03 04:18:04,924 - pyskl - INFO - Epoch [134][2000/3746] lr: 2.944e-03, eta: 10:44:19, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7661, loss_cls: 3.1791, loss: 3.1791 +2024-01-03 04:19:03,933 - pyskl - INFO - Epoch [134][2100/3746] lr: 2.935e-03, eta: 10:43:15, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5203, top5_acc: 0.7522, loss_cls: 3.2288, loss: 3.2288 +2024-01-03 04:20:02,775 - pyskl - INFO - Epoch [134][2200/3746] lr: 2.925e-03, eta: 10:42:11, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5262, top5_acc: 0.7636, loss_cls: 3.1777, loss: 3.1777 +2024-01-03 04:21:01,952 - pyskl - INFO - Epoch [134][2300/3746] lr: 2.916e-03, eta: 10:41:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5042, top5_acc: 0.7578, loss_cls: 3.2309, loss: 3.2309 +2024-01-03 04:22:01,525 - pyskl - INFO - Epoch [134][2400/3746] lr: 2.906e-03, eta: 10:40:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5050, top5_acc: 0.7538, loss_cls: 3.2388, loss: 3.2388 +2024-01-03 04:23:01,293 - pyskl - INFO - Epoch [134][2500/3746] lr: 2.897e-03, eta: 10:39:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5066, top5_acc: 0.7523, loss_cls: 3.2379, loss: 3.2379 +2024-01-03 04:24:00,653 - pyskl - INFO - Epoch [134][2600/3746] lr: 2.888e-03, eta: 10:37:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5139, top5_acc: 0.7681, loss_cls: 3.2203, loss: 3.2203 +2024-01-03 04:24:59,803 - pyskl - INFO - Epoch [134][2700/3746] lr: 2.878e-03, eta: 10:36:53, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.4934, top5_acc: 0.7480, loss_cls: 3.2928, loss: 3.2928 +2024-01-03 04:25:59,013 - pyskl - INFO - Epoch [134][2800/3746] lr: 2.869e-03, eta: 10:35:49, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5097, top5_acc: 0.7584, loss_cls: 3.2311, loss: 3.2311 +2024-01-03 04:26:57,997 - pyskl - INFO - Epoch [134][2900/3746] lr: 2.860e-03, eta: 10:34:46, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5105, top5_acc: 0.7591, loss_cls: 3.2229, loss: 3.2229 +2024-01-03 04:27:57,278 - pyskl - INFO - Epoch [134][3000/3746] lr: 2.850e-03, eta: 10:33:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5158, top5_acc: 0.7562, loss_cls: 3.2180, loss: 3.2180 +2024-01-03 04:28:56,889 - pyskl - INFO - Epoch [134][3100/3746] lr: 2.841e-03, eta: 10:32:38, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5098, top5_acc: 0.7533, loss_cls: 3.2201, loss: 3.2201 +2024-01-03 04:29:56,962 - pyskl - INFO - Epoch [134][3200/3746] lr: 2.832e-03, eta: 10:31:35, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5022, top5_acc: 0.7516, loss_cls: 3.2584, loss: 3.2584 +2024-01-03 04:30:55,857 - pyskl - INFO - Epoch [134][3300/3746] lr: 2.822e-03, eta: 10:30:31, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5153, top5_acc: 0.7650, loss_cls: 3.1926, loss: 3.1926 +2024-01-03 04:31:54,903 - pyskl - INFO - Epoch [134][3400/3746] lr: 2.813e-03, eta: 10:29:28, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5112, top5_acc: 0.7564, loss_cls: 3.2145, loss: 3.2145 +2024-01-03 04:32:54,232 - pyskl - INFO - Epoch [134][3500/3746] lr: 2.804e-03, eta: 10:28:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5086, top5_acc: 0.7633, loss_cls: 3.2354, loss: 3.2354 +2024-01-03 04:33:53,248 - pyskl - INFO - Epoch [134][3600/3746] lr: 2.795e-03, eta: 10:27:20, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5148, top5_acc: 0.7594, loss_cls: 3.2073, loss: 3.2073 +2024-01-03 04:34:52,851 - pyskl - INFO - Epoch [134][3700/3746] lr: 2.786e-03, eta: 10:26:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.4966, top5_acc: 0.7650, loss_cls: 3.2374, loss: 3.2374 +2024-01-03 04:35:22,862 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-01-03 04:37:18,843 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 04:37:19,683 - pyskl - INFO - +top1_acc 0.4175 +top5_acc 0.6639 +2024-01-03 04:37:19,683 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 04:37:19,721 - pyskl - INFO - +mean_acc 0.4172 +2024-01-03 04:37:19,726 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_133.pth was removed +2024-01-03 04:37:20,016 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2024-01-03 04:37:20,017 - pyskl - INFO - Best top1_acc is 0.4175 at 134 epoch. +2024-01-03 04:37:20,027 - pyskl - INFO - Epoch(val) [134][309] top1_acc: 0.4175, top5_acc: 0.6639, mean_class_accuracy: 0.4172 +2024-01-03 04:40:44,528 - pyskl - INFO - Epoch [135][100/3746] lr: 2.772e-03, eta: 10:25:18, time: 2.045, data_time: 1.450, memory: 16177, top1_acc: 0.5394, top5_acc: 0.7798, loss_cls: 3.1184, loss: 3.1184 +2024-01-03 04:41:43,984 - pyskl - INFO - Epoch [135][200/3746] lr: 2.763e-03, eta: 10:24:14, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5327, top5_acc: 0.7745, loss_cls: 3.1240, loss: 3.1240 +2024-01-03 04:42:43,461 - pyskl - INFO - Epoch [135][300/3746] lr: 2.754e-03, eta: 10:23:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5264, top5_acc: 0.7741, loss_cls: 3.1130, loss: 3.1130 +2024-01-03 04:43:42,820 - pyskl - INFO - Epoch [135][400/3746] lr: 2.745e-03, eta: 10:22:07, time: 0.594, data_time: 0.001, memory: 16177, top1_acc: 0.5238, top5_acc: 0.7728, loss_cls: 3.1330, loss: 3.1330 +2024-01-03 04:44:42,036 - pyskl - INFO - Epoch [135][500/3746] lr: 2.735e-03, eta: 10:21:03, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5339, top5_acc: 0.7719, loss_cls: 3.1459, loss: 3.1459 +2024-01-03 04:45:41,178 - pyskl - INFO - Epoch [135][600/3746] lr: 2.726e-03, eta: 10:19:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5255, top5_acc: 0.7594, loss_cls: 3.1715, loss: 3.1715 +2024-01-03 04:46:40,521 - pyskl - INFO - Epoch [135][700/3746] lr: 2.717e-03, eta: 10:18:56, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5172, top5_acc: 0.7630, loss_cls: 3.1974, loss: 3.1974 +2024-01-03 04:47:39,921 - pyskl - INFO - Epoch [135][800/3746] lr: 2.708e-03, eta: 10:17:52, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5277, top5_acc: 0.7669, loss_cls: 3.1640, loss: 3.1640 +2024-01-03 04:48:39,026 - pyskl - INFO - Epoch [135][900/3746] lr: 2.699e-03, eta: 10:16:48, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5341, top5_acc: 0.7745, loss_cls: 3.1429, loss: 3.1429 +2024-01-03 04:49:38,246 - pyskl - INFO - Epoch [135][1000/3746] lr: 2.690e-03, eta: 10:15:45, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5284, top5_acc: 0.7716, loss_cls: 3.1477, loss: 3.1477 +2024-01-03 04:50:37,547 - pyskl - INFO - Epoch [135][1100/3746] lr: 2.681e-03, eta: 10:14:41, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5144, top5_acc: 0.7620, loss_cls: 3.1736, loss: 3.1736 +2024-01-03 04:51:36,370 - pyskl - INFO - Epoch [135][1200/3746] lr: 2.672e-03, eta: 10:13:37, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5220, top5_acc: 0.7659, loss_cls: 3.1645, loss: 3.1645 +2024-01-03 04:52:35,677 - pyskl - INFO - Epoch [135][1300/3746] lr: 2.663e-03, eta: 10:12:34, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5231, top5_acc: 0.7675, loss_cls: 3.1680, loss: 3.1680 +2024-01-03 04:53:34,629 - pyskl - INFO - Epoch [135][1400/3746] lr: 2.654e-03, eta: 10:11:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5320, top5_acc: 0.7688, loss_cls: 3.1532, loss: 3.1532 +2024-01-03 04:54:33,667 - pyskl - INFO - Epoch [135][1500/3746] lr: 2.645e-03, eta: 10:10:26, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5248, top5_acc: 0.7702, loss_cls: 3.1414, loss: 3.1414 +2024-01-03 04:55:32,946 - pyskl - INFO - Epoch [135][1600/3746] lr: 2.636e-03, eta: 10:09:23, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5242, top5_acc: 0.7681, loss_cls: 3.1506, loss: 3.1506 +2024-01-03 04:56:32,091 - pyskl - INFO - Epoch [135][1700/3746] lr: 2.627e-03, eta: 10:08:19, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5152, top5_acc: 0.7678, loss_cls: 3.1846, loss: 3.1846 +2024-01-03 04:57:31,109 - pyskl - INFO - Epoch [135][1800/3746] lr: 2.618e-03, eta: 10:07:15, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5225, top5_acc: 0.7622, loss_cls: 3.1902, loss: 3.1902 +2024-01-03 04:58:30,245 - pyskl - INFO - Epoch [135][1900/3746] lr: 2.609e-03, eta: 10:06:12, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5261, top5_acc: 0.7752, loss_cls: 3.1480, loss: 3.1480 +2024-01-03 04:59:29,390 - pyskl - INFO - Epoch [135][2000/3746] lr: 2.600e-03, eta: 10:05:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5206, top5_acc: 0.7725, loss_cls: 3.1600, loss: 3.1600 +2024-01-03 05:00:28,547 - pyskl - INFO - Epoch [135][2100/3746] lr: 2.591e-03, eta: 10:04:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5198, top5_acc: 0.7588, loss_cls: 3.2020, loss: 3.2020 +2024-01-03 05:01:27,702 - pyskl - INFO - Epoch [135][2200/3746] lr: 2.583e-03, eta: 10:03:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5159, top5_acc: 0.7661, loss_cls: 3.1975, loss: 3.1975 +2024-01-03 05:02:26,983 - pyskl - INFO - Epoch [135][2300/3746] lr: 2.574e-03, eta: 10:01:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5164, top5_acc: 0.7644, loss_cls: 3.1988, loss: 3.1988 +2024-01-03 05:03:26,471 - pyskl - INFO - Epoch [135][2400/3746] lr: 2.565e-03, eta: 10:00:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5209, top5_acc: 0.7647, loss_cls: 3.1846, loss: 3.1846 +2024-01-03 05:04:26,000 - pyskl - INFO - Epoch [135][2500/3746] lr: 2.556e-03, eta: 9:59:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5303, top5_acc: 0.7698, loss_cls: 3.1472, loss: 3.1472 +2024-01-03 05:05:24,937 - pyskl - INFO - Epoch [135][2600/3746] lr: 2.547e-03, eta: 9:58:47, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5088, top5_acc: 0.7480, loss_cls: 3.2456, loss: 3.2456 +2024-01-03 05:06:24,022 - pyskl - INFO - Epoch [135][2700/3746] lr: 2.538e-03, eta: 9:57:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5234, top5_acc: 0.7595, loss_cls: 3.1829, loss: 3.1829 +2024-01-03 05:07:23,311 - pyskl - INFO - Epoch [135][2800/3746] lr: 2.530e-03, eta: 9:56:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5144, top5_acc: 0.7661, loss_cls: 3.1788, loss: 3.1788 +2024-01-03 05:08:22,253 - pyskl - INFO - Epoch [135][2900/3746] lr: 2.521e-03, eta: 9:55:36, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5192, top5_acc: 0.7598, loss_cls: 3.1847, loss: 3.1847 +2024-01-03 05:09:21,338 - pyskl - INFO - Epoch [135][3000/3746] lr: 2.512e-03, eta: 9:54:32, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5128, top5_acc: 0.7620, loss_cls: 3.2040, loss: 3.2040 +2024-01-03 05:10:21,397 - pyskl - INFO - Epoch [135][3100/3746] lr: 2.503e-03, eta: 9:53:29, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5267, top5_acc: 0.7678, loss_cls: 3.1498, loss: 3.1498 +2024-01-03 05:11:20,872 - pyskl - INFO - Epoch [135][3200/3746] lr: 2.495e-03, eta: 9:52:25, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5166, top5_acc: 0.7580, loss_cls: 3.2104, loss: 3.2104 +2024-01-03 05:12:19,854 - pyskl - INFO - Epoch [135][3300/3746] lr: 2.486e-03, eta: 9:51:22, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5331, top5_acc: 0.7738, loss_cls: 3.1316, loss: 3.1316 +2024-01-03 05:13:19,160 - pyskl - INFO - Epoch [135][3400/3746] lr: 2.477e-03, eta: 9:50:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5206, top5_acc: 0.7633, loss_cls: 3.1828, loss: 3.1828 +2024-01-03 05:14:18,666 - pyskl - INFO - Epoch [135][3500/3746] lr: 2.469e-03, eta: 9:49:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5158, top5_acc: 0.7648, loss_cls: 3.1885, loss: 3.1885 +2024-01-03 05:15:18,033 - pyskl - INFO - Epoch [135][3600/3746] lr: 2.460e-03, eta: 9:48:11, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5055, top5_acc: 0.7505, loss_cls: 3.2535, loss: 3.2535 +2024-01-03 05:16:17,111 - pyskl - INFO - Epoch [135][3700/3746] lr: 2.451e-03, eta: 9:47:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5158, top5_acc: 0.7634, loss_cls: 3.1999, loss: 3.1999 +2024-01-03 05:16:46,709 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-01-03 05:18:39,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 05:18:39,997 - pyskl - INFO - +top1_acc 0.4192 +top5_acc 0.6699 +2024-01-03 05:18:39,997 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 05:18:40,027 - pyskl - INFO - +mean_acc 0.4189 +2024-01-03 05:18:40,034 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_134.pth was removed +2024-01-03 05:18:40,284 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2024-01-03 05:18:40,285 - pyskl - INFO - Best top1_acc is 0.4192 at 135 epoch. +2024-01-03 05:18:40,292 - pyskl - INFO - Epoch(val) [135][309] top1_acc: 0.4192, top5_acc: 0.6699, mean_class_accuracy: 0.4189 +2024-01-03 05:21:53,043 - pyskl - INFO - Epoch [136][100/3746] lr: 2.439e-03, eta: 9:46:03, time: 1.927, data_time: 1.334, memory: 16177, top1_acc: 0.5434, top5_acc: 0.7803, loss_cls: 3.0900, loss: 3.0900 +2024-01-03 05:22:52,428 - pyskl - INFO - Epoch [136][200/3746] lr: 2.430e-03, eta: 9:44:59, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5370, top5_acc: 0.7859, loss_cls: 3.0720, loss: 3.0720 +2024-01-03 05:23:52,184 - pyskl - INFO - Epoch [136][300/3746] lr: 2.421e-03, eta: 9:43:56, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5319, top5_acc: 0.7767, loss_cls: 3.1130, loss: 3.1130 +2024-01-03 05:24:51,286 - pyskl - INFO - Epoch [136][400/3746] lr: 2.413e-03, eta: 9:42:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5436, top5_acc: 0.7837, loss_cls: 3.0759, loss: 3.0759 +2024-01-03 05:25:50,642 - pyskl - INFO - Epoch [136][500/3746] lr: 2.404e-03, eta: 9:41:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5289, top5_acc: 0.7727, loss_cls: 3.1286, loss: 3.1286 +2024-01-03 05:26:50,169 - pyskl - INFO - Epoch [136][600/3746] lr: 2.396e-03, eta: 9:40:45, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5342, top5_acc: 0.7780, loss_cls: 3.1167, loss: 3.1167 +2024-01-03 05:27:49,630 - pyskl - INFO - Epoch [136][700/3746] lr: 2.387e-03, eta: 9:39:41, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5281, top5_acc: 0.7739, loss_cls: 3.1191, loss: 3.1191 +2024-01-03 05:28:48,849 - pyskl - INFO - Epoch [136][800/3746] lr: 2.379e-03, eta: 9:38:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5361, top5_acc: 0.7766, loss_cls: 3.0967, loss: 3.0967 +2024-01-03 05:29:48,216 - pyskl - INFO - Epoch [136][900/3746] lr: 2.370e-03, eta: 9:37:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5284, top5_acc: 0.7730, loss_cls: 3.1511, loss: 3.1511 +2024-01-03 05:30:47,532 - pyskl - INFO - Epoch [136][1000/3746] lr: 2.362e-03, eta: 9:36:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5413, top5_acc: 0.7837, loss_cls: 3.0803, loss: 3.0803 +2024-01-03 05:31:46,712 - pyskl - INFO - Epoch [136][1100/3746] lr: 2.353e-03, eta: 9:35:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5392, top5_acc: 0.7808, loss_cls: 3.0991, loss: 3.0991 +2024-01-03 05:32:45,791 - pyskl - INFO - Epoch [136][1200/3746] lr: 2.345e-03, eta: 9:34:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5189, top5_acc: 0.7633, loss_cls: 3.1692, loss: 3.1692 +2024-01-03 05:33:44,723 - pyskl - INFO - Epoch [136][1300/3746] lr: 2.336e-03, eta: 9:33:20, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5225, top5_acc: 0.7683, loss_cls: 3.1574, loss: 3.1574 +2024-01-03 05:34:43,904 - pyskl - INFO - Epoch [136][1400/3746] lr: 2.328e-03, eta: 9:32:16, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5358, top5_acc: 0.7797, loss_cls: 3.0961, loss: 3.0961 +2024-01-03 05:35:43,092 - pyskl - INFO - Epoch [136][1500/3746] lr: 2.319e-03, eta: 9:31:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5298, top5_acc: 0.7683, loss_cls: 3.1511, loss: 3.1511 +2024-01-03 05:36:42,274 - pyskl - INFO - Epoch [136][1600/3746] lr: 2.311e-03, eta: 9:30:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5353, top5_acc: 0.7744, loss_cls: 3.1121, loss: 3.1121 +2024-01-03 05:37:41,153 - pyskl - INFO - Epoch [136][1700/3746] lr: 2.303e-03, eta: 9:29:06, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5286, top5_acc: 0.7714, loss_cls: 3.1605, loss: 3.1605 +2024-01-03 05:38:40,294 - pyskl - INFO - Epoch [136][1800/3746] lr: 2.294e-03, eta: 9:28:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5275, top5_acc: 0.7647, loss_cls: 3.1637, loss: 3.1637 +2024-01-03 05:39:39,354 - pyskl - INFO - Epoch [136][1900/3746] lr: 2.286e-03, eta: 9:26:59, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5283, top5_acc: 0.7730, loss_cls: 3.1344, loss: 3.1344 +2024-01-03 05:40:38,288 - pyskl - INFO - Epoch [136][2000/3746] lr: 2.277e-03, eta: 9:25:55, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5400, top5_acc: 0.7764, loss_cls: 3.1162, loss: 3.1162 +2024-01-03 05:41:37,061 - pyskl - INFO - Epoch [136][2100/3746] lr: 2.269e-03, eta: 9:24:51, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5322, top5_acc: 0.7761, loss_cls: 3.1143, loss: 3.1143 +2024-01-03 05:42:36,118 - pyskl - INFO - Epoch [136][2200/3746] lr: 2.261e-03, eta: 9:23:48, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5284, top5_acc: 0.7716, loss_cls: 3.1341, loss: 3.1341 +2024-01-03 05:43:35,185 - pyskl - INFO - Epoch [136][2300/3746] lr: 2.253e-03, eta: 9:22:44, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5411, top5_acc: 0.7839, loss_cls: 3.0894, loss: 3.0894 +2024-01-03 05:44:34,429 - pyskl - INFO - Epoch [136][2400/3746] lr: 2.244e-03, eta: 9:21:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5136, top5_acc: 0.7584, loss_cls: 3.1839, loss: 3.1839 +2024-01-03 05:45:33,920 - pyskl - INFO - Epoch [136][2500/3746] lr: 2.236e-03, eta: 9:20:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5283, top5_acc: 0.7741, loss_cls: 3.1469, loss: 3.1469 +2024-01-03 05:46:33,770 - pyskl - INFO - Epoch [136][2600/3746] lr: 2.228e-03, eta: 9:19:34, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5270, top5_acc: 0.7697, loss_cls: 3.1544, loss: 3.1544 +2024-01-03 05:47:32,960 - pyskl - INFO - Epoch [136][2700/3746] lr: 2.219e-03, eta: 9:18:30, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5222, top5_acc: 0.7673, loss_cls: 3.1568, loss: 3.1568 +2024-01-03 05:48:32,355 - pyskl - INFO - Epoch [136][2800/3746] lr: 2.211e-03, eta: 9:17:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5214, top5_acc: 0.7728, loss_cls: 3.1574, loss: 3.1574 +2024-01-03 05:49:31,868 - pyskl - INFO - Epoch [136][2900/3746] lr: 2.203e-03, eta: 9:16:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5209, top5_acc: 0.7644, loss_cls: 3.1603, loss: 3.1603 +2024-01-03 05:50:31,117 - pyskl - INFO - Epoch [136][3000/3746] lr: 2.195e-03, eta: 9:15:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5283, top5_acc: 0.7722, loss_cls: 3.1411, loss: 3.1411 +2024-01-03 05:51:30,685 - pyskl - INFO - Epoch [136][3100/3746] lr: 2.187e-03, eta: 9:14:17, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5239, top5_acc: 0.7645, loss_cls: 3.1603, loss: 3.1603 +2024-01-03 05:52:29,803 - pyskl - INFO - Epoch [136][3200/3746] lr: 2.178e-03, eta: 9:13:13, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5259, top5_acc: 0.7720, loss_cls: 3.1472, loss: 3.1472 +2024-01-03 05:53:28,972 - pyskl - INFO - Epoch [136][3300/3746] lr: 2.170e-03, eta: 9:12:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5370, top5_acc: 0.7823, loss_cls: 3.0854, loss: 3.0854 +2024-01-03 05:54:28,385 - pyskl - INFO - Epoch [136][3400/3746] lr: 2.162e-03, eta: 9:11:06, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5189, top5_acc: 0.7631, loss_cls: 3.2054, loss: 3.2054 +2024-01-03 05:55:27,602 - pyskl - INFO - Epoch [136][3500/3746] lr: 2.154e-03, eta: 9:10:03, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5211, top5_acc: 0.7653, loss_cls: 3.1672, loss: 3.1672 +2024-01-03 05:56:26,572 - pyskl - INFO - Epoch [136][3600/3746] lr: 2.146e-03, eta: 9:08:59, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5228, top5_acc: 0.7725, loss_cls: 3.1461, loss: 3.1461 +2024-01-03 05:57:25,786 - pyskl - INFO - Epoch [136][3700/3746] lr: 2.138e-03, eta: 9:07:56, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5259, top5_acc: 0.7683, loss_cls: 3.1593, loss: 3.1593 +2024-01-03 05:57:55,696 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-01-03 05:59:49,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 05:59:51,017 - pyskl - INFO - +top1_acc 0.4176 +top5_acc 0.6709 +2024-01-03 05:59:51,017 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 05:59:51,058 - pyskl - INFO - +mean_acc 0.4173 +2024-01-03 05:59:51,066 - pyskl - INFO - Epoch(val) [136][309] top1_acc: 0.4176, top5_acc: 0.6709, mean_class_accuracy: 0.4173 +2024-01-03 06:03:12,015 - pyskl - INFO - Epoch [137][100/3746] lr: 2.126e-03, eta: 9:06:51, time: 2.009, data_time: 1.418, memory: 16177, top1_acc: 0.5456, top5_acc: 0.7836, loss_cls: 3.0803, loss: 3.0803 +2024-01-03 06:04:11,235 - pyskl - INFO - Epoch [137][200/3746] lr: 2.118e-03, eta: 9:05:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5434, top5_acc: 0.7798, loss_cls: 3.0975, loss: 3.0975 +2024-01-03 06:05:11,401 - pyskl - INFO - Epoch [137][300/3746] lr: 2.110e-03, eta: 9:04:44, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7839, loss_cls: 3.0618, loss: 3.0618 +2024-01-03 06:06:11,515 - pyskl - INFO - Epoch [137][400/3746] lr: 2.102e-03, eta: 9:03:41, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5536, top5_acc: 0.7908, loss_cls: 3.0316, loss: 3.0316 +2024-01-03 06:07:10,771 - pyskl - INFO - Epoch [137][500/3746] lr: 2.094e-03, eta: 9:02:37, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5417, top5_acc: 0.7750, loss_cls: 3.0954, loss: 3.0954 +2024-01-03 06:08:10,483 - pyskl - INFO - Epoch [137][600/3746] lr: 2.086e-03, eta: 9:01:34, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5413, top5_acc: 0.7870, loss_cls: 3.0701, loss: 3.0701 +2024-01-03 06:09:09,907 - pyskl - INFO - Epoch [137][700/3746] lr: 2.078e-03, eta: 9:00:30, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5491, top5_acc: 0.7809, loss_cls: 3.0714, loss: 3.0714 +2024-01-03 06:10:08,861 - pyskl - INFO - Epoch [137][800/3746] lr: 2.070e-03, eta: 8:59:27, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5456, top5_acc: 0.7858, loss_cls: 3.0597, loss: 3.0597 +2024-01-03 06:11:07,713 - pyskl - INFO - Epoch [137][900/3746] lr: 2.062e-03, eta: 8:58:23, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5298, top5_acc: 0.7769, loss_cls: 3.1042, loss: 3.1042 +2024-01-03 06:12:06,666 - pyskl - INFO - Epoch [137][1000/3746] lr: 2.054e-03, eta: 8:57:20, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5416, top5_acc: 0.7837, loss_cls: 3.0646, loss: 3.0646 +2024-01-03 06:13:05,977 - pyskl - INFO - Epoch [137][1100/3746] lr: 2.046e-03, eta: 8:56:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5455, top5_acc: 0.7831, loss_cls: 3.0754, loss: 3.0754 +2024-01-03 06:14:04,841 - pyskl - INFO - Epoch [137][1200/3746] lr: 2.038e-03, eta: 8:55:13, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5513, top5_acc: 0.7903, loss_cls: 3.0473, loss: 3.0473 +2024-01-03 06:15:04,002 - pyskl - INFO - Epoch [137][1300/3746] lr: 2.030e-03, eta: 8:54:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5342, top5_acc: 0.7773, loss_cls: 3.1140, loss: 3.1140 +2024-01-03 06:16:02,850 - pyskl - INFO - Epoch [137][1400/3746] lr: 2.022e-03, eta: 8:53:05, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5356, top5_acc: 0.7761, loss_cls: 3.1082, loss: 3.1082 +2024-01-03 06:17:01,831 - pyskl - INFO - Epoch [137][1500/3746] lr: 2.015e-03, eta: 8:52:02, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5500, top5_acc: 0.7873, loss_cls: 3.0400, loss: 3.0400 +2024-01-03 06:18:01,138 - pyskl - INFO - Epoch [137][1600/3746] lr: 2.007e-03, eta: 8:50:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5309, top5_acc: 0.7727, loss_cls: 3.1167, loss: 3.1167 +2024-01-03 06:19:00,147 - pyskl - INFO - Epoch [137][1700/3746] lr: 1.999e-03, eta: 8:49:55, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5428, top5_acc: 0.7825, loss_cls: 3.0850, loss: 3.0850 +2024-01-03 06:19:59,145 - pyskl - INFO - Epoch [137][1800/3746] lr: 1.991e-03, eta: 8:48:52, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5319, top5_acc: 0.7814, loss_cls: 3.0946, loss: 3.0946 +2024-01-03 06:20:58,429 - pyskl - INFO - Epoch [137][1900/3746] lr: 1.983e-03, eta: 8:47:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5337, top5_acc: 0.7875, loss_cls: 3.0806, loss: 3.0806 +2024-01-03 06:21:57,750 - pyskl - INFO - Epoch [137][2000/3746] lr: 1.976e-03, eta: 8:46:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5389, top5_acc: 0.7825, loss_cls: 3.0841, loss: 3.0841 +2024-01-03 06:22:56,919 - pyskl - INFO - Epoch [137][2100/3746] lr: 1.968e-03, eta: 8:45:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5413, top5_acc: 0.7825, loss_cls: 3.0938, loss: 3.0938 +2024-01-03 06:23:56,058 - pyskl - INFO - Epoch [137][2200/3746] lr: 1.960e-03, eta: 8:44:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5366, top5_acc: 0.7795, loss_cls: 3.0876, loss: 3.0876 +2024-01-03 06:24:55,146 - pyskl - INFO - Epoch [137][2300/3746] lr: 1.952e-03, eta: 8:43:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5359, top5_acc: 0.7800, loss_cls: 3.0921, loss: 3.0921 +2024-01-03 06:25:53,925 - pyskl - INFO - Epoch [137][2400/3746] lr: 1.944e-03, eta: 8:42:31, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5370, top5_acc: 0.7805, loss_cls: 3.0976, loss: 3.0976 +2024-01-03 06:26:53,064 - pyskl - INFO - Epoch [137][2500/3746] lr: 1.937e-03, eta: 8:41:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5402, top5_acc: 0.7873, loss_cls: 3.0738, loss: 3.0738 +2024-01-03 06:27:52,930 - pyskl - INFO - Epoch [137][2600/3746] lr: 1.929e-03, eta: 8:40:24, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5387, top5_acc: 0.7761, loss_cls: 3.1003, loss: 3.1003 +2024-01-03 06:28:52,460 - pyskl - INFO - Epoch [137][2700/3746] lr: 1.921e-03, eta: 8:39:21, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5316, top5_acc: 0.7806, loss_cls: 3.1142, loss: 3.1142 +2024-01-03 06:29:51,469 - pyskl - INFO - Epoch [137][2800/3746] lr: 1.914e-03, eta: 8:38:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5373, top5_acc: 0.7756, loss_cls: 3.0981, loss: 3.0981 +2024-01-03 06:30:51,282 - pyskl - INFO - Epoch [137][2900/3746] lr: 1.906e-03, eta: 8:37:14, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5355, top5_acc: 0.7802, loss_cls: 3.1155, loss: 3.1155 +2024-01-03 06:31:50,321 - pyskl - INFO - Epoch [137][3000/3746] lr: 1.898e-03, eta: 8:36:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5363, top5_acc: 0.7803, loss_cls: 3.0971, loss: 3.0971 +2024-01-03 06:32:50,417 - pyskl - INFO - Epoch [137][3100/3746] lr: 1.891e-03, eta: 8:35:07, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5387, top5_acc: 0.7722, loss_cls: 3.1078, loss: 3.1078 +2024-01-03 06:33:50,047 - pyskl - INFO - Epoch [137][3200/3746] lr: 1.883e-03, eta: 8:34:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5280, top5_acc: 0.7755, loss_cls: 3.1191, loss: 3.1191 +2024-01-03 06:34:49,399 - pyskl - INFO - Epoch [137][3300/3746] lr: 1.876e-03, eta: 8:33:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5264, top5_acc: 0.7702, loss_cls: 3.1510, loss: 3.1510 +2024-01-03 06:35:48,929 - pyskl - INFO - Epoch [137][3400/3746] lr: 1.868e-03, eta: 8:31:57, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5327, top5_acc: 0.7727, loss_cls: 3.1227, loss: 3.1227 +2024-01-03 06:36:47,926 - pyskl - INFO - Epoch [137][3500/3746] lr: 1.860e-03, eta: 8:30:54, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5320, top5_acc: 0.7673, loss_cls: 3.1446, loss: 3.1446 +2024-01-03 06:37:47,045 - pyskl - INFO - Epoch [137][3600/3746] lr: 1.853e-03, eta: 8:29:50, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5336, top5_acc: 0.7752, loss_cls: 3.1346, loss: 3.1346 +2024-01-03 06:38:46,215 - pyskl - INFO - Epoch [137][3700/3746] lr: 1.845e-03, eta: 8:28:47, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5289, top5_acc: 0.7725, loss_cls: 3.1124, loss: 3.1124 +2024-01-03 06:39:15,908 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-01-03 06:41:12,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 06:41:13,459 - pyskl - INFO - +top1_acc 0.4242 +top5_acc 0.6728 +2024-01-03 06:41:13,460 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 06:41:13,499 - pyskl - INFO - +mean_acc 0.4239 +2024-01-03 06:41:13,505 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_135.pth was removed +2024-01-03 06:41:13,819 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-01-03 06:41:13,820 - pyskl - INFO - Best top1_acc is 0.4242 at 137 epoch. +2024-01-03 06:41:13,831 - pyskl - INFO - Epoch(val) [137][309] top1_acc: 0.4242, top5_acc: 0.6728, mean_class_accuracy: 0.4239 +2024-01-03 06:44:38,759 - pyskl - INFO - Epoch [138][100/3746] lr: 1.834e-03, eta: 8:27:41, time: 2.049, data_time: 1.454, memory: 16177, top1_acc: 0.5595, top5_acc: 0.8020, loss_cls: 2.9856, loss: 2.9856 +2024-01-03 06:45:38,628 - pyskl - INFO - Epoch [138][200/3746] lr: 1.827e-03, eta: 8:26:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5577, top5_acc: 0.7917, loss_cls: 3.0080, loss: 3.0080 +2024-01-03 06:46:39,243 - pyskl - INFO - Epoch [138][300/3746] lr: 1.819e-03, eta: 8:25:34, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.5614, top5_acc: 0.8028, loss_cls: 2.9737, loss: 2.9737 +2024-01-03 06:47:38,571 - pyskl - INFO - Epoch [138][400/3746] lr: 1.812e-03, eta: 8:24:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5409, top5_acc: 0.7817, loss_cls: 3.0580, loss: 3.0580 +2024-01-03 06:48:38,062 - pyskl - INFO - Epoch [138][500/3746] lr: 1.805e-03, eta: 8:23:27, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5550, top5_acc: 0.7897, loss_cls: 3.0240, loss: 3.0240 +2024-01-03 06:49:37,436 - pyskl - INFO - Epoch [138][600/3746] lr: 1.797e-03, eta: 8:22:24, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5573, top5_acc: 0.7936, loss_cls: 2.9999, loss: 2.9999 +2024-01-03 06:50:36,802 - pyskl - INFO - Epoch [138][700/3746] lr: 1.790e-03, eta: 8:21:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5502, top5_acc: 0.7873, loss_cls: 3.0386, loss: 3.0386 +2024-01-03 06:51:35,926 - pyskl - INFO - Epoch [138][800/3746] lr: 1.782e-03, eta: 8:20:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5594, top5_acc: 0.7966, loss_cls: 2.9997, loss: 2.9997 +2024-01-03 06:52:34,842 - pyskl - INFO - Epoch [138][900/3746] lr: 1.775e-03, eta: 8:19:14, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5414, top5_acc: 0.7881, loss_cls: 3.0584, loss: 3.0584 +2024-01-03 06:53:34,132 - pyskl - INFO - Epoch [138][1000/3746] lr: 1.768e-03, eta: 8:18:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5552, top5_acc: 0.7959, loss_cls: 3.0256, loss: 3.0256 +2024-01-03 06:54:33,093 - pyskl - INFO - Epoch [138][1100/3746] lr: 1.760e-03, eta: 8:17:07, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5486, top5_acc: 0.7905, loss_cls: 3.0346, loss: 3.0346 +2024-01-03 06:55:32,100 - pyskl - INFO - Epoch [138][1200/3746] lr: 1.753e-03, eta: 8:16:03, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5461, top5_acc: 0.7923, loss_cls: 3.0313, loss: 3.0313 +2024-01-03 06:56:31,154 - pyskl - INFO - Epoch [138][1300/3746] lr: 1.745e-03, eta: 8:15:00, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5478, top5_acc: 0.7859, loss_cls: 3.0431, loss: 3.0431 +2024-01-03 06:57:30,394 - pyskl - INFO - Epoch [138][1400/3746] lr: 1.738e-03, eta: 8:13:57, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5569, top5_acc: 0.7892, loss_cls: 3.0371, loss: 3.0371 +2024-01-03 06:58:29,312 - pyskl - INFO - Epoch [138][1500/3746] lr: 1.731e-03, eta: 8:12:53, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5414, top5_acc: 0.7878, loss_cls: 3.0546, loss: 3.0546 +2024-01-03 06:59:28,479 - pyskl - INFO - Epoch [138][1600/3746] lr: 1.724e-03, eta: 8:11:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5505, top5_acc: 0.7895, loss_cls: 3.0349, loss: 3.0349 +2024-01-03 07:00:27,477 - pyskl - INFO - Epoch [138][1700/3746] lr: 1.716e-03, eta: 8:10:46, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5508, top5_acc: 0.7917, loss_cls: 3.0250, loss: 3.0250 +2024-01-03 07:01:26,331 - pyskl - INFO - Epoch [138][1800/3746] lr: 1.709e-03, eta: 8:09:43, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5416, top5_acc: 0.7825, loss_cls: 3.0683, loss: 3.0683 +2024-01-03 07:02:25,182 - pyskl - INFO - Epoch [138][1900/3746] lr: 1.702e-03, eta: 8:08:39, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5381, top5_acc: 0.7803, loss_cls: 3.0746, loss: 3.0746 +2024-01-03 07:03:24,347 - pyskl - INFO - Epoch [138][2000/3746] lr: 1.695e-03, eta: 8:07:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5322, top5_acc: 0.7808, loss_cls: 3.0997, loss: 3.0997 +2024-01-03 07:04:23,713 - pyskl - INFO - Epoch [138][2100/3746] lr: 1.687e-03, eta: 8:06:33, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5467, top5_acc: 0.7884, loss_cls: 3.0572, loss: 3.0572 +2024-01-03 07:05:22,856 - pyskl - INFO - Epoch [138][2200/3746] lr: 1.680e-03, eta: 8:05:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5386, top5_acc: 0.7808, loss_cls: 3.0812, loss: 3.0812 +2024-01-03 07:06:21,930 - pyskl - INFO - Epoch [138][2300/3746] lr: 1.673e-03, eta: 8:04:26, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7900, loss_cls: 3.0510, loss: 3.0510 +2024-01-03 07:07:21,010 - pyskl - INFO - Epoch [138][2400/3746] lr: 1.666e-03, eta: 8:03:22, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5353, top5_acc: 0.7805, loss_cls: 3.0873, loss: 3.0873 +2024-01-03 07:08:19,865 - pyskl - INFO - Epoch [138][2500/3746] lr: 1.659e-03, eta: 8:02:19, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5483, top5_acc: 0.7864, loss_cls: 3.0435, loss: 3.0435 +2024-01-03 07:09:19,658 - pyskl - INFO - Epoch [138][2600/3746] lr: 1.652e-03, eta: 8:01:16, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5463, top5_acc: 0.7767, loss_cls: 3.0533, loss: 3.0533 +2024-01-03 07:10:19,406 - pyskl - INFO - Epoch [138][2700/3746] lr: 1.644e-03, eta: 8:00:13, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5417, top5_acc: 0.7816, loss_cls: 3.0760, loss: 3.0760 +2024-01-03 07:11:18,558 - pyskl - INFO - Epoch [138][2800/3746] lr: 1.637e-03, eta: 7:59:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5389, top5_acc: 0.7886, loss_cls: 3.0662, loss: 3.0662 +2024-01-03 07:12:17,901 - pyskl - INFO - Epoch [138][2900/3746] lr: 1.630e-03, eta: 7:58:06, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5495, top5_acc: 0.7833, loss_cls: 3.0635, loss: 3.0635 +2024-01-03 07:13:17,369 - pyskl - INFO - Epoch [138][3000/3746] lr: 1.623e-03, eta: 7:57:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5480, top5_acc: 0.7861, loss_cls: 3.0515, loss: 3.0515 +2024-01-03 07:14:17,166 - pyskl - INFO - Epoch [138][3100/3746] lr: 1.616e-03, eta: 7:55:59, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7803, loss_cls: 3.0551, loss: 3.0551 +2024-01-03 07:15:16,208 - pyskl - INFO - Epoch [138][3200/3746] lr: 1.609e-03, eta: 7:54:56, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5481, top5_acc: 0.7858, loss_cls: 3.0653, loss: 3.0653 +2024-01-03 07:16:15,499 - pyskl - INFO - Epoch [138][3300/3746] lr: 1.602e-03, eta: 7:53:53, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5448, top5_acc: 0.7781, loss_cls: 3.0712, loss: 3.0712 +2024-01-03 07:17:14,598 - pyskl - INFO - Epoch [138][3400/3746] lr: 1.595e-03, eta: 7:52:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5383, top5_acc: 0.7834, loss_cls: 3.0949, loss: 3.0949 +2024-01-03 07:18:13,532 - pyskl - INFO - Epoch [138][3500/3746] lr: 1.588e-03, eta: 7:51:46, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5494, top5_acc: 0.7850, loss_cls: 3.0768, loss: 3.0768 +2024-01-03 07:19:12,666 - pyskl - INFO - Epoch [138][3600/3746] lr: 1.581e-03, eta: 7:50:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5363, top5_acc: 0.7800, loss_cls: 3.0853, loss: 3.0853 +2024-01-03 07:20:11,462 - pyskl - INFO - Epoch [138][3700/3746] lr: 1.574e-03, eta: 7:49:39, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5381, top5_acc: 0.7811, loss_cls: 3.1156, loss: 3.1156 +2024-01-03 07:20:41,111 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-01-03 07:22:35,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 07:22:36,693 - pyskl - INFO - +top1_acc 0.4273 +top5_acc 0.6762 +2024-01-03 07:22:36,693 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 07:22:36,732 - pyskl - INFO - +mean_acc 0.4269 +2024-01-03 07:22:36,740 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_137.pth was removed +2024-01-03 07:22:37,043 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2024-01-03 07:22:37,044 - pyskl - INFO - Best top1_acc is 0.4273 at 138 epoch. +2024-01-03 07:22:37,052 - pyskl - INFO - Epoch(val) [138][309] top1_acc: 0.4273, top5_acc: 0.6762, mean_class_accuracy: 0.4269 +2024-01-03 07:26:00,901 - pyskl - INFO - Epoch [139][100/3746] lr: 1.564e-03, eta: 7:48:30, time: 2.038, data_time: 1.445, memory: 16177, top1_acc: 0.5633, top5_acc: 0.8002, loss_cls: 2.9787, loss: 2.9787 +2024-01-03 07:27:00,677 - pyskl - INFO - Epoch [139][200/3746] lr: 1.557e-03, eta: 7:47:27, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5605, top5_acc: 0.7980, loss_cls: 2.9739, loss: 2.9739 +2024-01-03 07:28:00,730 - pyskl - INFO - Epoch [139][300/3746] lr: 1.550e-03, eta: 7:46:24, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5648, top5_acc: 0.7978, loss_cls: 2.9641, loss: 2.9641 +2024-01-03 07:29:00,469 - pyskl - INFO - Epoch [139][400/3746] lr: 1.543e-03, eta: 7:45:21, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5727, top5_acc: 0.8080, loss_cls: 2.9279, loss: 2.9279 +2024-01-03 07:29:59,771 - pyskl - INFO - Epoch [139][500/3746] lr: 1.536e-03, eta: 7:44:17, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5609, top5_acc: 0.7989, loss_cls: 3.0009, loss: 3.0009 +2024-01-03 07:30:59,522 - pyskl - INFO - Epoch [139][600/3746] lr: 1.529e-03, eta: 7:43:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5625, top5_acc: 0.7991, loss_cls: 2.9913, loss: 2.9913 +2024-01-03 07:31:58,787 - pyskl - INFO - Epoch [139][700/3746] lr: 1.523e-03, eta: 7:42:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5731, top5_acc: 0.8055, loss_cls: 2.9532, loss: 2.9532 +2024-01-03 07:32:58,011 - pyskl - INFO - Epoch [139][800/3746] lr: 1.516e-03, eta: 7:41:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5575, top5_acc: 0.7994, loss_cls: 2.9961, loss: 2.9961 +2024-01-03 07:33:56,882 - pyskl - INFO - Epoch [139][900/3746] lr: 1.509e-03, eta: 7:40:04, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5503, top5_acc: 0.7914, loss_cls: 3.0390, loss: 3.0390 +2024-01-03 07:34:55,857 - pyskl - INFO - Epoch [139][1000/3746] lr: 1.502e-03, eta: 7:39:01, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5531, top5_acc: 0.7920, loss_cls: 3.0227, loss: 3.0227 +2024-01-03 07:35:54,811 - pyskl - INFO - Epoch [139][1100/3746] lr: 1.495e-03, eta: 7:37:57, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5633, top5_acc: 0.8055, loss_cls: 2.9723, loss: 2.9723 +2024-01-03 07:36:53,729 - pyskl - INFO - Epoch [139][1200/3746] lr: 1.489e-03, eta: 7:36:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5400, top5_acc: 0.7853, loss_cls: 3.0840, loss: 3.0840 +2024-01-03 07:37:53,035 - pyskl - INFO - Epoch [139][1300/3746] lr: 1.482e-03, eta: 7:35:50, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5536, top5_acc: 0.7989, loss_cls: 2.9992, loss: 2.9992 +2024-01-03 07:38:51,838 - pyskl - INFO - Epoch [139][1400/3746] lr: 1.475e-03, eta: 7:34:47, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5547, top5_acc: 0.7909, loss_cls: 3.0364, loss: 3.0364 +2024-01-03 07:39:50,756 - pyskl - INFO - Epoch [139][1500/3746] lr: 1.468e-03, eta: 7:33:44, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5544, top5_acc: 0.7891, loss_cls: 3.0369, loss: 3.0369 +2024-01-03 07:40:49,664 - pyskl - INFO - Epoch [139][1600/3746] lr: 1.462e-03, eta: 7:32:40, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5614, top5_acc: 0.7895, loss_cls: 3.0051, loss: 3.0051 +2024-01-03 07:41:48,658 - pyskl - INFO - Epoch [139][1700/3746] lr: 1.455e-03, eta: 7:31:37, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5484, top5_acc: 0.7864, loss_cls: 3.0450, loss: 3.0450 +2024-01-03 07:42:47,835 - pyskl - INFO - Epoch [139][1800/3746] lr: 1.448e-03, eta: 7:30:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5473, top5_acc: 0.7903, loss_cls: 3.0387, loss: 3.0387 +2024-01-03 07:43:46,792 - pyskl - INFO - Epoch [139][1900/3746] lr: 1.442e-03, eta: 7:29:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5486, top5_acc: 0.7869, loss_cls: 3.0548, loss: 3.0548 +2024-01-03 07:44:45,551 - pyskl - INFO - Epoch [139][2000/3746] lr: 1.435e-03, eta: 7:28:27, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5570, top5_acc: 0.7911, loss_cls: 3.0066, loss: 3.0066 +2024-01-03 07:45:44,649 - pyskl - INFO - Epoch [139][2100/3746] lr: 1.428e-03, eta: 7:27:24, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5625, top5_acc: 0.7958, loss_cls: 2.9720, loss: 2.9720 +2024-01-03 07:46:44,086 - pyskl - INFO - Epoch [139][2200/3746] lr: 1.422e-03, eta: 7:26:20, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5575, top5_acc: 0.7887, loss_cls: 3.0067, loss: 3.0067 +2024-01-03 07:47:42,857 - pyskl - INFO - Epoch [139][2300/3746] lr: 1.415e-03, eta: 7:25:17, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5569, top5_acc: 0.7909, loss_cls: 3.0101, loss: 3.0101 +2024-01-03 07:48:41,695 - pyskl - INFO - Epoch [139][2400/3746] lr: 1.408e-03, eta: 7:24:14, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5458, top5_acc: 0.7856, loss_cls: 3.0389, loss: 3.0389 +2024-01-03 07:49:40,681 - pyskl - INFO - Epoch [139][2500/3746] lr: 1.402e-03, eta: 7:23:10, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5573, top5_acc: 0.7953, loss_cls: 2.9860, loss: 2.9860 +2024-01-03 07:50:39,897 - pyskl - INFO - Epoch [139][2600/3746] lr: 1.395e-03, eta: 7:22:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5492, top5_acc: 0.7872, loss_cls: 3.0296, loss: 3.0296 +2024-01-03 07:51:40,244 - pyskl - INFO - Epoch [139][2700/3746] lr: 1.389e-03, eta: 7:21:04, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5637, top5_acc: 0.7919, loss_cls: 2.9964, loss: 2.9964 +2024-01-03 07:52:39,654 - pyskl - INFO - Epoch [139][2800/3746] lr: 1.382e-03, eta: 7:20:01, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5522, top5_acc: 0.7969, loss_cls: 3.0010, loss: 3.0010 +2024-01-03 07:53:39,054 - pyskl - INFO - Epoch [139][2900/3746] lr: 1.376e-03, eta: 7:18:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5550, top5_acc: 0.7914, loss_cls: 3.0169, loss: 3.0169 +2024-01-03 07:54:38,763 - pyskl - INFO - Epoch [139][3000/3746] lr: 1.369e-03, eta: 7:17:54, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5533, top5_acc: 0.7855, loss_cls: 3.0161, loss: 3.0161 +2024-01-03 07:55:38,733 - pyskl - INFO - Epoch [139][3100/3746] lr: 1.363e-03, eta: 7:16:51, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5630, top5_acc: 0.8036, loss_cls: 2.9767, loss: 2.9767 +2024-01-03 07:56:37,879 - pyskl - INFO - Epoch [139][3200/3746] lr: 1.356e-03, eta: 7:15:48, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5536, top5_acc: 0.7889, loss_cls: 3.0023, loss: 3.0023 +2024-01-03 07:57:37,259 - pyskl - INFO - Epoch [139][3300/3746] lr: 1.350e-03, eta: 7:14:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5370, top5_acc: 0.7788, loss_cls: 3.0773, loss: 3.0773 +2024-01-03 07:58:36,606 - pyskl - INFO - Epoch [139][3400/3746] lr: 1.343e-03, eta: 7:13:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5592, top5_acc: 0.7958, loss_cls: 2.9885, loss: 2.9885 +2024-01-03 07:59:35,802 - pyskl - INFO - Epoch [139][3500/3746] lr: 1.337e-03, eta: 7:12:38, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5595, top5_acc: 0.8039, loss_cls: 2.9848, loss: 2.9848 +2024-01-03 08:00:34,756 - pyskl - INFO - Epoch [139][3600/3746] lr: 1.330e-03, eta: 7:11:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5511, top5_acc: 0.7887, loss_cls: 3.0197, loss: 3.0197 +2024-01-03 08:01:33,654 - pyskl - INFO - Epoch [139][3700/3746] lr: 1.324e-03, eta: 7:10:32, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5555, top5_acc: 0.7898, loss_cls: 3.0180, loss: 3.0180 +2024-01-03 08:02:03,475 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-01-03 08:03:58,344 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 08:03:59,196 - pyskl - INFO - +top1_acc 0.4305 +top5_acc 0.6793 +2024-01-03 08:03:59,197 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 08:03:59,233 - pyskl - INFO - +mean_acc 0.4303 +2024-01-03 08:03:59,239 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_138.pth was removed +2024-01-03 08:03:59,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2024-01-03 08:03:59,494 - pyskl - INFO - Best top1_acc is 0.4305 at 139 epoch. +2024-01-03 08:03:59,502 - pyskl - INFO - Epoch(val) [139][309] top1_acc: 0.4305, top5_acc: 0.6793, mean_class_accuracy: 0.4303 +2024-01-03 08:07:23,817 - pyskl - INFO - Epoch [140][100/3746] lr: 1.315e-03, eta: 7:09:21, time: 2.043, data_time: 1.448, memory: 16177, top1_acc: 0.5856, top5_acc: 0.8080, loss_cls: 2.8833, loss: 2.8833 +2024-01-03 08:08:22,778 - pyskl - INFO - Epoch [140][200/3746] lr: 1.308e-03, eta: 7:08:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5814, top5_acc: 0.8080, loss_cls: 2.9047, loss: 2.9047 +2024-01-03 08:09:22,498 - pyskl - INFO - Epoch [140][300/3746] lr: 1.302e-03, eta: 7:07:14, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5647, top5_acc: 0.7911, loss_cls: 2.9854, loss: 2.9854 +2024-01-03 08:10:22,564 - pyskl - INFO - Epoch [140][400/3746] lr: 1.296e-03, eta: 7:06:11, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.5841, top5_acc: 0.8106, loss_cls: 2.9135, loss: 2.9135 +2024-01-03 08:11:21,456 - pyskl - INFO - Epoch [140][500/3746] lr: 1.289e-03, eta: 7:05:08, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5702, top5_acc: 0.8064, loss_cls: 2.9292, loss: 2.9292 +2024-01-03 08:12:20,553 - pyskl - INFO - Epoch [140][600/3746] lr: 1.283e-03, eta: 7:04:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5809, top5_acc: 0.8089, loss_cls: 2.9219, loss: 2.9219 +2024-01-03 08:13:20,036 - pyskl - INFO - Epoch [140][700/3746] lr: 1.277e-03, eta: 7:03:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5625, top5_acc: 0.8050, loss_cls: 2.9647, loss: 2.9647 +2024-01-03 08:14:18,942 - pyskl - INFO - Epoch [140][800/3746] lr: 1.271e-03, eta: 7:01:58, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5820, top5_acc: 0.8087, loss_cls: 2.9086, loss: 2.9086 +2024-01-03 08:15:18,118 - pyskl - INFO - Epoch [140][900/3746] lr: 1.264e-03, eta: 7:00:54, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5583, top5_acc: 0.7991, loss_cls: 2.9871, loss: 2.9871 +2024-01-03 08:16:16,990 - pyskl - INFO - Epoch [140][1000/3746] lr: 1.258e-03, eta: 6:59:51, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5644, top5_acc: 0.8058, loss_cls: 2.9552, loss: 2.9552 +2024-01-03 08:17:15,896 - pyskl - INFO - Epoch [140][1100/3746] lr: 1.252e-03, eta: 6:58:48, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5794, top5_acc: 0.8111, loss_cls: 2.9320, loss: 2.9320 +2024-01-03 08:18:14,715 - pyskl - INFO - Epoch [140][1200/3746] lr: 1.246e-03, eta: 6:57:44, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5661, top5_acc: 0.8056, loss_cls: 2.9434, loss: 2.9434 +2024-01-03 08:19:13,804 - pyskl - INFO - Epoch [140][1300/3746] lr: 1.239e-03, eta: 6:56:41, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5575, top5_acc: 0.8028, loss_cls: 2.9730, loss: 2.9730 +2024-01-03 08:20:12,665 - pyskl - INFO - Epoch [140][1400/3746] lr: 1.233e-03, eta: 6:55:38, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5617, top5_acc: 0.8005, loss_cls: 2.9700, loss: 2.9700 +2024-01-03 08:21:11,592 - pyskl - INFO - Epoch [140][1500/3746] lr: 1.227e-03, eta: 6:54:35, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5639, top5_acc: 0.7948, loss_cls: 2.9800, loss: 2.9800 +2024-01-03 08:22:10,708 - pyskl - INFO - Epoch [140][1600/3746] lr: 1.221e-03, eta: 6:53:31, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5552, top5_acc: 0.7959, loss_cls: 2.9964, loss: 2.9964 +2024-01-03 08:23:09,615 - pyskl - INFO - Epoch [140][1700/3746] lr: 1.215e-03, eta: 6:52:28, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5605, top5_acc: 0.7986, loss_cls: 2.9839, loss: 2.9839 +2024-01-03 08:24:08,609 - pyskl - INFO - Epoch [140][1800/3746] lr: 1.209e-03, eta: 6:51:25, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5652, top5_acc: 0.7972, loss_cls: 2.9571, loss: 2.9571 +2024-01-03 08:25:07,561 - pyskl - INFO - Epoch [140][1900/3746] lr: 1.203e-03, eta: 6:50:22, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5564, top5_acc: 0.7986, loss_cls: 2.9947, loss: 2.9947 +2024-01-03 08:26:06,614 - pyskl - INFO - Epoch [140][2000/3746] lr: 1.196e-03, eta: 6:49:18, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5639, top5_acc: 0.8020, loss_cls: 2.9656, loss: 2.9656 +2024-01-03 08:27:05,923 - pyskl - INFO - Epoch [140][2100/3746] lr: 1.190e-03, eta: 6:48:15, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5573, top5_acc: 0.7958, loss_cls: 2.9875, loss: 2.9875 +2024-01-03 08:28:04,934 - pyskl - INFO - Epoch [140][2200/3746] lr: 1.184e-03, eta: 6:47:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5734, top5_acc: 0.7955, loss_cls: 2.9720, loss: 2.9720 +2024-01-03 08:29:03,901 - pyskl - INFO - Epoch [140][2300/3746] lr: 1.178e-03, eta: 6:46:09, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5664, top5_acc: 0.8039, loss_cls: 2.9623, loss: 2.9623 +2024-01-03 08:30:03,047 - pyskl - INFO - Epoch [140][2400/3746] lr: 1.172e-03, eta: 6:45:05, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5664, top5_acc: 0.8014, loss_cls: 2.9551, loss: 2.9551 +2024-01-03 08:31:02,145 - pyskl - INFO - Epoch [140][2500/3746] lr: 1.166e-03, eta: 6:44:02, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5613, top5_acc: 0.8020, loss_cls: 2.9819, loss: 2.9819 +2024-01-03 08:32:01,366 - pyskl - INFO - Epoch [140][2600/3746] lr: 1.160e-03, eta: 6:42:59, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5686, top5_acc: 0.8014, loss_cls: 2.9678, loss: 2.9678 +2024-01-03 08:33:01,316 - pyskl - INFO - Epoch [140][2700/3746] lr: 1.154e-03, eta: 6:41:56, time: 0.599, data_time: 0.001, memory: 16177, top1_acc: 0.5575, top5_acc: 0.7969, loss_cls: 2.9923, loss: 2.9923 +2024-01-03 08:34:00,841 - pyskl - INFO - Epoch [140][2800/3746] lr: 1.148e-03, eta: 6:40:53, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5673, top5_acc: 0.7973, loss_cls: 2.9817, loss: 2.9817 +2024-01-03 08:35:00,248 - pyskl - INFO - Epoch [140][2900/3746] lr: 1.142e-03, eta: 6:39:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5633, top5_acc: 0.7913, loss_cls: 2.9829, loss: 2.9829 +2024-01-03 08:35:59,893 - pyskl - INFO - Epoch [140][3000/3746] lr: 1.136e-03, eta: 6:38:46, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5698, top5_acc: 0.7995, loss_cls: 2.9548, loss: 2.9548 +2024-01-03 08:36:59,319 - pyskl - INFO - Epoch [140][3100/3746] lr: 1.131e-03, eta: 6:37:43, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5586, top5_acc: 0.7991, loss_cls: 2.9819, loss: 2.9819 +2024-01-03 08:37:58,766 - pyskl - INFO - Epoch [140][3200/3746] lr: 1.125e-03, eta: 6:36:40, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5611, top5_acc: 0.7973, loss_cls: 2.9958, loss: 2.9958 +2024-01-03 08:38:58,190 - pyskl - INFO - Epoch [140][3300/3746] lr: 1.119e-03, eta: 6:35:37, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5606, top5_acc: 0.7964, loss_cls: 2.9826, loss: 2.9826 +2024-01-03 08:39:57,335 - pyskl - INFO - Epoch [140][3400/3746] lr: 1.113e-03, eta: 6:34:34, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5666, top5_acc: 0.8130, loss_cls: 2.9318, loss: 2.9318 +2024-01-03 08:40:56,675 - pyskl - INFO - Epoch [140][3500/3746] lr: 1.107e-03, eta: 6:33:31, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5616, top5_acc: 0.7947, loss_cls: 2.9902, loss: 2.9902 +2024-01-03 08:41:55,834 - pyskl - INFO - Epoch [140][3600/3746] lr: 1.101e-03, eta: 6:32:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5645, top5_acc: 0.7917, loss_cls: 2.9832, loss: 2.9832 +2024-01-03 08:42:54,787 - pyskl - INFO - Epoch [140][3700/3746] lr: 1.095e-03, eta: 6:31:24, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5678, top5_acc: 0.8016, loss_cls: 2.9545, loss: 2.9545 +2024-01-03 08:43:24,462 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-01-03 08:45:21,801 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 08:45:22,681 - pyskl - INFO - +top1_acc 0.4313 +top5_acc 0.6806 +2024-01-03 08:45:22,682 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 08:45:22,719 - pyskl - INFO - +mean_acc 0.4310 +2024-01-03 08:45:22,724 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_139.pth was removed +2024-01-03 08:45:23,076 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2024-01-03 08:45:23,077 - pyskl - INFO - Best top1_acc is 0.4313 at 140 epoch. +2024-01-03 08:45:23,085 - pyskl - INFO - Epoch(val) [140][309] top1_acc: 0.4313, top5_acc: 0.6806, mean_class_accuracy: 0.4310 +2024-01-03 08:48:45,727 - pyskl - INFO - Epoch [141][100/3746] lr: 1.087e-03, eta: 6:30:11, time: 2.026, data_time: 1.426, memory: 16177, top1_acc: 0.5825, top5_acc: 0.8105, loss_cls: 2.8804, loss: 2.8804 +2024-01-03 08:49:45,038 - pyskl - INFO - Epoch [141][200/3746] lr: 1.081e-03, eta: 6:29:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5908, top5_acc: 0.8220, loss_cls: 2.8626, loss: 2.8626 +2024-01-03 08:50:44,643 - pyskl - INFO - Epoch [141][300/3746] lr: 1.075e-03, eta: 6:28:04, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5809, top5_acc: 0.8100, loss_cls: 2.9078, loss: 2.9078 +2024-01-03 08:51:44,658 - pyskl - INFO - Epoch [141][400/3746] lr: 1.070e-03, eta: 6:27:01, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.5889, top5_acc: 0.8169, loss_cls: 2.8739, loss: 2.8739 +2024-01-03 08:52:43,918 - pyskl - INFO - Epoch [141][500/3746] lr: 1.064e-03, eta: 6:25:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5830, top5_acc: 0.8131, loss_cls: 2.9050, loss: 2.9050 +2024-01-03 08:53:42,809 - pyskl - INFO - Epoch [141][600/3746] lr: 1.058e-03, eta: 6:24:55, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5820, top5_acc: 0.8102, loss_cls: 2.9082, loss: 2.9082 +2024-01-03 08:54:42,278 - pyskl - INFO - Epoch [141][700/3746] lr: 1.052e-03, eta: 6:23:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5861, top5_acc: 0.8105, loss_cls: 2.9133, loss: 2.9133 +2024-01-03 08:55:41,614 - pyskl - INFO - Epoch [141][800/3746] lr: 1.047e-03, eta: 6:22:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5817, top5_acc: 0.8117, loss_cls: 2.9045, loss: 2.9045 +2024-01-03 08:56:40,929 - pyskl - INFO - Epoch [141][900/3746] lr: 1.041e-03, eta: 6:21:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5898, top5_acc: 0.8197, loss_cls: 2.8617, loss: 2.8617 +2024-01-03 08:57:40,274 - pyskl - INFO - Epoch [141][1000/3746] lr: 1.035e-03, eta: 6:20:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5794, top5_acc: 0.8108, loss_cls: 2.9067, loss: 2.9067 +2024-01-03 08:58:39,665 - pyskl - INFO - Epoch [141][1100/3746] lr: 1.030e-03, eta: 6:19:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5725, top5_acc: 0.8087, loss_cls: 2.9227, loss: 2.9227 +2024-01-03 08:59:38,937 - pyskl - INFO - Epoch [141][1200/3746] lr: 1.024e-03, eta: 6:18:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5780, top5_acc: 0.8083, loss_cls: 2.8991, loss: 2.8991 +2024-01-03 09:00:38,109 - pyskl - INFO - Epoch [141][1300/3746] lr: 1.018e-03, eta: 6:17:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5753, top5_acc: 0.8087, loss_cls: 2.9100, loss: 2.9100 +2024-01-03 09:01:37,178 - pyskl - INFO - Epoch [141][1400/3746] lr: 1.013e-03, eta: 6:16:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5763, top5_acc: 0.8027, loss_cls: 2.9375, loss: 2.9375 +2024-01-03 09:02:36,102 - pyskl - INFO - Epoch [141][1500/3746] lr: 1.007e-03, eta: 6:15:26, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5686, top5_acc: 0.8108, loss_cls: 2.9318, loss: 2.9318 +2024-01-03 09:03:35,708 - pyskl - INFO - Epoch [141][1600/3746] lr: 1.002e-03, eta: 6:14:23, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5675, top5_acc: 0.8053, loss_cls: 2.9384, loss: 2.9384 +2024-01-03 09:04:34,818 - pyskl - INFO - Epoch [141][1700/3746] lr: 9.961e-04, eta: 6:13:20, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5814, top5_acc: 0.8120, loss_cls: 2.9019, loss: 2.9019 +2024-01-03 09:05:33,876 - pyskl - INFO - Epoch [141][1800/3746] lr: 9.905e-04, eta: 6:12:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5806, top5_acc: 0.8150, loss_cls: 2.9045, loss: 2.9045 +2024-01-03 09:06:32,869 - pyskl - INFO - Epoch [141][1900/3746] lr: 9.850e-04, eta: 6:11:13, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5841, top5_acc: 0.8109, loss_cls: 2.8869, loss: 2.8869 +2024-01-03 09:07:32,079 - pyskl - INFO - Epoch [141][2000/3746] lr: 9.795e-04, eta: 6:10:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5756, top5_acc: 0.8083, loss_cls: 2.9231, loss: 2.9231 +2024-01-03 09:08:31,104 - pyskl - INFO - Epoch [141][2100/3746] lr: 9.740e-04, eta: 6:09:07, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5713, top5_acc: 0.8006, loss_cls: 2.9418, loss: 2.9418 +2024-01-03 09:09:29,897 - pyskl - INFO - Epoch [141][2200/3746] lr: 9.685e-04, eta: 6:08:04, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5761, top5_acc: 0.8037, loss_cls: 2.9338, loss: 2.9338 +2024-01-03 09:10:28,940 - pyskl - INFO - Epoch [141][2300/3746] lr: 9.630e-04, eta: 6:07:01, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5692, top5_acc: 0.8030, loss_cls: 2.9544, loss: 2.9544 +2024-01-03 09:11:28,310 - pyskl - INFO - Epoch [141][2400/3746] lr: 9.576e-04, eta: 6:05:58, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5723, top5_acc: 0.8166, loss_cls: 2.9103, loss: 2.9103 +2024-01-03 09:12:27,310 - pyskl - INFO - Epoch [141][2500/3746] lr: 9.522e-04, eta: 6:04:54, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5808, top5_acc: 0.8042, loss_cls: 2.9255, loss: 2.9255 +2024-01-03 09:13:26,244 - pyskl - INFO - Epoch [141][2600/3746] lr: 9.467e-04, eta: 6:03:51, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5719, top5_acc: 0.8075, loss_cls: 2.9350, loss: 2.9350 +2024-01-03 09:14:25,678 - pyskl - INFO - Epoch [141][2700/3746] lr: 9.413e-04, eta: 6:02:48, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5758, top5_acc: 0.8048, loss_cls: 2.9477, loss: 2.9477 +2024-01-03 09:15:25,491 - pyskl - INFO - Epoch [141][2800/3746] lr: 9.359e-04, eta: 6:01:45, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5633, top5_acc: 0.7966, loss_cls: 2.9730, loss: 2.9730 +2024-01-03 09:16:24,932 - pyskl - INFO - Epoch [141][2900/3746] lr: 9.306e-04, eta: 6:00:42, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5802, top5_acc: 0.8027, loss_cls: 2.9414, loss: 2.9414 +2024-01-03 09:17:24,847 - pyskl - INFO - Epoch [141][3000/3746] lr: 9.252e-04, eta: 5:59:39, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5663, top5_acc: 0.8081, loss_cls: 2.9262, loss: 2.9262 +2024-01-03 09:18:24,184 - pyskl - INFO - Epoch [141][3100/3746] lr: 9.199e-04, eta: 5:58:36, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5752, top5_acc: 0.8005, loss_cls: 2.9551, loss: 2.9551 +2024-01-03 09:19:23,354 - pyskl - INFO - Epoch [141][3200/3746] lr: 9.145e-04, eta: 5:57:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5736, top5_acc: 0.8116, loss_cls: 2.9257, loss: 2.9257 +2024-01-03 09:20:22,697 - pyskl - INFO - Epoch [141][3300/3746] lr: 9.092e-04, eta: 5:56:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5684, top5_acc: 0.7977, loss_cls: 2.9506, loss: 2.9506 +2024-01-03 09:21:21,792 - pyskl - INFO - Epoch [141][3400/3746] lr: 9.039e-04, eta: 5:55:27, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5700, top5_acc: 0.8083, loss_cls: 2.9216, loss: 2.9216 +2024-01-03 09:22:21,266 - pyskl - INFO - Epoch [141][3500/3746] lr: 8.986e-04, eta: 5:54:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5659, top5_acc: 0.8053, loss_cls: 2.9465, loss: 2.9465 +2024-01-03 09:23:20,420 - pyskl - INFO - Epoch [141][3600/3746] lr: 8.934e-04, eta: 5:53:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5803, top5_acc: 0.8097, loss_cls: 2.9122, loss: 2.9122 +2024-01-03 09:24:19,872 - pyskl - INFO - Epoch [141][3700/3746] lr: 8.881e-04, eta: 5:52:17, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5748, top5_acc: 0.8072, loss_cls: 2.9205, loss: 2.9205 +2024-01-03 09:24:49,691 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-01-03 09:26:45,562 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 09:26:46,521 - pyskl - INFO - +top1_acc 0.4359 +top5_acc 0.6816 +2024-01-03 09:26:46,522 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 09:26:46,566 - pyskl - INFO - +mean_acc 0.4356 +2024-01-03 09:26:46,574 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_140.pth was removed +2024-01-03 09:26:46,847 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2024-01-03 09:26:46,847 - pyskl - INFO - Best top1_acc is 0.4359 at 141 epoch. +2024-01-03 09:26:46,856 - pyskl - INFO - Epoch(val) [141][309] top1_acc: 0.4359, top5_acc: 0.6816, mean_class_accuracy: 0.4356 +2024-01-03 09:30:15,634 - pyskl - INFO - Epoch [142][100/3746] lr: 8.805e-04, eta: 5:51:03, time: 2.088, data_time: 1.495, memory: 16177, top1_acc: 0.5875, top5_acc: 0.8148, loss_cls: 2.8595, loss: 2.8595 +2024-01-03 09:31:15,460 - pyskl - INFO - Epoch [142][200/3746] lr: 8.752e-04, eta: 5:50:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.5920, top5_acc: 0.8173, loss_cls: 2.8566, loss: 2.8566 +2024-01-03 09:32:15,875 - pyskl - INFO - Epoch [142][300/3746] lr: 8.700e-04, eta: 5:48:57, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5927, top5_acc: 0.8248, loss_cls: 2.8297, loss: 2.8297 +2024-01-03 09:33:16,873 - pyskl - INFO - Epoch [142][400/3746] lr: 8.649e-04, eta: 5:47:54, time: 0.610, data_time: 0.000, memory: 16177, top1_acc: 0.5831, top5_acc: 0.8180, loss_cls: 2.8639, loss: 2.8639 +2024-01-03 09:34:16,589 - pyskl - INFO - Epoch [142][500/3746] lr: 8.597e-04, eta: 5:46:51, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.5989, top5_acc: 0.8175, loss_cls: 2.8556, loss: 2.8556 +2024-01-03 09:35:16,206 - pyskl - INFO - Epoch [142][600/3746] lr: 8.545e-04, eta: 5:45:48, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5822, top5_acc: 0.8156, loss_cls: 2.8747, loss: 2.8747 +2024-01-03 09:36:15,750 - pyskl - INFO - Epoch [142][700/3746] lr: 8.494e-04, eta: 5:44:44, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5791, top5_acc: 0.8130, loss_cls: 2.8943, loss: 2.8943 +2024-01-03 09:37:15,622 - pyskl - INFO - Epoch [142][800/3746] lr: 8.443e-04, eta: 5:43:41, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.5931, top5_acc: 0.8197, loss_cls: 2.8470, loss: 2.8470 +2024-01-03 09:38:14,693 - pyskl - INFO - Epoch [142][900/3746] lr: 8.392e-04, eta: 5:42:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5842, top5_acc: 0.8178, loss_cls: 2.8810, loss: 2.8810 +2024-01-03 09:39:13,655 - pyskl - INFO - Epoch [142][1000/3746] lr: 8.341e-04, eta: 5:41:35, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5880, top5_acc: 0.8147, loss_cls: 2.8789, loss: 2.8789 +2024-01-03 09:40:12,617 - pyskl - INFO - Epoch [142][1100/3746] lr: 8.290e-04, eta: 5:40:32, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5902, top5_acc: 0.8291, loss_cls: 2.8476, loss: 2.8476 +2024-01-03 09:41:11,635 - pyskl - INFO - Epoch [142][1200/3746] lr: 8.239e-04, eta: 5:39:29, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5787, top5_acc: 0.8131, loss_cls: 2.8876, loss: 2.8876 +2024-01-03 09:42:10,584 - pyskl - INFO - Epoch [142][1300/3746] lr: 8.189e-04, eta: 5:38:26, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5828, top5_acc: 0.8155, loss_cls: 2.8712, loss: 2.8712 +2024-01-03 09:43:09,581 - pyskl - INFO - Epoch [142][1400/3746] lr: 8.139e-04, eta: 5:37:23, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5858, top5_acc: 0.8202, loss_cls: 2.8412, loss: 2.8412 +2024-01-03 09:44:08,867 - pyskl - INFO - Epoch [142][1500/3746] lr: 8.088e-04, eta: 5:36:19, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5791, top5_acc: 0.8136, loss_cls: 2.8745, loss: 2.8745 +2024-01-03 09:45:08,017 - pyskl - INFO - Epoch [142][1600/3746] lr: 8.038e-04, eta: 5:35:16, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5966, top5_acc: 0.8183, loss_cls: 2.8504, loss: 2.8504 +2024-01-03 09:46:07,138 - pyskl - INFO - Epoch [142][1700/3746] lr: 7.989e-04, eta: 5:34:13, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5909, top5_acc: 0.8164, loss_cls: 2.8540, loss: 2.8540 +2024-01-03 09:47:06,335 - pyskl - INFO - Epoch [142][1800/3746] lr: 7.939e-04, eta: 5:33:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5858, top5_acc: 0.8181, loss_cls: 2.8605, loss: 2.8605 +2024-01-03 09:48:05,446 - pyskl - INFO - Epoch [142][1900/3746] lr: 7.889e-04, eta: 5:32:07, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5795, top5_acc: 0.8155, loss_cls: 2.9008, loss: 2.9008 +2024-01-03 09:49:04,595 - pyskl - INFO - Epoch [142][2000/3746] lr: 7.840e-04, eta: 5:31:04, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5914, top5_acc: 0.8163, loss_cls: 2.8749, loss: 2.8749 +2024-01-03 09:50:03,792 - pyskl - INFO - Epoch [142][2100/3746] lr: 7.791e-04, eta: 5:30:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5909, top5_acc: 0.8092, loss_cls: 2.8596, loss: 2.8596 +2024-01-03 09:51:02,771 - pyskl - INFO - Epoch [142][2200/3746] lr: 7.742e-04, eta: 5:28:58, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5859, top5_acc: 0.8144, loss_cls: 2.8930, loss: 2.8930 +2024-01-03 09:52:02,028 - pyskl - INFO - Epoch [142][2300/3746] lr: 7.693e-04, eta: 5:27:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5902, top5_acc: 0.8152, loss_cls: 2.8533, loss: 2.8533 +2024-01-03 09:53:01,489 - pyskl - INFO - Epoch [142][2400/3746] lr: 7.644e-04, eta: 5:26:52, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5813, top5_acc: 0.8198, loss_cls: 2.8739, loss: 2.8739 +2024-01-03 09:54:00,704 - pyskl - INFO - Epoch [142][2500/3746] lr: 7.595e-04, eta: 5:25:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5800, top5_acc: 0.8152, loss_cls: 2.8997, loss: 2.8997 +2024-01-03 09:54:59,662 - pyskl - INFO - Epoch [142][2600/3746] lr: 7.547e-04, eta: 5:24:45, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5938, top5_acc: 0.8189, loss_cls: 2.8326, loss: 2.8326 +2024-01-03 09:55:58,794 - pyskl - INFO - Epoch [142][2700/3746] lr: 7.499e-04, eta: 5:23:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5795, top5_acc: 0.8084, loss_cls: 2.8905, loss: 2.8905 +2024-01-03 09:56:59,152 - pyskl - INFO - Epoch [142][2800/3746] lr: 7.450e-04, eta: 5:22:39, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5823, top5_acc: 0.8084, loss_cls: 2.8949, loss: 2.8949 +2024-01-03 09:57:59,592 - pyskl - INFO - Epoch [142][2900/3746] lr: 7.402e-04, eta: 5:21:36, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5856, top5_acc: 0.8225, loss_cls: 2.8682, loss: 2.8682 +2024-01-03 09:58:59,111 - pyskl - INFO - Epoch [142][3000/3746] lr: 7.355e-04, eta: 5:20:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5823, top5_acc: 0.8095, loss_cls: 2.9001, loss: 2.9001 +2024-01-03 09:59:58,395 - pyskl - INFO - Epoch [142][3100/3746] lr: 7.307e-04, eta: 5:19:30, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5922, top5_acc: 0.8158, loss_cls: 2.8622, loss: 2.8622 +2024-01-03 10:00:57,567 - pyskl - INFO - Epoch [142][3200/3746] lr: 7.259e-04, eta: 5:18:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5755, top5_acc: 0.7995, loss_cls: 2.9183, loss: 2.9183 +2024-01-03 10:01:57,058 - pyskl - INFO - Epoch [142][3300/3746] lr: 7.212e-04, eta: 5:17:24, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5795, top5_acc: 0.8092, loss_cls: 2.9047, loss: 2.9047 +2024-01-03 10:02:56,095 - pyskl - INFO - Epoch [142][3400/3746] lr: 7.165e-04, eta: 5:16:21, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5892, top5_acc: 0.8184, loss_cls: 2.8697, loss: 2.8697 +2024-01-03 10:03:55,014 - pyskl - INFO - Epoch [142][3500/3746] lr: 7.118e-04, eta: 5:15:18, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.5869, top5_acc: 0.8230, loss_cls: 2.8480, loss: 2.8480 +2024-01-03 10:04:54,243 - pyskl - INFO - Epoch [142][3600/3746] lr: 7.071e-04, eta: 5:14:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5798, top5_acc: 0.8147, loss_cls: 2.8883, loss: 2.8883 +2024-01-03 10:05:53,599 - pyskl - INFO - Epoch [142][3700/3746] lr: 7.024e-04, eta: 5:13:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5795, top5_acc: 0.8113, loss_cls: 2.9203, loss: 2.9203 +2024-01-03 10:06:23,631 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-01-03 10:08:21,457 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 10:08:22,270 - pyskl - INFO - +top1_acc 0.4376 +top5_acc 0.6836 +2024-01-03 10:08:22,270 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 10:08:22,303 - pyskl - INFO - +mean_acc 0.4374 +2024-01-03 10:08:22,308 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_141.pth was removed +2024-01-03 10:08:22,561 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2024-01-03 10:08:22,562 - pyskl - INFO - Best top1_acc is 0.4376 at 142 epoch. +2024-01-03 10:08:22,570 - pyskl - INFO - Epoch(val) [142][309] top1_acc: 0.4376, top5_acc: 0.6836, mean_class_accuracy: 0.4374 +2024-01-03 10:11:52,078 - pyskl - INFO - Epoch [143][100/3746] lr: 6.956e-04, eta: 5:11:55, time: 2.095, data_time: 1.494, memory: 16177, top1_acc: 0.6025, top5_acc: 0.8316, loss_cls: 2.7896, loss: 2.7896 +2024-01-03 10:12:51,808 - pyskl - INFO - Epoch [143][200/3746] lr: 6.910e-04, eta: 5:10:52, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6052, top5_acc: 0.8272, loss_cls: 2.8087, loss: 2.8087 +2024-01-03 10:13:52,039 - pyskl - INFO - Epoch [143][300/3746] lr: 6.863e-04, eta: 5:09:49, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.5973, top5_acc: 0.8200, loss_cls: 2.8210, loss: 2.8210 +2024-01-03 10:14:52,488 - pyskl - INFO - Epoch [143][400/3746] lr: 6.817e-04, eta: 5:08:46, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.5909, top5_acc: 0.8234, loss_cls: 2.8375, loss: 2.8375 +2024-01-03 10:15:56,004 - pyskl - INFO - Epoch [143][500/3746] lr: 6.771e-04, eta: 5:07:44, time: 0.635, data_time: 0.001, memory: 16177, top1_acc: 0.5908, top5_acc: 0.8258, loss_cls: 2.8277, loss: 2.8277 +2024-01-03 10:16:55,677 - pyskl - INFO - Epoch [143][600/3746] lr: 6.725e-04, eta: 5:06:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6034, top5_acc: 0.8348, loss_cls: 2.7897, loss: 2.7897 +2024-01-03 10:17:55,033 - pyskl - INFO - Epoch [143][700/3746] lr: 6.680e-04, eta: 5:05:38, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5884, top5_acc: 0.8203, loss_cls: 2.8508, loss: 2.8508 +2024-01-03 10:18:54,435 - pyskl - INFO - Epoch [143][800/3746] lr: 6.634e-04, eta: 5:04:35, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5966, top5_acc: 0.8300, loss_cls: 2.8040, loss: 2.8040 +2024-01-03 10:19:54,124 - pyskl - INFO - Epoch [143][900/3746] lr: 6.589e-04, eta: 5:03:32, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6005, top5_acc: 0.8219, loss_cls: 2.8220, loss: 2.8220 +2024-01-03 10:20:53,303 - pyskl - INFO - Epoch [143][1000/3746] lr: 6.544e-04, eta: 5:02:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5905, top5_acc: 0.8225, loss_cls: 2.8386, loss: 2.8386 +2024-01-03 10:21:52,653 - pyskl - INFO - Epoch [143][1100/3746] lr: 6.499e-04, eta: 5:01:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6005, top5_acc: 0.8273, loss_cls: 2.8017, loss: 2.8017 +2024-01-03 10:22:51,885 - pyskl - INFO - Epoch [143][1200/3746] lr: 6.454e-04, eta: 5:00:23, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6052, top5_acc: 0.8289, loss_cls: 2.7987, loss: 2.7987 +2024-01-03 10:23:51,223 - pyskl - INFO - Epoch [143][1300/3746] lr: 6.409e-04, eta: 4:59:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5992, top5_acc: 0.8206, loss_cls: 2.8225, loss: 2.8225 +2024-01-03 10:24:50,407 - pyskl - INFO - Epoch [143][1400/3746] lr: 6.365e-04, eta: 4:58:16, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5975, top5_acc: 0.8241, loss_cls: 2.8162, loss: 2.8162 +2024-01-03 10:25:49,797 - pyskl - INFO - Epoch [143][1500/3746] lr: 6.320e-04, eta: 4:57:13, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5956, top5_acc: 0.8272, loss_cls: 2.8183, loss: 2.8183 +2024-01-03 10:26:49,272 - pyskl - INFO - Epoch [143][1600/3746] lr: 6.276e-04, eta: 4:56:10, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5958, top5_acc: 0.8236, loss_cls: 2.8348, loss: 2.8348 +2024-01-03 10:27:48,587 - pyskl - INFO - Epoch [143][1700/3746] lr: 6.232e-04, eta: 4:55:07, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5867, top5_acc: 0.8164, loss_cls: 2.8650, loss: 2.8650 +2024-01-03 10:28:47,753 - pyskl - INFO - Epoch [143][1800/3746] lr: 6.188e-04, eta: 4:54:04, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5936, top5_acc: 0.8228, loss_cls: 2.8430, loss: 2.8430 +2024-01-03 10:29:46,935 - pyskl - INFO - Epoch [143][1900/3746] lr: 6.144e-04, eta: 4:53:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6003, top5_acc: 0.8181, loss_cls: 2.8250, loss: 2.8250 +2024-01-03 10:30:46,182 - pyskl - INFO - Epoch [143][2000/3746] lr: 6.101e-04, eta: 4:51:58, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5973, top5_acc: 0.8225, loss_cls: 2.8153, loss: 2.8153 +2024-01-03 10:31:45,397 - pyskl - INFO - Epoch [143][2100/3746] lr: 6.057e-04, eta: 4:50:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6009, top5_acc: 0.8206, loss_cls: 2.8336, loss: 2.8336 +2024-01-03 10:32:44,552 - pyskl - INFO - Epoch [143][2200/3746] lr: 6.014e-04, eta: 4:49:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6073, top5_acc: 0.8313, loss_cls: 2.7757, loss: 2.7757 +2024-01-03 10:33:43,618 - pyskl - INFO - Epoch [143][2300/3746] lr: 5.971e-04, eta: 4:48:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5908, top5_acc: 0.8253, loss_cls: 2.8284, loss: 2.8284 +2024-01-03 10:34:42,621 - pyskl - INFO - Epoch [143][2400/3746] lr: 5.928e-04, eta: 4:47:46, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5983, top5_acc: 0.8117, loss_cls: 2.8480, loss: 2.8480 +2024-01-03 10:35:43,127 - pyskl - INFO - Epoch [143][2500/3746] lr: 5.885e-04, eta: 4:46:43, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6003, top5_acc: 0.8250, loss_cls: 2.7965, loss: 2.7965 +2024-01-03 10:36:42,332 - pyskl - INFO - Epoch [143][2600/3746] lr: 5.842e-04, eta: 4:45:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6045, top5_acc: 0.8250, loss_cls: 2.8262, loss: 2.8262 +2024-01-03 10:37:41,475 - pyskl - INFO - Epoch [143][2700/3746] lr: 5.800e-04, eta: 4:44:37, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.5916, top5_acc: 0.8181, loss_cls: 2.8575, loss: 2.8575 +2024-01-03 10:38:41,032 - pyskl - INFO - Epoch [143][2800/3746] lr: 5.757e-04, eta: 4:43:34, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.5972, top5_acc: 0.8223, loss_cls: 2.8345, loss: 2.8345 +2024-01-03 10:39:41,382 - pyskl - INFO - Epoch [143][2900/3746] lr: 5.715e-04, eta: 4:42:31, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.5880, top5_acc: 0.8134, loss_cls: 2.8640, loss: 2.8640 +2024-01-03 10:40:40,699 - pyskl - INFO - Epoch [143][3000/3746] lr: 5.673e-04, eta: 4:41:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5886, top5_acc: 0.8230, loss_cls: 2.8553, loss: 2.8553 +2024-01-03 10:41:40,028 - pyskl - INFO - Epoch [143][3100/3746] lr: 5.631e-04, eta: 4:40:25, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5952, top5_acc: 0.8197, loss_cls: 2.8313, loss: 2.8313 +2024-01-03 10:42:39,616 - pyskl - INFO - Epoch [143][3200/3746] lr: 5.590e-04, eta: 4:39:22, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6061, top5_acc: 0.8298, loss_cls: 2.7944, loss: 2.7944 +2024-01-03 10:43:38,783 - pyskl - INFO - Epoch [143][3300/3746] lr: 5.548e-04, eta: 4:38:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5913, top5_acc: 0.8269, loss_cls: 2.8350, loss: 2.8350 +2024-01-03 10:44:38,215 - pyskl - INFO - Epoch [143][3400/3746] lr: 5.506e-04, eta: 4:37:16, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5927, top5_acc: 0.8239, loss_cls: 2.8228, loss: 2.8228 +2024-01-03 10:45:37,400 - pyskl - INFO - Epoch [143][3500/3746] lr: 5.465e-04, eta: 4:36:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5877, top5_acc: 0.8203, loss_cls: 2.8561, loss: 2.8561 +2024-01-03 10:46:36,685 - pyskl - INFO - Epoch [143][3600/3746] lr: 5.424e-04, eta: 4:35:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.5883, top5_acc: 0.8119, loss_cls: 2.8790, loss: 2.8790 +2024-01-03 10:47:35,904 - pyskl - INFO - Epoch [143][3700/3746] lr: 5.383e-04, eta: 4:34:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5797, top5_acc: 0.8113, loss_cls: 2.8944, loss: 2.8944 +2024-01-03 10:48:05,819 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-01-03 10:50:00,906 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 10:50:01,750 - pyskl - INFO - +top1_acc 0.4396 +top5_acc 0.6844 +2024-01-03 10:50:01,750 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 10:50:01,788 - pyskl - INFO - +mean_acc 0.4393 +2024-01-03 10:50:01,789 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_142.pth was removed +2024-01-03 10:50:02,039 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_143.pth. +2024-01-03 10:50:02,040 - pyskl - INFO - Best top1_acc is 0.4396 at 143 epoch. +2024-01-03 10:50:02,050 - pyskl - INFO - Epoch(val) [143][309] top1_acc: 0.4396, top5_acc: 0.6844, mean_class_accuracy: 0.4393 +2024-01-03 10:53:22,340 - pyskl - INFO - Epoch [144][100/3746] lr: 5.323e-04, eta: 4:32:48, time: 2.003, data_time: 1.410, memory: 16177, top1_acc: 0.6125, top5_acc: 0.8345, loss_cls: 2.7559, loss: 2.7559 +2024-01-03 10:54:21,963 - pyskl - INFO - Epoch [144][200/3746] lr: 5.283e-04, eta: 4:31:45, time: 0.596, data_time: 0.001, memory: 16177, top1_acc: 0.6195, top5_acc: 0.8397, loss_cls: 2.7294, loss: 2.7294 +2024-01-03 10:55:21,924 - pyskl - INFO - Epoch [144][300/3746] lr: 5.242e-04, eta: 4:30:42, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6022, top5_acc: 0.8300, loss_cls: 2.7868, loss: 2.7868 +2024-01-03 10:56:22,146 - pyskl - INFO - Epoch [144][400/3746] lr: 5.202e-04, eta: 4:29:39, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6159, top5_acc: 0.8283, loss_cls: 2.7581, loss: 2.7581 +2024-01-03 10:57:21,258 - pyskl - INFO - Epoch [144][500/3746] lr: 5.162e-04, eta: 4:28:36, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6134, top5_acc: 0.8356, loss_cls: 2.7598, loss: 2.7598 +2024-01-03 10:58:20,766 - pyskl - INFO - Epoch [144][600/3746] lr: 5.122e-04, eta: 4:27:33, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5994, top5_acc: 0.8264, loss_cls: 2.7977, loss: 2.7977 +2024-01-03 10:59:20,882 - pyskl - INFO - Epoch [144][700/3746] lr: 5.082e-04, eta: 4:26:30, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6097, top5_acc: 0.8317, loss_cls: 2.7804, loss: 2.7804 +2024-01-03 11:00:20,057 - pyskl - INFO - Epoch [144][800/3746] lr: 5.042e-04, eta: 4:25:27, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6017, top5_acc: 0.8213, loss_cls: 2.8041, loss: 2.8041 +2024-01-03 11:01:19,078 - pyskl - INFO - Epoch [144][900/3746] lr: 5.003e-04, eta: 4:24:24, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.5962, top5_acc: 0.8266, loss_cls: 2.8023, loss: 2.8023 +2024-01-03 11:02:18,446 - pyskl - INFO - Epoch [144][1000/3746] lr: 4.964e-04, eta: 4:23:21, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6103, top5_acc: 0.8313, loss_cls: 2.7841, loss: 2.7841 +2024-01-03 11:03:17,705 - pyskl - INFO - Epoch [144][1100/3746] lr: 4.924e-04, eta: 4:22:18, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6055, top5_acc: 0.8333, loss_cls: 2.7762, loss: 2.7762 +2024-01-03 11:04:16,901 - pyskl - INFO - Epoch [144][1200/3746] lr: 4.885e-04, eta: 4:21:15, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6059, top5_acc: 0.8311, loss_cls: 2.7937, loss: 2.7937 +2024-01-03 11:05:16,175 - pyskl - INFO - Epoch [144][1300/3746] lr: 4.846e-04, eta: 4:20:12, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6047, top5_acc: 0.8314, loss_cls: 2.7828, loss: 2.7828 +2024-01-03 11:06:15,338 - pyskl - INFO - Epoch [144][1400/3746] lr: 4.808e-04, eta: 4:19:09, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6053, top5_acc: 0.8270, loss_cls: 2.7784, loss: 2.7784 +2024-01-03 11:07:14,902 - pyskl - INFO - Epoch [144][1500/3746] lr: 4.769e-04, eta: 4:18:06, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6128, top5_acc: 0.8397, loss_cls: 2.7543, loss: 2.7543 +2024-01-03 11:08:14,175 - pyskl - INFO - Epoch [144][1600/3746] lr: 4.731e-04, eta: 4:17:03, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6053, top5_acc: 0.8297, loss_cls: 2.7755, loss: 2.7755 +2024-01-03 11:09:13,531 - pyskl - INFO - Epoch [144][1700/3746] lr: 4.692e-04, eta: 4:16:00, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.5934, top5_acc: 0.8242, loss_cls: 2.8173, loss: 2.8173 +2024-01-03 11:10:13,116 - pyskl - INFO - Epoch [144][1800/3746] lr: 4.654e-04, eta: 4:14:57, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6059, top5_acc: 0.8342, loss_cls: 2.7951, loss: 2.7951 +2024-01-03 11:11:12,433 - pyskl - INFO - Epoch [144][1900/3746] lr: 4.616e-04, eta: 4:13:54, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6108, top5_acc: 0.8344, loss_cls: 2.7756, loss: 2.7756 +2024-01-03 11:12:11,604 - pyskl - INFO - Epoch [144][2000/3746] lr: 4.578e-04, eta: 4:12:51, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5958, top5_acc: 0.8245, loss_cls: 2.8255, loss: 2.8255 +2024-01-03 11:13:10,855 - pyskl - INFO - Epoch [144][2100/3746] lr: 4.541e-04, eta: 4:11:48, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6161, top5_acc: 0.8378, loss_cls: 2.7569, loss: 2.7569 +2024-01-03 11:14:10,231 - pyskl - INFO - Epoch [144][2200/3746] lr: 4.503e-04, eta: 4:10:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6095, top5_acc: 0.8331, loss_cls: 2.7666, loss: 2.7666 +2024-01-03 11:15:09,727 - pyskl - INFO - Epoch [144][2300/3746] lr: 4.466e-04, eta: 4:09:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.5917, top5_acc: 0.8211, loss_cls: 2.8263, loss: 2.8263 +2024-01-03 11:16:08,931 - pyskl - INFO - Epoch [144][2400/3746] lr: 4.429e-04, eta: 4:08:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.5988, top5_acc: 0.8211, loss_cls: 2.8218, loss: 2.8218 +2024-01-03 11:17:07,966 - pyskl - INFO - Epoch [144][2500/3746] lr: 4.392e-04, eta: 4:07:36, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6075, top5_acc: 0.8317, loss_cls: 2.7802, loss: 2.7802 +2024-01-03 11:18:07,202 - pyskl - INFO - Epoch [144][2600/3746] lr: 4.355e-04, eta: 4:06:33, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6061, top5_acc: 0.8311, loss_cls: 2.7817, loss: 2.7817 +2024-01-03 11:19:06,835 - pyskl - INFO - Epoch [144][2700/3746] lr: 4.318e-04, eta: 4:05:30, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6069, top5_acc: 0.8281, loss_cls: 2.7662, loss: 2.7662 +2024-01-03 11:20:07,218 - pyskl - INFO - Epoch [144][2800/3746] lr: 4.281e-04, eta: 4:04:28, time: 0.604, data_time: 0.000, memory: 16177, top1_acc: 0.6081, top5_acc: 0.8345, loss_cls: 2.7710, loss: 2.7710 +2024-01-03 11:21:08,827 - pyskl - INFO - Epoch [144][2900/3746] lr: 4.245e-04, eta: 4:03:25, time: 0.616, data_time: 0.000, memory: 16177, top1_acc: 0.6070, top5_acc: 0.8298, loss_cls: 2.7988, loss: 2.7988 +2024-01-03 11:22:08,740 - pyskl - INFO - Epoch [144][3000/3746] lr: 4.209e-04, eta: 4:02:22, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6031, top5_acc: 0.8344, loss_cls: 2.7871, loss: 2.7871 +2024-01-03 11:23:08,114 - pyskl - INFO - Epoch [144][3100/3746] lr: 4.173e-04, eta: 4:01:19, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6062, top5_acc: 0.8294, loss_cls: 2.7854, loss: 2.7854 +2024-01-03 11:24:07,626 - pyskl - INFO - Epoch [144][3200/3746] lr: 4.137e-04, eta: 4:00:16, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6095, top5_acc: 0.8284, loss_cls: 2.7902, loss: 2.7902 +2024-01-03 11:25:06,426 - pyskl - INFO - Epoch [144][3300/3746] lr: 4.101e-04, eta: 3:59:13, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6039, top5_acc: 0.8247, loss_cls: 2.8093, loss: 2.8093 +2024-01-03 11:26:05,256 - pyskl - INFO - Epoch [144][3400/3746] lr: 4.065e-04, eta: 3:58:10, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6086, top5_acc: 0.8328, loss_cls: 2.7746, loss: 2.7746 +2024-01-03 11:27:04,294 - pyskl - INFO - Epoch [144][3500/3746] lr: 4.030e-04, eta: 3:57:07, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6034, top5_acc: 0.8227, loss_cls: 2.8110, loss: 2.8110 +2024-01-03 11:28:03,328 - pyskl - INFO - Epoch [144][3600/3746] lr: 3.994e-04, eta: 3:56:04, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6164, top5_acc: 0.8305, loss_cls: 2.7731, loss: 2.7731 +2024-01-03 11:29:02,091 - pyskl - INFO - Epoch [144][3700/3746] lr: 3.959e-04, eta: 3:55:01, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6081, top5_acc: 0.8236, loss_cls: 2.8024, loss: 2.8024 +2024-01-03 11:29:31,475 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-01-03 11:31:24,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 11:31:25,372 - pyskl - INFO - +top1_acc 0.4370 +top5_acc 0.6863 +2024-01-03 11:31:25,372 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 11:31:25,412 - pyskl - INFO - +mean_acc 0.4367 +2024-01-03 11:31:25,423 - pyskl - INFO - Epoch(val) [144][309] top1_acc: 0.4370, top5_acc: 0.6863, mean_class_accuracy: 0.4367 +2024-01-03 11:34:48,627 - pyskl - INFO - Epoch [145][100/3746] lr: 3.908e-04, eta: 3:53:40, time: 2.032, data_time: 1.435, memory: 16177, top1_acc: 0.6156, top5_acc: 0.8387, loss_cls: 2.7327, loss: 2.7327 +2024-01-03 11:35:48,558 - pyskl - INFO - Epoch [145][200/3746] lr: 3.873e-04, eta: 3:52:37, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6225, top5_acc: 0.8355, loss_cls: 2.7263, loss: 2.7263 +2024-01-03 11:36:48,480 - pyskl - INFO - Epoch [145][300/3746] lr: 3.839e-04, eta: 3:51:34, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6216, top5_acc: 0.8391, loss_cls: 2.7326, loss: 2.7326 +2024-01-03 11:37:49,724 - pyskl - INFO - Epoch [145][400/3746] lr: 3.804e-04, eta: 3:50:31, time: 0.612, data_time: 0.000, memory: 16177, top1_acc: 0.6120, top5_acc: 0.8358, loss_cls: 2.7540, loss: 2.7540 +2024-01-03 11:38:49,305 - pyskl - INFO - Epoch [145][500/3746] lr: 3.770e-04, eta: 3:49:29, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6264, top5_acc: 0.8456, loss_cls: 2.7106, loss: 2.7106 +2024-01-03 11:39:48,599 - pyskl - INFO - Epoch [145][600/3746] lr: 3.736e-04, eta: 3:48:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6211, top5_acc: 0.8403, loss_cls: 2.7258, loss: 2.7258 +2024-01-03 11:40:48,023 - pyskl - INFO - Epoch [145][700/3746] lr: 3.702e-04, eta: 3:47:23, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6108, top5_acc: 0.8348, loss_cls: 2.7457, loss: 2.7457 +2024-01-03 11:41:47,201 - pyskl - INFO - Epoch [145][800/3746] lr: 3.668e-04, eta: 3:46:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6180, top5_acc: 0.8431, loss_cls: 2.7188, loss: 2.7188 +2024-01-03 11:42:46,271 - pyskl - INFO - Epoch [145][900/3746] lr: 3.634e-04, eta: 3:45:17, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6081, top5_acc: 0.8328, loss_cls: 2.7658, loss: 2.7658 +2024-01-03 11:43:45,337 - pyskl - INFO - Epoch [145][1000/3746] lr: 3.600e-04, eta: 3:44:14, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6103, top5_acc: 0.8400, loss_cls: 2.7323, loss: 2.7323 +2024-01-03 11:44:44,826 - pyskl - INFO - Epoch [145][1100/3746] lr: 3.567e-04, eta: 3:43:11, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6145, top5_acc: 0.8323, loss_cls: 2.7677, loss: 2.7677 +2024-01-03 11:45:43,980 - pyskl - INFO - Epoch [145][1200/3746] lr: 3.534e-04, eta: 3:42:08, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6270, top5_acc: 0.8391, loss_cls: 2.7044, loss: 2.7044 +2024-01-03 11:46:43,554 - pyskl - INFO - Epoch [145][1300/3746] lr: 3.501e-04, eta: 3:41:05, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6112, top5_acc: 0.8342, loss_cls: 2.7355, loss: 2.7355 +2024-01-03 11:47:42,919 - pyskl - INFO - Epoch [145][1400/3746] lr: 3.468e-04, eta: 3:40:02, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6155, top5_acc: 0.8405, loss_cls: 2.7212, loss: 2.7212 +2024-01-03 11:48:42,443 - pyskl - INFO - Epoch [145][1500/3746] lr: 3.435e-04, eta: 3:38:59, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6166, top5_acc: 0.8394, loss_cls: 2.7291, loss: 2.7291 +2024-01-03 11:49:41,361 - pyskl - INFO - Epoch [145][1600/3746] lr: 3.402e-04, eta: 3:37:56, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6206, top5_acc: 0.8358, loss_cls: 2.7276, loss: 2.7276 +2024-01-03 11:50:40,383 - pyskl - INFO - Epoch [145][1700/3746] lr: 3.370e-04, eta: 3:36:53, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6136, top5_acc: 0.8355, loss_cls: 2.7410, loss: 2.7410 +2024-01-03 11:51:39,773 - pyskl - INFO - Epoch [145][1800/3746] lr: 3.337e-04, eta: 3:35:50, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6066, top5_acc: 0.8281, loss_cls: 2.7893, loss: 2.7893 +2024-01-03 11:52:38,787 - pyskl - INFO - Epoch [145][1900/3746] lr: 3.305e-04, eta: 3:34:47, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6192, top5_acc: 0.8373, loss_cls: 2.7350, loss: 2.7350 +2024-01-03 11:53:38,215 - pyskl - INFO - Epoch [145][2000/3746] lr: 3.273e-04, eta: 3:33:45, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6100, top5_acc: 0.8302, loss_cls: 2.7400, loss: 2.7400 +2024-01-03 11:54:37,259 - pyskl - INFO - Epoch [145][2100/3746] lr: 3.241e-04, eta: 3:32:42, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6127, top5_acc: 0.8303, loss_cls: 2.7802, loss: 2.7802 +2024-01-03 11:55:36,054 - pyskl - INFO - Epoch [145][2200/3746] lr: 3.210e-04, eta: 3:31:39, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.5978, top5_acc: 0.8325, loss_cls: 2.7915, loss: 2.7915 +2024-01-03 11:56:35,257 - pyskl - INFO - Epoch [145][2300/3746] lr: 3.178e-04, eta: 3:30:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6192, top5_acc: 0.8348, loss_cls: 2.7279, loss: 2.7279 +2024-01-03 11:57:34,130 - pyskl - INFO - Epoch [145][2400/3746] lr: 3.147e-04, eta: 3:29:33, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6169, top5_acc: 0.8373, loss_cls: 2.7407, loss: 2.7407 +2024-01-03 11:58:33,128 - pyskl - INFO - Epoch [145][2500/3746] lr: 3.116e-04, eta: 3:28:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6119, top5_acc: 0.8344, loss_cls: 2.7670, loss: 2.7670 +2024-01-03 11:59:32,449 - pyskl - INFO - Epoch [145][2600/3746] lr: 3.084e-04, eta: 3:27:27, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6239, top5_acc: 0.8356, loss_cls: 2.7244, loss: 2.7244 +2024-01-03 12:00:31,656 - pyskl - INFO - Epoch [145][2700/3746] lr: 3.054e-04, eta: 3:26:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6131, top5_acc: 0.8333, loss_cls: 2.7587, loss: 2.7587 +2024-01-03 12:01:31,451 - pyskl - INFO - Epoch [145][2800/3746] lr: 3.023e-04, eta: 3:25:21, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.6052, top5_acc: 0.8334, loss_cls: 2.7780, loss: 2.7780 +2024-01-03 12:02:32,361 - pyskl - INFO - Epoch [145][2900/3746] lr: 2.992e-04, eta: 3:24:18, time: 0.609, data_time: 0.000, memory: 16177, top1_acc: 0.6147, top5_acc: 0.8419, loss_cls: 2.7291, loss: 2.7291 +2024-01-03 12:03:31,473 - pyskl - INFO - Epoch [145][3000/3746] lr: 2.962e-04, eta: 3:23:16, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6180, top5_acc: 0.8367, loss_cls: 2.7228, loss: 2.7228 +2024-01-03 12:04:30,664 - pyskl - INFO - Epoch [145][3100/3746] lr: 2.931e-04, eta: 3:22:13, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6245, top5_acc: 0.8389, loss_cls: 2.7098, loss: 2.7098 +2024-01-03 12:05:29,906 - pyskl - INFO - Epoch [145][3200/3746] lr: 2.901e-04, eta: 3:21:10, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6212, top5_acc: 0.8427, loss_cls: 2.7305, loss: 2.7305 +2024-01-03 12:06:29,106 - pyskl - INFO - Epoch [145][3300/3746] lr: 2.871e-04, eta: 3:20:07, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6138, top5_acc: 0.8336, loss_cls: 2.7519, loss: 2.7519 +2024-01-03 12:07:28,582 - pyskl - INFO - Epoch [145][3400/3746] lr: 2.841e-04, eta: 3:19:04, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6052, top5_acc: 0.8313, loss_cls: 2.7942, loss: 2.7942 +2024-01-03 12:08:28,128 - pyskl - INFO - Epoch [145][3500/3746] lr: 2.812e-04, eta: 3:18:01, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6052, top5_acc: 0.8272, loss_cls: 2.7875, loss: 2.7875 +2024-01-03 12:09:27,206 - pyskl - INFO - Epoch [145][3600/3746] lr: 2.782e-04, eta: 3:16:58, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6141, top5_acc: 0.8413, loss_cls: 2.7488, loss: 2.7488 +2024-01-03 12:10:26,466 - pyskl - INFO - Epoch [145][3700/3746] lr: 2.753e-04, eta: 3:15:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6141, top5_acc: 0.8377, loss_cls: 2.7363, loss: 2.7363 +2024-01-03 12:10:55,908 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-01-03 12:12:54,250 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 12:12:55,090 - pyskl - INFO - +top1_acc 0.4415 +top5_acc 0.6878 +2024-01-03 12:12:55,090 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 12:12:55,128 - pyskl - INFO - +mean_acc 0.4412 +2024-01-03 12:12:55,129 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_143.pth was removed +2024-01-03 12:12:55,377 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2024-01-03 12:12:55,378 - pyskl - INFO - Best top1_acc is 0.4415 at 145 epoch. +2024-01-03 12:12:55,386 - pyskl - INFO - Epoch(val) [145][309] top1_acc: 0.4415, top5_acc: 0.6878, mean_class_accuracy: 0.4412 +2024-01-03 12:16:14,360 - pyskl - INFO - Epoch [146][100/3746] lr: 2.710e-04, eta: 3:14:32, time: 1.990, data_time: 1.391, memory: 16177, top1_acc: 0.6195, top5_acc: 0.8400, loss_cls: 2.7206, loss: 2.7206 +2024-01-03 12:17:13,522 - pyskl - INFO - Epoch [146][200/3746] lr: 2.681e-04, eta: 3:13:29, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6288, top5_acc: 0.8484, loss_cls: 2.6756, loss: 2.6756 +2024-01-03 12:18:13,040 - pyskl - INFO - Epoch [146][300/3746] lr: 2.652e-04, eta: 3:12:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6272, top5_acc: 0.8438, loss_cls: 2.6940, loss: 2.6940 +2024-01-03 12:19:13,109 - pyskl - INFO - Epoch [146][400/3746] lr: 2.624e-04, eta: 3:11:23, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6367, top5_acc: 0.8514, loss_cls: 2.6546, loss: 2.6546 +2024-01-03 12:20:12,875 - pyskl - INFO - Epoch [146][500/3746] lr: 2.595e-04, eta: 3:10:21, time: 0.598, data_time: 0.001, memory: 16177, top1_acc: 0.6255, top5_acc: 0.8413, loss_cls: 2.7016, loss: 2.7016 +2024-01-03 12:21:12,521 - pyskl - INFO - Epoch [146][600/3746] lr: 2.567e-04, eta: 3:09:18, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6236, top5_acc: 0.8334, loss_cls: 2.7147, loss: 2.7147 +2024-01-03 12:22:12,137 - pyskl - INFO - Epoch [146][700/3746] lr: 2.539e-04, eta: 3:08:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6309, top5_acc: 0.8387, loss_cls: 2.6919, loss: 2.6919 +2024-01-03 12:23:11,126 - pyskl - INFO - Epoch [146][800/3746] lr: 2.511e-04, eta: 3:07:12, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6358, top5_acc: 0.8475, loss_cls: 2.6619, loss: 2.6619 +2024-01-03 12:24:09,902 - pyskl - INFO - Epoch [146][900/3746] lr: 2.483e-04, eta: 3:06:09, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6208, top5_acc: 0.8434, loss_cls: 2.6984, loss: 2.6984 +2024-01-03 12:25:08,873 - pyskl - INFO - Epoch [146][1000/3746] lr: 2.455e-04, eta: 3:05:06, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6323, top5_acc: 0.8506, loss_cls: 2.6797, loss: 2.6797 +2024-01-03 12:26:08,269 - pyskl - INFO - Epoch [146][1100/3746] lr: 2.427e-04, eta: 3:04:03, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6180, top5_acc: 0.8400, loss_cls: 2.7222, loss: 2.7222 +2024-01-03 12:27:07,353 - pyskl - INFO - Epoch [146][1200/3746] lr: 2.400e-04, eta: 3:03:00, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6189, top5_acc: 0.8358, loss_cls: 2.7356, loss: 2.7356 +2024-01-03 12:28:06,499 - pyskl - INFO - Epoch [146][1300/3746] lr: 2.373e-04, eta: 3:01:57, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6147, top5_acc: 0.8366, loss_cls: 2.7447, loss: 2.7447 +2024-01-03 12:29:05,694 - pyskl - INFO - Epoch [146][1400/3746] lr: 2.345e-04, eta: 3:00:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6212, top5_acc: 0.8378, loss_cls: 2.7269, loss: 2.7269 +2024-01-03 12:30:04,792 - pyskl - INFO - Epoch [146][1500/3746] lr: 2.318e-04, eta: 2:59:52, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6331, top5_acc: 0.8498, loss_cls: 2.6887, loss: 2.6887 +2024-01-03 12:31:03,914 - pyskl - INFO - Epoch [146][1600/3746] lr: 2.292e-04, eta: 2:58:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6223, top5_acc: 0.8405, loss_cls: 2.7060, loss: 2.7060 +2024-01-03 12:32:03,214 - pyskl - INFO - Epoch [146][1700/3746] lr: 2.265e-04, eta: 2:57:46, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6253, top5_acc: 0.8323, loss_cls: 2.7354, loss: 2.7354 +2024-01-03 12:33:02,268 - pyskl - INFO - Epoch [146][1800/3746] lr: 2.239e-04, eta: 2:56:43, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6264, top5_acc: 0.8400, loss_cls: 2.7120, loss: 2.7120 +2024-01-03 12:34:01,535 - pyskl - INFO - Epoch [146][1900/3746] lr: 2.212e-04, eta: 2:55:40, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6133, top5_acc: 0.8414, loss_cls: 2.7195, loss: 2.7195 +2024-01-03 12:35:00,720 - pyskl - INFO - Epoch [146][2000/3746] lr: 2.186e-04, eta: 2:54:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6161, top5_acc: 0.8397, loss_cls: 2.7224, loss: 2.7224 +2024-01-03 12:35:59,897 - pyskl - INFO - Epoch [146][2100/3746] lr: 2.160e-04, eta: 2:53:35, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6270, top5_acc: 0.8416, loss_cls: 2.7134, loss: 2.7134 +2024-01-03 12:36:59,265 - pyskl - INFO - Epoch [146][2200/3746] lr: 2.134e-04, eta: 2:52:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6188, top5_acc: 0.8377, loss_cls: 2.7434, loss: 2.7434 +2024-01-03 12:37:58,717 - pyskl - INFO - Epoch [146][2300/3746] lr: 2.108e-04, eta: 2:51:29, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6177, top5_acc: 0.8359, loss_cls: 2.7255, loss: 2.7255 +2024-01-03 12:38:57,994 - pyskl - INFO - Epoch [146][2400/3746] lr: 2.083e-04, eta: 2:50:26, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6289, top5_acc: 0.8394, loss_cls: 2.6978, loss: 2.6978 +2024-01-03 12:39:57,453 - pyskl - INFO - Epoch [146][2500/3746] lr: 2.057e-04, eta: 2:49:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6256, top5_acc: 0.8398, loss_cls: 2.7243, loss: 2.7243 +2024-01-03 12:40:56,633 - pyskl - INFO - Epoch [146][2600/3746] lr: 2.032e-04, eta: 2:48:20, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6216, top5_acc: 0.8339, loss_cls: 2.7207, loss: 2.7207 +2024-01-03 12:41:55,877 - pyskl - INFO - Epoch [146][2700/3746] lr: 2.007e-04, eta: 2:47:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6161, top5_acc: 0.8367, loss_cls: 2.7392, loss: 2.7392 +2024-01-03 12:42:55,477 - pyskl - INFO - Epoch [146][2800/3746] lr: 1.982e-04, eta: 2:46:15, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6348, top5_acc: 0.8453, loss_cls: 2.6771, loss: 2.6771 +2024-01-03 12:43:56,282 - pyskl - INFO - Epoch [146][2900/3746] lr: 1.957e-04, eta: 2:45:12, time: 0.608, data_time: 0.000, memory: 16177, top1_acc: 0.6116, top5_acc: 0.8330, loss_cls: 2.7476, loss: 2.7476 +2024-01-03 12:44:56,183 - pyskl - INFO - Epoch [146][3000/3746] lr: 1.933e-04, eta: 2:44:09, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6342, top5_acc: 0.8492, loss_cls: 2.6875, loss: 2.6875 +2024-01-03 12:45:55,401 - pyskl - INFO - Epoch [146][3100/3746] lr: 1.908e-04, eta: 2:43:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6225, top5_acc: 0.8408, loss_cls: 2.7231, loss: 2.7231 +2024-01-03 12:46:54,790 - pyskl - INFO - Epoch [146][3200/3746] lr: 1.884e-04, eta: 2:42:04, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6244, top5_acc: 0.8448, loss_cls: 2.7036, loss: 2.7036 +2024-01-03 12:47:54,497 - pyskl - INFO - Epoch [146][3300/3746] lr: 1.860e-04, eta: 2:41:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6311, top5_acc: 0.8423, loss_cls: 2.6902, loss: 2.6902 +2024-01-03 12:48:53,585 - pyskl - INFO - Epoch [146][3400/3746] lr: 1.836e-04, eta: 2:39:58, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6248, top5_acc: 0.8448, loss_cls: 2.6955, loss: 2.6955 +2024-01-03 12:49:52,874 - pyskl - INFO - Epoch [146][3500/3746] lr: 1.812e-04, eta: 2:38:55, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6183, top5_acc: 0.8389, loss_cls: 2.7129, loss: 2.7129 +2024-01-03 12:50:52,043 - pyskl - INFO - Epoch [146][3600/3746] lr: 1.788e-04, eta: 2:37:52, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6167, top5_acc: 0.8403, loss_cls: 2.7366, loss: 2.7366 +2024-01-03 12:51:51,311 - pyskl - INFO - Epoch [146][3700/3746] lr: 1.765e-04, eta: 2:36:49, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6241, top5_acc: 0.8389, loss_cls: 2.7290, loss: 2.7290 +2024-01-03 12:52:21,432 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-01-03 12:54:16,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 12:54:17,334 - pyskl - INFO - +top1_acc 0.4392 +top5_acc 0.6871 +2024-01-03 12:54:17,334 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 12:54:17,370 - pyskl - INFO - +mean_acc 0.4389 +2024-01-03 12:54:17,379 - pyskl - INFO - Epoch(val) [146][309] top1_acc: 0.4392, top5_acc: 0.6871, mean_class_accuracy: 0.4389 +2024-01-03 12:57:40,637 - pyskl - INFO - Epoch [147][100/3746] lr: 1.730e-04, eta: 2:35:25, time: 2.032, data_time: 1.431, memory: 16177, top1_acc: 0.6264, top5_acc: 0.8445, loss_cls: 2.6908, loss: 2.6908 +2024-01-03 12:58:40,089 - pyskl - INFO - Epoch [147][200/3746] lr: 1.707e-04, eta: 2:34:22, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6286, top5_acc: 0.8419, loss_cls: 2.6957, loss: 2.6957 +2024-01-03 12:59:40,102 - pyskl - INFO - Epoch [147][300/3746] lr: 1.684e-04, eta: 2:33:19, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6291, top5_acc: 0.8462, loss_cls: 2.6666, loss: 2.6666 +2024-01-03 13:00:40,720 - pyskl - INFO - Epoch [147][400/3746] lr: 1.661e-04, eta: 2:32:16, time: 0.606, data_time: 0.000, memory: 16177, top1_acc: 0.6395, top5_acc: 0.8466, loss_cls: 2.6481, loss: 2.6481 +2024-01-03 13:01:40,329 - pyskl - INFO - Epoch [147][500/3746] lr: 1.639e-04, eta: 2:31:13, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6375, top5_acc: 0.8475, loss_cls: 2.6780, loss: 2.6780 +2024-01-03 13:02:39,677 - pyskl - INFO - Epoch [147][600/3746] lr: 1.616e-04, eta: 2:30:11, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6336, top5_acc: 0.8517, loss_cls: 2.6798, loss: 2.6798 +2024-01-03 13:03:39,138 - pyskl - INFO - Epoch [147][700/3746] lr: 1.594e-04, eta: 2:29:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6316, top5_acc: 0.8430, loss_cls: 2.6879, loss: 2.6879 +2024-01-03 13:04:38,496 - pyskl - INFO - Epoch [147][800/3746] lr: 1.572e-04, eta: 2:28:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6317, top5_acc: 0.8483, loss_cls: 2.6773, loss: 2.6773 +2024-01-03 13:05:37,822 - pyskl - INFO - Epoch [147][900/3746] lr: 1.550e-04, eta: 2:27:02, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6383, top5_acc: 0.8536, loss_cls: 2.6495, loss: 2.6495 +2024-01-03 13:06:37,123 - pyskl - INFO - Epoch [147][1000/3746] lr: 1.528e-04, eta: 2:25:59, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6395, top5_acc: 0.8511, loss_cls: 2.6570, loss: 2.6570 +2024-01-03 13:07:36,494 - pyskl - INFO - Epoch [147][1100/3746] lr: 1.506e-04, eta: 2:24:56, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6356, top5_acc: 0.8461, loss_cls: 2.6687, loss: 2.6687 +2024-01-03 13:08:35,422 - pyskl - INFO - Epoch [147][1200/3746] lr: 1.484e-04, eta: 2:23:54, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6148, top5_acc: 0.8370, loss_cls: 2.7242, loss: 2.7242 +2024-01-03 13:09:34,543 - pyskl - INFO - Epoch [147][1300/3746] lr: 1.463e-04, eta: 2:22:51, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6234, top5_acc: 0.8472, loss_cls: 2.6854, loss: 2.6854 +2024-01-03 13:10:34,023 - pyskl - INFO - Epoch [147][1400/3746] lr: 1.442e-04, eta: 2:21:48, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6312, top5_acc: 0.8506, loss_cls: 2.6726, loss: 2.6726 +2024-01-03 13:11:33,328 - pyskl - INFO - Epoch [147][1500/3746] lr: 1.420e-04, eta: 2:20:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 2.6788, loss: 2.6788 +2024-01-03 13:12:32,542 - pyskl - INFO - Epoch [147][1600/3746] lr: 1.399e-04, eta: 2:19:42, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6259, top5_acc: 0.8477, loss_cls: 2.6869, loss: 2.6869 +2024-01-03 13:13:31,809 - pyskl - INFO - Epoch [147][1700/3746] lr: 1.379e-04, eta: 2:18:40, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6295, top5_acc: 0.8448, loss_cls: 2.6885, loss: 2.6885 +2024-01-03 13:14:31,045 - pyskl - INFO - Epoch [147][1800/3746] lr: 1.358e-04, eta: 2:17:37, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6300, top5_acc: 0.8498, loss_cls: 2.6616, loss: 2.6616 +2024-01-03 13:15:30,490 - pyskl - INFO - Epoch [147][1900/3746] lr: 1.337e-04, eta: 2:16:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6334, top5_acc: 0.8387, loss_cls: 2.6861, loss: 2.6861 +2024-01-03 13:16:29,688 - pyskl - INFO - Epoch [147][2000/3746] lr: 1.317e-04, eta: 2:15:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6278, top5_acc: 0.8527, loss_cls: 2.6657, loss: 2.6657 +2024-01-03 13:17:28,968 - pyskl - INFO - Epoch [147][2100/3746] lr: 1.297e-04, eta: 2:14:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6297, top5_acc: 0.8456, loss_cls: 2.6871, loss: 2.6871 +2024-01-03 13:18:28,423 - pyskl - INFO - Epoch [147][2200/3746] lr: 1.277e-04, eta: 2:13:26, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6325, top5_acc: 0.8533, loss_cls: 2.6723, loss: 2.6723 +2024-01-03 13:19:27,925 - pyskl - INFO - Epoch [147][2300/3746] lr: 1.257e-04, eta: 2:12:23, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6322, top5_acc: 0.8492, loss_cls: 2.6774, loss: 2.6774 +2024-01-03 13:20:27,273 - pyskl - INFO - Epoch [147][2400/3746] lr: 1.237e-04, eta: 2:11:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6308, top5_acc: 0.8447, loss_cls: 2.6816, loss: 2.6816 +2024-01-03 13:21:26,465 - pyskl - INFO - Epoch [147][2500/3746] lr: 1.218e-04, eta: 2:10:17, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6311, top5_acc: 0.8408, loss_cls: 2.6857, loss: 2.6857 +2024-01-03 13:22:25,655 - pyskl - INFO - Epoch [147][2600/3746] lr: 1.198e-04, eta: 2:09:14, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6377, top5_acc: 0.8455, loss_cls: 2.6718, loss: 2.6718 +2024-01-03 13:23:25,021 - pyskl - INFO - Epoch [147][2700/3746] lr: 1.179e-04, eta: 2:08:12, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6320, top5_acc: 0.8461, loss_cls: 2.6899, loss: 2.6899 +2024-01-03 13:24:25,236 - pyskl - INFO - Epoch [147][2800/3746] lr: 1.160e-04, eta: 2:07:09, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6298, top5_acc: 0.8411, loss_cls: 2.6821, loss: 2.6821 +2024-01-03 13:25:25,314 - pyskl - INFO - Epoch [147][2900/3746] lr: 1.141e-04, eta: 2:06:06, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6364, top5_acc: 0.8495, loss_cls: 2.6679, loss: 2.6679 +2024-01-03 13:26:25,560 - pyskl - INFO - Epoch [147][3000/3746] lr: 1.122e-04, eta: 2:05:03, time: 0.602, data_time: 0.000, memory: 16177, top1_acc: 0.6386, top5_acc: 0.8494, loss_cls: 2.6597, loss: 2.6597 +2024-01-03 13:27:25,274 - pyskl - INFO - Epoch [147][3100/3746] lr: 1.103e-04, eta: 2:04:01, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6269, top5_acc: 0.8384, loss_cls: 2.7134, loss: 2.7134 +2024-01-03 13:28:25,034 - pyskl - INFO - Epoch [147][3200/3746] lr: 1.085e-04, eta: 2:02:58, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6359, top5_acc: 0.8441, loss_cls: 2.6764, loss: 2.6764 +2024-01-03 13:29:24,431 - pyskl - INFO - Epoch [147][3300/3746] lr: 1.067e-04, eta: 2:01:55, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6314, top5_acc: 0.8466, loss_cls: 2.6710, loss: 2.6710 +2024-01-03 13:30:23,318 - pyskl - INFO - Epoch [147][3400/3746] lr: 1.048e-04, eta: 2:00:52, time: 0.589, data_time: 0.000, memory: 16177, top1_acc: 0.6364, top5_acc: 0.8472, loss_cls: 2.6777, loss: 2.6777 +2024-01-03 13:31:22,492 - pyskl - INFO - Epoch [147][3500/3746] lr: 1.030e-04, eta: 1:59:50, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6247, top5_acc: 0.8458, loss_cls: 2.6956, loss: 2.6956 +2024-01-03 13:32:21,550 - pyskl - INFO - Epoch [147][3600/3746] lr: 1.013e-04, eta: 1:58:47, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6219, top5_acc: 0.8448, loss_cls: 2.6908, loss: 2.6908 +2024-01-03 13:33:20,957 - pyskl - INFO - Epoch [147][3700/3746] lr: 9.949e-05, eta: 1:57:44, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6364, top5_acc: 0.8472, loss_cls: 2.6558, loss: 2.6558 +2024-01-03 13:33:50,822 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-01-03 13:35:48,509 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 13:35:49,318 - pyskl - INFO - +top1_acc 0.4420 +top5_acc 0.6881 +2024-01-03 13:35:49,318 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 13:35:49,354 - pyskl - INFO - +mean_acc 0.4417 +2024-01-03 13:35:49,364 - pyskl - INFO - The previous best checkpoint /data1/hao.wang/reproducation/hongda.liu/pyskl/work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_145.pth was removed +2024-01-03 13:35:49,616 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_147.pth. +2024-01-03 13:35:49,617 - pyskl - INFO - Best top1_acc is 0.4420 at 147 epoch. +2024-01-03 13:35:49,627 - pyskl - INFO - Epoch(val) [147][309] top1_acc: 0.4420, top5_acc: 0.6881, mean_class_accuracy: 0.4417 +2024-01-03 13:39:13,452 - pyskl - INFO - Epoch [148][100/3746] lr: 9.693e-05, eta: 1:56:18, time: 2.038, data_time: 1.435, memory: 16177, top1_acc: 0.6356, top5_acc: 0.8472, loss_cls: 2.6668, loss: 2.6668 +2024-01-03 13:40:12,952 - pyskl - INFO - Epoch [148][200/3746] lr: 9.520e-05, eta: 1:55:15, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6366, top5_acc: 0.8444, loss_cls: 2.6764, loss: 2.6764 +2024-01-03 13:41:12,897 - pyskl - INFO - Epoch [148][300/3746] lr: 9.348e-05, eta: 1:54:12, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6323, top5_acc: 0.8484, loss_cls: 2.6671, loss: 2.6671 +2024-01-03 13:42:13,361 - pyskl - INFO - Epoch [148][400/3746] lr: 9.178e-05, eta: 1:53:09, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6341, top5_acc: 0.8488, loss_cls: 2.6658, loss: 2.6658 +2024-01-03 13:43:13,180 - pyskl - INFO - Epoch [148][500/3746] lr: 9.010e-05, eta: 1:52:06, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6381, top5_acc: 0.8478, loss_cls: 2.6600, loss: 2.6600 +2024-01-03 13:44:12,443 - pyskl - INFO - Epoch [148][600/3746] lr: 8.843e-05, eta: 1:51:04, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6447, top5_acc: 0.8516, loss_cls: 2.6409, loss: 2.6409 +2024-01-03 13:45:11,625 - pyskl - INFO - Epoch [148][700/3746] lr: 8.678e-05, eta: 1:50:01, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6469, top5_acc: 0.8548, loss_cls: 2.6047, loss: 2.6047 +2024-01-03 13:46:10,914 - pyskl - INFO - Epoch [148][800/3746] lr: 8.514e-05, eta: 1:48:58, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6439, top5_acc: 0.8497, loss_cls: 2.6178, loss: 2.6178 +2024-01-03 13:47:10,163 - pyskl - INFO - Epoch [148][900/3746] lr: 8.351e-05, eta: 1:47:55, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6284, top5_acc: 0.8466, loss_cls: 2.6971, loss: 2.6971 +2024-01-03 13:48:09,559 - pyskl - INFO - Epoch [148][1000/3746] lr: 8.191e-05, eta: 1:46:53, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6341, top5_acc: 0.8552, loss_cls: 2.6444, loss: 2.6444 +2024-01-03 13:49:08,667 - pyskl - INFO - Epoch [148][1100/3746] lr: 8.031e-05, eta: 1:45:50, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6397, top5_acc: 0.8545, loss_cls: 2.6319, loss: 2.6319 +2024-01-03 13:50:08,522 - pyskl - INFO - Epoch [148][1200/3746] lr: 7.874e-05, eta: 1:44:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6350, top5_acc: 0.8478, loss_cls: 2.6603, loss: 2.6603 +2024-01-03 13:51:08,803 - pyskl - INFO - Epoch [148][1300/3746] lr: 7.718e-05, eta: 1:43:44, time: 0.603, data_time: 0.000, memory: 16177, top1_acc: 0.6327, top5_acc: 0.8442, loss_cls: 2.6866, loss: 2.6866 +2024-01-03 13:52:08,314 - pyskl - INFO - Epoch [148][1400/3746] lr: 7.563e-05, eta: 1:42:42, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6472, top5_acc: 0.8575, loss_cls: 2.6249, loss: 2.6249 +2024-01-03 13:53:07,726 - pyskl - INFO - Epoch [148][1500/3746] lr: 7.410e-05, eta: 1:41:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6462, top5_acc: 0.8573, loss_cls: 2.6268, loss: 2.6268 +2024-01-03 13:54:07,151 - pyskl - INFO - Epoch [148][1600/3746] lr: 7.259e-05, eta: 1:40:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6389, top5_acc: 0.8442, loss_cls: 2.6641, loss: 2.6641 +2024-01-03 13:55:06,268 - pyskl - INFO - Epoch [148][1700/3746] lr: 7.109e-05, eta: 1:39:33, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6392, top5_acc: 0.8523, loss_cls: 2.6422, loss: 2.6422 +2024-01-03 13:56:05,460 - pyskl - INFO - Epoch [148][1800/3746] lr: 6.961e-05, eta: 1:38:31, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6372, top5_acc: 0.8497, loss_cls: 2.6427, loss: 2.6427 +2024-01-03 13:57:04,710 - pyskl - INFO - Epoch [148][1900/3746] lr: 6.814e-05, eta: 1:37:28, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6461, top5_acc: 0.8547, loss_cls: 2.6376, loss: 2.6376 +2024-01-03 13:58:04,097 - pyskl - INFO - Epoch [148][2000/3746] lr: 6.669e-05, eta: 1:36:25, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6366, top5_acc: 0.8452, loss_cls: 2.6688, loss: 2.6688 +2024-01-03 13:59:03,323 - pyskl - INFO - Epoch [148][2100/3746] lr: 6.526e-05, eta: 1:35:22, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6327, top5_acc: 0.8469, loss_cls: 2.6920, loss: 2.6920 +2024-01-03 14:00:02,603 - pyskl - INFO - Epoch [148][2200/3746] lr: 6.384e-05, eta: 1:34:20, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6445, top5_acc: 0.8548, loss_cls: 2.6227, loss: 2.6227 +2024-01-03 14:01:01,617 - pyskl - INFO - Epoch [148][2300/3746] lr: 6.243e-05, eta: 1:33:17, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6448, top5_acc: 0.8533, loss_cls: 2.6227, loss: 2.6227 +2024-01-03 14:02:00,947 - pyskl - INFO - Epoch [148][2400/3746] lr: 6.104e-05, eta: 1:32:14, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6344, top5_acc: 0.8492, loss_cls: 2.6623, loss: 2.6623 +2024-01-03 14:02:59,750 - pyskl - INFO - Epoch [148][2500/3746] lr: 5.967e-05, eta: 1:31:11, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6252, top5_acc: 0.8433, loss_cls: 2.6922, loss: 2.6922 +2024-01-03 14:03:58,900 - pyskl - INFO - Epoch [148][2600/3746] lr: 5.831e-05, eta: 1:30:09, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6356, top5_acc: 0.8530, loss_cls: 2.6519, loss: 2.6519 +2024-01-03 14:04:58,119 - pyskl - INFO - Epoch [148][2700/3746] lr: 5.697e-05, eta: 1:29:06, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6423, top5_acc: 0.8559, loss_cls: 2.6363, loss: 2.6363 +2024-01-03 14:05:58,093 - pyskl - INFO - Epoch [148][2800/3746] lr: 5.564e-05, eta: 1:28:03, time: 0.600, data_time: 0.000, memory: 16177, top1_acc: 0.6312, top5_acc: 0.8462, loss_cls: 2.6918, loss: 2.6918 +2024-01-03 14:06:58,015 - pyskl - INFO - Epoch [148][2900/3746] lr: 5.433e-05, eta: 1:27:00, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6397, top5_acc: 0.8450, loss_cls: 2.6714, loss: 2.6714 +2024-01-03 14:07:58,536 - pyskl - INFO - Epoch [148][3000/3746] lr: 5.304e-05, eta: 1:25:58, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6394, top5_acc: 0.8511, loss_cls: 2.6542, loss: 2.6542 +2024-01-03 14:08:58,130 - pyskl - INFO - Epoch [148][3100/3746] lr: 5.176e-05, eta: 1:24:55, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6359, top5_acc: 0.8517, loss_cls: 2.6347, loss: 2.6347 +2024-01-03 14:09:57,740 - pyskl - INFO - Epoch [148][3200/3746] lr: 5.050e-05, eta: 1:23:52, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6348, top5_acc: 0.8466, loss_cls: 2.6796, loss: 2.6796 +2024-01-03 14:10:57,288 - pyskl - INFO - Epoch [148][3300/3746] lr: 4.925e-05, eta: 1:22:50, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6294, top5_acc: 0.8523, loss_cls: 2.6675, loss: 2.6675 +2024-01-03 14:11:56,643 - pyskl - INFO - Epoch [148][3400/3746] lr: 4.801e-05, eta: 1:21:47, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6366, top5_acc: 0.8475, loss_cls: 2.6512, loss: 2.6512 +2024-01-03 14:12:55,980 - pyskl - INFO - Epoch [148][3500/3746] lr: 4.680e-05, eta: 1:20:44, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6302, top5_acc: 0.8511, loss_cls: 2.6668, loss: 2.6668 +2024-01-03 14:13:55,078 - pyskl - INFO - Epoch [148][3600/3746] lr: 4.560e-05, eta: 1:19:42, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6442, top5_acc: 0.8527, loss_cls: 2.6484, loss: 2.6484 +2024-01-03 14:14:54,347 - pyskl - INFO - Epoch [148][3700/3746] lr: 4.441e-05, eta: 1:18:39, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6322, top5_acc: 0.8456, loss_cls: 2.6861, loss: 2.6861 +2024-01-03 14:15:24,366 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-01-03 14:17:21,091 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 14:17:22,066 - pyskl - INFO - +top1_acc 0.4401 +top5_acc 0.6879 +2024-01-03 14:17:22,066 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 14:17:22,101 - pyskl - INFO - +mean_acc 0.4398 +2024-01-03 14:17:22,111 - pyskl - INFO - Epoch(val) [148][309] top1_acc: 0.4401, top5_acc: 0.6879, mean_class_accuracy: 0.4398 +2024-01-03 14:20:44,526 - pyskl - INFO - Epoch [149][100/3746] lr: 4.271e-05, eta: 1:17:11, time: 2.024, data_time: 1.426, memory: 16177, top1_acc: 0.6270, top5_acc: 0.8484, loss_cls: 2.6867, loss: 2.6867 +2024-01-03 14:21:44,076 - pyskl - INFO - Epoch [149][200/3746] lr: 4.156e-05, eta: 1:16:08, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6491, top5_acc: 0.8606, loss_cls: 2.6189, loss: 2.6189 +2024-01-03 14:22:44,019 - pyskl - INFO - Epoch [149][300/3746] lr: 4.043e-05, eta: 1:15:05, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6461, top5_acc: 0.8523, loss_cls: 2.6370, loss: 2.6370 +2024-01-03 14:23:44,160 - pyskl - INFO - Epoch [149][400/3746] lr: 3.931e-05, eta: 1:14:02, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6431, top5_acc: 0.8503, loss_cls: 2.6299, loss: 2.6299 +2024-01-03 14:24:44,684 - pyskl - INFO - Epoch [149][500/3746] lr: 3.821e-05, eta: 1:13:00, time: 0.605, data_time: 0.000, memory: 16177, top1_acc: 0.6348, top5_acc: 0.8459, loss_cls: 2.6557, loss: 2.6557 +2024-01-03 14:25:43,993 - pyskl - INFO - Epoch [149][600/3746] lr: 3.713e-05, eta: 1:11:57, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6475, top5_acc: 0.8586, loss_cls: 2.6148, loss: 2.6148 +2024-01-03 14:26:43,113 - pyskl - INFO - Epoch [149][700/3746] lr: 3.606e-05, eta: 1:10:54, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6423, top5_acc: 0.8520, loss_cls: 2.6272, loss: 2.6272 +2024-01-03 14:27:42,651 - pyskl - INFO - Epoch [149][800/3746] lr: 3.500e-05, eta: 1:09:51, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6362, top5_acc: 0.8505, loss_cls: 2.6391, loss: 2.6391 +2024-01-03 14:28:41,739 - pyskl - INFO - Epoch [149][900/3746] lr: 3.397e-05, eta: 1:08:49, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6428, top5_acc: 0.8545, loss_cls: 2.6220, loss: 2.6220 +2024-01-03 14:29:40,758 - pyskl - INFO - Epoch [149][1000/3746] lr: 3.294e-05, eta: 1:07:46, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6367, top5_acc: 0.8483, loss_cls: 2.6583, loss: 2.6583 +2024-01-03 14:30:39,593 - pyskl - INFO - Epoch [149][1100/3746] lr: 3.194e-05, eta: 1:06:43, time: 0.588, data_time: 0.000, memory: 16177, top1_acc: 0.6492, top5_acc: 0.8541, loss_cls: 2.6284, loss: 2.6284 +2024-01-03 14:31:38,582 - pyskl - INFO - Epoch [149][1200/3746] lr: 3.095e-05, eta: 1:05:41, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8562, loss_cls: 2.6314, loss: 2.6314 +2024-01-03 14:32:37,667 - pyskl - INFO - Epoch [149][1300/3746] lr: 2.997e-05, eta: 1:04:38, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6455, top5_acc: 0.8578, loss_cls: 2.6152, loss: 2.6152 +2024-01-03 14:33:36,987 - pyskl - INFO - Epoch [149][1400/3746] lr: 2.901e-05, eta: 1:03:35, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6359, top5_acc: 0.8569, loss_cls: 2.6305, loss: 2.6305 +2024-01-03 14:34:36,141 - pyskl - INFO - Epoch [149][1500/3746] lr: 2.807e-05, eta: 1:02:32, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6323, top5_acc: 0.8475, loss_cls: 2.6731, loss: 2.6731 +2024-01-03 14:35:35,092 - pyskl - INFO - Epoch [149][1600/3746] lr: 2.714e-05, eta: 1:01:30, time: 0.590, data_time: 0.000, memory: 16177, top1_acc: 0.6425, top5_acc: 0.8525, loss_cls: 2.6430, loss: 2.6430 +2024-01-03 14:36:34,514 - pyskl - INFO - Epoch [149][1700/3746] lr: 2.622e-05, eta: 1:00:27, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6395, top5_acc: 0.8533, loss_cls: 2.6363, loss: 2.6363 +2024-01-03 14:37:33,773 - pyskl - INFO - Epoch [149][1800/3746] lr: 2.533e-05, eta: 0:59:24, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6375, top5_acc: 0.8509, loss_cls: 2.6496, loss: 2.6496 +2024-01-03 14:38:33,134 - pyskl - INFO - Epoch [149][1900/3746] lr: 2.444e-05, eta: 0:58:22, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6355, top5_acc: 0.8520, loss_cls: 2.6481, loss: 2.6481 +2024-01-03 14:39:32,294 - pyskl - INFO - Epoch [149][2000/3746] lr: 2.358e-05, eta: 0:57:19, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6359, top5_acc: 0.8498, loss_cls: 2.6403, loss: 2.6403 +2024-01-03 14:40:31,561 - pyskl - INFO - Epoch [149][2100/3746] lr: 2.273e-05, eta: 0:56:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6467, top5_acc: 0.8553, loss_cls: 2.6300, loss: 2.6300 +2024-01-03 14:41:31,203 - pyskl - INFO - Epoch [149][2200/3746] lr: 2.189e-05, eta: 0:55:14, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6417, top5_acc: 0.8612, loss_cls: 2.6200, loss: 2.6200 +2024-01-03 14:42:30,448 - pyskl - INFO - Epoch [149][2300/3746] lr: 2.107e-05, eta: 0:54:11, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6473, top5_acc: 0.8577, loss_cls: 2.6080, loss: 2.6080 +2024-01-03 14:43:29,503 - pyskl - INFO - Epoch [149][2400/3746] lr: 2.027e-05, eta: 0:53:08, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6498, top5_acc: 0.8525, loss_cls: 2.6270, loss: 2.6270 +2024-01-03 14:44:28,877 - pyskl - INFO - Epoch [149][2500/3746] lr: 1.948e-05, eta: 0:52:05, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6452, top5_acc: 0.8525, loss_cls: 2.6291, loss: 2.6291 +2024-01-03 14:45:28,411 - pyskl - INFO - Epoch [149][2600/3746] lr: 1.871e-05, eta: 0:51:03, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6372, top5_acc: 0.8508, loss_cls: 2.6609, loss: 2.6609 +2024-01-03 14:46:28,183 - pyskl - INFO - Epoch [149][2700/3746] lr: 1.795e-05, eta: 0:50:00, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6414, top5_acc: 0.8456, loss_cls: 2.6673, loss: 2.6673 +2024-01-03 14:47:28,363 - pyskl - INFO - Epoch [149][2800/3746] lr: 1.721e-05, eta: 0:48:57, time: 0.602, data_time: 0.001, memory: 16177, top1_acc: 0.6412, top5_acc: 0.8512, loss_cls: 2.6686, loss: 2.6686 +2024-01-03 14:48:27,873 - pyskl - INFO - Epoch [149][2900/3746] lr: 1.649e-05, eta: 0:47:55, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8581, loss_cls: 2.6049, loss: 2.6049 +2024-01-03 14:49:27,689 - pyskl - INFO - Epoch [149][3000/3746] lr: 1.578e-05, eta: 0:46:52, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6425, top5_acc: 0.8511, loss_cls: 2.6435, loss: 2.6435 +2024-01-03 14:50:27,630 - pyskl - INFO - Epoch [149][3100/3746] lr: 1.508e-05, eta: 0:45:49, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8642, loss_cls: 2.5974, loss: 2.5974 +2024-01-03 14:51:27,431 - pyskl - INFO - Epoch [149][3200/3746] lr: 1.440e-05, eta: 0:44:47, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 2.6543, loss: 2.6543 +2024-01-03 14:52:26,657 - pyskl - INFO - Epoch [149][3300/3746] lr: 1.374e-05, eta: 0:43:44, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6406, top5_acc: 0.8431, loss_cls: 2.6606, loss: 2.6606 +2024-01-03 14:53:26,334 - pyskl - INFO - Epoch [149][3400/3746] lr: 1.309e-05, eta: 0:42:41, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6470, top5_acc: 0.8583, loss_cls: 2.6186, loss: 2.6186 +2024-01-03 14:54:25,539 - pyskl - INFO - Epoch [149][3500/3746] lr: 1.246e-05, eta: 0:41:39, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6450, top5_acc: 0.8569, loss_cls: 2.6359, loss: 2.6359 +2024-01-03 14:55:24,761 - pyskl - INFO - Epoch [149][3600/3746] lr: 1.184e-05, eta: 0:40:36, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6314, top5_acc: 0.8434, loss_cls: 2.6762, loss: 2.6762 +2024-01-03 14:56:23,926 - pyskl - INFO - Epoch [149][3700/3746] lr: 1.124e-05, eta: 0:39:34, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6370, top5_acc: 0.8484, loss_cls: 2.6704, loss: 2.6704 +2024-01-03 14:56:53,673 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-01-03 14:58:51,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 14:58:51,967 - pyskl - INFO - +top1_acc 0.4418 +top5_acc 0.6888 +2024-01-03 14:58:51,967 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 14:58:52,005 - pyskl - INFO - +mean_acc 0.4415 +2024-01-03 14:58:52,015 - pyskl - INFO - Epoch(val) [149][309] top1_acc: 0.4418, top5_acc: 0.6888, mean_class_accuracy: 0.4415 +2024-01-03 15:02:18,647 - pyskl - INFO - Epoch [150][100/3746] lr: 1.039e-05, eta: 0:38:04, time: 2.066, data_time: 1.468, memory: 16177, top1_acc: 0.6352, top5_acc: 0.8498, loss_cls: 2.6435, loss: 2.6435 +2024-01-03 15:03:17,908 - pyskl - INFO - Epoch [150][200/3746] lr: 9.832e-06, eta: 0:37:01, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6489, top5_acc: 0.8528, loss_cls: 2.6318, loss: 2.6318 +2024-01-03 15:04:17,496 - pyskl - INFO - Epoch [150][300/3746] lr: 9.285e-06, eta: 0:35:58, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6419, top5_acc: 0.8555, loss_cls: 2.6311, loss: 2.6311 +2024-01-03 15:05:17,580 - pyskl - INFO - Epoch [150][400/3746] lr: 8.754e-06, eta: 0:34:56, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6422, top5_acc: 0.8528, loss_cls: 2.6505, loss: 2.6505 +2024-01-03 15:06:17,400 - pyskl - INFO - Epoch [150][500/3746] lr: 8.239e-06, eta: 0:33:53, time: 0.598, data_time: 0.000, memory: 16177, top1_acc: 0.6475, top5_acc: 0.8545, loss_cls: 2.6218, loss: 2.6218 +2024-01-03 15:07:17,005 - pyskl - INFO - Epoch [150][600/3746] lr: 7.739e-06, eta: 0:32:50, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6456, top5_acc: 0.8527, loss_cls: 2.6230, loss: 2.6230 +2024-01-03 15:08:16,218 - pyskl - INFO - Epoch [150][700/3746] lr: 7.255e-06, eta: 0:31:48, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6419, top5_acc: 0.8470, loss_cls: 2.6742, loss: 2.6742 +2024-01-03 15:09:15,505 - pyskl - INFO - Epoch [150][800/3746] lr: 6.787e-06, eta: 0:30:45, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6409, top5_acc: 0.8516, loss_cls: 2.6420, loss: 2.6420 +2024-01-03 15:10:14,836 - pyskl - INFO - Epoch [150][900/3746] lr: 6.334e-06, eta: 0:29:42, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6320, top5_acc: 0.8450, loss_cls: 2.6759, loss: 2.6759 +2024-01-03 15:11:14,058 - pyskl - INFO - Epoch [150][1000/3746] lr: 5.897e-06, eta: 0:28:40, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6473, top5_acc: 0.8552, loss_cls: 2.6158, loss: 2.6158 +2024-01-03 15:12:13,533 - pyskl - INFO - Epoch [150][1100/3746] lr: 5.475e-06, eta: 0:27:37, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6523, top5_acc: 0.8608, loss_cls: 2.6070, loss: 2.6070 +2024-01-03 15:13:12,897 - pyskl - INFO - Epoch [150][1200/3746] lr: 5.070e-06, eta: 0:26:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6503, top5_acc: 0.8528, loss_cls: 2.6190, loss: 2.6190 +2024-01-03 15:14:12,292 - pyskl - INFO - Epoch [150][1300/3746] lr: 4.679e-06, eta: 0:25:32, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6402, top5_acc: 0.8448, loss_cls: 2.6655, loss: 2.6655 +2024-01-03 15:15:11,426 - pyskl - INFO - Epoch [150][1400/3746] lr: 4.305e-06, eta: 0:24:29, time: 0.591, data_time: 0.000, memory: 16177, top1_acc: 0.6386, top5_acc: 0.8511, loss_cls: 2.6344, loss: 2.6344 +2024-01-03 15:16:10,672 - pyskl - INFO - Epoch [150][1500/3746] lr: 3.946e-06, eta: 0:23:26, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6453, top5_acc: 0.8547, loss_cls: 2.6476, loss: 2.6476 +2024-01-03 15:17:09,856 - pyskl - INFO - Epoch [150][1600/3746] lr: 3.602e-06, eta: 0:22:24, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6467, top5_acc: 0.8542, loss_cls: 2.6187, loss: 2.6187 +2024-01-03 15:18:09,173 - pyskl - INFO - Epoch [150][1700/3746] lr: 3.275e-06, eta: 0:21:21, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6520, top5_acc: 0.8578, loss_cls: 2.6073, loss: 2.6073 +2024-01-03 15:19:08,403 - pyskl - INFO - Epoch [150][1800/3746] lr: 2.962e-06, eta: 0:20:18, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6400, top5_acc: 0.8502, loss_cls: 2.6436, loss: 2.6436 +2024-01-03 15:20:07,712 - pyskl - INFO - Epoch [150][1900/3746] lr: 2.666e-06, eta: 0:19:16, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6458, top5_acc: 0.8547, loss_cls: 2.6148, loss: 2.6148 +2024-01-03 15:21:07,024 - pyskl - INFO - Epoch [150][2000/3746] lr: 2.385e-06, eta: 0:18:13, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6366, top5_acc: 0.8494, loss_cls: 2.6539, loss: 2.6539 +2024-01-03 15:22:06,283 - pyskl - INFO - Epoch [150][2100/3746] lr: 2.120e-06, eta: 0:17:10, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6450, top5_acc: 0.8580, loss_cls: 2.6094, loss: 2.6094 +2024-01-03 15:23:05,684 - pyskl - INFO - Epoch [150][2200/3746] lr: 1.870e-06, eta: 0:16:08, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6489, top5_acc: 0.8511, loss_cls: 2.6410, loss: 2.6410 +2024-01-03 15:24:05,377 - pyskl - INFO - Epoch [150][2300/3746] lr: 1.636e-06, eta: 0:15:05, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6384, top5_acc: 0.8575, loss_cls: 2.6240, loss: 2.6240 +2024-01-03 15:25:05,008 - pyskl - INFO - Epoch [150][2400/3746] lr: 1.418e-06, eta: 0:14:02, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6372, top5_acc: 0.8469, loss_cls: 2.6557, loss: 2.6557 +2024-01-03 15:26:04,332 - pyskl - INFO - Epoch [150][2500/3746] lr: 1.215e-06, eta: 0:13:00, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6416, top5_acc: 0.8562, loss_cls: 2.6358, loss: 2.6358 +2024-01-03 15:27:03,738 - pyskl - INFO - Epoch [150][2600/3746] lr: 1.028e-06, eta: 0:11:57, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6458, top5_acc: 0.8598, loss_cls: 2.6077, loss: 2.6077 +2024-01-03 15:28:03,211 - pyskl - INFO - Epoch [150][2700/3746] lr: 8.567e-07, eta: 0:10:54, time: 0.595, data_time: 0.000, memory: 16177, top1_acc: 0.6520, top5_acc: 0.8550, loss_cls: 2.6167, loss: 2.6167 +2024-01-03 15:29:03,353 - pyskl - INFO - Epoch [150][2800/3746] lr: 7.008e-07, eta: 0:09:52, time: 0.601, data_time: 0.000, memory: 16177, top1_acc: 0.6517, top5_acc: 0.8580, loss_cls: 2.6021, loss: 2.6021 +2024-01-03 15:30:02,798 - pyskl - INFO - Epoch [150][2900/3746] lr: 5.606e-07, eta: 0:08:49, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6327, top5_acc: 0.8483, loss_cls: 2.6543, loss: 2.6543 +2024-01-03 15:31:02,677 - pyskl - INFO - Epoch [150][3000/3746] lr: 4.361e-07, eta: 0:07:47, time: 0.599, data_time: 0.000, memory: 16177, top1_acc: 0.6448, top5_acc: 0.8528, loss_cls: 2.6332, loss: 2.6332 +2024-01-03 15:32:02,423 - pyskl - INFO - Epoch [150][3100/3746] lr: 3.271e-07, eta: 0:06:44, time: 0.597, data_time: 0.000, memory: 16177, top1_acc: 0.6436, top5_acc: 0.8541, loss_cls: 2.6335, loss: 2.6335 +2024-01-03 15:33:01,633 - pyskl - INFO - Epoch [150][3200/3746] lr: 2.338e-07, eta: 0:05:41, time: 0.592, data_time: 0.000, memory: 16177, top1_acc: 0.6494, top5_acc: 0.8542, loss_cls: 2.6148, loss: 2.6148 +2024-01-03 15:34:01,008 - pyskl - INFO - Epoch [150][3300/3746] lr: 1.561e-07, eta: 0:04:39, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6456, top5_acc: 0.8545, loss_cls: 2.6148, loss: 2.6148 +2024-01-03 15:35:00,453 - pyskl - INFO - Epoch [150][3400/3746] lr: 9.410e-08, eta: 0:03:36, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6456, top5_acc: 0.8508, loss_cls: 2.6112, loss: 2.6112 +2024-01-03 15:35:59,829 - pyskl - INFO - Epoch [150][3500/3746] lr: 4.768e-08, eta: 0:02:34, time: 0.594, data_time: 0.000, memory: 16177, top1_acc: 0.6402, top5_acc: 0.8584, loss_cls: 2.6320, loss: 2.6320 +2024-01-03 15:36:59,445 - pyskl - INFO - Epoch [150][3600/3746] lr: 1.689e-08, eta: 0:01:31, time: 0.596, data_time: 0.000, memory: 16177, top1_acc: 0.6438, top5_acc: 0.8572, loss_cls: 2.6311, loss: 2.6311 +2024-01-03 15:37:58,733 - pyskl - INFO - Epoch [150][3700/3746] lr: 1.726e-09, eta: 0:00:28, time: 0.593, data_time: 0.000, memory: 16177, top1_acc: 0.6495, top5_acc: 0.8527, loss_cls: 2.6225, loss: 2.6225 +2024-01-03 15:38:28,431 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-01-03 15:40:25,826 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-01-03 15:40:26,763 - pyskl - INFO - +top1_acc 0.4409 +top5_acc 0.6867 +2024-01-03 15:40:26,763 - pyskl - INFO - Evaluating mean_class_accuracy ... +2024-01-03 15:40:26,795 - pyskl - INFO - +mean_acc 0.4406 +2024-01-03 15:40:26,802 - pyskl - INFO - Epoch(val) [150][309] top1_acc: 0.4409, top5_acc: 0.6867, mean_class_accuracy: 0.4406 +2024-01-03 15:40:40,324 - pyskl - INFO - 19743 videos remain after valid thresholding +2024-01-03 15:52:37,443 - pyskl - INFO - Testing results of the last checkpoint +2024-01-03 15:52:37,444 - pyskl - INFO - top1_acc: 0.4517 +2024-01-03 15:52:37,444 - pyskl - INFO - top5_acc: 0.6969 +2024-01-03 15:52:37,444 - pyskl - INFO - mean_class_accuracy: 0.4514 +2024-01-03 15:52:37,445 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/k400/k_3/best_top1_acc_epoch_147.pth +2024-01-03 16:05:00,111 - pyskl - INFO - Testing results of the best checkpoint +2024-01-03 16:05:00,111 - pyskl - INFO - top1_acc: 0.4502 +2024-01-03 16:05:00,111 - pyskl - INFO - top5_acc: 0.6997 +2024-01-03 16:05:00,111 - pyskl - INFO - mean_class_accuracy: 0.4500