diff --git "a/ntu60_xsub/b_1/20241224_155542.log" "b/ntu60_xsub/b_1/20241224_155542.log" new file mode 100644--- /dev/null +++ "b/ntu60_xsub/b_1/20241224_155542.log" @@ -0,0 +1,4959 @@ +2024-12-24 15:55:42,703 - pyskl - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.8 (default, Apr 13 2021, 19:58:26) [GCC 7.3.0] +CUDA available: True +GPU 0: GeForce RTX 3090 +CUDA_HOME: /usr/local/cuda +NVCC: Cuda compilation tools, release 11.2, V11.2.67 +GCC: gcc (Ubuntu 9.4.0-1ubuntu1~20.04.1) 9.4.0 +PyTorch: 1.9.1 +PyTorch compiling details: PyTorch built with: + - GCC 7.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2021.2-Product Build 20210312 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.1 + - 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 8.0.5 + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, 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 -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-variable -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=1.9.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, + +TorchVision: 0.10.1 +OpenCV: 4.6.0 +MMCV: 1.6.0 +MMCV Compiler: GCC 9.3 +MMCV CUDA Compiler: 11.2 +pyskl: 0.1.0+ +------------------------------------------------------------ + +2024-12-24 15:55:43,008 - pyskl - INFO - Config: modality = 'b' +graph = 'nturgb+d' +work_dir = './work_dirs/test_aclnet/ntu60_xsub/b_1' +model = dict( + type='RecognizerGCN', + backbone=dict( + type='GCN_Module', + gcn_ratio=0.125, + gcn_ctr='T', + gcn_ada='T', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead', data_cfg='ntu60', num_classes=60, in_channels=384)) +dataset_type = 'PoseDataset' +ann_file = '/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl' +train_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +val_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +test_pipeline = [ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) +] +data = dict( + videos_per_gpu=16, + workers_per_gpu=4, + test_dataloader=dict(videos_per_gpu=1), + train=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='RandomRot', theta=0.2), + dict(type='Spatial_Flip', dataset='nturgb+d', p=0.5), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_train'), + val=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=1), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val'), + test=dict( + type='PoseDataset', + ann_file='/data/lhd/pyskl_data/nturgbd/ntu60_3danno.pkl', + pipeline=[ + dict(type='PreNormalize3D', align_spine=False), + dict(type='GenSkeFeat', feats=['b']), + dict(type='UniformSampleDecode', clip_len=100, num_clips=10), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xsub_val')) +optimizer = dict( + type='SGD', lr=0.025, 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']) +log_config = dict(interval=100, hooks=[dict(type='TextLoggerHook')]) +dist_params = dict(backend='nccl') +gpu_ids = range(0, 1) + +2024-12-24 15:55:43,009 - pyskl - INFO - Set random seed to 289816543, deterministic: False +2024-12-24 15:55:47,868 - pyskl - INFO - 40091 videos remain after valid thresholding +2024-12-24 15:56:04,227 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-12-24 15:56:04,234 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1 +2024-12-24 15:56:04,234 - 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 + -------------------- +2024-12-24 15:56:04,234 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2024-12-24 15:56:04,235 - pyskl - INFO - Checkpoints will be saved to /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1 by HardDiskBackend. +2024-12-24 15:56:47,738 - pyskl - INFO - Epoch [1][100/2506] lr: 2.500e-02, eta: 1 day, 21:24:32, time: 0.435, data_time: 0.192, memory: 6429, top1_acc: 0.0325, top5_acc: 0.1469, loss_cls: 4.5202, loss: 4.5202 +2024-12-24 15:57:11,217 - pyskl - INFO - Epoch [1][200/2506] lr: 2.500e-02, eta: 1 day, 10:56:59, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.0525, top5_acc: 0.2381, loss_cls: 4.2834, loss: 4.2834 +2024-12-24 15:57:34,761 - pyskl - INFO - Epoch [1][300/2506] lr: 2.500e-02, eta: 1 day, 7:28:54, time: 0.235, data_time: 0.000, memory: 6429, top1_acc: 0.0650, top5_acc: 0.2669, loss_cls: 4.1870, loss: 4.1870 +2024-12-24 15:57:58,388 - pyskl - INFO - Epoch [1][400/2506] lr: 2.500e-02, eta: 1 day, 5:45:56, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.0663, top5_acc: 0.2963, loss_cls: 4.0524, loss: 4.0524 +2024-12-24 15:58:22,041 - pyskl - INFO - Epoch [1][500/2506] lr: 2.500e-02, eta: 1 day, 4:44:21, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.0900, top5_acc: 0.3650, loss_cls: 3.9213, loss: 3.9213 +2024-12-24 15:58:45,665 - pyskl - INFO - Epoch [1][600/2506] lr: 2.500e-02, eta: 1 day, 4:02:50, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.1044, top5_acc: 0.4125, loss_cls: 3.7945, loss: 3.7945 +2024-12-24 15:59:09,323 - pyskl - INFO - Epoch [1][700/2506] lr: 2.500e-02, eta: 1 day, 3:33:23, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.1237, top5_acc: 0.4525, loss_cls: 3.6960, loss: 3.6960 +2024-12-24 15:59:32,981 - pyskl - INFO - Epoch [1][800/2506] lr: 2.500e-02, eta: 1 day, 3:11:12, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.1469, top5_acc: 0.4856, loss_cls: 3.5206, loss: 3.5206 +2024-12-24 15:59:56,660 - pyskl - INFO - Epoch [1][900/2506] lr: 2.500e-02, eta: 1 day, 2:54:00, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.1600, top5_acc: 0.5219, loss_cls: 3.4683, loss: 3.4683 +2024-12-24 16:00:20,290 - pyskl - INFO - Epoch [1][1000/2506] lr: 2.500e-02, eta: 1 day, 2:39:51, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.1844, top5_acc: 0.5387, loss_cls: 3.3621, loss: 3.3621 +2024-12-24 16:00:43,725 - pyskl - INFO - Epoch [1][1100/2506] lr: 2.500e-02, eta: 1 day, 2:27:06, time: 0.234, data_time: 0.000, memory: 6429, top1_acc: 0.1700, top5_acc: 0.5469, loss_cls: 3.3831, loss: 3.3831 +2024-12-24 16:01:07,362 - pyskl - INFO - Epoch [1][1200/2506] lr: 2.500e-02, eta: 1 day, 2:17:28, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.1862, top5_acc: 0.5575, loss_cls: 3.3131, loss: 3.3131 +2024-12-24 16:01:30,971 - pyskl - INFO - Epoch [1][1300/2506] lr: 2.500e-02, eta: 1 day, 2:09:07, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.2350, top5_acc: 0.5863, loss_cls: 3.2224, loss: 3.2224 +2024-12-24 16:01:54,598 - pyskl - INFO - Epoch [1][1400/2506] lr: 2.500e-02, eta: 1 day, 2:01:59, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.2162, top5_acc: 0.6081, loss_cls: 3.2118, loss: 3.2118 +2024-12-24 16:02:18,311 - pyskl - INFO - Epoch [1][1500/2506] lr: 2.500e-02, eta: 1 day, 1:56:06, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.2356, top5_acc: 0.6500, loss_cls: 3.0999, loss: 3.0999 +2024-12-24 16:02:42,048 - pyskl - INFO - Epoch [1][1600/2506] lr: 2.500e-02, eta: 1 day, 1:51:00, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.2506, top5_acc: 0.6800, loss_cls: 2.9881, loss: 2.9881 +2024-12-24 16:03:05,800 - pyskl - INFO - Epoch [1][1700/2506] lr: 2.500e-02, eta: 1 day, 1:46:31, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.2687, top5_acc: 0.6613, loss_cls: 3.0189, loss: 3.0189 +2024-12-24 16:03:29,489 - pyskl - INFO - Epoch [1][1800/2506] lr: 2.500e-02, eta: 1 day, 1:42:15, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.2669, top5_acc: 0.6894, loss_cls: 2.9603, loss: 2.9603 +2024-12-24 16:03:53,246 - pyskl - INFO - Epoch [1][1900/2506] lr: 2.500e-02, eta: 1 day, 1:38:38, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.2806, top5_acc: 0.7013, loss_cls: 2.9161, loss: 2.9161 +2024-12-24 16:04:17,019 - pyskl - INFO - Epoch [1][2000/2506] lr: 2.500e-02, eta: 1 day, 1:35:23, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.3269, top5_acc: 0.7656, loss_cls: 2.7163, loss: 2.7163 +2024-12-24 16:04:40,729 - pyskl - INFO - Epoch [1][2100/2506] lr: 2.500e-02, eta: 1 day, 1:32:13, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.3337, top5_acc: 0.7612, loss_cls: 2.6815, loss: 2.6815 +2024-12-24 16:05:04,553 - pyskl - INFO - Epoch [1][2200/2506] lr: 2.500e-02, eta: 1 day, 1:29:37, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.3119, top5_acc: 0.7488, loss_cls: 2.7590, loss: 2.7590 +2024-12-24 16:05:28,271 - pyskl - INFO - Epoch [1][2300/2506] lr: 2.500e-02, eta: 1 day, 1:26:56, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.3544, top5_acc: 0.7612, loss_cls: 2.6864, loss: 2.6864 +2024-12-24 16:05:52,419 - pyskl - INFO - Epoch [1][2400/2506] lr: 2.500e-02, eta: 1 day, 1:25:33, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.3606, top5_acc: 0.8119, loss_cls: 2.5297, loss: 2.5297 +2024-12-24 16:06:16,738 - pyskl - INFO - Epoch [1][2500/2506] lr: 2.500e-02, eta: 1 day, 1:24:40, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.3725, top5_acc: 0.7806, loss_cls: 2.5861, loss: 2.5861 +2024-12-24 16:06:18,689 - pyskl - INFO - Saving checkpoint at 1 epochs +2024-12-24 16:07:42,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 16:07:42,425 - pyskl - INFO - +top1_acc 0.3966 +top5_acc 0.8215 +2024-12-24 16:07:42,613 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2024-12-24 16:07:42,614 - pyskl - INFO - Best top1_acc is 0.3966 at 1 epoch. +2024-12-24 16:07:42,617 - pyskl - INFO - Epoch(val) [1][1031] top1_acc: 0.3966, top5_acc: 0.8215 +2024-12-24 16:08:27,069 - pyskl - INFO - Epoch [2][100/2506] lr: 2.500e-02, eta: 1 day, 2:08:21, time: 0.444, data_time: 0.205, memory: 6429, top1_acc: 0.4181, top5_acc: 0.8125, loss_cls: 2.4515, loss: 2.4515 +2024-12-24 16:08:51,187 - pyskl - INFO - Epoch [2][200/2506] lr: 2.500e-02, eta: 1 day, 2:05:25, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.3900, top5_acc: 0.8000, loss_cls: 2.5147, loss: 2.5147 +2024-12-24 16:09:15,227 - pyskl - INFO - Epoch [2][300/2506] lr: 2.500e-02, eta: 1 day, 2:02:30, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.4012, top5_acc: 0.8269, loss_cls: 2.4214, loss: 2.4214 +2024-12-24 16:09:39,329 - pyskl - INFO - Epoch [2][400/2506] lr: 2.500e-02, eta: 1 day, 1:59:53, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.4056, top5_acc: 0.8163, loss_cls: 2.4474, loss: 2.4474 +2024-12-24 16:10:03,427 - pyskl - INFO - Epoch [2][500/2506] lr: 2.500e-02, eta: 1 day, 1:57:25, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.4256, top5_acc: 0.8419, loss_cls: 2.3315, loss: 2.3315 +2024-12-24 16:10:27,460 - pyskl - INFO - Epoch [2][600/2506] lr: 2.500e-02, eta: 1 day, 1:54:56, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.4231, top5_acc: 0.8381, loss_cls: 2.3457, loss: 2.3457 +2024-12-24 16:10:51,505 - pyskl - INFO - Epoch [2][700/2506] lr: 2.500e-02, eta: 1 day, 1:52:37, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.4163, top5_acc: 0.8381, loss_cls: 2.3474, loss: 2.3474 +2024-12-24 16:11:15,557 - pyskl - INFO - Epoch [2][800/2506] lr: 2.500e-02, eta: 1 day, 1:50:26, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.4400, top5_acc: 0.8575, loss_cls: 2.2735, loss: 2.2735 +2024-12-24 16:11:39,657 - pyskl - INFO - Epoch [2][900/2506] lr: 2.499e-02, eta: 1 day, 1:48:26, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.4694, top5_acc: 0.8619, loss_cls: 2.1685, loss: 2.1685 +2024-12-24 16:12:03,758 - pyskl - INFO - Epoch [2][1000/2506] lr: 2.499e-02, eta: 1 day, 1:46:32, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.4788, top5_acc: 0.8594, loss_cls: 2.1838, loss: 2.1838 +2024-12-24 16:12:27,935 - pyskl - INFO - Epoch [2][1100/2506] lr: 2.499e-02, eta: 1 day, 1:44:50, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.4806, top5_acc: 0.8681, loss_cls: 2.1797, loss: 2.1797 +2024-12-24 16:12:52,062 - pyskl - INFO - Epoch [2][1200/2506] lr: 2.499e-02, eta: 1 day, 1:43:08, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.4913, top5_acc: 0.8538, loss_cls: 2.1749, loss: 2.1749 +2024-12-24 16:13:16,094 - pyskl - INFO - Epoch [2][1300/2506] lr: 2.499e-02, eta: 1 day, 1:41:20, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.4975, top5_acc: 0.8644, loss_cls: 2.1370, loss: 2.1370 +2024-12-24 16:13:40,188 - pyskl - INFO - Epoch [2][1400/2506] lr: 2.499e-02, eta: 1 day, 1:39:43, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.5156, top5_acc: 0.8775, loss_cls: 2.0747, loss: 2.0747 +2024-12-24 16:14:04,224 - pyskl - INFO - Epoch [2][1500/2506] lr: 2.499e-02, eta: 1 day, 1:38:04, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.5288, top5_acc: 0.8838, loss_cls: 2.0077, loss: 2.0077 +2024-12-24 16:14:28,283 - pyskl - INFO - Epoch [2][1600/2506] lr: 2.499e-02, eta: 1 day, 1:36:31, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.5275, top5_acc: 0.8925, loss_cls: 1.9478, loss: 1.9478 +2024-12-24 16:14:52,329 - pyskl - INFO - Epoch [2][1700/2506] lr: 2.499e-02, eta: 1 day, 1:35:00, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.5062, top5_acc: 0.8738, loss_cls: 2.0754, loss: 2.0754 +2024-12-24 16:15:16,327 - pyskl - INFO - Epoch [2][1800/2506] lr: 2.499e-02, eta: 1 day, 1:33:27, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.5487, top5_acc: 0.8981, loss_cls: 1.9412, loss: 1.9412 +2024-12-24 16:15:40,389 - pyskl - INFO - Epoch [2][1900/2506] lr: 2.499e-02, eta: 1 day, 1:32:04, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.5550, top5_acc: 0.8956, loss_cls: 1.9337, loss: 1.9337 +2024-12-24 16:16:04,458 - pyskl - INFO - Epoch [2][2000/2506] lr: 2.499e-02, eta: 1 day, 1:30:43, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.5550, top5_acc: 0.8856, loss_cls: 1.9459, loss: 1.9459 +2024-12-24 16:16:28,521 - pyskl - INFO - Epoch [2][2100/2506] lr: 2.499e-02, eta: 1 day, 1:29:25, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.5419, top5_acc: 0.9000, loss_cls: 1.9093, loss: 1.9093 +2024-12-24 16:16:52,573 - pyskl - INFO - Epoch [2][2200/2506] lr: 2.499e-02, eta: 1 day, 1:28:08, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.5587, top5_acc: 0.9025, loss_cls: 1.8841, loss: 1.8841 +2024-12-24 16:17:16,601 - pyskl - INFO - Epoch [2][2300/2506] lr: 2.499e-02, eta: 1 day, 1:26:51, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.5650, top5_acc: 0.8912, loss_cls: 1.8976, loss: 1.8976 +2024-12-24 16:17:40,644 - pyskl - INFO - Epoch [2][2400/2506] lr: 2.499e-02, eta: 1 day, 1:25:38, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.5650, top5_acc: 0.8975, loss_cls: 1.8654, loss: 1.8654 +2024-12-24 16:18:04,669 - pyskl - INFO - Epoch [2][2500/2506] lr: 2.499e-02, eta: 1 day, 1:24:25, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.5637, top5_acc: 0.8962, loss_cls: 1.9233, loss: 1.9233 +2024-12-24 16:18:06,605 - pyskl - INFO - Saving checkpoint at 2 epochs +2024-12-24 16:19:30,203 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 16:19:30,275 - pyskl - INFO - +top1_acc 0.5792 +top5_acc 0.9021 +2024-12-24 16:19:30,279 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_1.pth was removed +2024-12-24 16:19:30,417 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2024-12-24 16:19:30,418 - pyskl - INFO - Best top1_acc is 0.5792 at 2 epoch. +2024-12-24 16:19:30,420 - pyskl - INFO - Epoch(val) [2][1031] top1_acc: 0.5792, top5_acc: 0.9021 +2024-12-24 16:20:13,822 - pyskl - INFO - Epoch [3][100/2506] lr: 2.499e-02, eta: 1 day, 1:44:50, time: 0.434, data_time: 0.195, memory: 6429, top1_acc: 0.5694, top5_acc: 0.9038, loss_cls: 1.8712, loss: 1.8712 +2024-12-24 16:20:37,726 - pyskl - INFO - Epoch [3][200/2506] lr: 2.499e-02, eta: 1 day, 1:43:08, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.5919, top5_acc: 0.9012, loss_cls: 1.8233, loss: 1.8233 +2024-12-24 16:21:01,972 - pyskl - INFO - Epoch [3][300/2506] lr: 2.499e-02, eta: 1 day, 1:41:52, time: 0.242, data_time: 0.001, memory: 6429, top1_acc: 0.5913, top5_acc: 0.9125, loss_cls: 1.7674, loss: 1.7674 +2024-12-24 16:21:26,200 - pyskl - INFO - Epoch [3][400/2506] lr: 2.499e-02, eta: 1 day, 1:40:36, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.5781, top5_acc: 0.9194, loss_cls: 1.7704, loss: 1.7704 +2024-12-24 16:21:50,556 - pyskl - INFO - Epoch [3][500/2506] lr: 2.499e-02, eta: 1 day, 1:39:31, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.5794, top5_acc: 0.9156, loss_cls: 1.7624, loss: 1.7624 +2024-12-24 16:22:15,068 - pyskl - INFO - Epoch [3][600/2506] lr: 2.499e-02, eta: 1 day, 1:38:38, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.5925, top5_acc: 0.9144, loss_cls: 1.7858, loss: 1.7858 +2024-12-24 16:22:39,268 - pyskl - INFO - Epoch [3][700/2506] lr: 2.499e-02, eta: 1 day, 1:37:26, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6006, top5_acc: 0.9119, loss_cls: 1.7260, loss: 1.7260 +2024-12-24 16:23:03,524 - pyskl - INFO - Epoch [3][800/2506] lr: 2.499e-02, eta: 1 day, 1:36:18, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.5837, top5_acc: 0.9137, loss_cls: 1.8033, loss: 1.8033 +2024-12-24 16:23:27,781 - pyskl - INFO - Epoch [3][900/2506] lr: 2.498e-02, eta: 1 day, 1:35:13, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6144, top5_acc: 0.9156, loss_cls: 1.7251, loss: 1.7251 +2024-12-24 16:23:52,016 - pyskl - INFO - Epoch [3][1000/2506] lr: 2.498e-02, eta: 1 day, 1:34:07, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6162, top5_acc: 0.9213, loss_cls: 1.7058, loss: 1.7058 +2024-12-24 16:24:16,344 - pyskl - INFO - Epoch [3][1100/2506] lr: 2.498e-02, eta: 1 day, 1:33:09, time: 0.243, data_time: 0.001, memory: 6429, top1_acc: 0.5975, top5_acc: 0.9081, loss_cls: 1.7241, loss: 1.7241 +2024-12-24 16:24:40,652 - pyskl - INFO - Epoch [3][1200/2506] lr: 2.498e-02, eta: 1 day, 1:32:10, time: 0.243, data_time: 0.001, memory: 6429, top1_acc: 0.6275, top5_acc: 0.9200, loss_cls: 1.6813, loss: 1.6813 +2024-12-24 16:25:04,865 - pyskl - INFO - Epoch [3][1300/2506] lr: 2.498e-02, eta: 1 day, 1:31:07, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.5919, top5_acc: 0.9194, loss_cls: 1.7414, loss: 1.7414 +2024-12-24 16:25:29,028 - pyskl - INFO - Epoch [3][1400/2506] lr: 2.498e-02, eta: 1 day, 1:30:02, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6125, top5_acc: 0.9163, loss_cls: 1.7705, loss: 1.7705 +2024-12-24 16:25:53,404 - pyskl - INFO - Epoch [3][1500/2506] lr: 2.498e-02, eta: 1 day, 1:29:10, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.6056, top5_acc: 0.9087, loss_cls: 1.7255, loss: 1.7255 +2024-12-24 16:26:17,609 - pyskl - INFO - Epoch [3][1600/2506] lr: 2.498e-02, eta: 1 day, 1:28:10, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6231, top5_acc: 0.9194, loss_cls: 1.6479, loss: 1.6479 +2024-12-24 16:26:41,934 - pyskl - INFO - Epoch [3][1700/2506] lr: 2.498e-02, eta: 1 day, 1:27:17, time: 0.243, data_time: 0.001, memory: 6429, top1_acc: 0.5944, top5_acc: 0.9100, loss_cls: 1.7584, loss: 1.7584 +2024-12-24 16:27:06,340 - pyskl - INFO - Epoch [3][1800/2506] lr: 2.498e-02, eta: 1 day, 1:26:30, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.6231, top5_acc: 0.9287, loss_cls: 1.6647, loss: 1.6647 +2024-12-24 16:27:30,571 - pyskl - INFO - Epoch [3][1900/2506] lr: 2.498e-02, eta: 1 day, 1:25:34, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6581, top5_acc: 0.9425, loss_cls: 1.5586, loss: 1.5586 +2024-12-24 16:27:54,824 - pyskl - INFO - Epoch [3][2000/2506] lr: 2.498e-02, eta: 1 day, 1:24:40, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6238, top5_acc: 0.9281, loss_cls: 1.6181, loss: 1.6181 +2024-12-24 16:28:19,074 - pyskl - INFO - Epoch [3][2100/2506] lr: 2.498e-02, eta: 1 day, 1:23:47, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6431, top5_acc: 0.9269, loss_cls: 1.5725, loss: 1.5725 +2024-12-24 16:28:43,451 - pyskl - INFO - Epoch [3][2200/2506] lr: 2.498e-02, eta: 1 day, 1:23:01, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.6438, top5_acc: 0.9406, loss_cls: 1.5826, loss: 1.5826 +2024-12-24 16:29:07,694 - pyskl - INFO - Epoch [3][2300/2506] lr: 2.498e-02, eta: 1 day, 1:22:08, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6406, top5_acc: 0.9337, loss_cls: 1.5705, loss: 1.5705 +2024-12-24 16:29:31,876 - pyskl - INFO - Epoch [3][2400/2506] lr: 2.498e-02, eta: 1 day, 1:21:14, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6362, top5_acc: 0.9275, loss_cls: 1.6365, loss: 1.6365 +2024-12-24 16:29:56,176 - pyskl - INFO - Epoch [3][2500/2506] lr: 2.498e-02, eta: 1 day, 1:20:26, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6481, top5_acc: 0.9413, loss_cls: 1.5182, loss: 1.5182 +2024-12-24 16:29:58,178 - pyskl - INFO - Saving checkpoint at 3 epochs +2024-12-24 16:31:22,952 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 16:31:23,035 - pyskl - INFO - +top1_acc 0.6572 +top5_acc 0.9248 +2024-12-24 16:31:23,039 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_2.pth was removed +2024-12-24 16:31:23,174 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2024-12-24 16:31:23,174 - pyskl - INFO - Best top1_acc is 0.6572 at 3 epoch. +2024-12-24 16:31:23,176 - pyskl - INFO - Epoch(val) [3][1031] top1_acc: 0.6572, top5_acc: 0.9248 +2024-12-24 16:32:08,295 - pyskl - INFO - Epoch [4][100/2506] lr: 2.497e-02, eta: 1 day, 1:35:12, time: 0.451, data_time: 0.209, memory: 6429, top1_acc: 0.6725, top5_acc: 0.9325, loss_cls: 1.5162, loss: 1.5162 +2024-12-24 16:32:32,433 - pyskl - INFO - Epoch [4][200/2506] lr: 2.497e-02, eta: 1 day, 1:34:05, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.6350, top5_acc: 0.9237, loss_cls: 1.6056, loss: 1.6056 +2024-12-24 16:32:56,761 - pyskl - INFO - Epoch [4][300/2506] lr: 2.497e-02, eta: 1 day, 1:33:08, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6594, top5_acc: 0.9425, loss_cls: 1.5171, loss: 1.5171 +2024-12-24 16:33:21,109 - pyskl - INFO - Epoch [4][400/2506] lr: 2.497e-02, eta: 1 day, 1:32:14, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6531, top5_acc: 0.9337, loss_cls: 1.5228, loss: 1.5228 +2024-12-24 16:33:45,354 - pyskl - INFO - Epoch [4][500/2506] lr: 2.497e-02, eta: 1 day, 1:31:15, time: 0.242, data_time: 0.001, memory: 6429, top1_acc: 0.6613, top5_acc: 0.9331, loss_cls: 1.4992, loss: 1.4992 +2024-12-24 16:34:09,723 - pyskl - INFO - Epoch [4][600/2506] lr: 2.497e-02, eta: 1 day, 1:30:22, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.6781, top5_acc: 0.9350, loss_cls: 1.4839, loss: 1.4839 +2024-12-24 16:34:33,959 - pyskl - INFO - Epoch [4][700/2506] lr: 2.497e-02, eta: 1 day, 1:29:25, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6444, top5_acc: 0.9394, loss_cls: 1.5316, loss: 1.5316 +2024-12-24 16:34:58,301 - pyskl - INFO - Epoch [4][800/2506] lr: 2.497e-02, eta: 1 day, 1:28:32, time: 0.243, data_time: 0.001, memory: 6429, top1_acc: 0.6731, top5_acc: 0.9344, loss_cls: 1.4820, loss: 1.4820 +2024-12-24 16:35:22,568 - pyskl - INFO - Epoch [4][900/2506] lr: 2.497e-02, eta: 1 day, 1:27:38, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6694, top5_acc: 0.9369, loss_cls: 1.4897, loss: 1.4897 +2024-12-24 16:35:46,916 - pyskl - INFO - Epoch [4][1000/2506] lr: 2.497e-02, eta: 1 day, 1:26:47, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6681, top5_acc: 0.9325, loss_cls: 1.5316, loss: 1.5316 +2024-12-24 16:36:11,214 - pyskl - INFO - Epoch [4][1100/2506] lr: 2.497e-02, eta: 1 day, 1:25:55, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6462, top5_acc: 0.9331, loss_cls: 1.5091, loss: 1.5091 +2024-12-24 16:36:35,547 - pyskl - INFO - Epoch [4][1200/2506] lr: 2.497e-02, eta: 1 day, 1:25:05, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6562, top5_acc: 0.9375, loss_cls: 1.5144, loss: 1.5144 +2024-12-24 16:36:59,795 - pyskl - INFO - Epoch [4][1300/2506] lr: 2.497e-02, eta: 1 day, 1:24:12, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6587, top5_acc: 0.9325, loss_cls: 1.5230, loss: 1.5230 +2024-12-24 16:37:24,099 - pyskl - INFO - Epoch [4][1400/2506] lr: 2.497e-02, eta: 1 day, 1:23:22, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6819, top5_acc: 0.9419, loss_cls: 1.4725, loss: 1.4725 +2024-12-24 16:37:48,291 - pyskl - INFO - Epoch [4][1500/2506] lr: 2.496e-02, eta: 1 day, 1:22:28, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6569, top5_acc: 0.9363, loss_cls: 1.5314, loss: 1.5314 +2024-12-24 16:38:12,518 - pyskl - INFO - Epoch [4][1600/2506] lr: 2.496e-02, eta: 1 day, 1:21:36, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6844, top5_acc: 0.9487, loss_cls: 1.4232, loss: 1.4232 +2024-12-24 16:38:36,612 - pyskl - INFO - Epoch [4][1700/2506] lr: 2.496e-02, eta: 1 day, 1:20:39, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.6869, top5_acc: 0.9425, loss_cls: 1.4228, loss: 1.4228 +2024-12-24 16:39:00,822 - pyskl - INFO - Epoch [4][1800/2506] lr: 2.496e-02, eta: 1 day, 1:19:48, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6669, top5_acc: 0.9250, loss_cls: 1.5150, loss: 1.5150 +2024-12-24 16:39:25,182 - pyskl - INFO - Epoch [4][1900/2506] lr: 2.496e-02, eta: 1 day, 1:19:03, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.6925, top5_acc: 0.9400, loss_cls: 1.4175, loss: 1.4175 +2024-12-24 16:39:49,542 - pyskl - INFO - Epoch [4][2000/2506] lr: 2.496e-02, eta: 1 day, 1:18:18, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.6894, top5_acc: 0.9406, loss_cls: 1.3813, loss: 1.3813 +2024-12-24 16:40:13,800 - pyskl - INFO - Epoch [4][2100/2506] lr: 2.496e-02, eta: 1 day, 1:17:30, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9437, loss_cls: 1.3953, loss: 1.3953 +2024-12-24 16:40:38,049 - pyskl - INFO - Epoch [4][2200/2506] lr: 2.496e-02, eta: 1 day, 1:16:43, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6831, top5_acc: 0.9450, loss_cls: 1.4259, loss: 1.4259 +2024-12-24 16:41:02,263 - pyskl - INFO - Epoch [4][2300/2506] lr: 2.496e-02, eta: 1 day, 1:15:54, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6719, top5_acc: 0.9475, loss_cls: 1.4477, loss: 1.4477 +2024-12-24 16:41:26,737 - pyskl - INFO - Epoch [4][2400/2506] lr: 2.496e-02, eta: 1 day, 1:15:15, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.6794, top5_acc: 0.9381, loss_cls: 1.4428, loss: 1.4428 +2024-12-24 16:41:51,078 - pyskl - INFO - Epoch [4][2500/2506] lr: 2.496e-02, eta: 1 day, 1:14:32, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6894, top5_acc: 0.9419, loss_cls: 1.4231, loss: 1.4231 +2024-12-24 16:41:53,065 - pyskl - INFO - Saving checkpoint at 4 epochs +2024-12-24 16:43:17,663 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 16:43:17,741 - pyskl - INFO - +top1_acc 0.6953 +top5_acc 0.9409 +2024-12-24 16:43:17,746 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_3.pth was removed +2024-12-24 16:43:18,005 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2024-12-24 16:43:18,005 - pyskl - INFO - Best top1_acc is 0.6953 at 4 epoch. +2024-12-24 16:43:18,008 - pyskl - INFO - Epoch(val) [4][1031] top1_acc: 0.6953, top5_acc: 0.9409 +2024-12-24 16:44:02,659 - pyskl - INFO - Epoch [5][100/2506] lr: 2.496e-02, eta: 1 day, 1:25:08, time: 0.446, data_time: 0.205, memory: 6429, top1_acc: 0.6975, top5_acc: 0.9506, loss_cls: 1.3696, loss: 1.3696 +2024-12-24 16:44:26,855 - pyskl - INFO - Epoch [5][200/2506] lr: 2.495e-02, eta: 1 day, 1:24:13, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6950, top5_acc: 0.9444, loss_cls: 1.3929, loss: 1.3929 +2024-12-24 16:44:51,131 - pyskl - INFO - Epoch [5][300/2506] lr: 2.495e-02, eta: 1 day, 1:23:22, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6894, top5_acc: 0.9513, loss_cls: 1.3936, loss: 1.3936 +2024-12-24 16:45:15,293 - pyskl - INFO - Epoch [5][400/2506] lr: 2.495e-02, eta: 1 day, 1:22:28, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7069, top5_acc: 0.9437, loss_cls: 1.3591, loss: 1.3591 +2024-12-24 16:45:39,474 - pyskl - INFO - Epoch [5][500/2506] lr: 2.495e-02, eta: 1 day, 1:21:35, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9444, loss_cls: 1.3830, loss: 1.3830 +2024-12-24 16:46:03,717 - pyskl - INFO - Epoch [5][600/2506] lr: 2.495e-02, eta: 1 day, 1:20:44, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7069, top5_acc: 0.9469, loss_cls: 1.3646, loss: 1.3646 +2024-12-24 16:46:27,902 - pyskl - INFO - Epoch [5][700/2506] lr: 2.495e-02, eta: 1 day, 1:19:52, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6906, top5_acc: 0.9531, loss_cls: 1.3498, loss: 1.3498 +2024-12-24 16:46:52,238 - pyskl - INFO - Epoch [5][800/2506] lr: 2.495e-02, eta: 1 day, 1:19:05, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7006, top5_acc: 0.9419, loss_cls: 1.3894, loss: 1.3894 +2024-12-24 16:47:16,553 - pyskl - INFO - Epoch [5][900/2506] lr: 2.495e-02, eta: 1 day, 1:18:19, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6856, top5_acc: 0.9513, loss_cls: 1.3534, loss: 1.3534 +2024-12-24 16:47:40,835 - pyskl - INFO - Epoch [5][1000/2506] lr: 2.495e-02, eta: 1 day, 1:17:31, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7000, top5_acc: 0.9519, loss_cls: 1.3397, loss: 1.3397 +2024-12-24 16:48:05,127 - pyskl - INFO - Epoch [5][1100/2506] lr: 2.495e-02, eta: 1 day, 1:16:45, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.6981, top5_acc: 0.9525, loss_cls: 1.3393, loss: 1.3393 +2024-12-24 16:48:29,302 - pyskl - INFO - Epoch [5][1200/2506] lr: 2.495e-02, eta: 1 day, 1:15:54, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7000, top5_acc: 0.9381, loss_cls: 1.3804, loss: 1.3804 +2024-12-24 16:48:53,560 - pyskl - INFO - Epoch [5][1300/2506] lr: 2.494e-02, eta: 1 day, 1:15:07, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7113, top5_acc: 0.9469, loss_cls: 1.3226, loss: 1.3226 +2024-12-24 16:49:17,830 - pyskl - INFO - Epoch [5][1400/2506] lr: 2.494e-02, eta: 1 day, 1:14:21, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9475, loss_cls: 1.3820, loss: 1.3820 +2024-12-24 16:49:42,016 - pyskl - INFO - Epoch [5][1500/2506] lr: 2.494e-02, eta: 1 day, 1:13:33, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7106, top5_acc: 0.9444, loss_cls: 1.3263, loss: 1.3263 +2024-12-24 16:50:06,179 - pyskl - INFO - Epoch [5][1600/2506] lr: 2.494e-02, eta: 1 day, 1:12:44, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9425, loss_cls: 1.3026, loss: 1.3026 +2024-12-24 16:50:30,164 - pyskl - INFO - Epoch [5][1700/2506] lr: 2.494e-02, eta: 1 day, 1:11:50, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.6987, top5_acc: 0.9537, loss_cls: 1.3070, loss: 1.3070 +2024-12-24 16:50:54,456 - pyskl - INFO - Epoch [5][1800/2506] lr: 2.494e-02, eta: 1 day, 1:11:06, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7200, top5_acc: 0.9544, loss_cls: 1.3194, loss: 1.3194 +2024-12-24 16:51:18,597 - pyskl - INFO - Epoch [5][1900/2506] lr: 2.494e-02, eta: 1 day, 1:10:18, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.6750, top5_acc: 0.9494, loss_cls: 1.4212, loss: 1.4212 +2024-12-24 16:51:42,849 - pyskl - INFO - Epoch [5][2000/2506] lr: 2.494e-02, eta: 1 day, 1:09:34, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7081, top5_acc: 0.9425, loss_cls: 1.3446, loss: 1.3446 +2024-12-24 16:52:07,105 - pyskl - INFO - Epoch [5][2100/2506] lr: 2.494e-02, eta: 1 day, 1:08:50, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7131, top5_acc: 0.9425, loss_cls: 1.3345, loss: 1.3345 +2024-12-24 16:52:31,305 - pyskl - INFO - Epoch [5][2200/2506] lr: 2.493e-02, eta: 1 day, 1:08:04, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7306, top5_acc: 0.9506, loss_cls: 1.2660, loss: 1.2660 +2024-12-24 16:52:55,474 - pyskl - INFO - Epoch [5][2300/2506] lr: 2.493e-02, eta: 1 day, 1:07:18, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7225, top5_acc: 0.9513, loss_cls: 1.2655, loss: 1.2655 +2024-12-24 16:53:19,781 - pyskl - INFO - Epoch [5][2400/2506] lr: 2.493e-02, eta: 1 day, 1:06:37, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9431, loss_cls: 1.3131, loss: 1.3131 +2024-12-24 16:53:43,980 - pyskl - INFO - Epoch [5][2500/2506] lr: 2.493e-02, eta: 1 day, 1:05:53, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.6894, top5_acc: 0.9456, loss_cls: 1.3667, loss: 1.3667 +2024-12-24 16:53:45,859 - pyskl - INFO - Saving checkpoint at 5 epochs +2024-12-24 16:55:11,652 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 16:55:11,727 - pyskl - INFO - +top1_acc 0.6937 +top5_acc 0.9454 +2024-12-24 16:55:11,729 - pyskl - INFO - Epoch(val) [5][1031] top1_acc: 0.6937, top5_acc: 0.9454 +2024-12-24 16:55:57,308 - pyskl - INFO - Epoch [6][100/2506] lr: 2.493e-02, eta: 1 day, 1:14:39, time: 0.456, data_time: 0.214, memory: 6429, top1_acc: 0.7163, top5_acc: 0.9481, loss_cls: 1.3016, loss: 1.3016 +2024-12-24 16:56:21,658 - pyskl - INFO - Epoch [6][200/2506] lr: 2.493e-02, eta: 1 day, 1:13:55, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9519, loss_cls: 1.2317, loss: 1.2317 +2024-12-24 16:56:46,018 - pyskl - INFO - Epoch [6][300/2506] lr: 2.493e-02, eta: 1 day, 1:13:11, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7288, top5_acc: 0.9550, loss_cls: 1.2193, loss: 1.2193 +2024-12-24 16:57:10,320 - pyskl - INFO - Epoch [6][400/2506] lr: 2.493e-02, eta: 1 day, 1:12:27, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7094, top5_acc: 0.9456, loss_cls: 1.3259, loss: 1.3259 +2024-12-24 16:57:34,788 - pyskl - INFO - Epoch [6][500/2506] lr: 2.493e-02, eta: 1 day, 1:11:47, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9575, loss_cls: 1.2345, loss: 1.2345 +2024-12-24 16:57:59,244 - pyskl - INFO - Epoch [6][600/2506] lr: 2.492e-02, eta: 1 day, 1:11:07, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9600, loss_cls: 1.2053, loss: 1.2053 +2024-12-24 16:58:23,706 - pyskl - INFO - Epoch [6][700/2506] lr: 2.492e-02, eta: 1 day, 1:10:27, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7325, top5_acc: 0.9544, loss_cls: 1.2563, loss: 1.2563 +2024-12-24 16:58:48,100 - pyskl - INFO - Epoch [6][800/2506] lr: 2.492e-02, eta: 1 day, 1:09:46, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7019, top5_acc: 0.9431, loss_cls: 1.3520, loss: 1.3520 +2024-12-24 16:59:12,370 - pyskl - INFO - Epoch [6][900/2506] lr: 2.492e-02, eta: 1 day, 1:09:02, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7056, top5_acc: 0.9475, loss_cls: 1.3346, loss: 1.3346 +2024-12-24 16:59:36,699 - pyskl - INFO - Epoch [6][1000/2506] lr: 2.492e-02, eta: 1 day, 1:08:19, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9531, loss_cls: 1.2542, loss: 1.2542 +2024-12-24 17:00:00,963 - pyskl - INFO - Epoch [6][1100/2506] lr: 2.492e-02, eta: 1 day, 1:07:35, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7125, top5_acc: 0.9475, loss_cls: 1.2768, loss: 1.2768 +2024-12-24 17:00:25,296 - pyskl - INFO - Epoch [6][1200/2506] lr: 2.492e-02, eta: 1 day, 1:06:54, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9531, loss_cls: 1.2717, loss: 1.2717 +2024-12-24 17:00:49,789 - pyskl - INFO - Epoch [6][1300/2506] lr: 2.492e-02, eta: 1 day, 1:06:16, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7344, top5_acc: 0.9563, loss_cls: 1.2108, loss: 1.2108 +2024-12-24 17:01:14,201 - pyskl - INFO - Epoch [6][1400/2506] lr: 2.492e-02, eta: 1 day, 1:05:37, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9519, loss_cls: 1.2310, loss: 1.2310 +2024-12-24 17:01:38,637 - pyskl - INFO - Epoch [6][1500/2506] lr: 2.491e-02, eta: 1 day, 1:04:59, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7525, top5_acc: 0.9544, loss_cls: 1.2077, loss: 1.2077 +2024-12-24 17:02:03,037 - pyskl - INFO - Epoch [6][1600/2506] lr: 2.491e-02, eta: 1 day, 1:04:19, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9669, loss_cls: 1.1628, loss: 1.1628 +2024-12-24 17:02:27,295 - pyskl - INFO - Epoch [6][1700/2506] lr: 2.491e-02, eta: 1 day, 1:03:37, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7194, top5_acc: 0.9531, loss_cls: 1.2808, loss: 1.2808 +2024-12-24 17:02:51,546 - pyskl - INFO - Epoch [6][1800/2506] lr: 2.491e-02, eta: 1 day, 1:02:54, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7169, top5_acc: 0.9506, loss_cls: 1.2783, loss: 1.2783 +2024-12-24 17:03:15,796 - pyskl - INFO - Epoch [6][1900/2506] lr: 2.491e-02, eta: 1 day, 1:02:12, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9525, loss_cls: 1.1982, loss: 1.1982 +2024-12-24 17:03:40,088 - pyskl - INFO - Epoch [6][2000/2506] lr: 2.491e-02, eta: 1 day, 1:01:31, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7269, top5_acc: 0.9494, loss_cls: 1.2561, loss: 1.2561 +2024-12-24 17:04:04,352 - pyskl - INFO - Epoch [6][2100/2506] lr: 2.491e-02, eta: 1 day, 1:00:50, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7194, top5_acc: 0.9537, loss_cls: 1.2767, loss: 1.2767 +2024-12-24 17:04:28,854 - pyskl - INFO - Epoch [6][2200/2506] lr: 2.491e-02, eta: 1 day, 1:00:15, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7144, top5_acc: 0.9513, loss_cls: 1.2887, loss: 1.2887 +2024-12-24 17:04:53,242 - pyskl - INFO - Epoch [6][2300/2506] lr: 2.490e-02, eta: 1 day, 0:59:37, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.1547, loss: 1.1547 +2024-12-24 17:05:17,867 - pyskl - INFO - Epoch [6][2400/2506] lr: 2.490e-02, eta: 1 day, 0:59:04, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 1.2453, loss: 1.2453 +2024-12-24 17:05:42,452 - pyskl - INFO - Epoch [6][2500/2506] lr: 2.490e-02, eta: 1 day, 0:58:32, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9550, loss_cls: 1.1993, loss: 1.1993 +2024-12-24 17:05:44,574 - pyskl - INFO - Saving checkpoint at 6 epochs +2024-12-24 17:07:09,080 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 17:07:09,157 - pyskl - INFO - +top1_acc 0.7197 +top5_acc 0.9552 +2024-12-24 17:07:09,162 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_4.pth was removed +2024-12-24 17:07:09,326 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2024-12-24 17:07:09,326 - pyskl - INFO - Best top1_acc is 0.7197 at 6 epoch. +2024-12-24 17:07:09,329 - pyskl - INFO - Epoch(val) [6][1031] top1_acc: 0.7197, top5_acc: 0.9552 +2024-12-24 17:07:54,159 - pyskl - INFO - Epoch [7][100/2506] lr: 2.490e-02, eta: 1 day, 1:05:24, time: 0.448, data_time: 0.205, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9619, loss_cls: 1.1272, loss: 1.1272 +2024-12-24 17:08:18,696 - pyskl - INFO - Epoch [7][200/2506] lr: 2.490e-02, eta: 1 day, 1:04:47, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7369, top5_acc: 0.9569, loss_cls: 1.2015, loss: 1.2015 +2024-12-24 17:08:43,187 - pyskl - INFO - Epoch [7][300/2506] lr: 2.490e-02, eta: 1 day, 1:04:09, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7181, top5_acc: 0.9550, loss_cls: 1.2636, loss: 1.2636 +2024-12-24 17:09:07,566 - pyskl - INFO - Epoch [7][400/2506] lr: 2.490e-02, eta: 1 day, 1:03:29, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7456, top5_acc: 0.9587, loss_cls: 1.2076, loss: 1.2076 +2024-12-24 17:09:31,804 - pyskl - INFO - Epoch [7][500/2506] lr: 2.489e-02, eta: 1 day, 1:02:46, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9525, loss_cls: 1.1851, loss: 1.1851 +2024-12-24 17:09:56,061 - pyskl - INFO - Epoch [7][600/2506] lr: 2.489e-02, eta: 1 day, 1:02:03, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7388, top5_acc: 0.9619, loss_cls: 1.2127, loss: 1.2127 +2024-12-24 17:10:20,484 - pyskl - INFO - Epoch [7][700/2506] lr: 2.489e-02, eta: 1 day, 1:01:25, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7419, top5_acc: 0.9650, loss_cls: 1.1773, loss: 1.1773 +2024-12-24 17:10:44,706 - pyskl - INFO - Epoch [7][800/2506] lr: 2.489e-02, eta: 1 day, 1:00:42, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9556, loss_cls: 1.2276, loss: 1.2276 +2024-12-24 17:11:09,156 - pyskl - INFO - Epoch [7][900/2506] lr: 2.489e-02, eta: 1 day, 1:00:04, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9569, loss_cls: 1.2219, loss: 1.2219 +2024-12-24 17:11:33,660 - pyskl - INFO - Epoch [7][1000/2506] lr: 2.489e-02, eta: 1 day, 0:59:28, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7525, top5_acc: 0.9556, loss_cls: 1.1862, loss: 1.1862 +2024-12-24 17:11:58,053 - pyskl - INFO - Epoch [7][1100/2506] lr: 2.489e-02, eta: 1 day, 0:58:49, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9513, loss_cls: 1.2184, loss: 1.2184 +2024-12-24 17:12:22,558 - pyskl - INFO - Epoch [7][1200/2506] lr: 2.489e-02, eta: 1 day, 0:58:13, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7288, top5_acc: 0.9556, loss_cls: 1.1910, loss: 1.1910 +2024-12-24 17:12:46,803 - pyskl - INFO - Epoch [7][1300/2506] lr: 2.488e-02, eta: 1 day, 0:57:32, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7538, top5_acc: 0.9600, loss_cls: 1.1577, loss: 1.1577 +2024-12-24 17:13:11,025 - pyskl - INFO - Epoch [7][1400/2506] lr: 2.488e-02, eta: 1 day, 0:56:50, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7381, top5_acc: 0.9531, loss_cls: 1.2174, loss: 1.2174 +2024-12-24 17:13:35,320 - pyskl - INFO - Epoch [7][1500/2506] lr: 2.488e-02, eta: 1 day, 0:56:10, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7400, top5_acc: 0.9556, loss_cls: 1.1991, loss: 1.1991 +2024-12-24 17:13:59,804 - pyskl - INFO - Epoch [7][1600/2506] lr: 2.488e-02, eta: 1 day, 0:55:34, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7394, top5_acc: 0.9631, loss_cls: 1.1948, loss: 1.1948 +2024-12-24 17:14:24,158 - pyskl - INFO - Epoch [7][1700/2506] lr: 2.488e-02, eta: 1 day, 0:54:56, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9613, loss_cls: 1.1481, loss: 1.1481 +2024-12-24 17:14:48,457 - pyskl - INFO - Epoch [7][1800/2506] lr: 2.488e-02, eta: 1 day, 0:54:17, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7412, top5_acc: 0.9581, loss_cls: 1.1870, loss: 1.1870 +2024-12-24 17:15:12,812 - pyskl - INFO - Epoch [7][1900/2506] lr: 2.488e-02, eta: 1 day, 0:53:38, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.1561, loss: 1.1561 +2024-12-24 17:15:37,008 - pyskl - INFO - Epoch [7][2000/2506] lr: 2.487e-02, eta: 1 day, 0:52:57, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.7331, top5_acc: 0.9550, loss_cls: 1.2128, loss: 1.2128 +2024-12-24 17:16:01,415 - pyskl - INFO - Epoch [7][2100/2506] lr: 2.487e-02, eta: 1 day, 0:52:21, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9581, loss_cls: 1.1769, loss: 1.1769 +2024-12-24 17:16:25,913 - pyskl - INFO - Epoch [7][2200/2506] lr: 2.487e-02, eta: 1 day, 0:51:46, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7275, top5_acc: 0.9500, loss_cls: 1.2517, loss: 1.2517 +2024-12-24 17:16:50,239 - pyskl - INFO - Epoch [7][2300/2506] lr: 2.487e-02, eta: 1 day, 0:51:08, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7506, top5_acc: 0.9619, loss_cls: 1.1587, loss: 1.1587 +2024-12-24 17:17:14,620 - pyskl - INFO - Epoch [7][2400/2506] lr: 2.487e-02, eta: 1 day, 0:50:31, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9656, loss_cls: 1.1884, loss: 1.1884 +2024-12-24 17:17:39,017 - pyskl - INFO - Epoch [7][2500/2506] lr: 2.487e-02, eta: 1 day, 0:49:55, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7462, top5_acc: 0.9569, loss_cls: 1.1552, loss: 1.1552 +2024-12-24 17:17:40,971 - pyskl - INFO - Saving checkpoint at 7 epochs +2024-12-24 17:19:06,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 17:19:06,665 - pyskl - INFO - +top1_acc 0.7494 +top5_acc 0.9551 +2024-12-24 17:19:06,670 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_6.pth was removed +2024-12-24 17:19:06,830 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2024-12-24 17:19:06,831 - pyskl - INFO - Best top1_acc is 0.7494 at 7 epoch. +2024-12-24 17:19:06,834 - pyskl - INFO - Epoch(val) [7][1031] top1_acc: 0.7494, top5_acc: 0.9551 +2024-12-24 17:19:52,566 - pyskl - INFO - Epoch [8][100/2506] lr: 2.486e-02, eta: 1 day, 0:56:00, time: 0.457, data_time: 0.209, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9681, loss_cls: 1.1108, loss: 1.1108 +2024-12-24 17:20:17,428 - pyskl - INFO - Epoch [8][200/2506] lr: 2.486e-02, eta: 1 day, 0:55:31, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9625, loss_cls: 1.1079, loss: 1.1079 +2024-12-24 17:20:42,093 - pyskl - INFO - Epoch [8][300/2506] lr: 2.486e-02, eta: 1 day, 0:54:58, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9675, loss_cls: 1.1438, loss: 1.1438 +2024-12-24 17:21:06,729 - pyskl - INFO - Epoch [8][400/2506] lr: 2.486e-02, eta: 1 day, 0:54:25, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 1.1501, loss: 1.1501 +2024-12-24 17:21:31,366 - pyskl - INFO - Epoch [8][500/2506] lr: 2.486e-02, eta: 1 day, 0:53:52, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 1.0857, loss: 1.0857 +2024-12-24 17:21:55,999 - pyskl - INFO - Epoch [8][600/2506] lr: 2.486e-02, eta: 1 day, 0:53:19, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9513, loss_cls: 1.1900, loss: 1.1900 +2024-12-24 17:22:20,837 - pyskl - INFO - Epoch [8][700/2506] lr: 2.486e-02, eta: 1 day, 0:52:50, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7425, top5_acc: 0.9650, loss_cls: 1.1744, loss: 1.1744 +2024-12-24 17:22:45,622 - pyskl - INFO - Epoch [8][800/2506] lr: 2.485e-02, eta: 1 day, 0:52:19, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9650, loss_cls: 1.0639, loss: 1.0639 +2024-12-24 17:23:10,096 - pyskl - INFO - Epoch [8][900/2506] lr: 2.485e-02, eta: 1 day, 0:51:43, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9569, loss_cls: 1.1460, loss: 1.1460 +2024-12-24 17:23:34,754 - pyskl - INFO - Epoch [8][1000/2506] lr: 2.485e-02, eta: 1 day, 0:51:11, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 1.1610, loss: 1.1610 +2024-12-24 17:23:59,703 - pyskl - INFO - Epoch [8][1100/2506] lr: 2.485e-02, eta: 1 day, 0:50:44, time: 0.249, data_time: 0.002, memory: 6429, top1_acc: 0.7512, top5_acc: 0.9544, loss_cls: 1.1734, loss: 1.1734 +2024-12-24 17:24:24,672 - pyskl - INFO - Epoch [8][1200/2506] lr: 2.485e-02, eta: 1 day, 0:50:18, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 1.0797, loss: 1.0797 +2024-12-24 17:24:49,669 - pyskl - INFO - Epoch [8][1300/2506] lr: 2.485e-02, eta: 1 day, 0:49:52, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9619, loss_cls: 1.1286, loss: 1.1286 +2024-12-24 17:25:14,321 - pyskl - INFO - Epoch [8][1400/2506] lr: 2.484e-02, eta: 1 day, 0:49:20, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7619, top5_acc: 0.9631, loss_cls: 1.1238, loss: 1.1238 +2024-12-24 17:25:39,143 - pyskl - INFO - Epoch [8][1500/2506] lr: 2.484e-02, eta: 1 day, 0:48:51, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9619, loss_cls: 1.1082, loss: 1.1082 +2024-12-24 17:26:03,895 - pyskl - INFO - Epoch [8][1600/2506] lr: 2.484e-02, eta: 1 day, 0:48:21, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 1.1327, loss: 1.1327 +2024-12-24 17:26:28,484 - pyskl - INFO - Epoch [8][1700/2506] lr: 2.484e-02, eta: 1 day, 0:47:47, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9606, loss_cls: 1.1077, loss: 1.1077 +2024-12-24 17:26:53,200 - pyskl - INFO - Epoch [8][1800/2506] lr: 2.484e-02, eta: 1 day, 0:47:16, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7362, top5_acc: 0.9637, loss_cls: 1.2141, loss: 1.2141 +2024-12-24 17:27:18,191 - pyskl - INFO - Epoch [8][1900/2506] lr: 2.484e-02, eta: 1 day, 0:46:51, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7438, top5_acc: 0.9537, loss_cls: 1.1557, loss: 1.1557 +2024-12-24 17:27:43,051 - pyskl - INFO - Epoch [8][2000/2506] lr: 2.483e-02, eta: 1 day, 0:46:23, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9663, loss_cls: 1.0872, loss: 1.0872 +2024-12-24 17:28:07,807 - pyskl - INFO - Epoch [8][2100/2506] lr: 2.483e-02, eta: 1 day, 0:45:53, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9600, loss_cls: 1.1734, loss: 1.1734 +2024-12-24 17:28:32,471 - pyskl - INFO - Epoch [8][2200/2506] lr: 2.483e-02, eta: 1 day, 0:45:21, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 1.1668, loss: 1.1668 +2024-12-24 17:28:57,012 - pyskl - INFO - Epoch [8][2300/2506] lr: 2.483e-02, eta: 1 day, 0:44:47, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9575, loss_cls: 1.1772, loss: 1.1772 +2024-12-24 17:29:21,589 - pyskl - INFO - Epoch [8][2400/2506] lr: 2.483e-02, eta: 1 day, 0:44:15, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7544, top5_acc: 0.9637, loss_cls: 1.1320, loss: 1.1320 +2024-12-24 17:29:46,337 - pyskl - INFO - Epoch [8][2500/2506] lr: 2.483e-02, eta: 1 day, 0:43:45, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7562, top5_acc: 0.9625, loss_cls: 1.1299, loss: 1.1299 +2024-12-24 17:29:48,389 - pyskl - INFO - Saving checkpoint at 8 epochs +2024-12-24 17:31:14,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 17:31:14,180 - pyskl - INFO - +top1_acc 0.7359 +top5_acc 0.9543 +2024-12-24 17:31:14,182 - pyskl - INFO - Epoch(val) [8][1031] top1_acc: 0.7359, top5_acc: 0.9543 +2024-12-24 17:32:00,865 - pyskl - INFO - Epoch [9][100/2506] lr: 2.482e-02, eta: 1 day, 0:49:14, time: 0.467, data_time: 0.221, memory: 6429, top1_acc: 0.7631, top5_acc: 0.9700, loss_cls: 1.1094, loss: 1.1094 +2024-12-24 17:32:25,591 - pyskl - INFO - Epoch [9][200/2506] lr: 2.482e-02, eta: 1 day, 0:48:42, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7550, top5_acc: 0.9675, loss_cls: 1.1447, loss: 1.1447 +2024-12-24 17:32:50,134 - pyskl - INFO - Epoch [9][300/2506] lr: 2.482e-02, eta: 1 day, 0:48:07, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9600, loss_cls: 1.1303, loss: 1.1303 +2024-12-24 17:33:14,816 - pyskl - INFO - Epoch [9][400/2506] lr: 2.482e-02, eta: 1 day, 0:47:34, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7494, top5_acc: 0.9600, loss_cls: 1.1610, loss: 1.1610 +2024-12-24 17:33:39,329 - pyskl - INFO - Epoch [9][500/2506] lr: 2.482e-02, eta: 1 day, 0:46:59, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 1.0618, loss: 1.0618 +2024-12-24 17:34:04,208 - pyskl - INFO - Epoch [9][600/2506] lr: 2.481e-02, eta: 1 day, 0:46:30, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 1.0758, loss: 1.0758 +2024-12-24 17:34:28,782 - pyskl - INFO - Epoch [9][700/2506] lr: 2.481e-02, eta: 1 day, 0:45:56, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9644, loss_cls: 1.0686, loss: 1.0686 +2024-12-24 17:34:53,717 - pyskl - INFO - Epoch [9][800/2506] lr: 2.481e-02, eta: 1 day, 0:45:28, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.0306, loss: 1.0306 +2024-12-24 17:35:18,573 - pyskl - INFO - Epoch [9][900/2506] lr: 2.481e-02, eta: 1 day, 0:44:58, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 1.0816, loss: 1.0816 +2024-12-24 17:35:43,259 - pyskl - INFO - Epoch [9][1000/2506] lr: 2.481e-02, eta: 1 day, 0:44:26, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7675, top5_acc: 0.9694, loss_cls: 1.0681, loss: 1.0681 +2024-12-24 17:36:07,987 - pyskl - INFO - Epoch [9][1100/2506] lr: 2.481e-02, eta: 1 day, 0:43:55, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7406, top5_acc: 0.9669, loss_cls: 1.1337, loss: 1.1337 +2024-12-24 17:36:32,951 - pyskl - INFO - Epoch [9][1200/2506] lr: 2.480e-02, eta: 1 day, 0:43:28, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7606, top5_acc: 0.9619, loss_cls: 1.1116, loss: 1.1116 +2024-12-24 17:36:57,695 - pyskl - INFO - Epoch [9][1300/2506] lr: 2.480e-02, eta: 1 day, 0:42:57, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7450, top5_acc: 0.9594, loss_cls: 1.1548, loss: 1.1548 +2024-12-24 17:37:22,692 - pyskl - INFO - Epoch [9][1400/2506] lr: 2.480e-02, eta: 1 day, 0:42:30, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9631, loss_cls: 1.0565, loss: 1.0565 +2024-12-24 17:37:47,613 - pyskl - INFO - Epoch [9][1500/2506] lr: 2.480e-02, eta: 1 day, 0:42:02, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9644, loss_cls: 1.1007, loss: 1.1007 +2024-12-24 17:38:12,507 - pyskl - INFO - Epoch [9][1600/2506] lr: 2.480e-02, eta: 1 day, 0:41:33, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9644, loss_cls: 1.0848, loss: 1.0848 +2024-12-24 17:38:37,123 - pyskl - INFO - Epoch [9][1700/2506] lr: 2.479e-02, eta: 1 day, 0:41:01, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.0278, loss: 1.0278 +2024-12-24 17:39:01,627 - pyskl - INFO - Epoch [9][1800/2506] lr: 2.479e-02, eta: 1 day, 0:40:26, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 1.1153, loss: 1.1153 +2024-12-24 17:39:26,186 - pyskl - INFO - Epoch [9][1900/2506] lr: 2.479e-02, eta: 1 day, 0:39:52, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7569, top5_acc: 0.9625, loss_cls: 1.1068, loss: 1.1068 +2024-12-24 17:39:50,723 - pyskl - INFO - Epoch [9][2000/2506] lr: 2.479e-02, eta: 1 day, 0:39:18, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9594, loss_cls: 1.0798, loss: 1.0798 +2024-12-24 17:40:15,379 - pyskl - INFO - Epoch [9][2100/2506] lr: 2.479e-02, eta: 1 day, 0:38:46, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 1.1231, loss: 1.1231 +2024-12-24 17:40:40,124 - pyskl - INFO - Epoch [9][2200/2506] lr: 2.478e-02, eta: 1 day, 0:38:16, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9631, loss_cls: 1.0700, loss: 1.0700 +2024-12-24 17:41:04,895 - pyskl - INFO - Epoch [9][2300/2506] lr: 2.478e-02, eta: 1 day, 0:37:46, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7656, top5_acc: 0.9600, loss_cls: 1.0967, loss: 1.0967 +2024-12-24 17:41:29,756 - pyskl - INFO - Epoch [9][2400/2506] lr: 2.478e-02, eta: 1 day, 0:37:18, time: 0.249, data_time: 0.002, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9675, loss_cls: 1.0460, loss: 1.0460 +2024-12-24 17:41:54,452 - pyskl - INFO - Epoch [9][2500/2506] lr: 2.478e-02, eta: 1 day, 0:36:46, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 1.1060, loss: 1.1060 +2024-12-24 17:41:56,517 - pyskl - INFO - Saving checkpoint at 9 epochs +2024-12-24 17:43:21,763 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 17:43:21,836 - pyskl - INFO - +top1_acc 0.7503 +top5_acc 0.9603 +2024-12-24 17:43:21,840 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_7.pth was removed +2024-12-24 17:43:21,977 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2024-12-24 17:43:21,977 - pyskl - INFO - Best top1_acc is 0.7503 at 9 epoch. +2024-12-24 17:43:21,979 - pyskl - INFO - Epoch(val) [9][1031] top1_acc: 0.7503, top5_acc: 0.9603 +2024-12-24 17:44:07,302 - pyskl - INFO - Epoch [10][100/2506] lr: 2.478e-02, eta: 1 day, 0:41:12, time: 0.453, data_time: 0.208, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9719, loss_cls: 1.0344, loss: 1.0344 +2024-12-24 17:44:32,051 - pyskl - INFO - Epoch [10][200/2506] lr: 2.477e-02, eta: 1 day, 0:40:40, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.9804, loss: 0.9804 +2024-12-24 17:44:56,781 - pyskl - INFO - Epoch [10][300/2506] lr: 2.477e-02, eta: 1 day, 0:40:09, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 1.0913, loss: 1.0913 +2024-12-24 17:45:21,556 - pyskl - INFO - Epoch [10][400/2506] lr: 2.477e-02, eta: 1 day, 0:39:38, time: 0.248, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9688, loss_cls: 1.0241, loss: 1.0241 +2024-12-24 17:45:46,242 - pyskl - INFO - Epoch [10][500/2506] lr: 2.477e-02, eta: 1 day, 0:39:05, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9594, loss_cls: 1.1353, loss: 1.1353 +2024-12-24 17:46:10,897 - pyskl - INFO - Epoch [10][600/2506] lr: 2.477e-02, eta: 1 day, 0:38:33, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9663, loss_cls: 1.0736, loss: 1.0736 +2024-12-24 17:46:35,634 - pyskl - INFO - Epoch [10][700/2506] lr: 2.476e-02, eta: 1 day, 0:38:01, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9712, loss_cls: 1.0303, loss: 1.0303 +2024-12-24 17:47:00,431 - pyskl - INFO - Epoch [10][800/2506] lr: 2.476e-02, eta: 1 day, 0:37:31, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 0.9941, loss: 0.9941 +2024-12-24 17:47:25,174 - pyskl - INFO - Epoch [10][900/2506] lr: 2.476e-02, eta: 1 day, 0:37:00, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 1.0611, loss: 1.0611 +2024-12-24 17:47:50,045 - pyskl - INFO - Epoch [10][1000/2506] lr: 2.476e-02, eta: 1 day, 0:36:30, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7650, top5_acc: 0.9706, loss_cls: 1.0646, loss: 1.0646 +2024-12-24 17:48:14,742 - pyskl - INFO - Epoch [10][1100/2506] lr: 2.476e-02, eta: 1 day, 0:35:59, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 1.0567, loss: 1.0567 +2024-12-24 17:48:39,377 - pyskl - INFO - Epoch [10][1200/2506] lr: 2.475e-02, eta: 1 day, 0:35:26, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9650, loss_cls: 1.1088, loss: 1.1088 +2024-12-24 17:49:04,080 - pyskl - INFO - Epoch [10][1300/2506] lr: 2.475e-02, eta: 1 day, 0:34:54, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 1.1161, loss: 1.1161 +2024-12-24 17:49:28,468 - pyskl - INFO - Epoch [10][1400/2506] lr: 2.475e-02, eta: 1 day, 0:34:18, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7525, top5_acc: 0.9644, loss_cls: 1.1123, loss: 1.1123 +2024-12-24 17:49:52,930 - pyskl - INFO - Epoch [10][1500/2506] lr: 2.475e-02, eta: 1 day, 0:33:43, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7669, top5_acc: 0.9675, loss_cls: 1.0841, loss: 1.0841 +2024-12-24 17:50:17,404 - pyskl - INFO - Epoch [10][1600/2506] lr: 2.475e-02, eta: 1 day, 0:33:08, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7662, top5_acc: 0.9606, loss_cls: 1.0680, loss: 1.0680 +2024-12-24 17:50:41,970 - pyskl - INFO - Epoch [10][1700/2506] lr: 2.474e-02, eta: 1 day, 0:32:35, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9613, loss_cls: 1.0713, loss: 1.0713 +2024-12-24 17:51:06,608 - pyskl - INFO - Epoch [10][1800/2506] lr: 2.474e-02, eta: 1 day, 0:32:03, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.0478, loss: 1.0478 +2024-12-24 17:51:31,358 - pyskl - INFO - Epoch [10][1900/2506] lr: 2.474e-02, eta: 1 day, 0:31:32, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9644, loss_cls: 1.0643, loss: 1.0643 +2024-12-24 17:51:56,022 - pyskl - INFO - Epoch [10][2000/2506] lr: 2.474e-02, eta: 1 day, 0:31:01, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7431, top5_acc: 0.9613, loss_cls: 1.1459, loss: 1.1459 +2024-12-24 17:52:20,667 - pyskl - INFO - Epoch [10][2100/2506] lr: 2.474e-02, eta: 1 day, 0:30:29, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9681, loss_cls: 0.9662, loss: 0.9662 +2024-12-24 17:52:45,174 - pyskl - INFO - Epoch [10][2200/2506] lr: 2.473e-02, eta: 1 day, 0:29:55, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 1.0871, loss: 1.0871 +2024-12-24 17:53:09,625 - pyskl - INFO - Epoch [10][2300/2506] lr: 2.473e-02, eta: 1 day, 0:29:20, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.0719, loss: 1.0719 +2024-12-24 17:53:34,186 - pyskl - INFO - Epoch [10][2400/2506] lr: 2.473e-02, eta: 1 day, 0:28:48, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9650, loss_cls: 1.0370, loss: 1.0370 +2024-12-24 17:53:58,640 - pyskl - INFO - Epoch [10][2500/2506] lr: 2.473e-02, eta: 1 day, 0:28:13, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.0516, loss: 1.0516 +2024-12-24 17:54:00,861 - pyskl - INFO - Saving checkpoint at 10 epochs +2024-12-24 17:55:26,979 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 17:55:27,075 - pyskl - INFO - +top1_acc 0.7306 +top5_acc 0.9526 +2024-12-24 17:55:27,078 - pyskl - INFO - Epoch(val) [10][1031] top1_acc: 0.7306, top5_acc: 0.9526 +2024-12-24 17:56:12,401 - pyskl - INFO - Epoch [11][100/2506] lr: 2.472e-02, eta: 1 day, 0:32:07, time: 0.453, data_time: 0.209, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9650, loss_cls: 1.0644, loss: 1.0644 +2024-12-24 17:56:37,090 - pyskl - INFO - Epoch [11][200/2506] lr: 2.472e-02, eta: 1 day, 0:31:35, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9600, loss_cls: 1.0495, loss: 1.0495 +2024-12-24 17:57:01,583 - pyskl - INFO - Epoch [11][300/2506] lr: 2.472e-02, eta: 1 day, 0:31:00, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9644, loss_cls: 1.0514, loss: 1.0514 +2024-12-24 17:57:26,182 - pyskl - INFO - Epoch [11][400/2506] lr: 2.472e-02, eta: 1 day, 0:30:27, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9600, loss_cls: 1.0357, loss: 1.0357 +2024-12-24 17:57:50,723 - pyskl - INFO - Epoch [11][500/2506] lr: 2.472e-02, eta: 1 day, 0:29:53, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.9649, loss: 0.9649 +2024-12-24 17:58:15,459 - pyskl - INFO - Epoch [11][600/2506] lr: 2.471e-02, eta: 1 day, 0:29:22, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7712, top5_acc: 0.9581, loss_cls: 1.0907, loss: 1.0907 +2024-12-24 17:58:40,025 - pyskl - INFO - Epoch [11][700/2506] lr: 2.471e-02, eta: 1 day, 0:28:49, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7681, top5_acc: 0.9669, loss_cls: 1.0627, loss: 1.0627 +2024-12-24 17:59:04,461 - pyskl - INFO - Epoch [11][800/2506] lr: 2.471e-02, eta: 1 day, 0:28:14, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.0214, loss: 1.0214 +2024-12-24 17:59:28,841 - pyskl - INFO - Epoch [11][900/2506] lr: 2.471e-02, eta: 1 day, 0:27:38, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.0105, loss: 1.0105 +2024-12-24 17:59:53,519 - pyskl - INFO - Epoch [11][1000/2506] lr: 2.470e-02, eta: 1 day, 0:27:06, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7738, top5_acc: 0.9725, loss_cls: 1.0170, loss: 1.0170 +2024-12-24 18:00:18,063 - pyskl - INFO - Epoch [11][1100/2506] lr: 2.470e-02, eta: 1 day, 0:26:33, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9675, loss_cls: 0.9845, loss: 0.9845 +2024-12-24 18:00:42,582 - pyskl - INFO - Epoch [11][1200/2506] lr: 2.470e-02, eta: 1 day, 0:25:59, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 0.9929, loss: 0.9929 +2024-12-24 18:01:07,507 - pyskl - INFO - Epoch [11][1300/2506] lr: 2.470e-02, eta: 1 day, 0:25:31, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7694, top5_acc: 0.9613, loss_cls: 1.0632, loss: 1.0632 +2024-12-24 18:01:32,287 - pyskl - INFO - Epoch [11][1400/2506] lr: 2.470e-02, eta: 1 day, 0:25:01, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9600, loss_cls: 1.0358, loss: 1.0358 +2024-12-24 18:01:57,202 - pyskl - INFO - Epoch [11][1500/2506] lr: 2.469e-02, eta: 1 day, 0:24:32, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 1.0271, loss: 1.0271 +2024-12-24 18:02:21,844 - pyskl - INFO - Epoch [11][1600/2506] lr: 2.469e-02, eta: 1 day, 0:24:00, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7531, top5_acc: 0.9631, loss_cls: 1.1062, loss: 1.1062 +2024-12-24 18:02:46,312 - pyskl - INFO - Epoch [11][1700/2506] lr: 2.469e-02, eta: 1 day, 0:23:26, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 1.0024, loss: 1.0024 +2024-12-24 18:03:10,958 - pyskl - INFO - Epoch [11][1800/2506] lr: 2.469e-02, eta: 1 day, 0:22:55, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7756, top5_acc: 0.9619, loss_cls: 1.0644, loss: 1.0644 +2024-12-24 18:03:35,601 - pyskl - INFO - Epoch [11][1900/2506] lr: 2.468e-02, eta: 1 day, 0:22:23, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7481, top5_acc: 0.9706, loss_cls: 1.1381, loss: 1.1381 +2024-12-24 18:03:59,959 - pyskl - INFO - Epoch [11][2000/2506] lr: 2.468e-02, eta: 1 day, 0:21:48, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9700, loss_cls: 0.9549, loss: 0.9549 +2024-12-24 18:04:24,564 - pyskl - INFO - Epoch [11][2100/2506] lr: 2.468e-02, eta: 1 day, 0:21:16, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 1.0164, loss: 1.0164 +2024-12-24 18:04:49,335 - pyskl - INFO - Epoch [11][2200/2506] lr: 2.468e-02, eta: 1 day, 0:20:46, time: 0.248, data_time: 0.000, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 0.9772, loss: 0.9772 +2024-12-24 18:05:13,921 - pyskl - INFO - Epoch [11][2300/2506] lr: 2.467e-02, eta: 1 day, 0:20:13, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7794, top5_acc: 0.9706, loss_cls: 1.0020, loss: 1.0020 +2024-12-24 18:05:39,088 - pyskl - INFO - Epoch [11][2400/2506] lr: 2.467e-02, eta: 1 day, 0:19:49, time: 0.252, data_time: 0.001, memory: 6429, top1_acc: 0.7706, top5_acc: 0.9644, loss_cls: 1.0731, loss: 1.0731 +2024-12-24 18:06:03,908 - pyskl - INFO - Epoch [11][2500/2506] lr: 2.467e-02, eta: 1 day, 0:19:20, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9706, loss_cls: 0.9975, loss: 0.9975 +2024-12-24 18:06:05,919 - pyskl - INFO - Saving checkpoint at 11 epochs +2024-12-24 18:07:31,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 18:07:31,634 - pyskl - INFO - +top1_acc 0.7411 +top5_acc 0.9591 +2024-12-24 18:07:31,636 - pyskl - INFO - Epoch(val) [11][1031] top1_acc: 0.7411, top5_acc: 0.9591 +2024-12-24 18:08:18,473 - pyskl - INFO - Epoch [12][100/2506] lr: 2.467e-02, eta: 1 day, 0:23:07, time: 0.468, data_time: 0.220, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9756, loss_cls: 0.9860, loss: 0.9860 +2024-12-24 18:08:43,140 - pyskl - INFO - Epoch [12][200/2506] lr: 2.466e-02, eta: 1 day, 0:22:35, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9694, loss_cls: 0.9887, loss: 0.9887 +2024-12-24 18:09:07,787 - pyskl - INFO - Epoch [12][300/2506] lr: 2.466e-02, eta: 1 day, 0:22:03, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 1.0087, loss: 1.0087 +2024-12-24 18:09:32,151 - pyskl - INFO - Epoch [12][400/2506] lr: 2.466e-02, eta: 1 day, 0:21:27, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9738, loss_cls: 0.9541, loss: 0.9541 +2024-12-24 18:09:56,856 - pyskl - INFO - Epoch [12][500/2506] lr: 2.466e-02, eta: 1 day, 0:20:56, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9694, loss_cls: 1.0097, loss: 1.0097 +2024-12-24 18:10:21,437 - pyskl - INFO - Epoch [12][600/2506] lr: 2.466e-02, eta: 1 day, 0:20:23, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9706, loss_cls: 1.0123, loss: 1.0123 +2024-12-24 18:10:45,966 - pyskl - INFO - Epoch [12][700/2506] lr: 2.465e-02, eta: 1 day, 0:19:49, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 1.0053, loss: 1.0053 +2024-12-24 18:11:10,724 - pyskl - INFO - Epoch [12][800/2506] lr: 2.465e-02, eta: 1 day, 0:19:19, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7863, top5_acc: 0.9644, loss_cls: 1.0423, loss: 1.0423 +2024-12-24 18:11:35,337 - pyskl - INFO - Epoch [12][900/2506] lr: 2.465e-02, eta: 1 day, 0:18:46, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9719, loss_cls: 1.0115, loss: 1.0115 +2024-12-24 18:11:59,930 - pyskl - INFO - Epoch [12][1000/2506] lr: 2.465e-02, eta: 1 day, 0:18:14, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9788, loss_cls: 0.8872, loss: 0.8872 +2024-12-24 18:12:24,740 - pyskl - INFO - Epoch [12][1100/2506] lr: 2.464e-02, eta: 1 day, 0:17:44, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 1.0491, loss: 1.0491 +2024-12-24 18:12:49,344 - pyskl - INFO - Epoch [12][1200/2506] lr: 2.464e-02, eta: 1 day, 0:17:12, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 1.0406, loss: 1.0406 +2024-12-24 18:13:13,985 - pyskl - INFO - Epoch [12][1300/2506] lr: 2.464e-02, eta: 1 day, 0:16:40, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 0.9891, loss: 0.9891 +2024-12-24 18:13:38,816 - pyskl - INFO - Epoch [12][1400/2506] lr: 2.464e-02, eta: 1 day, 0:16:11, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 1.0347, loss: 1.0347 +2024-12-24 18:14:03,721 - pyskl - INFO - Epoch [12][1500/2506] lr: 2.463e-02, eta: 1 day, 0:15:42, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 1.0268, loss: 1.0268 +2024-12-24 18:14:28,545 - pyskl - INFO - Epoch [12][1600/2506] lr: 2.463e-02, eta: 1 day, 0:15:13, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9569, loss_cls: 1.0270, loss: 1.0270 +2024-12-24 18:14:53,341 - pyskl - INFO - Epoch [12][1700/2506] lr: 2.463e-02, eta: 1 day, 0:14:43, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 1.0358, loss: 1.0358 +2024-12-24 18:15:18,246 - pyskl - INFO - Epoch [12][1800/2506] lr: 2.463e-02, eta: 1 day, 0:14:15, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9744, loss_cls: 0.9716, loss: 0.9716 +2024-12-24 18:15:43,106 - pyskl - INFO - Epoch [12][1900/2506] lr: 2.462e-02, eta: 1 day, 0:13:46, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7600, top5_acc: 0.9694, loss_cls: 1.0597, loss: 1.0597 +2024-12-24 18:16:07,938 - pyskl - INFO - Epoch [12][2000/2506] lr: 2.462e-02, eta: 1 day, 0:13:16, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9688, loss_cls: 1.0121, loss: 1.0121 +2024-12-24 18:16:32,555 - pyskl - INFO - Epoch [12][2100/2506] lr: 2.462e-02, eta: 1 day, 0:12:45, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 1.0069, loss: 1.0069 +2024-12-24 18:16:57,316 - pyskl - INFO - Epoch [12][2200/2506] lr: 2.462e-02, eta: 1 day, 0:12:15, time: 0.248, data_time: 0.000, memory: 6429, top1_acc: 0.7837, top5_acc: 0.9688, loss_cls: 1.0150, loss: 1.0150 +2024-12-24 18:17:21,984 - pyskl - INFO - Epoch [12][2300/2506] lr: 2.461e-02, eta: 1 day, 0:11:44, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 1.0260, loss: 1.0260 +2024-12-24 18:17:46,672 - pyskl - INFO - Epoch [12][2400/2506] lr: 2.461e-02, eta: 1 day, 0:11:13, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9613, loss_cls: 1.0107, loss: 1.0107 +2024-12-24 18:18:11,552 - pyskl - INFO - Epoch [12][2500/2506] lr: 2.461e-02, eta: 1 day, 0:10:44, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9700, loss_cls: 0.9527, loss: 0.9527 +2024-12-24 18:18:13,655 - pyskl - INFO - Saving checkpoint at 12 epochs +2024-12-24 18:19:39,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 18:19:39,483 - pyskl - INFO - +top1_acc 0.7888 +top5_acc 0.9665 +2024-12-24 18:19:39,488 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_9.pth was removed +2024-12-24 18:19:39,661 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2024-12-24 18:19:39,662 - pyskl - INFO - Best top1_acc is 0.7888 at 12 epoch. +2024-12-24 18:19:39,665 - pyskl - INFO - Epoch(val) [12][1031] top1_acc: 0.7888, top5_acc: 0.9665 +2024-12-24 18:20:25,709 - pyskl - INFO - Epoch [13][100/2506] lr: 2.460e-02, eta: 1 day, 0:13:59, time: 0.460, data_time: 0.214, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9644, loss_cls: 1.0343, loss: 1.0343 +2024-12-24 18:20:50,160 - pyskl - INFO - Epoch [13][200/2506] lr: 2.460e-02, eta: 1 day, 0:13:25, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 1.0146, loss: 1.0146 +2024-12-24 18:21:14,861 - pyskl - INFO - Epoch [13][300/2506] lr: 2.460e-02, eta: 1 day, 0:12:54, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9744, loss_cls: 0.9449, loss: 0.9449 +2024-12-24 18:21:39,730 - pyskl - INFO - Epoch [13][400/2506] lr: 2.460e-02, eta: 1 day, 0:12:25, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 0.9995, loss: 0.9995 +2024-12-24 18:22:04,543 - pyskl - INFO - Epoch [13][500/2506] lr: 2.459e-02, eta: 1 day, 0:11:55, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.8998, loss: 0.8998 +2024-12-24 18:22:29,458 - pyskl - INFO - Epoch [13][600/2506] lr: 2.459e-02, eta: 1 day, 0:11:26, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9669, loss_cls: 0.9806, loss: 0.9806 +2024-12-24 18:22:54,236 - pyskl - INFO - Epoch [13][700/2506] lr: 2.459e-02, eta: 1 day, 0:10:56, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9700, loss_cls: 1.0252, loss: 1.0252 +2024-12-24 18:23:18,982 - pyskl - INFO - Epoch [13][800/2506] lr: 2.459e-02, eta: 1 day, 0:10:25, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.9391, loss: 0.9391 +2024-12-24 18:23:43,502 - pyskl - INFO - Epoch [13][900/2506] lr: 2.458e-02, eta: 1 day, 0:09:52, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9731, loss_cls: 1.0191, loss: 1.0191 +2024-12-24 18:24:08,049 - pyskl - INFO - Epoch [13][1000/2506] lr: 2.458e-02, eta: 1 day, 0:09:19, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 1.0289, loss: 1.0289 +2024-12-24 18:24:32,800 - pyskl - INFO - Epoch [13][1100/2506] lr: 2.458e-02, eta: 1 day, 0:08:49, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7919, top5_acc: 0.9688, loss_cls: 0.9891, loss: 0.9891 +2024-12-24 18:24:57,873 - pyskl - INFO - Epoch [13][1200/2506] lr: 2.458e-02, eta: 1 day, 0:08:22, time: 0.251, data_time: 0.001, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9750, loss_cls: 0.9086, loss: 0.9086 +2024-12-24 18:25:22,819 - pyskl - INFO - Epoch [13][1300/2506] lr: 2.457e-02, eta: 1 day, 0:07:54, time: 0.249, data_time: 0.000, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 0.9992, loss: 0.9992 +2024-12-24 18:25:47,504 - pyskl - INFO - Epoch [13][1400/2506] lr: 2.457e-02, eta: 1 day, 0:07:23, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9669, loss_cls: 0.9951, loss: 0.9951 +2024-12-24 18:26:12,186 - pyskl - INFO - Epoch [13][1500/2506] lr: 2.457e-02, eta: 1 day, 0:06:52, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9688, loss_cls: 1.0058, loss: 1.0058 +2024-12-24 18:26:37,003 - pyskl - INFO - Epoch [13][1600/2506] lr: 2.456e-02, eta: 1 day, 0:06:22, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 0.9983, loss: 0.9983 +2024-12-24 18:27:01,623 - pyskl - INFO - Epoch [13][1700/2506] lr: 2.456e-02, eta: 1 day, 0:05:51, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7900, top5_acc: 0.9613, loss_cls: 1.0151, loss: 1.0151 +2024-12-24 18:27:26,155 - pyskl - INFO - Epoch [13][1800/2506] lr: 2.456e-02, eta: 1 day, 0:05:18, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 0.9775, loss: 0.9775 +2024-12-24 18:27:50,849 - pyskl - INFO - Epoch [13][1900/2506] lr: 2.456e-02, eta: 1 day, 0:04:48, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.9343, loss: 0.9343 +2024-12-24 18:28:15,648 - pyskl - INFO - Epoch [13][2000/2506] lr: 2.455e-02, eta: 1 day, 0:04:18, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7825, top5_acc: 0.9700, loss_cls: 1.0319, loss: 1.0319 +2024-12-24 18:28:40,478 - pyskl - INFO - Epoch [13][2100/2506] lr: 2.455e-02, eta: 1 day, 0:03:49, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.0397, loss: 1.0397 +2024-12-24 18:29:04,987 - pyskl - INFO - Epoch [13][2200/2506] lr: 2.455e-02, eta: 1 day, 0:03:16, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9719, loss_cls: 0.9677, loss: 0.9677 +2024-12-24 18:29:29,549 - pyskl - INFO - Epoch [13][2300/2506] lr: 2.455e-02, eta: 1 day, 0:02:44, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9600, loss_cls: 1.0313, loss: 1.0313 +2024-12-24 18:29:53,913 - pyskl - INFO - Epoch [13][2400/2506] lr: 2.454e-02, eta: 1 day, 0:02:10, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7762, top5_acc: 0.9656, loss_cls: 1.0017, loss: 1.0017 +2024-12-24 18:30:18,606 - pyskl - INFO - Epoch [13][2500/2506] lr: 2.454e-02, eta: 1 day, 0:01:40, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 1.0414, loss: 1.0414 +2024-12-24 18:30:20,659 - pyskl - INFO - Saving checkpoint at 13 epochs +2024-12-24 18:31:46,339 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 18:31:46,412 - pyskl - INFO - +top1_acc 0.7686 +top5_acc 0.9614 +2024-12-24 18:31:46,415 - pyskl - INFO - Epoch(val) [13][1031] top1_acc: 0.7686, top5_acc: 0.9614 +2024-12-24 18:32:32,210 - pyskl - INFO - Epoch [14][100/2506] lr: 2.454e-02, eta: 1 day, 0:04:33, time: 0.458, data_time: 0.212, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 0.9124, loss: 0.9124 +2024-12-24 18:32:56,867 - pyskl - INFO - Epoch [14][200/2506] lr: 2.453e-02, eta: 1 day, 0:04:02, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9688, loss_cls: 0.9683, loss: 0.9683 +2024-12-24 18:33:21,393 - pyskl - INFO - Epoch [14][300/2506] lr: 2.453e-02, eta: 1 day, 0:03:29, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.9119, loss: 0.9119 +2024-12-24 18:33:46,126 - pyskl - INFO - Epoch [14][400/2506] lr: 2.453e-02, eta: 1 day, 0:02:58, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 0.9237, loss: 0.9237 +2024-12-24 18:34:11,212 - pyskl - INFO - Epoch [14][500/2506] lr: 2.453e-02, eta: 1 day, 0:02:31, time: 0.251, data_time: 0.001, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.9465, loss: 0.9465 +2024-12-24 18:34:35,767 - pyskl - INFO - Epoch [14][600/2506] lr: 2.452e-02, eta: 1 day, 0:01:59, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9706, loss_cls: 0.9111, loss: 0.9111 +2024-12-24 18:35:00,472 - pyskl - INFO - Epoch [14][700/2506] lr: 2.452e-02, eta: 1 day, 0:01:28, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7719, top5_acc: 0.9675, loss_cls: 1.0367, loss: 1.0367 +2024-12-24 18:35:25,270 - pyskl - INFO - Epoch [14][800/2506] lr: 2.452e-02, eta: 1 day, 0:00:58, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 0.9638, loss: 0.9638 +2024-12-24 18:35:49,950 - pyskl - INFO - Epoch [14][900/2506] lr: 2.451e-02, eta: 1 day, 0:00:27, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9762, loss_cls: 0.9563, loss: 0.9563 +2024-12-24 18:36:14,794 - pyskl - INFO - Epoch [14][1000/2506] lr: 2.451e-02, eta: 23:59:58, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 0.9352, loss: 0.9352 +2024-12-24 18:36:39,373 - pyskl - INFO - Epoch [14][1100/2506] lr: 2.451e-02, eta: 23:59:26, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9663, loss_cls: 0.9942, loss: 0.9942 +2024-12-24 18:37:04,028 - pyskl - INFO - Epoch [14][1200/2506] lr: 2.451e-02, eta: 23:58:55, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 0.8931, loss: 0.8931 +2024-12-24 18:37:28,706 - pyskl - INFO - Epoch [14][1300/2506] lr: 2.450e-02, eta: 23:58:24, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9681, loss_cls: 0.9945, loss: 0.9945 +2024-12-24 18:37:53,695 - pyskl - INFO - Epoch [14][1400/2506] lr: 2.450e-02, eta: 23:57:56, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7769, top5_acc: 0.9706, loss_cls: 0.9935, loss: 0.9935 +2024-12-24 18:38:18,502 - pyskl - INFO - Epoch [14][1500/2506] lr: 2.450e-02, eta: 23:57:27, time: 0.248, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9712, loss_cls: 0.9918, loss: 0.9918 +2024-12-24 18:38:43,409 - pyskl - INFO - Epoch [14][1600/2506] lr: 2.449e-02, eta: 23:56:58, time: 0.249, data_time: 0.000, memory: 6429, top1_acc: 0.7775, top5_acc: 0.9731, loss_cls: 0.9942, loss: 0.9942 +2024-12-24 18:39:08,128 - pyskl - INFO - Epoch [14][1700/2506] lr: 2.449e-02, eta: 23:56:28, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 0.9885, loss: 0.9885 +2024-12-24 18:39:32,788 - pyskl - INFO - Epoch [14][1800/2506] lr: 2.449e-02, eta: 23:55:57, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 1.0242, loss: 1.0242 +2024-12-24 18:39:57,446 - pyskl - INFO - Epoch [14][1900/2506] lr: 2.448e-02, eta: 23:55:26, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7944, top5_acc: 0.9725, loss_cls: 0.9404, loss: 0.9404 +2024-12-24 18:40:22,127 - pyskl - INFO - Epoch [14][2000/2506] lr: 2.448e-02, eta: 23:54:56, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 0.9279, loss: 0.9279 +2024-12-24 18:40:46,501 - pyskl - INFO - Epoch [14][2100/2506] lr: 2.448e-02, eta: 23:54:22, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9706, loss_cls: 0.9570, loss: 0.9570 +2024-12-24 18:41:11,265 - pyskl - INFO - Epoch [14][2200/2506] lr: 2.448e-02, eta: 23:53:52, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9706, loss_cls: 0.9435, loss: 0.9435 +2024-12-24 18:41:35,885 - pyskl - INFO - Epoch [14][2300/2506] lr: 2.447e-02, eta: 23:53:21, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.9230, loss: 0.9230 +2024-12-24 18:42:00,923 - pyskl - INFO - Epoch [14][2400/2506] lr: 2.447e-02, eta: 23:52:54, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9367, loss: 0.9367 +2024-12-24 18:42:26,025 - pyskl - INFO - Epoch [14][2500/2506] lr: 2.447e-02, eta: 23:52:28, time: 0.251, data_time: 0.001, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9675, loss_cls: 0.9692, loss: 0.9692 +2024-12-24 18:42:28,098 - pyskl - INFO - Saving checkpoint at 14 epochs +2024-12-24 18:43:53,916 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 18:43:53,993 - pyskl - INFO - +top1_acc 0.7816 +top5_acc 0.9651 +2024-12-24 18:43:53,996 - pyskl - INFO - Epoch(val) [14][1031] top1_acc: 0.7816, top5_acc: 0.9651 +2024-12-24 18:44:39,413 - pyskl - INFO - Epoch [15][100/2506] lr: 2.446e-02, eta: 23:55:02, time: 0.454, data_time: 0.209, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9775, loss_cls: 0.8808, loss: 0.8808 +2024-12-24 18:45:04,381 - pyskl - INFO - Epoch [15][200/2506] lr: 2.446e-02, eta: 23:54:34, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9266, loss: 0.9266 +2024-12-24 18:45:29,089 - pyskl - INFO - Epoch [15][300/2506] lr: 2.446e-02, eta: 23:54:03, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 0.9203, loss: 0.9203 +2024-12-24 18:45:53,725 - pyskl - INFO - Epoch [15][400/2506] lr: 2.445e-02, eta: 23:53:32, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9719, loss_cls: 0.8979, loss: 0.8979 +2024-12-24 18:46:18,414 - pyskl - INFO - Epoch [15][500/2506] lr: 2.445e-02, eta: 23:53:01, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 0.9465, loss: 0.9465 +2024-12-24 18:46:42,797 - pyskl - INFO - Epoch [15][600/2506] lr: 2.445e-02, eta: 23:52:27, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.9393, loss: 0.9393 +2024-12-24 18:47:07,597 - pyskl - INFO - Epoch [15][700/2506] lr: 2.445e-02, eta: 23:51:58, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 0.9405, loss: 0.9405 +2024-12-24 18:47:32,137 - pyskl - INFO - Epoch [15][800/2506] lr: 2.444e-02, eta: 23:51:26, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.9436, loss: 0.9436 +2024-12-24 18:47:56,660 - pyskl - INFO - Epoch [15][900/2506] lr: 2.444e-02, eta: 23:50:53, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9744, loss_cls: 0.9100, loss: 0.9100 +2024-12-24 18:48:21,726 - pyskl - INFO - Epoch [15][1000/2506] lr: 2.444e-02, eta: 23:50:26, time: 0.251, data_time: 0.001, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9625, loss_cls: 0.9655, loss: 0.9655 +2024-12-24 18:48:46,628 - pyskl - INFO - Epoch [15][1100/2506] lr: 2.443e-02, eta: 23:49:58, time: 0.249, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.8983, loss: 0.8983 +2024-12-24 18:49:11,511 - pyskl - INFO - Epoch [15][1200/2506] lr: 2.443e-02, eta: 23:49:29, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 0.9000, loss: 0.9000 +2024-12-24 18:49:35,989 - pyskl - INFO - Epoch [15][1300/2506] lr: 2.443e-02, eta: 23:48:56, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7831, top5_acc: 0.9725, loss_cls: 0.9958, loss: 0.9958 +2024-12-24 18:50:00,594 - pyskl - INFO - Epoch [15][1400/2506] lr: 2.442e-02, eta: 23:48:25, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9744, loss_cls: 0.9177, loss: 0.9177 +2024-12-24 18:50:25,305 - pyskl - INFO - Epoch [15][1500/2506] lr: 2.442e-02, eta: 23:47:55, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.9924, loss: 0.9924 +2024-12-24 18:50:49,903 - pyskl - INFO - Epoch [15][1600/2506] lr: 2.442e-02, eta: 23:47:24, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 0.8937, loss: 0.8937 +2024-12-24 18:51:14,518 - pyskl - INFO - Epoch [15][1700/2506] lr: 2.441e-02, eta: 23:46:53, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 0.9155, loss: 0.9155 +2024-12-24 18:51:39,044 - pyskl - INFO - Epoch [15][1800/2506] lr: 2.441e-02, eta: 23:46:21, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 0.9893, loss: 0.9893 +2024-12-24 18:52:04,046 - pyskl - INFO - Epoch [15][1900/2506] lr: 2.441e-02, eta: 23:45:53, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9675, loss_cls: 0.9370, loss: 0.9370 +2024-12-24 18:52:28,927 - pyskl - INFO - Epoch [15][2000/2506] lr: 2.440e-02, eta: 23:45:25, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.9238, loss: 0.9238 +2024-12-24 18:52:53,610 - pyskl - INFO - Epoch [15][2100/2506] lr: 2.440e-02, eta: 23:44:54, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 1.0263, loss: 1.0263 +2024-12-24 18:53:18,432 - pyskl - INFO - Epoch [15][2200/2506] lr: 2.440e-02, eta: 23:44:25, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9681, loss_cls: 0.9647, loss: 0.9647 +2024-12-24 18:53:43,316 - pyskl - INFO - Epoch [15][2300/2506] lr: 2.439e-02, eta: 23:43:57, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9650, loss_cls: 0.9778, loss: 0.9778 +2024-12-24 18:54:07,923 - pyskl - INFO - Epoch [15][2400/2506] lr: 2.439e-02, eta: 23:43:26, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7812, top5_acc: 0.9644, loss_cls: 1.0036, loss: 1.0036 +2024-12-24 18:54:32,368 - pyskl - INFO - Epoch [15][2500/2506] lr: 2.439e-02, eta: 23:42:53, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 0.9825, loss: 0.9825 +2024-12-24 18:54:34,314 - pyskl - INFO - Saving checkpoint at 15 epochs +2024-12-24 18:56:00,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 18:56:00,607 - pyskl - INFO - +top1_acc 0.7815 +top5_acc 0.9667 +2024-12-24 18:56:00,609 - pyskl - INFO - Epoch(val) [15][1031] top1_acc: 0.7815, top5_acc: 0.9667 +2024-12-24 18:56:46,974 - pyskl - INFO - Epoch [16][100/2506] lr: 2.439e-02, eta: 23:45:23, time: 0.464, data_time: 0.220, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9769, loss_cls: 0.9152, loss: 0.9152 +2024-12-24 18:57:11,363 - pyskl - INFO - Epoch [16][200/2506] lr: 2.438e-02, eta: 23:44:49, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9706, loss_cls: 0.9992, loss: 0.9992 +2024-12-24 18:57:35,956 - pyskl - INFO - Epoch [16][300/2506] lr: 2.438e-02, eta: 23:44:18, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.9845, loss: 0.9845 +2024-12-24 18:58:00,327 - pyskl - INFO - Epoch [16][400/2506] lr: 2.438e-02, eta: 23:43:45, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.9312, loss: 0.9312 +2024-12-24 18:58:24,681 - pyskl - INFO - Epoch [16][500/2506] lr: 2.437e-02, eta: 23:43:11, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.8806, loss: 0.8806 +2024-12-24 18:58:49,277 - pyskl - INFO - Epoch [16][600/2506] lr: 2.437e-02, eta: 23:42:40, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8532, loss: 0.8532 +2024-12-24 18:59:14,007 - pyskl - INFO - Epoch [16][700/2506] lr: 2.437e-02, eta: 23:42:10, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.9118, loss: 0.9118 +2024-12-24 18:59:38,549 - pyskl - INFO - Epoch [16][800/2506] lr: 2.436e-02, eta: 23:41:38, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7856, top5_acc: 0.9775, loss_cls: 0.9655, loss: 0.9655 +2024-12-24 19:00:02,966 - pyskl - INFO - Epoch [16][900/2506] lr: 2.436e-02, eta: 23:41:05, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9725, loss_cls: 0.9322, loss: 0.9322 +2024-12-24 19:00:27,388 - pyskl - INFO - Epoch [16][1000/2506] lr: 2.436e-02, eta: 23:40:32, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9806, loss_cls: 0.8811, loss: 0.8811 +2024-12-24 19:00:51,842 - pyskl - INFO - Epoch [16][1100/2506] lr: 2.435e-02, eta: 23:40:00, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.7750, top5_acc: 0.9675, loss_cls: 1.0300, loss: 1.0300 +2024-12-24 19:01:16,259 - pyskl - INFO - Epoch [16][1200/2506] lr: 2.435e-02, eta: 23:39:27, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.9273, loss: 0.9273 +2024-12-24 19:01:40,539 - pyskl - INFO - Epoch [16][1300/2506] lr: 2.435e-02, eta: 23:38:54, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9694, loss_cls: 0.9560, loss: 0.9560 +2024-12-24 19:02:05,022 - pyskl - INFO - Epoch [16][1400/2506] lr: 2.434e-02, eta: 23:38:22, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 0.9957, loss: 0.9957 +2024-12-24 19:02:29,492 - pyskl - INFO - Epoch [16][1500/2506] lr: 2.434e-02, eta: 23:37:49, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.8651, loss: 0.8651 +2024-12-24 19:02:54,057 - pyskl - INFO - Epoch [16][1600/2506] lr: 2.434e-02, eta: 23:37:18, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 0.8878, loss: 0.8878 +2024-12-24 19:03:18,715 - pyskl - INFO - Epoch [16][1700/2506] lr: 2.433e-02, eta: 23:36:48, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9265, loss: 0.9265 +2024-12-24 19:03:43,217 - pyskl - INFO - Epoch [16][1800/2506] lr: 2.433e-02, eta: 23:36:16, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 0.9029, loss: 0.9029 +2024-12-24 19:04:07,728 - pyskl - INFO - Epoch [16][1900/2506] lr: 2.433e-02, eta: 23:35:45, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.9262, loss: 0.9262 +2024-12-24 19:04:32,011 - pyskl - INFO - Epoch [16][2000/2506] lr: 2.432e-02, eta: 23:35:11, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.8494, loss: 0.8494 +2024-12-24 19:04:56,448 - pyskl - INFO - Epoch [16][2100/2506] lr: 2.432e-02, eta: 23:34:39, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.9200, loss: 0.9200 +2024-12-24 19:05:21,146 - pyskl - INFO - Epoch [16][2200/2506] lr: 2.432e-02, eta: 23:34:09, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.7744, top5_acc: 0.9650, loss_cls: 1.0310, loss: 1.0310 +2024-12-24 19:05:46,189 - pyskl - INFO - Epoch [16][2300/2506] lr: 2.431e-02, eta: 23:33:42, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.9340, loss: 0.9340 +2024-12-24 19:06:10,993 - pyskl - INFO - Epoch [16][2400/2506] lr: 2.431e-02, eta: 23:33:13, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.8973, loss: 0.8973 +2024-12-24 19:06:35,907 - pyskl - INFO - Epoch [16][2500/2506] lr: 2.430e-02, eta: 23:32:45, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7894, top5_acc: 0.9719, loss_cls: 0.9519, loss: 0.9519 +2024-12-24 19:06:37,916 - pyskl - INFO - Saving checkpoint at 16 epochs +2024-12-24 19:08:03,049 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 19:08:03,140 - pyskl - INFO - +top1_acc 0.7812 +top5_acc 0.9644 +2024-12-24 19:08:03,144 - pyskl - INFO - Epoch(val) [16][1031] top1_acc: 0.7812, top5_acc: 0.9644 +2024-12-24 19:08:49,094 - pyskl - INFO - Epoch [17][100/2506] lr: 2.430e-02, eta: 23:34:59, time: 0.459, data_time: 0.213, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.9232, loss: 0.9232 +2024-12-24 19:09:13,908 - pyskl - INFO - Epoch [17][200/2506] lr: 2.430e-02, eta: 23:34:29, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9800, loss_cls: 0.8576, loss: 0.8576 +2024-12-24 19:09:38,744 - pyskl - INFO - Epoch [17][300/2506] lr: 2.429e-02, eta: 23:34:00, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.8748, loss: 0.8748 +2024-12-24 19:10:03,770 - pyskl - INFO - Epoch [17][400/2506] lr: 2.429e-02, eta: 23:33:33, time: 0.250, data_time: 0.001, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9788, loss_cls: 0.9375, loss: 0.9375 +2024-12-24 19:10:28,651 - pyskl - INFO - Epoch [17][500/2506] lr: 2.429e-02, eta: 23:33:04, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 0.9248, loss: 0.9248 +2024-12-24 19:10:53,466 - pyskl - INFO - Epoch [17][600/2506] lr: 2.428e-02, eta: 23:32:35, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9738, loss_cls: 0.9278, loss: 0.9278 +2024-12-24 19:11:18,001 - pyskl - INFO - Epoch [17][700/2506] lr: 2.428e-02, eta: 23:32:04, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 0.8787, loss: 0.8787 +2024-12-24 19:11:42,444 - pyskl - INFO - Epoch [17][800/2506] lr: 2.428e-02, eta: 23:31:32, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.8658, loss: 0.8658 +2024-12-24 19:12:07,059 - pyskl - INFO - Epoch [17][900/2506] lr: 2.427e-02, eta: 23:31:01, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9706, loss_cls: 0.9022, loss: 0.9022 +2024-12-24 19:12:31,752 - pyskl - INFO - Epoch [17][1000/2506] lr: 2.427e-02, eta: 23:30:31, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9712, loss_cls: 0.9388, loss: 0.9388 +2024-12-24 19:12:56,453 - pyskl - INFO - Epoch [17][1100/2506] lr: 2.427e-02, eta: 23:30:01, time: 0.247, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.9231, loss: 0.9231 +2024-12-24 19:13:21,341 - pyskl - INFO - Epoch [17][1200/2506] lr: 2.426e-02, eta: 23:29:32, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 0.9435, loss: 0.9435 +2024-12-24 19:13:46,070 - pyskl - INFO - Epoch [17][1300/2506] lr: 2.426e-02, eta: 23:29:03, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.9029, loss: 0.9029 +2024-12-24 19:14:10,998 - pyskl - INFO - Epoch [17][1400/2506] lr: 2.426e-02, eta: 23:28:35, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9700, loss_cls: 0.9562, loss: 0.9562 +2024-12-24 19:14:35,455 - pyskl - INFO - Epoch [17][1500/2506] lr: 2.425e-02, eta: 23:28:03, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9731, loss_cls: 0.9041, loss: 0.9041 +2024-12-24 19:14:59,897 - pyskl - INFO - Epoch [17][1600/2506] lr: 2.425e-02, eta: 23:27:31, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.7956, top5_acc: 0.9725, loss_cls: 0.9427, loss: 0.9427 +2024-12-24 19:15:24,333 - pyskl - INFO - Epoch [17][1700/2506] lr: 2.425e-02, eta: 23:26:59, time: 0.244, data_time: 0.001, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9688, loss_cls: 0.9129, loss: 0.9129 +2024-12-24 19:15:49,257 - pyskl - INFO - Epoch [17][1800/2506] lr: 2.424e-02, eta: 23:26:31, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.7844, top5_acc: 0.9663, loss_cls: 0.9703, loss: 0.9703 +2024-12-24 19:16:13,947 - pyskl - INFO - Epoch [17][1900/2506] lr: 2.424e-02, eta: 23:26:01, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.8992, loss: 0.8992 +2024-12-24 19:16:38,773 - pyskl - INFO - Epoch [17][2000/2506] lr: 2.423e-02, eta: 23:25:32, time: 0.248, data_time: 0.001, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9750, loss_cls: 0.9272, loss: 0.9272 +2024-12-24 19:17:03,700 - pyskl - INFO - Epoch [17][2100/2506] lr: 2.423e-02, eta: 23:25:04, time: 0.249, data_time: 0.001, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9706, loss_cls: 0.8575, loss: 0.8575 +2024-12-24 19:17:28,423 - pyskl - INFO - Epoch [17][2200/2506] lr: 2.423e-02, eta: 23:24:35, time: 0.247, data_time: 0.001, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9731, loss_cls: 0.8968, loss: 0.8968 +2024-12-24 19:17:52,982 - pyskl - INFO - Epoch [17][2300/2506] lr: 2.422e-02, eta: 23:24:04, time: 0.246, data_time: 0.001, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 0.8829, loss: 0.8829 +2024-12-24 19:18:17,530 - pyskl - INFO - Epoch [17][2400/2506] lr: 2.422e-02, eta: 23:23:33, time: 0.245, data_time: 0.001, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.8967, loss: 0.8967 +2024-12-24 19:18:41,760 - pyskl - INFO - Epoch [17][2500/2506] lr: 2.422e-02, eta: 23:23:00, time: 0.242, data_time: 0.001, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.9197, loss: 0.9197 +2024-12-24 19:18:43,728 - pyskl - INFO - Saving checkpoint at 17 epochs +2024-12-24 19:20:09,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 19:20:09,124 - pyskl - INFO - +top1_acc 0.7479 +top5_acc 0.9562 +2024-12-24 19:20:09,126 - pyskl - INFO - Epoch(val) [17][1031] top1_acc: 0.7479, top5_acc: 0.9562 +2024-12-24 19:20:52,456 - pyskl - INFO - Epoch [18][100/2506] lr: 2.421e-02, eta: 23:24:42, time: 0.433, data_time: 0.194, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8557, loss: 0.8557 +2024-12-24 19:21:16,268 - pyskl - INFO - Epoch [18][200/2506] lr: 2.421e-02, eta: 23:24:05, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9700, loss_cls: 0.8701, loss: 0.8701 +2024-12-24 19:21:40,046 - pyskl - INFO - Epoch [18][300/2506] lr: 2.421e-02, eta: 23:23:28, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9731, loss_cls: 0.9020, loss: 0.9020 +2024-12-24 19:22:03,693 - pyskl - INFO - Epoch [18][400/2506] lr: 2.420e-02, eta: 23:22:50, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.9115, loss: 0.9115 +2024-12-24 19:22:27,395 - pyskl - INFO - Epoch [18][500/2506] lr: 2.420e-02, eta: 23:22:13, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9694, loss_cls: 0.9369, loss: 0.9369 +2024-12-24 19:22:51,152 - pyskl - INFO - Epoch [18][600/2506] lr: 2.419e-02, eta: 23:21:36, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9669, loss_cls: 0.9227, loss: 0.9227 +2024-12-24 19:23:14,987 - pyskl - INFO - Epoch [18][700/2506] lr: 2.419e-02, eta: 23:20:59, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.8603, loss: 0.8603 +2024-12-24 19:23:38,748 - pyskl - INFO - Epoch [18][800/2506] lr: 2.419e-02, eta: 23:20:23, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 0.8744, loss: 0.8744 +2024-12-24 19:24:02,577 - pyskl - INFO - Epoch [18][900/2506] lr: 2.418e-02, eta: 23:19:46, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.7981, top5_acc: 0.9756, loss_cls: 0.9396, loss: 0.9396 +2024-12-24 19:24:26,408 - pyskl - INFO - Epoch [18][1000/2506] lr: 2.418e-02, eta: 23:19:10, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9688, loss_cls: 0.9362, loss: 0.9362 +2024-12-24 19:24:50,387 - pyskl - INFO - Epoch [18][1100/2506] lr: 2.418e-02, eta: 23:18:35, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 0.9374, loss: 0.9374 +2024-12-24 19:25:14,240 - pyskl - INFO - Epoch [18][1200/2506] lr: 2.417e-02, eta: 23:17:59, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9744, loss_cls: 0.8845, loss: 0.8845 +2024-12-24 19:25:38,036 - pyskl - INFO - Epoch [18][1300/2506] lr: 2.417e-02, eta: 23:17:23, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9719, loss_cls: 0.8170, loss: 0.8170 +2024-12-24 19:26:01,900 - pyskl - INFO - Epoch [18][1400/2506] lr: 2.416e-02, eta: 23:16:47, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.8450, loss: 0.8450 +2024-12-24 19:26:25,844 - pyskl - INFO - Epoch [18][1500/2506] lr: 2.416e-02, eta: 23:16:12, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9812, loss_cls: 0.8350, loss: 0.8350 +2024-12-24 19:26:49,728 - pyskl - INFO - Epoch [18][1600/2506] lr: 2.416e-02, eta: 23:15:36, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.9132, loss: 0.9132 +2024-12-24 19:27:13,587 - pyskl - INFO - Epoch [18][1700/2506] lr: 2.415e-02, eta: 23:15:01, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.9235, loss: 0.9235 +2024-12-24 19:27:37,514 - pyskl - INFO - Epoch [18][1800/2506] lr: 2.415e-02, eta: 23:14:26, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.7950, top5_acc: 0.9681, loss_cls: 0.9730, loss: 0.9730 +2024-12-24 19:28:01,230 - pyskl - INFO - Epoch [18][1900/2506] lr: 2.415e-02, eta: 23:13:49, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.9474, loss: 0.9474 +2024-12-24 19:28:25,022 - pyskl - INFO - Epoch [18][2000/2506] lr: 2.414e-02, eta: 23:13:13, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.9153, loss: 0.9153 +2024-12-24 19:28:48,731 - pyskl - INFO - Epoch [18][2100/2506] lr: 2.414e-02, eta: 23:12:37, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9694, loss_cls: 0.9247, loss: 0.9247 +2024-12-24 19:29:12,557 - pyskl - INFO - Epoch [18][2200/2506] lr: 2.413e-02, eta: 23:12:01, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.9029, loss: 0.9029 +2024-12-24 19:29:36,287 - pyskl - INFO - Epoch [18][2300/2506] lr: 2.413e-02, eta: 23:11:25, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9712, loss_cls: 0.8459, loss: 0.8459 +2024-12-24 19:29:59,991 - pyskl - INFO - Epoch [18][2400/2506] lr: 2.413e-02, eta: 23:10:48, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9762, loss_cls: 0.8880, loss: 0.8880 +2024-12-24 19:30:23,693 - pyskl - INFO - Epoch [18][2500/2506] lr: 2.412e-02, eta: 23:10:12, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9700, loss_cls: 0.8886, loss: 0.8886 +2024-12-24 19:30:25,547 - pyskl - INFO - Saving checkpoint at 18 epochs +2024-12-24 19:31:48,113 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 19:31:48,182 - pyskl - INFO - +top1_acc 0.7495 +top5_acc 0.9614 +2024-12-24 19:31:48,184 - pyskl - INFO - Epoch(val) [18][1031] top1_acc: 0.7495, top5_acc: 0.9614 +2024-12-24 19:32:45,229 - pyskl - INFO - Epoch [19][100/2506] lr: 2.412e-02, eta: 23:13:27, time: 0.570, data_time: 0.186, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9756, loss_cls: 0.8919, loss: 0.8919 +2024-12-24 19:33:23,575 - pyskl - INFO - Epoch [19][200/2506] lr: 2.411e-02, eta: 23:14:37, time: 0.383, data_time: 0.000, memory: 6429, top1_acc: 0.7969, top5_acc: 0.9694, loss_cls: 0.9308, loss: 0.9308 +2024-12-24 19:34:01,836 - pyskl - INFO - Epoch [19][300/2506] lr: 2.411e-02, eta: 23:15:46, time: 0.383, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9850, loss_cls: 0.8116, loss: 0.8116 +2024-12-24 19:34:40,019 - pyskl - INFO - Epoch [19][400/2506] lr: 2.411e-02, eta: 23:16:54, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 0.8763, loss: 0.8763 +2024-12-24 19:35:18,234 - pyskl - INFO - Epoch [19][500/2506] lr: 2.410e-02, eta: 23:18:02, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9725, loss_cls: 0.9294, loss: 0.9294 +2024-12-24 19:35:56,519 - pyskl - INFO - Epoch [19][600/2506] lr: 2.410e-02, eta: 23:19:09, time: 0.383, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8792, loss: 0.8792 +2024-12-24 19:36:34,755 - pyskl - INFO - Epoch [19][700/2506] lr: 2.410e-02, eta: 23:20:16, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 0.8726, loss: 0.8726 +2024-12-24 19:37:12,920 - pyskl - INFO - Epoch [19][800/2506] lr: 2.409e-02, eta: 23:21:22, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9762, loss_cls: 0.8825, loss: 0.8825 +2024-12-24 19:37:51,102 - pyskl - INFO - Epoch [19][900/2506] lr: 2.409e-02, eta: 23:22:28, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 0.9442, loss: 0.9442 +2024-12-24 19:38:29,353 - pyskl - INFO - Epoch [19][1000/2506] lr: 2.408e-02, eta: 23:23:33, time: 0.383, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.9429, loss: 0.9429 +2024-12-24 19:39:07,545 - pyskl - INFO - Epoch [19][1100/2506] lr: 2.408e-02, eta: 23:24:38, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 0.9271, loss: 0.9271 +2024-12-24 19:39:45,755 - pyskl - INFO - Epoch [19][1200/2506] lr: 2.408e-02, eta: 23:25:43, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.8935, loss: 0.8935 +2024-12-24 19:40:24,077 - pyskl - INFO - Epoch [19][1300/2506] lr: 2.407e-02, eta: 23:26:47, time: 0.383, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9725, loss_cls: 0.8881, loss: 0.8881 +2024-12-24 19:41:02,384 - pyskl - INFO - Epoch [19][1400/2506] lr: 2.407e-02, eta: 23:27:52, time: 0.383, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9650, loss_cls: 0.9349, loss: 0.9349 +2024-12-24 19:41:40,584 - pyskl - INFO - Epoch [19][1500/2506] lr: 2.406e-02, eta: 23:28:55, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 0.8117, loss: 0.8117 +2024-12-24 19:42:18,708 - pyskl - INFO - Epoch [19][1600/2506] lr: 2.406e-02, eta: 23:29:57, time: 0.381, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.8658, loss: 0.8658 +2024-12-24 19:42:56,796 - pyskl - INFO - Epoch [19][1700/2506] lr: 2.406e-02, eta: 23:30:58, time: 0.381, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.8820, loss: 0.8820 +2024-12-24 19:43:34,847 - pyskl - INFO - Epoch [19][1800/2506] lr: 2.405e-02, eta: 23:31:59, time: 0.381, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9700, loss_cls: 0.8713, loss: 0.8713 +2024-12-24 19:44:13,014 - pyskl - INFO - Epoch [19][1900/2506] lr: 2.405e-02, eta: 23:33:00, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 0.8939, loss: 0.8939 +2024-12-24 19:44:51,126 - pyskl - INFO - Epoch [19][2000/2506] lr: 2.404e-02, eta: 23:34:00, time: 0.381, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 0.8508, loss: 0.8508 +2024-12-24 19:45:29,299 - pyskl - INFO - Epoch [19][2100/2506] lr: 2.404e-02, eta: 23:35:01, time: 0.382, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8935, loss: 0.8935 +2024-12-24 19:46:07,406 - pyskl - INFO - Epoch [19][2200/2506] lr: 2.404e-02, eta: 23:36:00, time: 0.381, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.8450, loss: 0.8450 +2024-12-24 19:46:45,439 - pyskl - INFO - Epoch [19][2300/2506] lr: 2.403e-02, eta: 23:36:59, time: 0.380, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.8921, loss: 0.8921 +2024-12-24 19:47:23,409 - pyskl - INFO - Epoch [19][2400/2506] lr: 2.403e-02, eta: 23:37:56, time: 0.380, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.9158, loss: 0.9158 +2024-12-24 19:48:01,489 - pyskl - INFO - Epoch [19][2500/2506] lr: 2.402e-02, eta: 23:38:54, time: 0.381, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.8929, loss: 0.8929 +2024-12-24 19:48:04,124 - pyskl - INFO - Saving checkpoint at 19 epochs +2024-12-24 19:50:30,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 19:50:30,857 - pyskl - INFO - +top1_acc 0.7899 +top5_acc 0.9680 +2024-12-24 19:50:30,861 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_12.pth was removed +2024-12-24 19:50:30,991 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2024-12-24 19:50:30,992 - pyskl - INFO - Best top1_acc is 0.7899 at 19 epoch. +2024-12-24 19:50:30,994 - pyskl - INFO - Epoch(val) [19][1031] top1_acc: 0.7899, top5_acc: 0.9680 +2024-12-24 19:51:13,367 - pyskl - INFO - Epoch [20][100/2506] lr: 2.402e-02, eta: 23:40:09, time: 0.424, data_time: 0.188, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9712, loss_cls: 0.8172, loss: 0.8172 +2024-12-24 19:51:36,927 - pyskl - INFO - Epoch [20][200/2506] lr: 2.402e-02, eta: 23:39:27, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9800, loss_cls: 0.8654, loss: 0.8654 +2024-12-24 19:52:00,530 - pyskl - INFO - Epoch [20][300/2506] lr: 2.401e-02, eta: 23:38:45, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9750, loss_cls: 0.8242, loss: 0.8242 +2024-12-24 19:52:24,098 - pyskl - INFO - Epoch [20][400/2506] lr: 2.401e-02, eta: 23:38:02, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 0.8875, loss: 0.8875 +2024-12-24 19:52:47,707 - pyskl - INFO - Epoch [20][500/2506] lr: 2.400e-02, eta: 23:37:20, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9825, loss_cls: 0.8400, loss: 0.8400 +2024-12-24 19:53:11,306 - pyskl - INFO - Epoch [20][600/2506] lr: 2.400e-02, eta: 23:36:39, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 0.8955, loss: 0.8955 +2024-12-24 19:53:34,956 - pyskl - INFO - Epoch [20][700/2506] lr: 2.399e-02, eta: 23:35:57, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9781, loss_cls: 0.8683, loss: 0.8683 +2024-12-24 19:53:58,564 - pyskl - INFO - Epoch [20][800/2506] lr: 2.399e-02, eta: 23:35:15, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8576, loss: 0.8576 +2024-12-24 19:54:22,220 - pyskl - INFO - Epoch [20][900/2506] lr: 2.399e-02, eta: 23:34:34, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.8590, loss: 0.8590 +2024-12-24 19:54:45,854 - pyskl - INFO - Epoch [20][1000/2506] lr: 2.398e-02, eta: 23:33:53, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.8033, loss: 0.8033 +2024-12-24 19:55:09,559 - pyskl - INFO - Epoch [20][1100/2506] lr: 2.398e-02, eta: 23:33:12, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9681, loss_cls: 0.8998, loss: 0.8998 +2024-12-24 19:55:33,304 - pyskl - INFO - Epoch [20][1200/2506] lr: 2.397e-02, eta: 23:32:32, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9731, loss_cls: 0.8751, loss: 0.8751 +2024-12-24 19:55:57,027 - pyskl - INFO - Epoch [20][1300/2506] lr: 2.397e-02, eta: 23:31:51, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.7956, loss: 0.7956 +2024-12-24 19:56:20,683 - pyskl - INFO - Epoch [20][1400/2506] lr: 2.397e-02, eta: 23:31:10, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9427, loss: 0.9427 +2024-12-24 19:56:44,371 - pyskl - INFO - Epoch [20][1500/2506] lr: 2.396e-02, eta: 23:30:29, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9719, loss_cls: 0.8768, loss: 0.8768 +2024-12-24 19:57:08,069 - pyskl - INFO - Epoch [20][1600/2506] lr: 2.396e-02, eta: 23:29:49, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9650, loss_cls: 0.8853, loss: 0.8853 +2024-12-24 19:57:31,798 - pyskl - INFO - Epoch [20][1700/2506] lr: 2.395e-02, eta: 23:29:09, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 0.9344, loss: 0.9344 +2024-12-24 19:57:55,502 - pyskl - INFO - Epoch [20][1800/2506] lr: 2.395e-02, eta: 23:28:28, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7925, top5_acc: 0.9625, loss_cls: 0.9688, loss: 0.9688 +2024-12-24 19:58:19,135 - pyskl - INFO - Epoch [20][1900/2506] lr: 2.394e-02, eta: 23:27:48, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.7850, top5_acc: 0.9750, loss_cls: 0.9589, loss: 0.9589 +2024-12-24 19:58:42,796 - pyskl - INFO - Epoch [20][2000/2506] lr: 2.394e-02, eta: 23:27:07, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9024, loss: 0.9024 +2024-12-24 19:59:06,532 - pyskl - INFO - Epoch [20][2100/2506] lr: 2.394e-02, eta: 23:26:27, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9625, loss_cls: 0.9546, loss: 0.9546 +2024-12-24 19:59:30,182 - pyskl - INFO - Epoch [20][2200/2506] lr: 2.393e-02, eta: 23:25:47, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9800, loss_cls: 0.8085, loss: 0.8085 +2024-12-24 19:59:53,856 - pyskl - INFO - Epoch [20][2300/2506] lr: 2.393e-02, eta: 23:25:07, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8000, top5_acc: 0.9694, loss_cls: 0.9207, loss: 0.9207 +2024-12-24 20:00:17,602 - pyskl - INFO - Epoch [20][2400/2506] lr: 2.392e-02, eta: 23:24:27, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8426, loss: 0.8426 +2024-12-24 20:00:41,266 - pyskl - INFO - Epoch [20][2500/2506] lr: 2.392e-02, eta: 23:23:47, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7975, top5_acc: 0.9738, loss_cls: 0.9509, loss: 0.9509 +2024-12-24 20:00:43,114 - pyskl - INFO - Saving checkpoint at 20 epochs +2024-12-24 20:02:05,211 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 20:02:05,277 - pyskl - INFO - +top1_acc 0.7709 +top5_acc 0.9669 +2024-12-24 20:02:05,279 - pyskl - INFO - Epoch(val) [20][1031] top1_acc: 0.7709, top5_acc: 0.9669 +2024-12-24 20:02:47,790 - pyskl - INFO - Epoch [21][100/2506] lr: 2.392e-02, eta: 23:24:57, time: 0.425, data_time: 0.187, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 0.8266, loss: 0.8266 +2024-12-24 20:03:11,456 - pyskl - INFO - Epoch [21][200/2506] lr: 2.391e-02, eta: 23:24:17, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8444, top5_acc: 0.9750, loss_cls: 0.8083, loss: 0.8083 +2024-12-24 20:03:35,199 - pyskl - INFO - Epoch [21][300/2506] lr: 2.391e-02, eta: 23:23:37, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 0.9225, loss: 0.9225 +2024-12-24 20:03:58,913 - pyskl - INFO - Epoch [21][400/2506] lr: 2.390e-02, eta: 23:22:58, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 0.8446, loss: 0.8446 +2024-12-24 20:04:22,684 - pyskl - INFO - Epoch [21][500/2506] lr: 2.390e-02, eta: 23:22:18, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9788, loss_cls: 0.7886, loss: 0.7886 +2024-12-24 20:04:46,470 - pyskl - INFO - Epoch [21][600/2506] lr: 2.389e-02, eta: 23:21:39, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.8690, loss: 0.8690 +2024-12-24 20:05:10,231 - pyskl - INFO - Epoch [21][700/2506] lr: 2.389e-02, eta: 23:21:00, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8210, loss: 0.8210 +2024-12-24 20:05:33,914 - pyskl - INFO - Epoch [21][800/2506] lr: 2.389e-02, eta: 23:20:20, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.8716, loss: 0.8716 +2024-12-24 20:05:57,648 - pyskl - INFO - Epoch [21][900/2506] lr: 2.388e-02, eta: 23:19:41, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.8983, loss: 0.8983 +2024-12-24 20:06:21,380 - pyskl - INFO - Epoch [21][1000/2506] lr: 2.388e-02, eta: 23:19:01, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9700, loss_cls: 0.8889, loss: 0.8889 +2024-12-24 20:06:45,123 - pyskl - INFO - Epoch [21][1100/2506] lr: 2.387e-02, eta: 23:18:22, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.8908, loss: 0.8908 +2024-12-24 20:07:08,858 - pyskl - INFO - Epoch [21][1200/2506] lr: 2.387e-02, eta: 23:17:43, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9788, loss_cls: 0.8301, loss: 0.8301 +2024-12-24 20:07:32,574 - pyskl - INFO - Epoch [21][1300/2506] lr: 2.386e-02, eta: 23:17:04, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 0.7927, loss: 0.7927 +2024-12-24 20:07:56,307 - pyskl - INFO - Epoch [21][1400/2506] lr: 2.386e-02, eta: 23:16:25, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9744, loss_cls: 0.8292, loss: 0.8292 +2024-12-24 20:08:20,024 - pyskl - INFO - Epoch [21][1500/2506] lr: 2.385e-02, eta: 23:15:46, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9706, loss_cls: 0.9180, loss: 0.9180 +2024-12-24 20:08:43,760 - pyskl - INFO - Epoch [21][1600/2506] lr: 2.385e-02, eta: 23:15:07, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9675, loss_cls: 0.8982, loss: 0.8982 +2024-12-24 20:09:07,539 - pyskl - INFO - Epoch [21][1700/2506] lr: 2.385e-02, eta: 23:14:28, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9794, loss_cls: 0.8587, loss: 0.8587 +2024-12-24 20:09:31,285 - pyskl - INFO - Epoch [21][1800/2506] lr: 2.384e-02, eta: 23:13:49, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9744, loss_cls: 0.8735, loss: 0.8735 +2024-12-24 20:09:54,999 - pyskl - INFO - Epoch [21][1900/2506] lr: 2.384e-02, eta: 23:13:11, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.8580, loss: 0.8580 +2024-12-24 20:10:18,729 - pyskl - INFO - Epoch [21][2000/2506] lr: 2.383e-02, eta: 23:12:32, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8275, loss: 0.8275 +2024-12-24 20:10:42,463 - pyskl - INFO - Epoch [21][2100/2506] lr: 2.383e-02, eta: 23:11:53, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 0.9078, loss: 0.9078 +2024-12-24 20:11:06,186 - pyskl - INFO - Epoch [21][2200/2506] lr: 2.382e-02, eta: 23:11:14, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.8413, loss: 0.8413 +2024-12-24 20:11:30,012 - pyskl - INFO - Epoch [21][2300/2506] lr: 2.382e-02, eta: 23:10:37, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 0.8953, loss: 0.8953 +2024-12-24 20:11:53,744 - pyskl - INFO - Epoch [21][2400/2506] lr: 2.382e-02, eta: 23:09:58, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 0.8983, loss: 0.8983 +2024-12-24 20:12:17,475 - pyskl - INFO - Epoch [21][2500/2506] lr: 2.381e-02, eta: 23:09:20, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 0.9153, loss: 0.9153 +2024-12-24 20:12:19,266 - pyskl - INFO - Saving checkpoint at 21 epochs +2024-12-24 20:13:41,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 20:13:41,426 - pyskl - INFO - +top1_acc 0.7687 +top5_acc 0.9654 +2024-12-24 20:13:41,428 - pyskl - INFO - Epoch(val) [21][1031] top1_acc: 0.7687, top5_acc: 0.9654 +2024-12-24 20:14:23,926 - pyskl - INFO - Epoch [22][100/2506] lr: 2.381e-02, eta: 23:10:25, time: 0.425, data_time: 0.189, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.7763, loss: 0.7763 +2024-12-24 20:14:47,602 - pyskl - INFO - Epoch [22][200/2506] lr: 2.380e-02, eta: 23:09:46, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.8544, loss: 0.8544 +2024-12-24 20:15:11,255 - pyskl - INFO - Epoch [22][300/2506] lr: 2.380e-02, eta: 23:09:07, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9669, loss_cls: 0.7978, loss: 0.7978 +2024-12-24 20:15:34,855 - pyskl - INFO - Epoch [22][400/2506] lr: 2.379e-02, eta: 23:08:28, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.8801, loss: 0.8801 +2024-12-24 20:15:58,487 - pyskl - INFO - Epoch [22][500/2506] lr: 2.379e-02, eta: 23:07:49, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.8796, loss: 0.8796 +2024-12-24 20:16:22,394 - pyskl - INFO - Epoch [22][600/2506] lr: 2.378e-02, eta: 23:07:12, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9769, loss_cls: 0.8507, loss: 0.8507 +2024-12-24 20:16:46,240 - pyskl - INFO - Epoch [22][700/2506] lr: 2.378e-02, eta: 23:06:34, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8371, loss: 0.8371 +2024-12-24 20:17:10,160 - pyskl - INFO - Epoch [22][800/2506] lr: 2.377e-02, eta: 23:05:57, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8373, loss: 0.8373 +2024-12-24 20:17:34,298 - pyskl - INFO - Epoch [22][900/2506] lr: 2.377e-02, eta: 23:05:21, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.8791, loss: 0.8791 +2024-12-24 20:17:58,428 - pyskl - INFO - Epoch [22][1000/2506] lr: 2.377e-02, eta: 23:04:46, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9806, loss_cls: 0.8163, loss: 0.8163 +2024-12-24 20:18:22,541 - pyskl - INFO - Epoch [22][1100/2506] lr: 2.376e-02, eta: 23:04:10, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.8778, loss: 0.8778 +2024-12-24 20:18:46,663 - pyskl - INFO - Epoch [22][1200/2506] lr: 2.376e-02, eta: 23:03:34, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8087, top5_acc: 0.9819, loss_cls: 0.8672, loss: 0.8672 +2024-12-24 20:19:10,778 - pyskl - INFO - Epoch [22][1300/2506] lr: 2.375e-02, eta: 23:02:58, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 0.9493, loss: 0.9493 +2024-12-24 20:19:34,863 - pyskl - INFO - Epoch [22][1400/2506] lr: 2.375e-02, eta: 23:02:23, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.7942, loss: 0.7942 +2024-12-24 20:19:59,045 - pyskl - INFO - Epoch [22][1500/2506] lr: 2.374e-02, eta: 23:01:47, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.8730, loss: 0.8730 +2024-12-24 20:20:23,149 - pyskl - INFO - Epoch [22][1600/2506] lr: 2.374e-02, eta: 23:01:12, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.8791, loss: 0.8791 +2024-12-24 20:20:47,103 - pyskl - INFO - Epoch [22][1700/2506] lr: 2.373e-02, eta: 23:00:35, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.8339, loss: 0.8339 +2024-12-24 20:21:11,003 - pyskl - INFO - Epoch [22][1800/2506] lr: 2.373e-02, eta: 22:59:59, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.8732, loss: 0.8732 +2024-12-24 20:21:34,820 - pyskl - INFO - Epoch [22][1900/2506] lr: 2.372e-02, eta: 22:59:21, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.7994, top5_acc: 0.9738, loss_cls: 0.9365, loss: 0.9365 +2024-12-24 20:21:58,858 - pyskl - INFO - Epoch [22][2000/2506] lr: 2.372e-02, eta: 22:58:46, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9738, loss_cls: 0.8883, loss: 0.8883 +2024-12-24 20:22:22,871 - pyskl - INFO - Epoch [22][2100/2506] lr: 2.372e-02, eta: 22:58:10, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9619, loss_cls: 0.9506, loss: 0.9506 +2024-12-24 20:22:46,786 - pyskl - INFO - Epoch [22][2200/2506] lr: 2.371e-02, eta: 22:57:33, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.8482, loss: 0.8482 +2024-12-24 20:23:10,659 - pyskl - INFO - Epoch [22][2300/2506] lr: 2.371e-02, eta: 22:56:56, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8276, loss: 0.8276 +2024-12-24 20:23:34,468 - pyskl - INFO - Epoch [22][2400/2506] lr: 2.370e-02, eta: 22:56:19, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.9060, loss: 0.9060 +2024-12-24 20:23:58,670 - pyskl - INFO - Epoch [22][2500/2506] lr: 2.370e-02, eta: 22:55:45, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.9165, loss: 0.9165 +2024-12-24 20:24:00,453 - pyskl - INFO - Saving checkpoint at 22 epochs +2024-12-24 20:25:22,987 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 20:25:23,060 - pyskl - INFO - +top1_acc 0.7662 +top5_acc 0.9581 +2024-12-24 20:25:23,062 - pyskl - INFO - Epoch(val) [22][1031] top1_acc: 0.7662, top5_acc: 0.9581 +2024-12-24 20:26:06,461 - pyskl - INFO - Epoch [23][100/2506] lr: 2.369e-02, eta: 22:56:51, time: 0.434, data_time: 0.196, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9719, loss_cls: 0.8577, loss: 0.8577 +2024-12-24 20:26:30,098 - pyskl - INFO - Epoch [23][200/2506] lr: 2.369e-02, eta: 22:56:13, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8481, top5_acc: 0.9850, loss_cls: 0.7528, loss: 0.7528 +2024-12-24 20:26:53,676 - pyskl - INFO - Epoch [23][300/2506] lr: 2.368e-02, eta: 22:55:35, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.8481, loss: 0.8481 +2024-12-24 20:27:17,291 - pyskl - INFO - Epoch [23][400/2506] lr: 2.368e-02, eta: 22:54:57, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.8648, loss: 0.8648 +2024-12-24 20:27:40,963 - pyskl - INFO - Epoch [23][500/2506] lr: 2.367e-02, eta: 22:54:19, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8229, loss: 0.8229 +2024-12-24 20:28:04,967 - pyskl - INFO - Epoch [23][600/2506] lr: 2.367e-02, eta: 22:53:43, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.8195, loss: 0.8195 +2024-12-24 20:28:28,956 - pyskl - INFO - Epoch [23][700/2506] lr: 2.366e-02, eta: 22:53:07, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9669, loss_cls: 0.9148, loss: 0.9148 +2024-12-24 20:28:52,906 - pyskl - INFO - Epoch [23][800/2506] lr: 2.366e-02, eta: 22:52:31, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.7933, loss: 0.7933 +2024-12-24 20:29:16,827 - pyskl - INFO - Epoch [23][900/2506] lr: 2.365e-02, eta: 22:51:55, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.9033, loss: 0.9033 +2024-12-24 20:29:40,715 - pyskl - INFO - Epoch [23][1000/2506] lr: 2.365e-02, eta: 22:51:19, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9750, loss_cls: 0.8349, loss: 0.8349 +2024-12-24 20:30:04,571 - pyskl - INFO - Epoch [23][1100/2506] lr: 2.364e-02, eta: 22:50:43, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8069, top5_acc: 0.9706, loss_cls: 0.8905, loss: 0.8905 +2024-12-24 20:30:28,460 - pyskl - INFO - Epoch [23][1200/2506] lr: 2.364e-02, eta: 22:50:06, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.8242, loss: 0.8242 +2024-12-24 20:30:52,322 - pyskl - INFO - Epoch [23][1300/2506] lr: 2.364e-02, eta: 22:49:30, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8090, loss: 0.8090 +2024-12-24 20:31:16,161 - pyskl - INFO - Epoch [23][1400/2506] lr: 2.363e-02, eta: 22:48:54, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8635, loss: 0.8635 +2024-12-24 20:31:39,912 - pyskl - INFO - Epoch [23][1500/2506] lr: 2.363e-02, eta: 22:48:17, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.8621, loss: 0.8621 +2024-12-24 20:32:03,705 - pyskl - INFO - Epoch [23][1600/2506] lr: 2.362e-02, eta: 22:47:40, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9631, loss_cls: 0.9390, loss: 0.9390 +2024-12-24 20:32:27,455 - pyskl - INFO - Epoch [23][1700/2506] lr: 2.362e-02, eta: 22:47:04, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.7937, top5_acc: 0.9738, loss_cls: 0.9318, loss: 0.9318 +2024-12-24 20:32:51,168 - pyskl - INFO - Epoch [23][1800/2506] lr: 2.361e-02, eta: 22:46:27, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.8845, loss: 0.8845 +2024-12-24 20:33:14,788 - pyskl - INFO - Epoch [23][1900/2506] lr: 2.361e-02, eta: 22:45:49, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9781, loss_cls: 0.8249, loss: 0.8249 +2024-12-24 20:33:38,493 - pyskl - INFO - Epoch [23][2000/2506] lr: 2.360e-02, eta: 22:45:13, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.8434, loss: 0.8434 +2024-12-24 20:34:02,177 - pyskl - INFO - Epoch [23][2100/2506] lr: 2.360e-02, eta: 22:44:36, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.8894, loss: 0.8894 +2024-12-24 20:34:25,886 - pyskl - INFO - Epoch [23][2200/2506] lr: 2.359e-02, eta: 22:43:59, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 0.8591, loss: 0.8591 +2024-12-24 20:34:49,525 - pyskl - INFO - Epoch [23][2300/2506] lr: 2.359e-02, eta: 22:43:22, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.8122, loss: 0.8122 +2024-12-24 20:35:13,212 - pyskl - INFO - Epoch [23][2400/2506] lr: 2.358e-02, eta: 22:42:45, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 0.8567, loss: 0.8567 +2024-12-24 20:35:36,848 - pyskl - INFO - Epoch [23][2500/2506] lr: 2.358e-02, eta: 22:42:08, time: 0.236, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8999, loss: 0.8999 +2024-12-24 20:35:38,723 - pyskl - INFO - Saving checkpoint at 23 epochs +2024-12-24 20:37:01,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 20:37:02,046 - pyskl - INFO - +top1_acc 0.7692 +top5_acc 0.9639 +2024-12-24 20:37:02,048 - pyskl - INFO - Epoch(val) [23][1031] top1_acc: 0.7692, top5_acc: 0.9639 +2024-12-24 20:37:46,701 - pyskl - INFO - Epoch [24][100/2506] lr: 2.357e-02, eta: 22:43:17, time: 0.446, data_time: 0.209, memory: 6429, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.9054, loss: 0.9054 +2024-12-24 20:38:10,654 - pyskl - INFO - Epoch [24][200/2506] lr: 2.357e-02, eta: 22:42:42, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.8617, loss: 0.8617 +2024-12-24 20:38:34,878 - pyskl - INFO - Epoch [24][300/2506] lr: 2.356e-02, eta: 22:42:08, time: 0.242, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9725, loss_cls: 0.8692, loss: 0.8692 +2024-12-24 20:38:59,027 - pyskl - INFO - Epoch [24][400/2506] lr: 2.356e-02, eta: 22:41:34, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.8060, loss: 0.8060 +2024-12-24 20:39:23,122 - pyskl - INFO - Epoch [24][500/2506] lr: 2.355e-02, eta: 22:40:59, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.7834, loss: 0.7834 +2024-12-24 20:39:47,105 - pyskl - INFO - Epoch [24][600/2506] lr: 2.355e-02, eta: 22:40:24, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9762, loss_cls: 0.8372, loss: 0.8372 +2024-12-24 20:40:11,126 - pyskl - INFO - Epoch [24][700/2506] lr: 2.354e-02, eta: 22:39:49, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.7989, loss: 0.7989 +2024-12-24 20:40:35,170 - pyskl - INFO - Epoch [24][800/2506] lr: 2.354e-02, eta: 22:39:15, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9744, loss_cls: 0.8422, loss: 0.8422 +2024-12-24 20:40:59,272 - pyskl - INFO - Epoch [24][900/2506] lr: 2.353e-02, eta: 22:38:40, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9738, loss_cls: 0.8878, loss: 0.8878 +2024-12-24 20:41:23,531 - pyskl - INFO - Epoch [24][1000/2506] lr: 2.353e-02, eta: 22:38:07, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.8757, loss: 0.8757 +2024-12-24 20:41:47,325 - pyskl - INFO - Epoch [24][1100/2506] lr: 2.352e-02, eta: 22:37:31, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8256, top5_acc: 0.9788, loss_cls: 0.7917, loss: 0.7917 +2024-12-24 20:42:11,068 - pyskl - INFO - Epoch [24][1200/2506] lr: 2.352e-02, eta: 22:36:55, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8117, loss: 0.8117 +2024-12-24 20:42:34,855 - pyskl - INFO - Epoch [24][1300/2506] lr: 2.351e-02, eta: 22:36:19, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9700, loss_cls: 0.8906, loss: 0.8906 +2024-12-24 20:42:58,616 - pyskl - INFO - Epoch [24][1400/2506] lr: 2.351e-02, eta: 22:35:43, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.8317, loss: 0.8317 +2024-12-24 20:43:22,378 - pyskl - INFO - Epoch [24][1500/2506] lr: 2.350e-02, eta: 22:35:07, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 0.7974, loss: 0.7974 +2024-12-24 20:43:46,034 - pyskl - INFO - Epoch [24][1600/2506] lr: 2.350e-02, eta: 22:34:31, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.9074, loss: 0.9074 +2024-12-24 20:44:09,732 - pyskl - INFO - Epoch [24][1700/2506] lr: 2.349e-02, eta: 22:33:55, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9712, loss_cls: 0.8772, loss: 0.8772 +2024-12-24 20:44:33,394 - pyskl - INFO - Epoch [24][1800/2506] lr: 2.349e-02, eta: 22:33:18, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 0.9071, loss: 0.9071 +2024-12-24 20:44:57,159 - pyskl - INFO - Epoch [24][1900/2506] lr: 2.348e-02, eta: 22:32:42, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.8309, loss: 0.8309 +2024-12-24 20:45:20,998 - pyskl - INFO - Epoch [24][2000/2506] lr: 2.348e-02, eta: 22:32:07, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.7950, loss: 0.7950 +2024-12-24 20:45:44,732 - pyskl - INFO - Epoch [24][2100/2506] lr: 2.347e-02, eta: 22:31:31, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9669, loss_cls: 0.8769, loss: 0.8769 +2024-12-24 20:46:08,400 - pyskl - INFO - Epoch [24][2200/2506] lr: 2.347e-02, eta: 22:30:55, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 0.8288, loss: 0.8288 +2024-12-24 20:46:32,328 - pyskl - INFO - Epoch [24][2300/2506] lr: 2.346e-02, eta: 22:30:21, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.8789, loss: 0.8789 +2024-12-24 20:46:56,084 - pyskl - INFO - Epoch [24][2400/2506] lr: 2.346e-02, eta: 22:29:45, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 0.9047, loss: 0.9047 +2024-12-24 20:47:19,837 - pyskl - INFO - Epoch [24][2500/2506] lr: 2.345e-02, eta: 22:29:09, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.8601, loss: 0.8601 +2024-12-24 20:47:21,751 - pyskl - INFO - Saving checkpoint at 24 epochs +2024-12-24 20:48:44,576 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 20:48:44,643 - pyskl - INFO - +top1_acc 0.7958 +top5_acc 0.9673 +2024-12-24 20:48:44,647 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_19.pth was removed +2024-12-24 20:48:44,785 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. +2024-12-24 20:48:44,786 - pyskl - INFO - Best top1_acc is 0.7958 at 24 epoch. +2024-12-24 20:48:44,789 - pyskl - INFO - Epoch(val) [24][1031] top1_acc: 0.7958, top5_acc: 0.9673 +2024-12-24 20:49:27,611 - pyskl - INFO - Epoch [25][100/2506] lr: 2.345e-02, eta: 22:30:04, time: 0.428, data_time: 0.190, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.8163, loss: 0.8163 +2024-12-24 20:49:51,581 - pyskl - INFO - Epoch [25][200/2506] lr: 2.344e-02, eta: 22:29:30, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9781, loss_cls: 0.8581, loss: 0.8581 +2024-12-24 20:50:15,446 - pyskl - INFO - Epoch [25][300/2506] lr: 2.344e-02, eta: 22:28:55, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.7846, loss: 0.7846 +2024-12-24 20:50:39,285 - pyskl - INFO - Epoch [25][400/2506] lr: 2.343e-02, eta: 22:28:20, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8685, loss: 0.8685 +2024-12-24 20:51:03,203 - pyskl - INFO - Epoch [25][500/2506] lr: 2.343e-02, eta: 22:27:45, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9738, loss_cls: 0.8343, loss: 0.8343 +2024-12-24 20:51:27,071 - pyskl - INFO - Epoch [25][600/2506] lr: 2.342e-02, eta: 22:27:10, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.8475, loss: 0.8475 +2024-12-24 20:51:50,976 - pyskl - INFO - Epoch [25][700/2506] lr: 2.342e-02, eta: 22:26:35, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 0.8561, loss: 0.8561 +2024-12-24 20:52:14,980 - pyskl - INFO - Epoch [25][800/2506] lr: 2.341e-02, eta: 22:26:01, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9744, loss_cls: 0.8408, loss: 0.8408 +2024-12-24 20:52:38,921 - pyskl - INFO - Epoch [25][900/2506] lr: 2.341e-02, eta: 22:25:27, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.8398, loss: 0.8398 +2024-12-24 20:53:02,826 - pyskl - INFO - Epoch [25][1000/2506] lr: 2.340e-02, eta: 22:24:52, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9769, loss_cls: 0.8284, loss: 0.8284 +2024-12-24 20:53:26,712 - pyskl - INFO - Epoch [25][1100/2506] lr: 2.340e-02, eta: 22:24:18, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9794, loss_cls: 0.8491, loss: 0.8491 +2024-12-24 20:53:50,588 - pyskl - INFO - Epoch [25][1200/2506] lr: 2.339e-02, eta: 22:23:43, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7468, loss: 0.7468 +2024-12-24 20:54:14,472 - pyskl - INFO - Epoch [25][1300/2506] lr: 2.339e-02, eta: 22:23:08, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.7748, loss: 0.7748 +2024-12-24 20:54:38,412 - pyskl - INFO - Epoch [25][1400/2506] lr: 2.338e-02, eta: 22:22:34, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 0.8580, loss: 0.8580 +2024-12-24 20:55:02,314 - pyskl - INFO - Epoch [25][1500/2506] lr: 2.338e-02, eta: 22:22:00, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.8041, loss: 0.8041 +2024-12-24 20:55:26,189 - pyskl - INFO - Epoch [25][1600/2506] lr: 2.337e-02, eta: 22:21:25, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.8555, loss: 0.8555 +2024-12-24 20:55:50,048 - pyskl - INFO - Epoch [25][1700/2506] lr: 2.337e-02, eta: 22:20:51, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8037, top5_acc: 0.9625, loss_cls: 0.9665, loss: 0.9665 +2024-12-24 20:56:13,821 - pyskl - INFO - Epoch [25][1800/2506] lr: 2.336e-02, eta: 22:20:16, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.8566, loss: 0.8566 +2024-12-24 20:56:37,694 - pyskl - INFO - Epoch [25][1900/2506] lr: 2.336e-02, eta: 22:19:41, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8772, loss: 0.8772 +2024-12-24 20:57:01,512 - pyskl - INFO - Epoch [25][2000/2506] lr: 2.335e-02, eta: 22:19:07, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8290, loss: 0.8290 +2024-12-24 20:57:25,384 - pyskl - INFO - Epoch [25][2100/2506] lr: 2.335e-02, eta: 22:18:32, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.8552, loss: 0.8552 +2024-12-24 20:57:49,251 - pyskl - INFO - Epoch [25][2200/2506] lr: 2.334e-02, eta: 22:17:58, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.8627, loss: 0.8627 +2024-12-24 20:58:13,167 - pyskl - INFO - Epoch [25][2300/2506] lr: 2.334e-02, eta: 22:17:24, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 0.8892, loss: 0.8892 +2024-12-24 20:58:37,147 - pyskl - INFO - Epoch [25][2400/2506] lr: 2.333e-02, eta: 22:16:50, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.8341, loss: 0.8341 +2024-12-24 20:59:01,117 - pyskl - INFO - Epoch [25][2500/2506] lr: 2.333e-02, eta: 22:16:16, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9637, loss_cls: 0.8487, loss: 0.8487 +2024-12-24 20:59:03,011 - pyskl - INFO - Saving checkpoint at 25 epochs +2024-12-24 21:00:25,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 21:00:25,293 - pyskl - INFO - +top1_acc 0.7939 +top5_acc 0.9682 +2024-12-24 21:00:25,295 - pyskl - INFO - Epoch(val) [25][1031] top1_acc: 0.7939, top5_acc: 0.9682 +2024-12-24 21:01:08,194 - pyskl - INFO - Epoch [26][100/2506] lr: 2.332e-02, eta: 22:17:08, time: 0.429, data_time: 0.191, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.7950, loss: 0.7950 +2024-12-24 21:01:32,051 - pyskl - INFO - Epoch [26][200/2506] lr: 2.331e-02, eta: 22:16:33, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.8395, loss: 0.8395 +2024-12-24 21:01:55,865 - pyskl - INFO - Epoch [26][300/2506] lr: 2.331e-02, eta: 22:15:59, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.7768, loss: 0.7768 +2024-12-24 21:02:19,636 - pyskl - INFO - Epoch [26][400/2506] lr: 2.330e-02, eta: 22:15:24, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8044, top5_acc: 0.9688, loss_cls: 0.8886, loss: 0.8886 +2024-12-24 21:02:43,387 - pyskl - INFO - Epoch [26][500/2506] lr: 2.330e-02, eta: 22:14:49, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.8310, loss: 0.8310 +2024-12-24 21:03:07,248 - pyskl - INFO - Epoch [26][600/2506] lr: 2.329e-02, eta: 22:14:15, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.8521, loss: 0.8521 +2024-12-24 21:03:31,152 - pyskl - INFO - Epoch [26][700/2506] lr: 2.329e-02, eta: 22:13:41, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.8753, loss: 0.8753 +2024-12-24 21:03:55,074 - pyskl - INFO - Epoch [26][800/2506] lr: 2.328e-02, eta: 22:13:07, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9762, loss_cls: 0.8196, loss: 0.8196 +2024-12-24 21:04:19,017 - pyskl - INFO - Epoch [26][900/2506] lr: 2.328e-02, eta: 22:12:33, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8094, top5_acc: 0.9719, loss_cls: 0.8901, loss: 0.8901 +2024-12-24 21:04:43,138 - pyskl - INFO - Epoch [26][1000/2506] lr: 2.327e-02, eta: 22:12:01, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.7767, loss: 0.7767 +2024-12-24 21:05:07,169 - pyskl - INFO - Epoch [26][1100/2506] lr: 2.327e-02, eta: 22:11:27, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.7901, loss: 0.7901 +2024-12-24 21:05:31,196 - pyskl - INFO - Epoch [26][1200/2506] lr: 2.326e-02, eta: 22:10:54, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.8214, loss: 0.8214 +2024-12-24 21:05:55,170 - pyskl - INFO - Epoch [26][1300/2506] lr: 2.326e-02, eta: 22:10:21, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.7896, loss: 0.7896 +2024-12-24 21:06:19,240 - pyskl - INFO - Epoch [26][1400/2506] lr: 2.325e-02, eta: 22:09:48, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9712, loss_cls: 0.9077, loss: 0.9077 +2024-12-24 21:06:43,221 - pyskl - INFO - Epoch [26][1500/2506] lr: 2.325e-02, eta: 22:09:14, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.8173, loss: 0.8173 +2024-12-24 21:07:07,228 - pyskl - INFO - Epoch [26][1600/2506] lr: 2.324e-02, eta: 22:08:41, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8210, loss: 0.8210 +2024-12-24 21:07:31,060 - pyskl - INFO - Epoch [26][1700/2506] lr: 2.324e-02, eta: 22:08:07, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.7607, loss: 0.7607 +2024-12-24 21:07:54,884 - pyskl - INFO - Epoch [26][1800/2506] lr: 2.323e-02, eta: 22:07:33, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9744, loss_cls: 0.8826, loss: 0.8826 +2024-12-24 21:08:18,957 - pyskl - INFO - Epoch [26][1900/2506] lr: 2.322e-02, eta: 22:07:00, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8006, top5_acc: 0.9669, loss_cls: 0.9355, loss: 0.9355 +2024-12-24 21:08:42,916 - pyskl - INFO - Epoch [26][2000/2506] lr: 2.322e-02, eta: 22:06:27, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9788, loss_cls: 0.8598, loss: 0.8598 +2024-12-24 21:09:06,837 - pyskl - INFO - Epoch [26][2100/2506] lr: 2.321e-02, eta: 22:05:53, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8460, loss: 0.8460 +2024-12-24 21:09:30,696 - pyskl - INFO - Epoch [26][2200/2506] lr: 2.321e-02, eta: 22:05:19, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.8009, loss: 0.8009 +2024-12-24 21:09:54,599 - pyskl - INFO - Epoch [26][2300/2506] lr: 2.320e-02, eta: 22:04:46, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.8385, loss: 0.8385 +2024-12-24 21:10:18,486 - pyskl - INFO - Epoch [26][2400/2506] lr: 2.320e-02, eta: 22:04:12, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8534, loss: 0.8534 +2024-12-24 21:10:42,299 - pyskl - INFO - Epoch [26][2500/2506] lr: 2.319e-02, eta: 22:03:38, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.8400, loss: 0.8400 +2024-12-24 21:10:44,118 - pyskl - INFO - Saving checkpoint at 26 epochs +2024-12-24 21:12:07,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 21:12:08,009 - pyskl - INFO - +top1_acc 0.8122 +top5_acc 0.9727 +2024-12-24 21:12:08,014 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_24.pth was removed +2024-12-24 21:12:08,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2024-12-24 21:12:08,150 - pyskl - INFO - Best top1_acc is 0.8122 at 26 epoch. +2024-12-24 21:12:08,152 - pyskl - INFO - Epoch(val) [26][1031] top1_acc: 0.8122, top5_acc: 0.9727 +2024-12-24 21:12:52,584 - pyskl - INFO - Epoch [27][100/2506] lr: 2.319e-02, eta: 22:04:34, time: 0.444, data_time: 0.205, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9725, loss_cls: 0.8538, loss: 0.8538 +2024-12-24 21:13:16,485 - pyskl - INFO - Epoch [27][200/2506] lr: 2.318e-02, eta: 22:04:00, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9825, loss_cls: 0.8153, loss: 0.8153 +2024-12-24 21:13:40,334 - pyskl - INFO - Epoch [27][300/2506] lr: 2.318e-02, eta: 22:03:26, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7563, loss: 0.7563 +2024-12-24 21:14:04,254 - pyskl - INFO - Epoch [27][400/2506] lr: 2.317e-02, eta: 22:02:53, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.7801, loss: 0.7801 +2024-12-24 21:14:28,172 - pyskl - INFO - Epoch [27][500/2506] lr: 2.316e-02, eta: 22:02:20, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8029, loss: 0.8029 +2024-12-24 21:14:52,169 - pyskl - INFO - Epoch [27][600/2506] lr: 2.316e-02, eta: 22:01:47, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.8940, loss: 0.8940 +2024-12-24 21:15:16,137 - pyskl - INFO - Epoch [27][700/2506] lr: 2.315e-02, eta: 22:01:14, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.8326, loss: 0.8326 +2024-12-24 21:15:40,073 - pyskl - INFO - Epoch [27][800/2506] lr: 2.315e-02, eta: 22:00:40, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9819, loss_cls: 0.8115, loss: 0.8115 +2024-12-24 21:16:03,997 - pyskl - INFO - Epoch [27][900/2506] lr: 2.314e-02, eta: 22:00:07, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8150, top5_acc: 0.9669, loss_cls: 0.8439, loss: 0.8439 +2024-12-24 21:16:28,042 - pyskl - INFO - Epoch [27][1000/2506] lr: 2.314e-02, eta: 21:59:34, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9681, loss_cls: 0.8328, loss: 0.8328 +2024-12-24 21:16:52,028 - pyskl - INFO - Epoch [27][1100/2506] lr: 2.313e-02, eta: 21:59:01, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8281, top5_acc: 0.9788, loss_cls: 0.8471, loss: 0.8471 +2024-12-24 21:17:15,948 - pyskl - INFO - Epoch [27][1200/2506] lr: 2.313e-02, eta: 21:58:28, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 0.8812, loss: 0.8812 +2024-12-24 21:17:39,748 - pyskl - INFO - Epoch [27][1300/2506] lr: 2.312e-02, eta: 21:57:54, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.7793, loss: 0.7793 +2024-12-24 21:18:03,571 - pyskl - INFO - Epoch [27][1400/2506] lr: 2.312e-02, eta: 21:57:21, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.7942, loss: 0.7942 +2024-12-24 21:18:27,328 - pyskl - INFO - Epoch [27][1500/2506] lr: 2.311e-02, eta: 21:56:47, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9844, loss_cls: 0.7670, loss: 0.7670 +2024-12-24 21:18:51,092 - pyskl - INFO - Epoch [27][1600/2506] lr: 2.310e-02, eta: 21:56:13, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.8301, loss: 0.8301 +2024-12-24 21:19:14,936 - pyskl - INFO - Epoch [27][1700/2506] lr: 2.310e-02, eta: 21:55:40, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.8808, loss: 0.8808 +2024-12-24 21:19:38,687 - pyskl - INFO - Epoch [27][1800/2506] lr: 2.309e-02, eta: 21:55:06, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.7809, loss: 0.7809 +2024-12-24 21:20:02,573 - pyskl - INFO - Epoch [27][1900/2506] lr: 2.309e-02, eta: 21:54:33, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.8436, loss: 0.8436 +2024-12-24 21:20:26,355 - pyskl - INFO - Epoch [27][2000/2506] lr: 2.308e-02, eta: 21:53:59, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.7702, loss: 0.7702 +2024-12-24 21:20:50,168 - pyskl - INFO - Epoch [27][2100/2506] lr: 2.308e-02, eta: 21:53:26, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.8153, loss: 0.8153 +2024-12-24 21:21:13,939 - pyskl - INFO - Epoch [27][2200/2506] lr: 2.307e-02, eta: 21:52:52, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8113, top5_acc: 0.9775, loss_cls: 0.8436, loss: 0.8436 +2024-12-24 21:21:37,740 - pyskl - INFO - Epoch [27][2300/2506] lr: 2.307e-02, eta: 21:52:19, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 0.7916, loss: 0.7916 +2024-12-24 21:22:01,521 - pyskl - INFO - Epoch [27][2400/2506] lr: 2.306e-02, eta: 21:51:45, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 0.7693, loss: 0.7693 +2024-12-24 21:22:25,275 - pyskl - INFO - Epoch [27][2500/2506] lr: 2.305e-02, eta: 21:51:12, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8244, top5_acc: 0.9675, loss_cls: 0.8476, loss: 0.8476 +2024-12-24 21:22:27,170 - pyskl - INFO - Saving checkpoint at 27 epochs +2024-12-24 21:23:50,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 21:23:50,754 - pyskl - INFO - +top1_acc 0.8056 +top5_acc 0.9668 +2024-12-24 21:23:50,757 - pyskl - INFO - Epoch(val) [27][1031] top1_acc: 0.8056, top5_acc: 0.9668 +2024-12-24 21:24:35,192 - pyskl - INFO - Epoch [28][100/2506] lr: 2.305e-02, eta: 21:52:04, time: 0.444, data_time: 0.205, memory: 6429, top1_acc: 0.8375, top5_acc: 0.9825, loss_cls: 0.7505, loss: 0.7505 +2024-12-24 21:24:59,172 - pyskl - INFO - Epoch [28][200/2506] lr: 2.304e-02, eta: 21:51:31, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.8493, loss: 0.8493 +2024-12-24 21:25:23,139 - pyskl - INFO - Epoch [28][300/2506] lr: 2.304e-02, eta: 21:50:58, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.8226, loss: 0.8226 +2024-12-24 21:25:46,997 - pyskl - INFO - Epoch [28][400/2506] lr: 2.303e-02, eta: 21:50:25, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8377, loss: 0.8377 +2024-12-24 21:26:10,866 - pyskl - INFO - Epoch [28][500/2506] lr: 2.303e-02, eta: 21:49:52, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.7473, loss: 0.7473 +2024-12-24 21:26:34,623 - pyskl - INFO - Epoch [28][600/2506] lr: 2.302e-02, eta: 21:49:18, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7374, loss: 0.7374 +2024-12-24 21:26:58,618 - pyskl - INFO - Epoch [28][700/2506] lr: 2.301e-02, eta: 21:48:46, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9756, loss_cls: 0.8088, loss: 0.8088 +2024-12-24 21:27:22,574 - pyskl - INFO - Epoch [28][800/2506] lr: 2.301e-02, eta: 21:48:13, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8591, loss: 0.8591 +2024-12-24 21:27:46,470 - pyskl - INFO - Epoch [28][900/2506] lr: 2.300e-02, eta: 21:47:40, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.8791, loss: 0.8791 +2024-12-24 21:28:10,389 - pyskl - INFO - Epoch [28][1000/2506] lr: 2.300e-02, eta: 21:47:08, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.8199, loss: 0.8199 +2024-12-24 21:28:34,253 - pyskl - INFO - Epoch [28][1100/2506] lr: 2.299e-02, eta: 21:46:35, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9725, loss_cls: 0.8351, loss: 0.8351 +2024-12-24 21:28:58,053 - pyskl - INFO - Epoch [28][1200/2506] lr: 2.299e-02, eta: 21:46:01, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8237, top5_acc: 0.9794, loss_cls: 0.8309, loss: 0.8309 +2024-12-24 21:29:21,921 - pyskl - INFO - Epoch [28][1300/2506] lr: 2.298e-02, eta: 21:45:29, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.7969, loss: 0.7969 +2024-12-24 21:29:45,694 - pyskl - INFO - Epoch [28][1400/2506] lr: 2.298e-02, eta: 21:44:55, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9731, loss_cls: 0.8173, loss: 0.8173 +2024-12-24 21:30:09,570 - pyskl - INFO - Epoch [28][1500/2506] lr: 2.297e-02, eta: 21:44:22, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8100, top5_acc: 0.9750, loss_cls: 0.8523, loss: 0.8523 +2024-12-24 21:30:33,450 - pyskl - INFO - Epoch [28][1600/2506] lr: 2.296e-02, eta: 21:43:50, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8409, loss: 0.8409 +2024-12-24 21:30:57,281 - pyskl - INFO - Epoch [28][1700/2506] lr: 2.296e-02, eta: 21:43:17, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.8057, loss: 0.8057 +2024-12-24 21:31:21,022 - pyskl - INFO - Epoch [28][1800/2506] lr: 2.295e-02, eta: 21:42:43, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8060, loss: 0.8060 +2024-12-24 21:31:44,783 - pyskl - INFO - Epoch [28][1900/2506] lr: 2.295e-02, eta: 21:42:10, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9844, loss_cls: 0.8311, loss: 0.8311 +2024-12-24 21:32:08,528 - pyskl - INFO - Epoch [28][2000/2506] lr: 2.294e-02, eta: 21:41:37, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.8372, loss: 0.8372 +2024-12-24 21:32:32,325 - pyskl - INFO - Epoch [28][2100/2506] lr: 2.293e-02, eta: 21:41:04, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.8207, loss: 0.8207 +2024-12-24 21:32:56,104 - pyskl - INFO - Epoch [28][2200/2506] lr: 2.293e-02, eta: 21:40:31, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8313, top5_acc: 0.9688, loss_cls: 0.8050, loss: 0.8050 +2024-12-24 21:33:20,032 - pyskl - INFO - Epoch [28][2300/2506] lr: 2.292e-02, eta: 21:39:59, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 0.8090, loss: 0.8090 +2024-12-24 21:33:44,137 - pyskl - INFO - Epoch [28][2400/2506] lr: 2.292e-02, eta: 21:39:27, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.8953, loss: 0.8953 +2024-12-24 21:34:08,215 - pyskl - INFO - Epoch [28][2500/2506] lr: 2.291e-02, eta: 21:38:55, time: 0.241, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9725, loss_cls: 0.8645, loss: 0.8645 +2024-12-24 21:34:10,187 - pyskl - INFO - Saving checkpoint at 28 epochs +2024-12-24 21:35:33,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 21:35:33,395 - pyskl - INFO - +top1_acc 0.7947 +top5_acc 0.9685 +2024-12-24 21:35:33,398 - pyskl - INFO - Epoch(val) [28][1031] top1_acc: 0.7947, top5_acc: 0.9685 +2024-12-24 21:36:17,468 - pyskl - INFO - Epoch [29][100/2506] lr: 2.291e-02, eta: 21:39:43, time: 0.441, data_time: 0.202, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.7802, loss: 0.7802 +2024-12-24 21:36:41,471 - pyskl - INFO - Epoch [29][200/2506] lr: 2.290e-02, eta: 21:39:10, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8269, top5_acc: 0.9756, loss_cls: 0.7977, loss: 0.7977 +2024-12-24 21:37:05,385 - pyskl - INFO - Epoch [29][300/2506] lr: 2.289e-02, eta: 21:38:38, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8063, top5_acc: 0.9738, loss_cls: 0.8642, loss: 0.8642 +2024-12-24 21:37:29,357 - pyskl - INFO - Epoch [29][400/2506] lr: 2.289e-02, eta: 21:38:06, time: 0.240, data_time: 0.000, memory: 6429, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8024, loss: 0.8024 +2024-12-24 21:37:53,260 - pyskl - INFO - Epoch [29][500/2506] lr: 2.288e-02, eta: 21:37:33, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.7914, loss: 0.7914 +2024-12-24 21:38:17,139 - pyskl - INFO - Epoch [29][600/2506] lr: 2.288e-02, eta: 21:37:01, time: 0.239, data_time: 0.000, memory: 6429, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8125, loss: 0.8125 +2024-12-24 21:38:40,923 - pyskl - INFO - Epoch [29][700/2506] lr: 2.287e-02, eta: 21:36:28, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7355, loss: 0.7355 +2024-12-24 21:39:04,711 - pyskl - INFO - Epoch [29][800/2506] lr: 2.287e-02, eta: 21:35:55, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8446, loss: 0.8446 +2024-12-24 21:39:28,521 - pyskl - INFO - Epoch [29][900/2506] lr: 2.286e-02, eta: 21:35:22, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9806, loss_cls: 0.7651, loss: 0.7651 +2024-12-24 21:39:52,307 - pyskl - INFO - Epoch [29][1000/2506] lr: 2.285e-02, eta: 21:34:49, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8306, top5_acc: 0.9788, loss_cls: 0.7756, loss: 0.7756 +2024-12-24 21:40:16,014 - pyskl - INFO - Epoch [29][1100/2506] lr: 2.285e-02, eta: 21:34:16, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8156, loss: 0.8156 +2024-12-24 21:40:39,855 - pyskl - INFO - Epoch [29][1200/2506] lr: 2.284e-02, eta: 21:33:44, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8350, top5_acc: 0.9762, loss_cls: 0.8118, loss: 0.8118 +2024-12-24 21:41:03,675 - pyskl - INFO - Epoch [29][1300/2506] lr: 2.284e-02, eta: 21:33:11, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.8639, loss: 0.8639 +2024-12-24 21:41:27,468 - pyskl - INFO - Epoch [29][1400/2506] lr: 2.283e-02, eta: 21:32:38, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.7679, loss: 0.7679 +2024-12-24 21:41:51,248 - pyskl - INFO - Epoch [29][1500/2506] lr: 2.282e-02, eta: 21:32:06, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8219, top5_acc: 0.9706, loss_cls: 0.8363, loss: 0.8363 +2024-12-24 21:42:14,961 - pyskl - INFO - Epoch [29][1600/2506] lr: 2.282e-02, eta: 21:31:33, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.7848, loss: 0.7848 +2024-12-24 21:42:38,738 - pyskl - INFO - Epoch [29][1700/2506] lr: 2.281e-02, eta: 21:31:00, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8206, top5_acc: 0.9756, loss_cls: 0.8224, loss: 0.8224 +2024-12-24 21:43:02,502 - pyskl - INFO - Epoch [29][1800/2506] lr: 2.281e-02, eta: 21:30:27, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 0.8185, loss: 0.8185 +2024-12-24 21:43:26,299 - pyskl - INFO - Epoch [29][1900/2506] lr: 2.280e-02, eta: 21:29:55, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 0.8500, loss: 0.8500 +2024-12-24 21:43:50,051 - pyskl - INFO - Epoch [29][2000/2506] lr: 2.279e-02, eta: 21:29:22, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 0.7603, loss: 0.7603 +2024-12-24 21:44:13,776 - pyskl - INFO - Epoch [29][2100/2506] lr: 2.279e-02, eta: 21:28:49, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.8713, loss: 0.8713 +2024-12-24 21:44:37,578 - pyskl - INFO - Epoch [29][2200/2506] lr: 2.278e-02, eta: 21:28:17, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 0.8331, loss: 0.8331 +2024-12-24 21:45:01,264 - pyskl - INFO - Epoch [29][2300/2506] lr: 2.278e-02, eta: 21:27:44, time: 0.237, data_time: 0.000, memory: 6429, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 0.8772, loss: 0.8772 +2024-12-24 21:45:25,075 - pyskl - INFO - Epoch [29][2400/2506] lr: 2.277e-02, eta: 21:27:12, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.8168, loss: 0.8168 +2024-12-24 21:45:48,883 - pyskl - INFO - Epoch [29][2500/2506] lr: 2.276e-02, eta: 21:26:39, time: 0.238, data_time: 0.000, memory: 6429, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 0.7480, loss: 0.7480 +2024-12-24 21:45:50,857 - pyskl - INFO - Saving checkpoint at 29 epochs +2024-12-24 21:47:14,546 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 21:47:14,613 - pyskl - INFO - +top1_acc 0.8078 +top5_acc 0.9652 +2024-12-24 21:47:14,615 - pyskl - INFO - Epoch(val) [29][1031] top1_acc: 0.8078, top5_acc: 0.9652 +2024-12-24 21:47:59,071 - pyskl - INFO - Epoch [30][100/2506] lr: 2.276e-02, eta: 21:27:25, time: 0.445, data_time: 0.200, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.8035, loss: 0.8035 +2024-12-24 21:48:23,416 - pyskl - INFO - Epoch [30][200/2506] lr: 2.275e-02, eta: 21:26:55, time: 0.243, data_time: 0.000, memory: 6429, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.7719, loss: 0.7719 +2024-12-24 21:48:47,778 - pyskl - INFO - Epoch [30][300/2506] lr: 2.275e-02, eta: 21:26:25, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8106, top5_acc: 0.9788, loss_cls: 0.8863, loss: 0.8863 +2024-12-24 21:49:12,144 - pyskl - INFO - Epoch [30][400/2506] lr: 2.274e-02, eta: 21:25:54, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8294, top5_acc: 0.9725, loss_cls: 0.8339, loss: 0.8339 +2024-12-24 21:49:36,505 - pyskl - INFO - Epoch [30][500/2506] lr: 2.273e-02, eta: 21:25:24, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.8297, loss: 0.8297 +2024-12-24 21:50:01,096 - pyskl - INFO - Epoch [30][600/2506] lr: 2.273e-02, eta: 21:24:55, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.8222, loss: 0.8222 +2024-12-24 21:50:25,728 - pyskl - INFO - Epoch [30][700/2506] lr: 2.272e-02, eta: 21:24:26, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.7800, loss: 0.7800 +2024-12-24 21:50:50,279 - pyskl - INFO - Epoch [30][800/2506] lr: 2.272e-02, eta: 21:23:57, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9738, loss_cls: 0.7786, loss: 0.7786 +2024-12-24 21:51:14,720 - pyskl - INFO - Epoch [30][900/2506] lr: 2.271e-02, eta: 21:23:27, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.8862, loss: 0.8862 +2024-12-24 21:51:39,208 - pyskl - INFO - Epoch [30][1000/2506] lr: 2.270e-02, eta: 21:22:58, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8444, top5_acc: 0.9800, loss_cls: 0.7647, loss: 0.7647 +2024-12-24 21:52:03,694 - pyskl - INFO - Epoch [30][1100/2506] lr: 2.270e-02, eta: 21:22:28, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8413, top5_acc: 0.9781, loss_cls: 0.7499, loss: 0.7499 +2024-12-24 21:52:28,109 - pyskl - INFO - Epoch [30][1200/2506] lr: 2.269e-02, eta: 21:21:59, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9688, loss_cls: 0.8067, loss: 0.8067 +2024-12-24 21:52:52,674 - pyskl - INFO - Epoch [30][1300/2506] lr: 2.269e-02, eta: 21:21:29, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8263, top5_acc: 0.9762, loss_cls: 0.8137, loss: 0.8137 +2024-12-24 21:53:17,143 - pyskl - INFO - Epoch [30][1400/2506] lr: 2.268e-02, eta: 21:21:00, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9869, loss_cls: 0.7122, loss: 0.7122 +2024-12-24 21:53:41,660 - pyskl - INFO - Epoch [30][1500/2506] lr: 2.267e-02, eta: 21:20:30, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8300, top5_acc: 0.9819, loss_cls: 0.7727, loss: 0.7727 +2024-12-24 21:54:06,128 - pyskl - INFO - Epoch [30][1600/2506] lr: 2.267e-02, eta: 21:20:01, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.8183, loss: 0.8183 +2024-12-24 21:54:30,504 - pyskl - INFO - Epoch [30][1700/2506] lr: 2.266e-02, eta: 21:19:31, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8175, top5_acc: 0.9744, loss_cls: 0.8559, loss: 0.8559 +2024-12-24 21:54:55,091 - pyskl - INFO - Epoch [30][1800/2506] lr: 2.266e-02, eta: 21:19:02, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.8390, loss: 0.8390 +2024-12-24 21:55:19,679 - pyskl - INFO - Epoch [30][1900/2506] lr: 2.265e-02, eta: 21:18:33, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.8195, loss: 0.8195 +2024-12-24 21:55:44,176 - pyskl - INFO - Epoch [30][2000/2506] lr: 2.264e-02, eta: 21:18:04, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.7992, loss: 0.7992 +2024-12-24 21:56:08,745 - pyskl - INFO - Epoch [30][2100/2506] lr: 2.264e-02, eta: 21:17:35, time: 0.246, data_time: 0.000, memory: 6429, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7553, loss: 0.7553 +2024-12-24 21:56:33,251 - pyskl - INFO - Epoch [30][2200/2506] lr: 2.263e-02, eta: 21:17:05, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8431, top5_acc: 0.9725, loss_cls: 0.7484, loss: 0.7484 +2024-12-24 21:56:57,743 - pyskl - INFO - Epoch [30][2300/2506] lr: 2.263e-02, eta: 21:16:36, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8156, top5_acc: 0.9775, loss_cls: 0.8498, loss: 0.8498 +2024-12-24 21:57:22,201 - pyskl - INFO - Epoch [30][2400/2506] lr: 2.262e-02, eta: 21:16:07, time: 0.245, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9819, loss_cls: 0.7507, loss: 0.7507 +2024-12-24 21:57:46,569 - pyskl - INFO - Epoch [30][2500/2506] lr: 2.261e-02, eta: 21:15:37, time: 0.244, data_time: 0.000, memory: 6429, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.7756, loss: 0.7756 +2024-12-24 21:57:48,521 - pyskl - INFO - Saving checkpoint at 30 epochs +2024-12-24 21:59:12,135 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 21:59:12,202 - pyskl - INFO - +top1_acc 0.7869 +top5_acc 0.9633 +2024-12-24 21:59:12,204 - pyskl - INFO - Epoch(val) [30][1031] top1_acc: 0.7869, top5_acc: 0.9633 +2024-12-24 21:59:57,208 - pyskl - INFO - Epoch [31][100/2506] lr: 2.261e-02, eta: 21:16:22, time: 0.450, data_time: 0.203, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8490, loss: 0.8490 +2024-12-24 22:00:21,340 - pyskl - INFO - Epoch [31][200/2506] lr: 2.260e-02, eta: 21:15:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9744, loss_cls: 0.9245, loss: 0.9245 +2024-12-24 22:00:45,419 - pyskl - INFO - Epoch [31][300/2506] lr: 2.259e-02, eta: 21:15:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9806, loss_cls: 0.8803, loss: 0.8803 +2024-12-24 22:01:09,707 - pyskl - INFO - Epoch [31][400/2506] lr: 2.259e-02, eta: 21:14:50, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8230, loss: 0.8230 +2024-12-24 22:01:33,930 - pyskl - INFO - Epoch [31][500/2506] lr: 2.258e-02, eta: 21:14:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9706, loss_cls: 0.8706, loss: 0.8706 +2024-12-24 22:01:58,134 - pyskl - INFO - Epoch [31][600/2506] lr: 2.258e-02, eta: 21:13:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9744, loss_cls: 0.8461, loss: 0.8461 +2024-12-24 22:02:22,339 - pyskl - INFO - Epoch [31][700/2506] lr: 2.257e-02, eta: 21:13:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.9165, loss: 0.9165 +2024-12-24 22:02:46,529 - pyskl - INFO - Epoch [31][800/2506] lr: 2.256e-02, eta: 21:12:48, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.9191, loss: 0.9191 +2024-12-24 22:03:10,672 - pyskl - INFO - Epoch [31][900/2506] lr: 2.256e-02, eta: 21:12:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.9024, loss: 0.9024 +2024-12-24 22:03:34,808 - pyskl - INFO - Epoch [31][1000/2506] lr: 2.255e-02, eta: 21:11:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9762, loss_cls: 0.8798, loss: 0.8798 +2024-12-24 22:03:58,829 - pyskl - INFO - Epoch [31][1100/2506] lr: 2.254e-02, eta: 21:11:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.8333, loss: 0.8333 +2024-12-24 22:04:22,894 - pyskl - INFO - Epoch [31][1200/2506] lr: 2.254e-02, eta: 21:10:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9712, loss_cls: 0.9185, loss: 0.9185 +2024-12-24 22:04:46,925 - pyskl - INFO - Epoch [31][1300/2506] lr: 2.253e-02, eta: 21:10:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.8916, loss: 0.8916 +2024-12-24 22:05:10,952 - pyskl - INFO - Epoch [31][1400/2506] lr: 2.253e-02, eta: 21:09:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9788, loss_cls: 0.8964, loss: 0.8964 +2024-12-24 22:05:35,042 - pyskl - INFO - Epoch [31][1500/2506] lr: 2.252e-02, eta: 21:09:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.9367, loss: 0.9367 +2024-12-24 22:05:59,239 - pyskl - INFO - Epoch [31][1600/2506] lr: 2.251e-02, eta: 21:08:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 0.8835, loss: 0.8835 +2024-12-24 22:06:23,400 - pyskl - INFO - Epoch [31][1700/2506] lr: 2.251e-02, eta: 21:08:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 0.8683, loss: 0.8683 +2024-12-24 22:06:47,608 - pyskl - INFO - Epoch [31][1800/2506] lr: 2.250e-02, eta: 21:07:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.8478, loss: 0.8478 +2024-12-24 22:07:11,931 - pyskl - INFO - Epoch [31][1900/2506] lr: 2.249e-02, eta: 21:07:11, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.8442, loss: 0.8442 +2024-12-24 22:07:36,108 - pyskl - INFO - Epoch [31][2000/2506] lr: 2.249e-02, eta: 21:06:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.9452, loss: 0.9452 +2024-12-24 22:08:00,253 - pyskl - INFO - Epoch [31][2100/2506] lr: 2.248e-02, eta: 21:06:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9731, loss_cls: 0.8388, loss: 0.8388 +2024-12-24 22:08:24,470 - pyskl - INFO - Epoch [31][2200/2506] lr: 2.248e-02, eta: 21:05:40, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8502, loss: 0.8502 +2024-12-24 22:08:48,588 - pyskl - INFO - Epoch [31][2300/2506] lr: 2.247e-02, eta: 21:05:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.8361, loss: 0.8361 +2024-12-24 22:09:12,723 - pyskl - INFO - Epoch [31][2400/2506] lr: 2.246e-02, eta: 21:04:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.9366, loss: 0.9366 +2024-12-24 22:09:36,966 - pyskl - INFO - Epoch [31][2500/2506] lr: 2.246e-02, eta: 21:04:09, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9731, loss_cls: 0.8687, loss: 0.8687 +2024-12-24 22:09:39,011 - pyskl - INFO - Saving checkpoint at 31 epochs +2024-12-24 22:11:02,899 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 22:11:02,969 - pyskl - INFO - +top1_acc 0.7494 +top5_acc 0.9539 +2024-12-24 22:11:02,972 - pyskl - INFO - Epoch(val) [31][1031] top1_acc: 0.7494, top5_acc: 0.9539 +2024-12-24 22:11:47,548 - pyskl - INFO - Epoch [32][100/2506] lr: 2.245e-02, eta: 21:04:50, time: 0.446, data_time: 0.200, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.7712, loss: 0.7712 +2024-12-24 22:12:11,806 - pyskl - INFO - Epoch [32][200/2506] lr: 2.244e-02, eta: 21:04:19, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8251, loss: 0.8251 +2024-12-24 22:12:36,067 - pyskl - INFO - Epoch [32][300/2506] lr: 2.244e-02, eta: 21:03:49, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.7908, loss: 0.7908 +2024-12-24 22:13:00,375 - pyskl - INFO - Epoch [32][400/2506] lr: 2.243e-02, eta: 21:03:20, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.8184, loss: 0.8184 +2024-12-24 22:13:24,583 - pyskl - INFO - Epoch [32][500/2506] lr: 2.243e-02, eta: 21:02:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.8216, loss: 0.8216 +2024-12-24 22:13:48,773 - pyskl - INFO - Epoch [32][600/2506] lr: 2.242e-02, eta: 21:02:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9806, loss_cls: 0.8545, loss: 0.8545 +2024-12-24 22:14:12,924 - pyskl - INFO - Epoch [32][700/2506] lr: 2.241e-02, eta: 21:01:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.8733, loss: 0.8733 +2024-12-24 22:14:37,058 - pyskl - INFO - Epoch [32][800/2506] lr: 2.241e-02, eta: 21:01:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.9188, loss: 0.9188 +2024-12-24 22:15:01,134 - pyskl - INFO - Epoch [32][900/2506] lr: 2.240e-02, eta: 21:00:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.9081, loss: 0.9081 +2024-12-24 22:15:25,188 - pyskl - INFO - Epoch [32][1000/2506] lr: 2.239e-02, eta: 21:00:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.9012, loss: 0.9012 +2024-12-24 22:15:49,236 - pyskl - INFO - Epoch [32][1100/2506] lr: 2.239e-02, eta: 20:59:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.8711, loss: 0.8711 +2024-12-24 22:16:13,306 - pyskl - INFO - Epoch [32][1200/2506] lr: 2.238e-02, eta: 20:59:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.8335, loss: 0.8335 +2024-12-24 22:16:37,393 - pyskl - INFO - Epoch [32][1300/2506] lr: 2.237e-02, eta: 20:58:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.8840, loss: 0.8840 +2024-12-24 22:17:01,550 - pyskl - INFO - Epoch [32][1400/2506] lr: 2.237e-02, eta: 20:58:15, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9731, loss_cls: 0.8817, loss: 0.8817 +2024-12-24 22:17:25,628 - pyskl - INFO - Epoch [32][1500/2506] lr: 2.236e-02, eta: 20:57:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9725, loss_cls: 0.8884, loss: 0.8884 +2024-12-24 22:17:49,684 - pyskl - INFO - Epoch [32][1600/2506] lr: 2.235e-02, eta: 20:57:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.9079, loss: 0.9079 +2024-12-24 22:18:13,701 - pyskl - INFO - Epoch [32][1700/2506] lr: 2.235e-02, eta: 20:56:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.8874, loss: 0.8874 +2024-12-24 22:18:37,776 - pyskl - INFO - Epoch [32][1800/2506] lr: 2.234e-02, eta: 20:56:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.8069, loss: 0.8069 +2024-12-24 22:19:01,841 - pyskl - INFO - Epoch [32][1900/2506] lr: 2.234e-02, eta: 20:55:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9806, loss_cls: 0.8428, loss: 0.8428 +2024-12-24 22:19:25,904 - pyskl - INFO - Epoch [32][2000/2506] lr: 2.233e-02, eta: 20:55:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.7952, loss: 0.7952 +2024-12-24 22:19:49,983 - pyskl - INFO - Epoch [32][2100/2506] lr: 2.232e-02, eta: 20:54:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9769, loss_cls: 0.8635, loss: 0.8635 +2024-12-24 22:20:14,079 - pyskl - INFO - Epoch [32][2200/2506] lr: 2.232e-02, eta: 20:54:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.8020, loss: 0.8020 +2024-12-24 22:20:38,107 - pyskl - INFO - Epoch [32][2300/2506] lr: 2.231e-02, eta: 20:53:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9656, loss_cls: 0.9531, loss: 0.9531 +2024-12-24 22:21:02,145 - pyskl - INFO - Epoch [32][2400/2506] lr: 2.230e-02, eta: 20:53:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.8132, loss: 0.8132 +2024-12-24 22:21:26,235 - pyskl - INFO - Epoch [32][2500/2506] lr: 2.230e-02, eta: 20:52:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9738, loss_cls: 0.9075, loss: 0.9075 +2024-12-24 22:21:28,217 - pyskl - INFO - Saving checkpoint at 32 epochs +2024-12-24 22:22:51,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 22:22:51,633 - pyskl - INFO - +top1_acc 0.7927 +top5_acc 0.9689 +2024-12-24 22:22:51,635 - pyskl - INFO - Epoch(val) [32][1031] top1_acc: 0.7927, top5_acc: 0.9689 +2024-12-24 22:23:36,290 - pyskl - INFO - Epoch [33][100/2506] lr: 2.229e-02, eta: 20:53:18, time: 0.447, data_time: 0.201, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8611, loss: 0.8611 +2024-12-24 22:24:00,384 - pyskl - INFO - Epoch [33][200/2506] lr: 2.228e-02, eta: 20:52:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9744, loss_cls: 0.8423, loss: 0.8423 +2024-12-24 22:24:24,505 - pyskl - INFO - Epoch [33][300/2506] lr: 2.228e-02, eta: 20:52:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9850, loss_cls: 0.8012, loss: 0.8012 +2024-12-24 22:24:48,672 - pyskl - INFO - Epoch [33][400/2506] lr: 2.227e-02, eta: 20:51:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.8411, loss: 0.8411 +2024-12-24 22:25:12,785 - pyskl - INFO - Epoch [33][500/2506] lr: 2.226e-02, eta: 20:51:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9756, loss_cls: 0.8126, loss: 0.8126 +2024-12-24 22:25:36,964 - pyskl - INFO - Epoch [33][600/2506] lr: 2.226e-02, eta: 20:50:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.7991, loss: 0.7991 +2024-12-24 22:26:01,207 - pyskl - INFO - Epoch [33][700/2506] lr: 2.225e-02, eta: 20:50:17, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.8198, loss: 0.8198 +2024-12-24 22:26:25,530 - pyskl - INFO - Epoch [33][800/2506] lr: 2.224e-02, eta: 20:49:47, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.8376, loss: 0.8376 +2024-12-24 22:26:49,977 - pyskl - INFO - Epoch [33][900/2506] lr: 2.224e-02, eta: 20:49:18, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.8082, loss: 0.8082 +2024-12-24 22:27:14,479 - pyskl - INFO - Epoch [33][1000/2506] lr: 2.223e-02, eta: 20:48:50, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.8694, loss: 0.8694 +2024-12-24 22:27:38,977 - pyskl - INFO - Epoch [33][1100/2506] lr: 2.222e-02, eta: 20:48:21, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9825, loss_cls: 0.8801, loss: 0.8801 +2024-12-24 22:28:03,230 - pyskl - INFO - Epoch [33][1200/2506] lr: 2.222e-02, eta: 20:47:51, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9769, loss_cls: 0.8799, loss: 0.8799 +2024-12-24 22:28:27,591 - pyskl - INFO - Epoch [33][1300/2506] lr: 2.221e-02, eta: 20:47:22, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.9429, loss: 0.9429 +2024-12-24 22:28:51,904 - pyskl - INFO - Epoch [33][1400/2506] lr: 2.220e-02, eta: 20:46:53, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.8126, loss: 0.8126 +2024-12-24 22:29:16,145 - pyskl - INFO - Epoch [33][1500/2506] lr: 2.220e-02, eta: 20:46:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.8713, loss: 0.8713 +2024-12-24 22:29:40,330 - pyskl - INFO - Epoch [33][1600/2506] lr: 2.219e-02, eta: 20:45:53, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8231, top5_acc: 0.9775, loss_cls: 0.8925, loss: 0.8925 +2024-12-24 22:30:04,648 - pyskl - INFO - Epoch [33][1700/2506] lr: 2.218e-02, eta: 20:45:24, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.8110, loss: 0.8110 +2024-12-24 22:30:28,979 - pyskl - INFO - Epoch [33][1800/2506] lr: 2.218e-02, eta: 20:44:54, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9738, loss_cls: 0.8348, loss: 0.8348 +2024-12-24 22:30:53,131 - pyskl - INFO - Epoch [33][1900/2506] lr: 2.217e-02, eta: 20:44:24, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9788, loss_cls: 0.8401, loss: 0.8401 +2024-12-24 22:31:17,297 - pyskl - INFO - Epoch [33][2000/2506] lr: 2.217e-02, eta: 20:43:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.8729, loss: 0.8729 +2024-12-24 22:31:41,415 - pyskl - INFO - Epoch [33][2100/2506] lr: 2.216e-02, eta: 20:43:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9731, loss_cls: 0.8463, loss: 0.8463 +2024-12-24 22:32:05,511 - pyskl - INFO - Epoch [33][2200/2506] lr: 2.215e-02, eta: 20:42:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9788, loss_cls: 0.8569, loss: 0.8569 +2024-12-24 22:32:29,662 - pyskl - INFO - Epoch [33][2300/2506] lr: 2.215e-02, eta: 20:42:25, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.8229, loss: 0.8229 +2024-12-24 22:32:53,802 - pyskl - INFO - Epoch [33][2400/2506] lr: 2.214e-02, eta: 20:41:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.9160, loss: 0.9160 +2024-12-24 22:33:17,948 - pyskl - INFO - Epoch [33][2500/2506] lr: 2.213e-02, eta: 20:41:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8125, top5_acc: 0.9725, loss_cls: 0.9034, loss: 0.9034 +2024-12-24 22:33:19,893 - pyskl - INFO - Saving checkpoint at 33 epochs +2024-12-24 22:34:43,347 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 22:34:43,413 - pyskl - INFO - +top1_acc 0.8108 +top5_acc 0.9739 +2024-12-24 22:34:43,415 - pyskl - INFO - Epoch(val) [33][1031] top1_acc: 0.8108, top5_acc: 0.9739 +2024-12-24 22:35:27,797 - pyskl - INFO - Epoch [34][100/2506] lr: 2.212e-02, eta: 20:42:00, time: 0.444, data_time: 0.197, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.8467, loss: 0.8467 +2024-12-24 22:35:52,012 - pyskl - INFO - Epoch [34][200/2506] lr: 2.212e-02, eta: 20:41:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.8234, loss: 0.8234 +2024-12-24 22:36:16,204 - pyskl - INFO - Epoch [34][300/2506] lr: 2.211e-02, eta: 20:41:00, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9800, loss_cls: 0.7835, loss: 0.7835 +2024-12-24 22:36:40,384 - pyskl - INFO - Epoch [34][400/2506] lr: 2.210e-02, eta: 20:40:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9738, loss_cls: 0.8312, loss: 0.8312 +2024-12-24 22:37:04,698 - pyskl - INFO - Epoch [34][500/2506] lr: 2.210e-02, eta: 20:40:01, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.8492, loss: 0.8492 +2024-12-24 22:37:29,269 - pyskl - INFO - Epoch [34][600/2506] lr: 2.209e-02, eta: 20:39:33, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9794, loss_cls: 0.8466, loss: 0.8466 +2024-12-24 22:37:53,434 - pyskl - INFO - Epoch [34][700/2506] lr: 2.208e-02, eta: 20:39:03, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.8560, loss: 0.8560 +2024-12-24 22:38:17,566 - pyskl - INFO - Epoch [34][800/2506] lr: 2.208e-02, eta: 20:38:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8387, loss: 0.8387 +2024-12-24 22:38:41,676 - pyskl - INFO - Epoch [34][900/2506] lr: 2.207e-02, eta: 20:38:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9731, loss_cls: 0.8615, loss: 0.8615 +2024-12-24 22:39:05,810 - pyskl - INFO - Epoch [34][1000/2506] lr: 2.206e-02, eta: 20:37:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9762, loss_cls: 0.7975, loss: 0.7975 +2024-12-24 22:39:29,870 - pyskl - INFO - Epoch [34][1100/2506] lr: 2.206e-02, eta: 20:37:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.8101, loss: 0.8101 +2024-12-24 22:39:53,915 - pyskl - INFO - Epoch [34][1200/2506] lr: 2.205e-02, eta: 20:36:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.8374, loss: 0.8374 +2024-12-24 22:40:17,946 - pyskl - INFO - Epoch [34][1300/2506] lr: 2.204e-02, eta: 20:36:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9706, loss_cls: 0.8284, loss: 0.8284 +2024-12-24 22:40:42,007 - pyskl - INFO - Epoch [34][1400/2506] lr: 2.204e-02, eta: 20:35:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9738, loss_cls: 0.8425, loss: 0.8425 +2024-12-24 22:41:06,106 - pyskl - INFO - Epoch [34][1500/2506] lr: 2.203e-02, eta: 20:35:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9719, loss_cls: 0.8924, loss: 0.8924 +2024-12-24 22:41:30,146 - pyskl - INFO - Epoch [34][1600/2506] lr: 2.202e-02, eta: 20:34:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.8641, loss: 0.8641 +2024-12-24 22:41:54,270 - pyskl - INFO - Epoch [34][1700/2506] lr: 2.202e-02, eta: 20:34:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.7564, loss: 0.7564 +2024-12-24 22:42:18,419 - pyskl - INFO - Epoch [34][1800/2506] lr: 2.201e-02, eta: 20:33:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9694, loss_cls: 0.8764, loss: 0.8764 +2024-12-24 22:42:42,553 - pyskl - INFO - Epoch [34][1900/2506] lr: 2.200e-02, eta: 20:33:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8513, loss: 0.8513 +2024-12-24 22:43:06,707 - pyskl - INFO - Epoch [34][2000/2506] lr: 2.200e-02, eta: 20:32:33, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8542, loss: 0.8542 +2024-12-24 22:43:30,949 - pyskl - INFO - Epoch [34][2100/2506] lr: 2.199e-02, eta: 20:32:04, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9750, loss_cls: 0.8424, loss: 0.8424 +2024-12-24 22:43:55,163 - pyskl - INFO - Epoch [34][2200/2506] lr: 2.198e-02, eta: 20:31:35, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9706, loss_cls: 0.8507, loss: 0.8507 +2024-12-24 22:44:19,438 - pyskl - INFO - Epoch [34][2300/2506] lr: 2.198e-02, eta: 20:31:05, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.8869, loss: 0.8869 +2024-12-24 22:44:43,916 - pyskl - INFO - Epoch [34][2400/2506] lr: 2.197e-02, eta: 20:30:37, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8434, loss: 0.8434 +2024-12-24 22:45:08,141 - pyskl - INFO - Epoch [34][2500/2506] lr: 2.196e-02, eta: 20:30:08, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9838, loss_cls: 0.7698, loss: 0.7698 +2024-12-24 22:45:10,095 - pyskl - INFO - Saving checkpoint at 34 epochs +2024-12-24 22:46:33,779 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 22:46:33,846 - pyskl - INFO - +top1_acc 0.8046 +top5_acc 0.9675 +2024-12-24 22:46:33,848 - pyskl - INFO - Epoch(val) [34][1031] top1_acc: 0.8046, top5_acc: 0.9675 +2024-12-24 22:47:18,293 - pyskl - INFO - Epoch [35][100/2506] lr: 2.196e-02, eta: 20:30:40, time: 0.444, data_time: 0.199, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 0.8703, loss: 0.8703 +2024-12-24 22:47:42,390 - pyskl - INFO - Epoch [35][200/2506] lr: 2.195e-02, eta: 20:30:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7854, loss: 0.7854 +2024-12-24 22:48:06,618 - pyskl - INFO - Epoch [35][300/2506] lr: 2.194e-02, eta: 20:29:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.8196, loss: 0.8196 +2024-12-24 22:48:30,777 - pyskl - INFO - Epoch [35][400/2506] lr: 2.194e-02, eta: 20:29:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9825, loss_cls: 0.7610, loss: 0.7610 +2024-12-24 22:48:54,952 - pyskl - INFO - Epoch [35][500/2506] lr: 2.193e-02, eta: 20:28:42, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.7941, loss: 0.7941 +2024-12-24 22:49:19,144 - pyskl - INFO - Epoch [35][600/2506] lr: 2.192e-02, eta: 20:28:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8484, loss: 0.8484 +2024-12-24 22:49:43,362 - pyskl - INFO - Epoch [35][700/2506] lr: 2.191e-02, eta: 20:27:43, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.8397, loss: 0.8397 +2024-12-24 22:50:07,559 - pyskl - INFO - Epoch [35][800/2506] lr: 2.191e-02, eta: 20:27:13, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9725, loss_cls: 0.7855, loss: 0.7855 +2024-12-24 22:50:31,737 - pyskl - INFO - Epoch [35][900/2506] lr: 2.190e-02, eta: 20:26:44, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8685, loss: 0.8685 +2024-12-24 22:50:55,922 - pyskl - INFO - Epoch [35][1000/2506] lr: 2.189e-02, eta: 20:26:14, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.7588, loss: 0.7588 +2024-12-24 22:51:20,094 - pyskl - INFO - Epoch [35][1100/2506] lr: 2.189e-02, eta: 20:25:45, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.8941, loss: 0.8941 +2024-12-24 22:51:44,273 - pyskl - INFO - Epoch [35][1200/2506] lr: 2.188e-02, eta: 20:25:15, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9725, loss_cls: 0.8559, loss: 0.8559 +2024-12-24 22:52:08,450 - pyskl - INFO - Epoch [35][1300/2506] lr: 2.187e-02, eta: 20:24:46, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.8195, loss: 0.8195 +2024-12-24 22:52:32,594 - pyskl - INFO - Epoch [35][1400/2506] lr: 2.187e-02, eta: 20:24:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.8601, loss: 0.8601 +2024-12-24 22:52:56,699 - pyskl - INFO - Epoch [35][1500/2506] lr: 2.186e-02, eta: 20:23:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8131, top5_acc: 0.9806, loss_cls: 0.8839, loss: 0.8839 +2024-12-24 22:53:20,781 - pyskl - INFO - Epoch [35][1600/2506] lr: 2.185e-02, eta: 20:23:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9756, loss_cls: 0.8963, loss: 0.8963 +2024-12-24 22:53:44,876 - pyskl - INFO - Epoch [35][1700/2506] lr: 2.185e-02, eta: 20:22:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.8097, loss: 0.8097 +2024-12-24 22:54:08,961 - pyskl - INFO - Epoch [35][1800/2506] lr: 2.184e-02, eta: 20:22:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.8112, loss: 0.8112 +2024-12-24 22:54:32,993 - pyskl - INFO - Epoch [35][1900/2506] lr: 2.183e-02, eta: 20:21:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8460, loss: 0.8460 +2024-12-24 22:54:57,058 - pyskl - INFO - Epoch [35][2000/2506] lr: 2.182e-02, eta: 20:21:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 0.8837, loss: 0.8837 +2024-12-24 22:55:21,115 - pyskl - INFO - Epoch [35][2100/2506] lr: 2.182e-02, eta: 20:20:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.8207, loss: 0.8207 +2024-12-24 22:55:45,205 - pyskl - INFO - Epoch [35][2200/2506] lr: 2.181e-02, eta: 20:20:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8225, top5_acc: 0.9675, loss_cls: 0.8739, loss: 0.8739 +2024-12-24 22:56:09,268 - pyskl - INFO - Epoch [35][2300/2506] lr: 2.180e-02, eta: 20:19:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8175, loss: 0.8175 +2024-12-24 22:56:33,334 - pyskl - INFO - Epoch [35][2400/2506] lr: 2.180e-02, eta: 20:19:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9819, loss_cls: 0.7799, loss: 0.7799 +2024-12-24 22:56:57,414 - pyskl - INFO - Epoch [35][2500/2506] lr: 2.179e-02, eta: 20:18:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.8025, loss: 0.8025 +2024-12-24 22:56:59,315 - pyskl - INFO - Saving checkpoint at 35 epochs +2024-12-24 22:58:22,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 22:58:22,571 - pyskl - INFO - +top1_acc 0.8067 +top5_acc 0.9701 +2024-12-24 22:58:22,574 - pyskl - INFO - Epoch(val) [35][1031] top1_acc: 0.8067, top5_acc: 0.9701 +2024-12-24 22:59:06,630 - pyskl - INFO - Epoch [36][100/2506] lr: 2.178e-02, eta: 20:19:19, time: 0.441, data_time: 0.195, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.8110, loss: 0.8110 +2024-12-24 22:59:30,889 - pyskl - INFO - Epoch [36][200/2506] lr: 2.178e-02, eta: 20:18:50, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.8590, loss: 0.8590 +2024-12-24 22:59:55,185 - pyskl - INFO - Epoch [36][300/2506] lr: 2.177e-02, eta: 20:18:21, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.8329, loss: 0.8329 +2024-12-24 23:00:19,478 - pyskl - INFO - Epoch [36][400/2506] lr: 2.176e-02, eta: 20:17:52, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.8409, loss: 0.8409 +2024-12-24 23:00:43,758 - pyskl - INFO - Epoch [36][500/2506] lr: 2.175e-02, eta: 20:17:23, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7952, loss: 0.7952 +2024-12-24 23:01:07,878 - pyskl - INFO - Epoch [36][600/2506] lr: 2.175e-02, eta: 20:16:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8168, loss: 0.8168 +2024-12-24 23:01:31,859 - pyskl - INFO - Epoch [36][700/2506] lr: 2.174e-02, eta: 20:16:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.7954, loss: 0.7954 +2024-12-24 23:01:56,106 - pyskl - INFO - Epoch [36][800/2506] lr: 2.173e-02, eta: 20:15:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 0.9149, loss: 0.9149 +2024-12-24 23:02:20,178 - pyskl - INFO - Epoch [36][900/2506] lr: 2.173e-02, eta: 20:15:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7567, loss: 0.7567 +2024-12-24 23:02:44,253 - pyskl - INFO - Epoch [36][1000/2506] lr: 2.172e-02, eta: 20:14:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.7564, loss: 0.7564 +2024-12-24 23:03:08,371 - pyskl - INFO - Epoch [36][1100/2506] lr: 2.171e-02, eta: 20:14:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 0.7875, loss: 0.7875 +2024-12-24 23:03:32,434 - pyskl - INFO - Epoch [36][1200/2506] lr: 2.171e-02, eta: 20:13:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 0.8859, loss: 0.8859 +2024-12-24 23:03:56,435 - pyskl - INFO - Epoch [36][1300/2506] lr: 2.170e-02, eta: 20:13:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9812, loss_cls: 0.8338, loss: 0.8338 +2024-12-24 23:04:20,367 - pyskl - INFO - Epoch [36][1400/2506] lr: 2.169e-02, eta: 20:12:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9725, loss_cls: 0.8446, loss: 0.8446 +2024-12-24 23:04:44,452 - pyskl - INFO - Epoch [36][1500/2506] lr: 2.168e-02, eta: 20:12:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9731, loss_cls: 0.8853, loss: 0.8853 +2024-12-24 23:05:08,408 - pyskl - INFO - Epoch [36][1600/2506] lr: 2.168e-02, eta: 20:11:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.8208, loss: 0.8208 +2024-12-24 23:05:32,362 - pyskl - INFO - Epoch [36][1700/2506] lr: 2.167e-02, eta: 20:11:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.7654, loss: 0.7654 +2024-12-24 23:05:56,319 - pyskl - INFO - Epoch [36][1800/2506] lr: 2.166e-02, eta: 20:10:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8275, top5_acc: 0.9756, loss_cls: 0.8266, loss: 0.8266 +2024-12-24 23:06:20,283 - pyskl - INFO - Epoch [36][1900/2506] lr: 2.166e-02, eta: 20:10:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.9327, loss: 0.9327 +2024-12-24 23:06:44,305 - pyskl - INFO - Epoch [36][2000/2506] lr: 2.165e-02, eta: 20:09:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.8317, loss: 0.8317 +2024-12-24 23:07:08,248 - pyskl - INFO - Epoch [36][2100/2506] lr: 2.164e-02, eta: 20:09:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.8155, loss: 0.8155 +2024-12-24 23:07:32,204 - pyskl - INFO - Epoch [36][2200/2506] lr: 2.163e-02, eta: 20:08:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8081, top5_acc: 0.9631, loss_cls: 0.9666, loss: 0.9666 +2024-12-24 23:07:56,148 - pyskl - INFO - Epoch [36][2300/2506] lr: 2.163e-02, eta: 20:08:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8264, loss: 0.8264 +2024-12-24 23:08:20,132 - pyskl - INFO - Epoch [36][2400/2506] lr: 2.162e-02, eta: 20:07:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7795, loss: 0.7795 +2024-12-24 23:08:44,120 - pyskl - INFO - Epoch [36][2500/2506] lr: 2.161e-02, eta: 20:07:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.8176, loss: 0.8176 +2024-12-24 23:08:46,005 - pyskl - INFO - Saving checkpoint at 36 epochs +2024-12-24 23:10:08,118 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 23:10:08,185 - pyskl - INFO - +top1_acc 0.8020 +top5_acc 0.9664 +2024-12-24 23:10:08,188 - pyskl - INFO - Epoch(val) [36][1031] top1_acc: 0.8020, top5_acc: 0.9664 +2024-12-24 23:10:51,984 - pyskl - INFO - Epoch [37][100/2506] lr: 2.161e-02, eta: 20:07:55, time: 0.438, data_time: 0.194, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.7239, loss: 0.7239 +2024-12-24 23:11:16,013 - pyskl - INFO - Epoch [37][200/2506] lr: 2.160e-02, eta: 20:07:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.7847, loss: 0.7847 +2024-12-24 23:11:39,945 - pyskl - INFO - Epoch [37][300/2506] lr: 2.159e-02, eta: 20:06:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9769, loss_cls: 0.7529, loss: 0.7529 +2024-12-24 23:12:03,909 - pyskl - INFO - Epoch [37][400/2506] lr: 2.158e-02, eta: 20:06:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9781, loss_cls: 0.8124, loss: 0.8124 +2024-12-24 23:12:27,876 - pyskl - INFO - Epoch [37][500/2506] lr: 2.158e-02, eta: 20:05:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.8581, loss: 0.8581 +2024-12-24 23:12:51,973 - pyskl - INFO - Epoch [37][600/2506] lr: 2.157e-02, eta: 20:05:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 0.7922, loss: 0.7922 +2024-12-24 23:13:15,966 - pyskl - INFO - Epoch [37][700/2506] lr: 2.156e-02, eta: 20:04:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.7778, loss: 0.7778 +2024-12-24 23:13:39,927 - pyskl - INFO - Epoch [37][800/2506] lr: 2.155e-02, eta: 20:04:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9806, loss_cls: 0.8102, loss: 0.8102 +2024-12-24 23:14:03,928 - pyskl - INFO - Epoch [37][900/2506] lr: 2.155e-02, eta: 20:03:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.8105, loss: 0.8105 +2024-12-24 23:14:27,900 - pyskl - INFO - Epoch [37][1000/2506] lr: 2.154e-02, eta: 20:03:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8194, top5_acc: 0.9819, loss_cls: 0.8658, loss: 0.8658 +2024-12-24 23:14:51,870 - pyskl - INFO - Epoch [37][1100/2506] lr: 2.153e-02, eta: 20:02:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7992, loss: 0.7992 +2024-12-24 23:15:15,845 - pyskl - INFO - Epoch [37][1200/2506] lr: 2.153e-02, eta: 20:02:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 0.8921, loss: 0.8921 +2024-12-24 23:15:39,805 - pyskl - INFO - Epoch [37][1300/2506] lr: 2.152e-02, eta: 20:01:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.8064, loss: 0.8064 +2024-12-24 23:16:03,773 - pyskl - INFO - Epoch [37][1400/2506] lr: 2.151e-02, eta: 20:01:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9794, loss_cls: 0.7468, loss: 0.7468 +2024-12-24 23:16:27,746 - pyskl - INFO - Epoch [37][1500/2506] lr: 2.150e-02, eta: 20:00:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 0.8060, loss: 0.8060 +2024-12-24 23:16:51,737 - pyskl - INFO - Epoch [37][1600/2506] lr: 2.150e-02, eta: 20:00:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.8103, loss: 0.8103 +2024-12-24 23:17:15,743 - pyskl - INFO - Epoch [37][1700/2506] lr: 2.149e-02, eta: 20:00:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9769, loss_cls: 0.8777, loss: 0.8777 +2024-12-24 23:17:39,765 - pyskl - INFO - Epoch [37][1800/2506] lr: 2.148e-02, eta: 19:59:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9731, loss_cls: 0.8331, loss: 0.8331 +2024-12-24 23:18:03,855 - pyskl - INFO - Epoch [37][1900/2506] lr: 2.148e-02, eta: 19:59:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.8081, loss: 0.8081 +2024-12-24 23:18:28,018 - pyskl - INFO - Epoch [37][2000/2506] lr: 2.147e-02, eta: 19:58:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8156, top5_acc: 0.9756, loss_cls: 0.9057, loss: 0.9057 +2024-12-24 23:18:52,181 - pyskl - INFO - Epoch [37][2100/2506] lr: 2.146e-02, eta: 19:58:03, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9725, loss_cls: 0.8218, loss: 0.8218 +2024-12-24 23:19:16,230 - pyskl - INFO - Epoch [37][2200/2506] lr: 2.145e-02, eta: 19:57:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9800, loss_cls: 0.7716, loss: 0.7716 +2024-12-24 23:19:40,263 - pyskl - INFO - Epoch [37][2300/2506] lr: 2.145e-02, eta: 19:57:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8975, loss: 0.8975 +2024-12-24 23:20:04,338 - pyskl - INFO - Epoch [37][2400/2506] lr: 2.144e-02, eta: 19:56:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9731, loss_cls: 0.8572, loss: 0.8572 +2024-12-24 23:20:28,327 - pyskl - INFO - Epoch [37][2500/2506] lr: 2.143e-02, eta: 19:56:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9712, loss_cls: 0.8658, loss: 0.8658 +2024-12-24 23:20:30,261 - pyskl - INFO - Saving checkpoint at 37 epochs +2024-12-24 23:21:52,394 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 23:21:52,460 - pyskl - INFO - +top1_acc 0.8049 +top5_acc 0.9728 +2024-12-24 23:21:52,463 - pyskl - INFO - Epoch(val) [37][1031] top1_acc: 0.8049, top5_acc: 0.9728 +2024-12-24 23:22:36,489 - pyskl - INFO - Epoch [38][100/2506] lr: 2.142e-02, eta: 19:56:31, time: 0.440, data_time: 0.196, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 0.7716, loss: 0.7716 +2024-12-24 23:23:00,478 - pyskl - INFO - Epoch [38][200/2506] lr: 2.142e-02, eta: 19:56:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.8319, loss: 0.8319 +2024-12-24 23:23:24,450 - pyskl - INFO - Epoch [38][300/2506] lr: 2.141e-02, eta: 19:55:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8291, loss: 0.8291 +2024-12-24 23:23:48,415 - pyskl - INFO - Epoch [38][400/2506] lr: 2.140e-02, eta: 19:55:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.8212, loss: 0.8212 +2024-12-24 23:24:12,362 - pyskl - INFO - Epoch [38][500/2506] lr: 2.139e-02, eta: 19:54:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8237, top5_acc: 0.9738, loss_cls: 0.8472, loss: 0.8472 +2024-12-24 23:24:36,292 - pyskl - INFO - Epoch [38][600/2506] lr: 2.139e-02, eta: 19:54:03, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.8379, loss: 0.8379 +2024-12-24 23:25:00,244 - pyskl - INFO - Epoch [38][700/2506] lr: 2.138e-02, eta: 19:53:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9838, loss_cls: 0.7981, loss: 0.7981 +2024-12-24 23:25:24,195 - pyskl - INFO - Epoch [38][800/2506] lr: 2.137e-02, eta: 19:53:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7287, loss: 0.7287 +2024-12-24 23:25:48,151 - pyskl - INFO - Epoch [38][900/2506] lr: 2.136e-02, eta: 19:52:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9719, loss_cls: 0.8001, loss: 0.8001 +2024-12-24 23:26:12,107 - pyskl - INFO - Epoch [38][1000/2506] lr: 2.136e-02, eta: 19:52:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.8206, loss: 0.8206 +2024-12-24 23:26:36,079 - pyskl - INFO - Epoch [38][1100/2506] lr: 2.135e-02, eta: 19:51:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.7654, loss: 0.7654 +2024-12-24 23:27:00,025 - pyskl - INFO - Epoch [38][1200/2506] lr: 2.134e-02, eta: 19:51:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9831, loss_cls: 0.7428, loss: 0.7428 +2024-12-24 23:27:23,978 - pyskl - INFO - Epoch [38][1300/2506] lr: 2.134e-02, eta: 19:50:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.8294, loss: 0.8294 +2024-12-24 23:27:47,933 - pyskl - INFO - Epoch [38][1400/2506] lr: 2.133e-02, eta: 19:50:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.7872, loss: 0.7872 +2024-12-24 23:28:11,883 - pyskl - INFO - Epoch [38][1500/2506] lr: 2.132e-02, eta: 19:49:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.7585, loss: 0.7585 +2024-12-24 23:28:35,834 - pyskl - INFO - Epoch [38][1600/2506] lr: 2.131e-02, eta: 19:49:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8169, top5_acc: 0.9694, loss_cls: 0.9314, loss: 0.9314 +2024-12-24 23:28:59,799 - pyskl - INFO - Epoch [38][1700/2506] lr: 2.131e-02, eta: 19:48:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9731, loss_cls: 0.8709, loss: 0.8709 +2024-12-24 23:29:23,773 - pyskl - INFO - Epoch [38][1800/2506] lr: 2.130e-02, eta: 19:48:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7602, loss: 0.7602 +2024-12-24 23:29:47,737 - pyskl - INFO - Epoch [38][1900/2506] lr: 2.129e-02, eta: 19:47:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7652, loss: 0.7652 +2024-12-24 23:30:11,804 - pyskl - INFO - Epoch [38][2000/2506] lr: 2.128e-02, eta: 19:47:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8523, loss: 0.8523 +2024-12-24 23:30:35,822 - pyskl - INFO - Epoch [38][2100/2506] lr: 2.128e-02, eta: 19:46:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9850, loss_cls: 0.7438, loss: 0.7438 +2024-12-24 23:30:59,822 - pyskl - INFO - Epoch [38][2200/2506] lr: 2.127e-02, eta: 19:46:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9838, loss_cls: 0.7672, loss: 0.7672 +2024-12-24 23:31:23,800 - pyskl - INFO - Epoch [38][2300/2506] lr: 2.126e-02, eta: 19:45:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9719, loss_cls: 0.8449, loss: 0.8449 +2024-12-24 23:31:47,798 - pyskl - INFO - Epoch [38][2400/2506] lr: 2.125e-02, eta: 19:45:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7991, loss: 0.7991 +2024-12-24 23:32:11,808 - pyskl - INFO - Epoch [38][2500/2506] lr: 2.125e-02, eta: 19:44:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 0.8509, loss: 0.8509 +2024-12-24 23:32:13,764 - pyskl - INFO - Saving checkpoint at 38 epochs +2024-12-24 23:33:36,399 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 23:33:36,467 - pyskl - INFO - +top1_acc 0.7967 +top5_acc 0.9680 +2024-12-24 23:33:36,469 - pyskl - INFO - Epoch(val) [38][1031] top1_acc: 0.7967, top5_acc: 0.9680 +2024-12-24 23:34:20,765 - pyskl - INFO - Epoch [39][100/2506] lr: 2.124e-02, eta: 19:45:09, time: 0.443, data_time: 0.199, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7695, loss: 0.7695 +2024-12-24 23:34:44,892 - pyskl - INFO - Epoch [39][200/2506] lr: 2.123e-02, eta: 19:44:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9794, loss_cls: 0.7450, loss: 0.7450 +2024-12-24 23:35:09,062 - pyskl - INFO - Epoch [39][300/2506] lr: 2.122e-02, eta: 19:44:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7365, loss: 0.7365 +2024-12-24 23:35:33,147 - pyskl - INFO - Epoch [39][400/2506] lr: 2.122e-02, eta: 19:43:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9781, loss_cls: 0.7250, loss: 0.7250 +2024-12-24 23:35:57,140 - pyskl - INFO - Epoch [39][500/2506] lr: 2.121e-02, eta: 19:43:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7841, loss: 0.7841 +2024-12-24 23:36:21,113 - pyskl - INFO - Epoch [39][600/2506] lr: 2.120e-02, eta: 19:42:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9762, loss_cls: 0.7957, loss: 0.7957 +2024-12-24 23:36:45,067 - pyskl - INFO - Epoch [39][700/2506] lr: 2.119e-02, eta: 19:42:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.8618, loss: 0.8618 +2024-12-24 23:37:09,040 - pyskl - INFO - Epoch [39][800/2506] lr: 2.119e-02, eta: 19:41:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.7907, loss: 0.7907 +2024-12-24 23:37:33,026 - pyskl - INFO - Epoch [39][900/2506] lr: 2.118e-02, eta: 19:41:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.8119, loss: 0.8119 +2024-12-24 23:37:57,006 - pyskl - INFO - Epoch [39][1000/2506] lr: 2.117e-02, eta: 19:40:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7104, loss: 0.7104 +2024-12-24 23:38:21,005 - pyskl - INFO - Epoch [39][1100/2506] lr: 2.116e-02, eta: 19:40:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9762, loss_cls: 0.7895, loss: 0.7895 +2024-12-24 23:38:44,986 - pyskl - INFO - Epoch [39][1200/2506] lr: 2.116e-02, eta: 19:39:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9738, loss_cls: 0.8614, loss: 0.8614 +2024-12-24 23:39:09,173 - pyskl - INFO - Epoch [39][1300/2506] lr: 2.115e-02, eta: 19:39:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.8382, loss: 0.8382 +2024-12-24 23:39:33,330 - pyskl - INFO - Epoch [39][1400/2506] lr: 2.114e-02, eta: 19:38:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.8209, loss: 0.8209 +2024-12-24 23:39:57,387 - pyskl - INFO - Epoch [39][1500/2506] lr: 2.113e-02, eta: 19:38:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.8301, loss: 0.8301 +2024-12-24 23:40:21,502 - pyskl - INFO - Epoch [39][1600/2506] lr: 2.113e-02, eta: 19:37:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.8725, loss: 0.8725 +2024-12-24 23:40:45,618 - pyskl - INFO - Epoch [39][1700/2506] lr: 2.112e-02, eta: 19:37:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8535, loss: 0.8535 +2024-12-24 23:41:09,733 - pyskl - INFO - Epoch [39][1800/2506] lr: 2.111e-02, eta: 19:36:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.7986, loss: 0.7986 +2024-12-24 23:41:33,829 - pyskl - INFO - Epoch [39][1900/2506] lr: 2.110e-02, eta: 19:36:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9706, loss_cls: 0.7750, loss: 0.7750 +2024-12-24 23:41:57,897 - pyskl - INFO - Epoch [39][2000/2506] lr: 2.110e-02, eta: 19:35:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8554, loss: 0.8554 +2024-12-24 23:42:21,967 - pyskl - INFO - Epoch [39][2100/2506] lr: 2.109e-02, eta: 19:35:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9806, loss_cls: 0.8235, loss: 0.8235 +2024-12-24 23:42:46,034 - pyskl - INFO - Epoch [39][2200/2506] lr: 2.108e-02, eta: 19:34:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9738, loss_cls: 0.8522, loss: 0.8522 +2024-12-24 23:43:10,169 - pyskl - INFO - Epoch [39][2300/2506] lr: 2.107e-02, eta: 19:34:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.8426, loss: 0.8426 +2024-12-24 23:43:34,354 - pyskl - INFO - Epoch [39][2400/2506] lr: 2.106e-02, eta: 19:34:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.7533, loss: 0.7533 +2024-12-24 23:43:58,489 - pyskl - INFO - Epoch [39][2500/2506] lr: 2.106e-02, eta: 19:33:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9750, loss_cls: 0.7993, loss: 0.7993 +2024-12-24 23:44:00,461 - pyskl - INFO - Saving checkpoint at 39 epochs +2024-12-24 23:45:22,940 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 23:45:23,007 - pyskl - INFO - +top1_acc 0.8058 +top5_acc 0.9671 +2024-12-24 23:45:23,009 - pyskl - INFO - Epoch(val) [39][1031] top1_acc: 0.8058, top5_acc: 0.9671 +2024-12-24 23:46:07,240 - pyskl - INFO - Epoch [40][100/2506] lr: 2.105e-02, eta: 19:33:56, time: 0.442, data_time: 0.198, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7481, loss: 0.7481 +2024-12-24 23:46:31,258 - pyskl - INFO - Epoch [40][200/2506] lr: 2.104e-02, eta: 19:33:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.8008, loss: 0.8008 +2024-12-24 23:46:55,253 - pyskl - INFO - Epoch [40][300/2506] lr: 2.103e-02, eta: 19:32:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7780, loss: 0.7780 +2024-12-24 23:47:19,260 - pyskl - INFO - Epoch [40][400/2506] lr: 2.103e-02, eta: 19:32:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9788, loss_cls: 0.8072, loss: 0.8072 +2024-12-24 23:47:43,206 - pyskl - INFO - Epoch [40][500/2506] lr: 2.102e-02, eta: 19:31:59, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9725, loss_cls: 0.8688, loss: 0.8688 +2024-12-24 23:48:07,154 - pyskl - INFO - Epoch [40][600/2506] lr: 2.101e-02, eta: 19:31:30, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7535, loss: 0.7535 +2024-12-24 23:48:31,121 - pyskl - INFO - Epoch [40][700/2506] lr: 2.100e-02, eta: 19:31:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8200, top5_acc: 0.9700, loss_cls: 0.9099, loss: 0.9099 +2024-12-24 23:48:55,134 - pyskl - INFO - Epoch [40][800/2506] lr: 2.100e-02, eta: 19:30:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.8306, loss: 0.8306 +2024-12-24 23:49:19,163 - pyskl - INFO - Epoch [40][900/2506] lr: 2.099e-02, eta: 19:30:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.7988, loss: 0.7988 +2024-12-24 23:49:43,174 - pyskl - INFO - Epoch [40][1000/2506] lr: 2.098e-02, eta: 19:29:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.8036, loss: 0.8036 +2024-12-24 23:50:07,198 - pyskl - INFO - Epoch [40][1100/2506] lr: 2.097e-02, eta: 19:29:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.7367, loss: 0.7367 +2024-12-24 23:50:31,191 - pyskl - INFO - Epoch [40][1200/2506] lr: 2.097e-02, eta: 19:28:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.7798, loss: 0.7798 +2024-12-24 23:50:55,151 - pyskl - INFO - Epoch [40][1300/2506] lr: 2.096e-02, eta: 19:28:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8265, loss: 0.8265 +2024-12-24 23:51:19,112 - pyskl - INFO - Epoch [40][1400/2506] lr: 2.095e-02, eta: 19:27:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7009, loss: 0.7009 +2024-12-24 23:51:43,137 - pyskl - INFO - Epoch [40][1500/2506] lr: 2.094e-02, eta: 19:27:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7574, loss: 0.7574 +2024-12-24 23:52:07,146 - pyskl - INFO - Epoch [40][1600/2506] lr: 2.093e-02, eta: 19:26:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9825, loss_cls: 0.7613, loss: 0.7613 +2024-12-24 23:52:31,133 - pyskl - INFO - Epoch [40][1700/2506] lr: 2.093e-02, eta: 19:26:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.8190, loss: 0.8190 +2024-12-24 23:52:55,254 - pyskl - INFO - Epoch [40][1800/2506] lr: 2.092e-02, eta: 19:25:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.8036, loss: 0.8036 +2024-12-24 23:53:19,319 - pyskl - INFO - Epoch [40][1900/2506] lr: 2.091e-02, eta: 19:25:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9762, loss_cls: 0.7447, loss: 0.7447 +2024-12-24 23:53:43,392 - pyskl - INFO - Epoch [40][2000/2506] lr: 2.090e-02, eta: 19:24:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9744, loss_cls: 0.8234, loss: 0.8234 +2024-12-24 23:54:07,382 - pyskl - INFO - Epoch [40][2100/2506] lr: 2.090e-02, eta: 19:24:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8740, loss: 0.8740 +2024-12-24 23:54:31,305 - pyskl - INFO - Epoch [40][2200/2506] lr: 2.089e-02, eta: 19:23:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8574, loss: 0.8574 +2024-12-24 23:54:55,292 - pyskl - INFO - Epoch [40][2300/2506] lr: 2.088e-02, eta: 19:23:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9794, loss_cls: 0.8082, loss: 0.8082 +2024-12-24 23:55:19,256 - pyskl - INFO - Epoch [40][2400/2506] lr: 2.087e-02, eta: 19:22:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8510, loss: 0.8510 +2024-12-24 23:55:43,204 - pyskl - INFO - Epoch [40][2500/2506] lr: 2.086e-02, eta: 19:22:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9731, loss_cls: 0.8708, loss: 0.8708 +2024-12-24 23:55:45,174 - pyskl - INFO - Saving checkpoint at 40 epochs +2024-12-24 23:57:07,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-24 23:57:07,663 - pyskl - INFO - +top1_acc 0.8145 +top5_acc 0.9686 +2024-12-24 23:57:07,667 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_26.pth was removed +2024-12-24 23:57:07,797 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. +2024-12-24 23:57:07,798 - pyskl - INFO - Best top1_acc is 0.8145 at 40 epoch. +2024-12-24 23:57:07,800 - pyskl - INFO - Epoch(val) [40][1031] top1_acc: 0.8145, top5_acc: 0.9686 +2024-12-24 23:57:51,911 - pyskl - INFO - Epoch [41][100/2506] lr: 2.086e-02, eta: 19:22:41, time: 0.441, data_time: 0.197, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 0.7522, loss: 0.7522 +2024-12-24 23:58:15,915 - pyskl - INFO - Epoch [41][200/2506] lr: 2.085e-02, eta: 19:22:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.7516, loss: 0.7516 +2024-12-24 23:58:39,879 - pyskl - INFO - Epoch [41][300/2506] lr: 2.084e-02, eta: 19:21:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.6971, loss: 0.6971 +2024-12-24 23:59:03,879 - pyskl - INFO - Epoch [41][400/2506] lr: 2.083e-02, eta: 19:21:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7421, loss: 0.7421 +2024-12-24 23:59:27,839 - pyskl - INFO - Epoch [41][500/2506] lr: 2.083e-02, eta: 19:20:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7560, loss: 0.7560 +2024-12-24 23:59:51,803 - pyskl - INFO - Epoch [41][600/2506] lr: 2.082e-02, eta: 19:20:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 0.7603, loss: 0.7603 +2024-12-25 00:00:15,769 - pyskl - INFO - Epoch [41][700/2506] lr: 2.081e-02, eta: 19:19:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9750, loss_cls: 0.7927, loss: 0.7927 +2024-12-25 00:00:39,718 - pyskl - INFO - Epoch [41][800/2506] lr: 2.080e-02, eta: 19:19:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7650, loss: 0.7650 +2024-12-25 00:01:03,690 - pyskl - INFO - Epoch [41][900/2506] lr: 2.079e-02, eta: 19:18:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7782, loss: 0.7782 +2024-12-25 00:01:27,617 - pyskl - INFO - Epoch [41][1000/2506] lr: 2.079e-02, eta: 19:18:20, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9694, loss_cls: 0.8364, loss: 0.8364 +2024-12-25 00:01:51,493 - pyskl - INFO - Epoch [41][1100/2506] lr: 2.078e-02, eta: 19:17:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.6985, loss: 0.6985 +2024-12-25 00:02:15,379 - pyskl - INFO - Epoch [41][1200/2506] lr: 2.077e-02, eta: 19:17:22, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9781, loss_cls: 0.7917, loss: 0.7917 +2024-12-25 00:02:39,241 - pyskl - INFO - Epoch [41][1300/2506] lr: 2.076e-02, eta: 19:16:52, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9781, loss_cls: 0.7790, loss: 0.7790 +2024-12-25 00:03:03,139 - pyskl - INFO - Epoch [41][1400/2506] lr: 2.075e-02, eta: 19:16:23, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7904, loss: 0.7904 +2024-12-25 00:03:27,032 - pyskl - INFO - Epoch [41][1500/2506] lr: 2.075e-02, eta: 19:15:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.8220, loss: 0.8220 +2024-12-25 00:03:50,937 - pyskl - INFO - Epoch [41][1600/2506] lr: 2.074e-02, eta: 19:15:25, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9762, loss_cls: 0.8205, loss: 0.8205 +2024-12-25 00:04:14,807 - pyskl - INFO - Epoch [41][1700/2506] lr: 2.073e-02, eta: 19:14:56, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7521, loss: 0.7521 +2024-12-25 00:04:38,727 - pyskl - INFO - Epoch [41][1800/2506] lr: 2.072e-02, eta: 19:14:27, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7468, loss: 0.7468 +2024-12-25 00:05:02,628 - pyskl - INFO - Epoch [41][1900/2506] lr: 2.072e-02, eta: 19:13:58, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8206, top5_acc: 0.9700, loss_cls: 0.9119, loss: 0.9119 +2024-12-25 00:05:26,501 - pyskl - INFO - Epoch [41][2000/2506] lr: 2.071e-02, eta: 19:13:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9794, loss_cls: 0.8194, loss: 0.8194 +2024-12-25 00:05:50,386 - pyskl - INFO - Epoch [41][2100/2506] lr: 2.070e-02, eta: 19:13:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9806, loss_cls: 0.7697, loss: 0.7697 +2024-12-25 00:06:14,247 - pyskl - INFO - Epoch [41][2200/2506] lr: 2.069e-02, eta: 19:12:31, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9781, loss_cls: 0.8153, loss: 0.8153 +2024-12-25 00:06:38,147 - pyskl - INFO - Epoch [41][2300/2506] lr: 2.068e-02, eta: 19:12:02, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9831, loss_cls: 0.7915, loss: 0.7915 +2024-12-25 00:07:02,051 - pyskl - INFO - Epoch [41][2400/2506] lr: 2.068e-02, eta: 19:11:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9781, loss_cls: 0.8592, loss: 0.8592 +2024-12-25 00:07:25,958 - pyskl - INFO - Epoch [41][2500/2506] lr: 2.067e-02, eta: 19:11:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.8379, loss: 0.8379 +2024-12-25 00:07:27,948 - pyskl - INFO - Saving checkpoint at 41 epochs +2024-12-25 00:08:50,676 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 00:08:50,744 - pyskl - INFO - +top1_acc 0.8186 +top5_acc 0.9711 +2024-12-25 00:08:50,749 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_40.pth was removed +2024-12-25 00:08:50,880 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2024-12-25 00:08:50,881 - pyskl - INFO - Best top1_acc is 0.8186 at 41 epoch. +2024-12-25 00:08:50,883 - pyskl - INFO - Epoch(val) [41][1031] top1_acc: 0.8186, top5_acc: 0.9711 +2024-12-25 00:09:35,445 - pyskl - INFO - Epoch [42][100/2506] lr: 2.066e-02, eta: 19:11:24, time: 0.446, data_time: 0.202, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9844, loss_cls: 0.7700, loss: 0.7700 +2024-12-25 00:09:59,428 - pyskl - INFO - Epoch [42][200/2506] lr: 2.065e-02, eta: 19:10:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7431, loss: 0.7431 +2024-12-25 00:10:23,613 - pyskl - INFO - Epoch [42][300/2506] lr: 2.064e-02, eta: 19:10:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7907, loss: 0.7907 +2024-12-25 00:10:47,639 - pyskl - INFO - Epoch [42][400/2506] lr: 2.064e-02, eta: 19:09:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.7914, loss: 0.7914 +2024-12-25 00:11:11,627 - pyskl - INFO - Epoch [42][500/2506] lr: 2.063e-02, eta: 19:09:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.8207, loss: 0.8207 +2024-12-25 00:11:35,587 - pyskl - INFO - Epoch [42][600/2506] lr: 2.062e-02, eta: 19:09:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9812, loss_cls: 0.7092, loss: 0.7092 +2024-12-25 00:11:59,560 - pyskl - INFO - Epoch [42][700/2506] lr: 2.061e-02, eta: 19:08:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7309, loss: 0.7309 +2024-12-25 00:12:23,582 - pyskl - INFO - Epoch [42][800/2506] lr: 2.060e-02, eta: 19:08:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9831, loss_cls: 0.7493, loss: 0.7493 +2024-12-25 00:12:47,575 - pyskl - INFO - Epoch [42][900/2506] lr: 2.060e-02, eta: 19:07:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 0.7501, loss: 0.7501 +2024-12-25 00:13:11,554 - pyskl - INFO - Epoch [42][1000/2506] lr: 2.059e-02, eta: 19:07:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.8701, loss: 0.8701 +2024-12-25 00:13:35,525 - pyskl - INFO - Epoch [42][1100/2506] lr: 2.058e-02, eta: 19:06:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8219, top5_acc: 0.9681, loss_cls: 0.8818, loss: 0.8818 +2024-12-25 00:13:59,428 - pyskl - INFO - Epoch [42][1200/2506] lr: 2.057e-02, eta: 19:06:08, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9738, loss_cls: 0.8175, loss: 0.8175 +2024-12-25 00:14:23,462 - pyskl - INFO - Epoch [42][1300/2506] lr: 2.056e-02, eta: 19:05:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9712, loss_cls: 0.8140, loss: 0.8140 +2024-12-25 00:14:47,427 - pyskl - INFO - Epoch [42][1400/2506] lr: 2.056e-02, eta: 19:05:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.7067, loss: 0.7067 +2024-12-25 00:15:11,424 - pyskl - INFO - Epoch [42][1500/2506] lr: 2.055e-02, eta: 19:04:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9838, loss_cls: 0.7702, loss: 0.7702 +2024-12-25 00:15:35,378 - pyskl - INFO - Epoch [42][1600/2506] lr: 2.054e-02, eta: 19:04:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7877, loss: 0.7877 +2024-12-25 00:15:59,332 - pyskl - INFO - Epoch [42][1700/2506] lr: 2.053e-02, eta: 19:03:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.7676, loss: 0.7676 +2024-12-25 00:16:23,329 - pyskl - INFO - Epoch [42][1800/2506] lr: 2.052e-02, eta: 19:03:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9812, loss_cls: 0.7358, loss: 0.7358 +2024-12-25 00:16:47,280 - pyskl - INFO - Epoch [42][1900/2506] lr: 2.052e-02, eta: 19:02:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9775, loss_cls: 0.8395, loss: 0.8395 +2024-12-25 00:17:11,259 - pyskl - INFO - Epoch [42][2000/2506] lr: 2.051e-02, eta: 19:02:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7710, loss: 0.7710 +2024-12-25 00:17:35,210 - pyskl - INFO - Epoch [42][2100/2506] lr: 2.050e-02, eta: 19:01:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.7973, loss: 0.7973 +2024-12-25 00:17:59,255 - pyskl - INFO - Epoch [42][2200/2506] lr: 2.049e-02, eta: 19:01:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.7109, loss: 0.7109 +2024-12-25 00:18:23,358 - pyskl - INFO - Epoch [42][2300/2506] lr: 2.048e-02, eta: 19:00:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.7457, loss: 0.7457 +2024-12-25 00:18:47,414 - pyskl - INFO - Epoch [42][2400/2506] lr: 2.048e-02, eta: 19:00:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.7923, loss: 0.7923 +2024-12-25 00:19:11,511 - pyskl - INFO - Epoch [42][2500/2506] lr: 2.047e-02, eta: 18:59:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.8071, loss: 0.8071 +2024-12-25 00:19:13,421 - pyskl - INFO - Saving checkpoint at 42 epochs +2024-12-25 00:20:36,736 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 00:20:36,803 - pyskl - INFO - +top1_acc 0.8057 +top5_acc 0.9708 +2024-12-25 00:20:36,805 - pyskl - INFO - Epoch(val) [42][1031] top1_acc: 0.8057, top5_acc: 0.9708 +2024-12-25 00:21:21,753 - pyskl - INFO - Epoch [43][100/2506] lr: 2.046e-02, eta: 19:00:17, time: 0.449, data_time: 0.203, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6860, loss: 0.6860 +2024-12-25 00:21:45,906 - pyskl - INFO - Epoch [43][200/2506] lr: 2.045e-02, eta: 18:59:48, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9744, loss_cls: 0.7402, loss: 0.7402 +2024-12-25 00:22:10,026 - pyskl - INFO - Epoch [43][300/2506] lr: 2.044e-02, eta: 18:59:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9731, loss_cls: 0.8069, loss: 0.8069 +2024-12-25 00:22:34,090 - pyskl - INFO - Epoch [43][400/2506] lr: 2.044e-02, eta: 18:58:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9838, loss_cls: 0.7691, loss: 0.7691 +2024-12-25 00:22:58,164 - pyskl - INFO - Epoch [43][500/2506] lr: 2.043e-02, eta: 18:58:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7486, loss: 0.7486 +2024-12-25 00:23:22,258 - pyskl - INFO - Epoch [43][600/2506] lr: 2.042e-02, eta: 18:57:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.7884, loss: 0.7884 +2024-12-25 00:23:46,219 - pyskl - INFO - Epoch [43][700/2506] lr: 2.041e-02, eta: 18:57:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7579, loss: 0.7579 +2024-12-25 00:24:10,195 - pyskl - INFO - Epoch [43][800/2506] lr: 2.040e-02, eta: 18:56:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 0.7537, loss: 0.7537 +2024-12-25 00:24:34,169 - pyskl - INFO - Epoch [43][900/2506] lr: 2.040e-02, eta: 18:56:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.7098, loss: 0.7098 +2024-12-25 00:24:58,161 - pyskl - INFO - Epoch [43][1000/2506] lr: 2.039e-02, eta: 18:56:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9750, loss_cls: 0.7887, loss: 0.7887 +2024-12-25 00:25:22,120 - pyskl - INFO - Epoch [43][1100/2506] lr: 2.038e-02, eta: 18:55:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.7710, loss: 0.7710 +2024-12-25 00:25:46,086 - pyskl - INFO - Epoch [43][1200/2506] lr: 2.037e-02, eta: 18:55:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9738, loss_cls: 0.7518, loss: 0.7518 +2024-12-25 00:26:10,038 - pyskl - INFO - Epoch [43][1300/2506] lr: 2.036e-02, eta: 18:54:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 0.8157, loss: 0.8157 +2024-12-25 00:26:33,986 - pyskl - INFO - Epoch [43][1400/2506] lr: 2.035e-02, eta: 18:54:06, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.7874, loss: 0.7874 +2024-12-25 00:26:57,970 - pyskl - INFO - Epoch [43][1500/2506] lr: 2.035e-02, eta: 18:53:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9744, loss_cls: 0.7855, loss: 0.7855 +2024-12-25 00:27:21,973 - pyskl - INFO - Epoch [43][1600/2506] lr: 2.034e-02, eta: 18:53:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.7985, loss: 0.7985 +2024-12-25 00:27:46,086 - pyskl - INFO - Epoch [43][1700/2506] lr: 2.033e-02, eta: 18:52:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9819, loss_cls: 0.8190, loss: 0.8190 +2024-12-25 00:28:10,064 - pyskl - INFO - Epoch [43][1800/2506] lr: 2.032e-02, eta: 18:52:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.8315, loss: 0.8315 +2024-12-25 00:28:34,036 - pyskl - INFO - Epoch [43][1900/2506] lr: 2.031e-02, eta: 18:51:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9744, loss_cls: 0.8230, loss: 0.8230 +2024-12-25 00:28:58,004 - pyskl - INFO - Epoch [43][2000/2506] lr: 2.031e-02, eta: 18:51:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9788, loss_cls: 0.7274, loss: 0.7274 +2024-12-25 00:29:21,931 - pyskl - INFO - Epoch [43][2100/2506] lr: 2.030e-02, eta: 18:50:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.8490, loss: 0.8490 +2024-12-25 00:29:45,892 - pyskl - INFO - Epoch [43][2200/2506] lr: 2.029e-02, eta: 18:50:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9788, loss_cls: 0.8183, loss: 0.8183 +2024-12-25 00:30:09,850 - pyskl - INFO - Epoch [43][2300/2506] lr: 2.028e-02, eta: 18:49:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9812, loss_cls: 0.7528, loss: 0.7528 +2024-12-25 00:30:33,820 - pyskl - INFO - Epoch [43][2400/2506] lr: 2.027e-02, eta: 18:49:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9788, loss_cls: 0.7460, loss: 0.7460 +2024-12-25 00:30:57,778 - pyskl - INFO - Epoch [43][2500/2506] lr: 2.026e-02, eta: 18:48:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 0.7505, loss: 0.7505 +2024-12-25 00:30:59,678 - pyskl - INFO - Saving checkpoint at 43 epochs +2024-12-25 00:32:22,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 00:32:22,473 - pyskl - INFO - +top1_acc 0.8310 +top5_acc 0.9758 +2024-12-25 00:32:22,478 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_41.pth was removed +2024-12-25 00:32:22,607 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. +2024-12-25 00:32:22,607 - pyskl - INFO - Best top1_acc is 0.8310 at 43 epoch. +2024-12-25 00:32:22,609 - pyskl - INFO - Epoch(val) [43][1031] top1_acc: 0.8310, top5_acc: 0.9758 +2024-12-25 00:33:07,116 - pyskl - INFO - Epoch [44][100/2506] lr: 2.026e-02, eta: 18:49:10, time: 0.445, data_time: 0.201, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9794, loss_cls: 0.7793, loss: 0.7793 +2024-12-25 00:33:31,080 - pyskl - INFO - Epoch [44][200/2506] lr: 2.025e-02, eta: 18:48:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9762, loss_cls: 0.7234, loss: 0.7234 +2024-12-25 00:33:55,080 - pyskl - INFO - Epoch [44][300/2506] lr: 2.024e-02, eta: 18:48:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7711, loss: 0.7711 +2024-12-25 00:34:19,064 - pyskl - INFO - Epoch [44][400/2506] lr: 2.023e-02, eta: 18:47:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.7548, loss: 0.7548 +2024-12-25 00:34:43,020 - pyskl - INFO - Epoch [44][500/2506] lr: 2.022e-02, eta: 18:47:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.7524, loss: 0.7524 +2024-12-25 00:35:06,988 - pyskl - INFO - Epoch [44][600/2506] lr: 2.022e-02, eta: 18:46:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.8215, loss: 0.8215 +2024-12-25 00:35:30,984 - pyskl - INFO - Epoch [44][700/2506] lr: 2.021e-02, eta: 18:46:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9850, loss_cls: 0.7735, loss: 0.7735 +2024-12-25 00:35:54,965 - pyskl - INFO - Epoch [44][800/2506] lr: 2.020e-02, eta: 18:45:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7400, loss: 0.7400 +2024-12-25 00:36:18,950 - pyskl - INFO - Epoch [44][900/2506] lr: 2.019e-02, eta: 18:45:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.7818, loss: 0.7818 +2024-12-25 00:36:42,897 - pyskl - INFO - Epoch [44][1000/2506] lr: 2.018e-02, eta: 18:44:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9844, loss_cls: 0.7333, loss: 0.7333 +2024-12-25 00:37:06,876 - pyskl - INFO - Epoch [44][1100/2506] lr: 2.017e-02, eta: 18:44:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9788, loss_cls: 0.8089, loss: 0.8089 +2024-12-25 00:37:30,842 - pyskl - INFO - Epoch [44][1200/2506] lr: 2.017e-02, eta: 18:43:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7613, loss: 0.7613 +2024-12-25 00:37:54,815 - pyskl - INFO - Epoch [44][1300/2506] lr: 2.016e-02, eta: 18:43:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9756, loss_cls: 0.7817, loss: 0.7817 +2024-12-25 00:38:18,781 - pyskl - INFO - Epoch [44][1400/2506] lr: 2.015e-02, eta: 18:43:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7661, loss: 0.7661 +2024-12-25 00:38:42,740 - pyskl - INFO - Epoch [44][1500/2506] lr: 2.014e-02, eta: 18:42:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.7413, loss: 0.7413 +2024-12-25 00:39:06,707 - pyskl - INFO - Epoch [44][1600/2506] lr: 2.013e-02, eta: 18:42:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.7966, loss: 0.7966 +2024-12-25 00:39:30,707 - pyskl - INFO - Epoch [44][1700/2506] lr: 2.012e-02, eta: 18:41:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.7641, loss: 0.7641 +2024-12-25 00:39:54,665 - pyskl - INFO - Epoch [44][1800/2506] lr: 2.012e-02, eta: 18:41:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8250, top5_acc: 0.9775, loss_cls: 0.8495, loss: 0.8495 +2024-12-25 00:40:18,677 - pyskl - INFO - Epoch [44][1900/2506] lr: 2.011e-02, eta: 18:40:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9719, loss_cls: 0.8067, loss: 0.8067 +2024-12-25 00:40:42,630 - pyskl - INFO - Epoch [44][2000/2506] lr: 2.010e-02, eta: 18:40:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9806, loss_cls: 0.7724, loss: 0.7724 +2024-12-25 00:41:06,593 - pyskl - INFO - Epoch [44][2100/2506] lr: 2.009e-02, eta: 18:39:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9788, loss_cls: 0.7801, loss: 0.7801 +2024-12-25 00:41:30,628 - pyskl - INFO - Epoch [44][2200/2506] lr: 2.008e-02, eta: 18:39:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.7995, loss: 0.7995 +2024-12-25 00:41:54,601 - pyskl - INFO - Epoch [44][2300/2506] lr: 2.007e-02, eta: 18:38:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.7564, loss: 0.7564 +2024-12-25 00:42:18,611 - pyskl - INFO - Epoch [44][2400/2506] lr: 2.007e-02, eta: 18:38:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9856, loss_cls: 0.7379, loss: 0.7379 +2024-12-25 00:42:42,593 - pyskl - INFO - Epoch [44][2500/2506] lr: 2.006e-02, eta: 18:37:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9794, loss_cls: 0.7976, loss: 0.7976 +2024-12-25 00:42:44,468 - pyskl - INFO - Saving checkpoint at 44 epochs +2024-12-25 00:44:06,788 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 00:44:06,854 - pyskl - INFO - +top1_acc 0.8182 +top5_acc 0.9720 +2024-12-25 00:44:06,856 - pyskl - INFO - Epoch(val) [44][1031] top1_acc: 0.8182, top5_acc: 0.9720 +2024-12-25 00:44:51,362 - pyskl - INFO - Epoch [45][100/2506] lr: 2.005e-02, eta: 18:38:04, time: 0.445, data_time: 0.200, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7286, loss: 0.7286 +2024-12-25 00:45:15,427 - pyskl - INFO - Epoch [45][200/2506] lr: 2.004e-02, eta: 18:37:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7495, loss: 0.7495 +2024-12-25 00:45:39,467 - pyskl - INFO - Epoch [45][300/2506] lr: 2.003e-02, eta: 18:37:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.6913, loss: 0.6913 +2024-12-25 00:46:03,485 - pyskl - INFO - Epoch [45][400/2506] lr: 2.002e-02, eta: 18:36:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.7757, loss: 0.7757 +2024-12-25 00:46:27,447 - pyskl - INFO - Epoch [45][500/2506] lr: 2.002e-02, eta: 18:36:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.7522, loss: 0.7522 +2024-12-25 00:46:51,418 - pyskl - INFO - Epoch [45][600/2506] lr: 2.001e-02, eta: 18:35:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6973, loss: 0.6973 +2024-12-25 00:47:15,484 - pyskl - INFO - Epoch [45][700/2506] lr: 2.000e-02, eta: 18:35:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9800, loss_cls: 0.7386, loss: 0.7386 +2024-12-25 00:47:39,476 - pyskl - INFO - Epoch [45][800/2506] lr: 1.999e-02, eta: 18:34:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7875, loss: 0.7875 +2024-12-25 00:48:03,456 - pyskl - INFO - Epoch [45][900/2506] lr: 1.998e-02, eta: 18:34:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9819, loss_cls: 0.7736, loss: 0.7736 +2024-12-25 00:48:27,475 - pyskl - INFO - Epoch [45][1000/2506] lr: 1.997e-02, eta: 18:33:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.8081, loss: 0.8081 +2024-12-25 00:48:51,435 - pyskl - INFO - Epoch [45][1100/2506] lr: 1.997e-02, eta: 18:33:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7576, loss: 0.7576 +2024-12-25 00:49:15,390 - pyskl - INFO - Epoch [45][1200/2506] lr: 1.996e-02, eta: 18:32:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.7800, loss: 0.7800 +2024-12-25 00:49:39,538 - pyskl - INFO - Epoch [45][1300/2506] lr: 1.995e-02, eta: 18:32:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7405, loss: 0.7405 +2024-12-25 00:50:03,633 - pyskl - INFO - Epoch [45][1400/2506] lr: 1.994e-02, eta: 18:31:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9819, loss_cls: 0.7444, loss: 0.7444 +2024-12-25 00:50:27,692 - pyskl - INFO - Epoch [45][1500/2506] lr: 1.993e-02, eta: 18:31:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9694, loss_cls: 0.8168, loss: 0.8168 +2024-12-25 00:50:51,676 - pyskl - INFO - Epoch [45][1600/2506] lr: 1.992e-02, eta: 18:31:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9794, loss_cls: 0.8192, loss: 0.8192 +2024-12-25 00:51:15,716 - pyskl - INFO - Epoch [45][1700/2506] lr: 1.992e-02, eta: 18:30:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9781, loss_cls: 0.7494, loss: 0.7494 +2024-12-25 00:51:39,716 - pyskl - INFO - Epoch [45][1800/2506] lr: 1.991e-02, eta: 18:30:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9806, loss_cls: 0.8003, loss: 0.8003 +2024-12-25 00:52:03,701 - pyskl - INFO - Epoch [45][1900/2506] lr: 1.990e-02, eta: 18:29:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7562, loss: 0.7562 +2024-12-25 00:52:27,666 - pyskl - INFO - Epoch [45][2000/2506] lr: 1.989e-02, eta: 18:29:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.8125, loss: 0.8125 +2024-12-25 00:52:51,645 - pyskl - INFO - Epoch [45][2100/2506] lr: 1.988e-02, eta: 18:28:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9831, loss_cls: 0.7979, loss: 0.7979 +2024-12-25 00:53:15,792 - pyskl - INFO - Epoch [45][2200/2506] lr: 1.987e-02, eta: 18:28:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9819, loss_cls: 0.7368, loss: 0.7368 +2024-12-25 00:53:40,183 - pyskl - INFO - Epoch [45][2300/2506] lr: 1.986e-02, eta: 18:27:45, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.7499, loss: 0.7499 +2024-12-25 00:54:04,592 - pyskl - INFO - Epoch [45][2400/2506] lr: 1.986e-02, eta: 18:27:18, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.8117, loss: 0.8117 +2024-12-25 00:54:28,568 - pyskl - INFO - Epoch [45][2500/2506] lr: 1.985e-02, eta: 18:26:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.8141, loss: 0.8141 +2024-12-25 00:54:30,519 - pyskl - INFO - Saving checkpoint at 45 epochs +2024-12-25 00:55:52,851 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 00:55:52,917 - pyskl - INFO - +top1_acc 0.8309 +top5_acc 0.9742 +2024-12-25 00:55:52,920 - pyskl - INFO - Epoch(val) [45][1031] top1_acc: 0.8309, top5_acc: 0.9742 +2024-12-25 00:56:36,941 - pyskl - INFO - Epoch [46][100/2506] lr: 1.984e-02, eta: 18:27:03, time: 0.440, data_time: 0.196, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9850, loss_cls: 0.6870, loss: 0.6870 +2024-12-25 00:57:00,980 - pyskl - INFO - Epoch [46][200/2506] lr: 1.983e-02, eta: 18:26:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.7126, loss: 0.7126 +2024-12-25 00:57:24,956 - pyskl - INFO - Epoch [46][300/2506] lr: 1.982e-02, eta: 18:26:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9838, loss_cls: 0.7457, loss: 0.7457 +2024-12-25 00:57:48,888 - pyskl - INFO - Epoch [46][400/2506] lr: 1.981e-02, eta: 18:25:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7445, loss: 0.7445 +2024-12-25 00:58:13,054 - pyskl - INFO - Epoch [46][500/2506] lr: 1.981e-02, eta: 18:25:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.7391, loss: 0.7391 +2024-12-25 00:58:37,044 - pyskl - INFO - Epoch [46][600/2506] lr: 1.980e-02, eta: 18:24:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7381, loss: 0.7381 +2024-12-25 00:59:01,144 - pyskl - INFO - Epoch [46][700/2506] lr: 1.979e-02, eta: 18:24:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7739, loss: 0.7739 +2024-12-25 00:59:25,261 - pyskl - INFO - Epoch [46][800/2506] lr: 1.978e-02, eta: 18:23:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.7420, loss: 0.7420 +2024-12-25 00:59:49,364 - pyskl - INFO - Epoch [46][900/2506] lr: 1.977e-02, eta: 18:23:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9844, loss_cls: 0.7583, loss: 0.7583 +2024-12-25 01:00:13,479 - pyskl - INFO - Epoch [46][1000/2506] lr: 1.976e-02, eta: 18:22:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 0.7041, loss: 0.7041 +2024-12-25 01:00:37,578 - pyskl - INFO - Epoch [46][1100/2506] lr: 1.975e-02, eta: 18:22:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7796, loss: 0.7796 +2024-12-25 01:01:01,790 - pyskl - INFO - Epoch [46][1200/2506] lr: 1.975e-02, eta: 18:21:56, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7288, loss: 0.7288 +2024-12-25 01:01:26,004 - pyskl - INFO - Epoch [46][1300/2506] lr: 1.974e-02, eta: 18:21:28, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.8051, loss: 0.8051 +2024-12-25 01:01:50,119 - pyskl - INFO - Epoch [46][1400/2506] lr: 1.973e-02, eta: 18:21:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.7251, loss: 0.7251 +2024-12-25 01:02:14,251 - pyskl - INFO - Epoch [46][1500/2506] lr: 1.972e-02, eta: 18:20:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.7395, loss: 0.7395 +2024-12-25 01:02:38,321 - pyskl - INFO - Epoch [46][1600/2506] lr: 1.971e-02, eta: 18:20:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7345, loss: 0.7345 +2024-12-25 01:03:02,493 - pyskl - INFO - Epoch [46][1700/2506] lr: 1.970e-02, eta: 18:19:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.7205, loss: 0.7205 +2024-12-25 01:03:26,652 - pyskl - INFO - Epoch [46][1800/2506] lr: 1.969e-02, eta: 18:19:09, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.7859, loss: 0.7859 +2024-12-25 01:03:50,873 - pyskl - INFO - Epoch [46][1900/2506] lr: 1.969e-02, eta: 18:18:42, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.7955, loss: 0.7955 +2024-12-25 01:04:15,096 - pyskl - INFO - Epoch [46][2000/2506] lr: 1.968e-02, eta: 18:18:14, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7527, loss: 0.7527 +2024-12-25 01:04:39,154 - pyskl - INFO - Epoch [46][2100/2506] lr: 1.967e-02, eta: 18:17:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9806, loss_cls: 0.7488, loss: 0.7488 +2024-12-25 01:05:03,262 - pyskl - INFO - Epoch [46][2200/2506] lr: 1.966e-02, eta: 18:17:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7954, loss: 0.7954 +2024-12-25 01:05:27,390 - pyskl - INFO - Epoch [46][2300/2506] lr: 1.965e-02, eta: 18:16:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.7629, loss: 0.7629 +2024-12-25 01:05:51,492 - pyskl - INFO - Epoch [46][2400/2506] lr: 1.964e-02, eta: 18:16:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9794, loss_cls: 0.8095, loss: 0.8095 +2024-12-25 01:06:15,553 - pyskl - INFO - Epoch [46][2500/2506] lr: 1.963e-02, eta: 18:15:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7659, loss: 0.7659 +2024-12-25 01:06:17,514 - pyskl - INFO - Saving checkpoint at 46 epochs +2024-12-25 01:07:40,783 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 01:07:40,849 - pyskl - INFO - +top1_acc 0.8233 +top5_acc 0.9741 +2024-12-25 01:07:40,852 - pyskl - INFO - Epoch(val) [46][1031] top1_acc: 0.8233, top5_acc: 0.9741 +2024-12-25 01:08:25,064 - pyskl - INFO - Epoch [47][100/2506] lr: 1.963e-02, eta: 18:16:08, time: 0.442, data_time: 0.197, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.7474, loss: 0.7474 +2024-12-25 01:08:49,219 - pyskl - INFO - Epoch [47][200/2506] lr: 1.962e-02, eta: 18:15:40, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9825, loss_cls: 0.7466, loss: 0.7466 +2024-12-25 01:09:13,261 - pyskl - INFO - Epoch [47][300/2506] lr: 1.961e-02, eta: 18:15:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 0.8110, loss: 0.8110 +2024-12-25 01:09:37,303 - pyskl - INFO - Epoch [47][400/2506] lr: 1.960e-02, eta: 18:14:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.6843, loss: 0.6843 +2024-12-25 01:10:01,347 - pyskl - INFO - Epoch [47][500/2506] lr: 1.959e-02, eta: 18:14:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7057, loss: 0.7057 +2024-12-25 01:10:25,779 - pyskl - INFO - Epoch [47][600/2506] lr: 1.958e-02, eta: 18:13:49, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.7749, loss: 0.7749 +2024-12-25 01:10:50,046 - pyskl - INFO - Epoch [47][700/2506] lr: 1.957e-02, eta: 18:13:22, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7071, loss: 0.7071 +2024-12-25 01:11:14,140 - pyskl - INFO - Epoch [47][800/2506] lr: 1.957e-02, eta: 18:12:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.7538, loss: 0.7538 +2024-12-25 01:11:38,219 - pyskl - INFO - Epoch [47][900/2506] lr: 1.956e-02, eta: 18:12:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.7997, loss: 0.7997 +2024-12-25 01:12:02,430 - pyskl - INFO - Epoch [47][1000/2506] lr: 1.955e-02, eta: 18:11:59, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7228, loss: 0.7228 +2024-12-25 01:12:26,543 - pyskl - INFO - Epoch [47][1100/2506] lr: 1.954e-02, eta: 18:11:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9794, loss_cls: 0.7849, loss: 0.7849 +2024-12-25 01:12:50,643 - pyskl - INFO - Epoch [47][1200/2506] lr: 1.953e-02, eta: 18:11:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.7409, loss: 0.7409 +2024-12-25 01:13:14,704 - pyskl - INFO - Epoch [47][1300/2506] lr: 1.952e-02, eta: 18:10:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7946, loss: 0.7946 +2024-12-25 01:13:38,882 - pyskl - INFO - Epoch [47][1400/2506] lr: 1.951e-02, eta: 18:10:08, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7568, loss: 0.7568 +2024-12-25 01:14:02,981 - pyskl - INFO - Epoch [47][1500/2506] lr: 1.950e-02, eta: 18:09:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9775, loss_cls: 0.7330, loss: 0.7330 +2024-12-25 01:14:27,113 - pyskl - INFO - Epoch [47][1600/2506] lr: 1.950e-02, eta: 18:09:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.7434, loss: 0.7434 +2024-12-25 01:14:51,227 - pyskl - INFO - Epoch [47][1700/2506] lr: 1.949e-02, eta: 18:08:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9788, loss_cls: 0.7687, loss: 0.7687 +2024-12-25 01:15:15,315 - pyskl - INFO - Epoch [47][1800/2506] lr: 1.948e-02, eta: 18:08:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9794, loss_cls: 0.7537, loss: 0.7537 +2024-12-25 01:15:39,479 - pyskl - INFO - Epoch [47][1900/2506] lr: 1.947e-02, eta: 18:07:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8387, top5_acc: 0.9769, loss_cls: 0.7974, loss: 0.7974 +2024-12-25 01:16:03,637 - pyskl - INFO - Epoch [47][2000/2506] lr: 1.946e-02, eta: 18:07:22, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.7956, loss: 0.7956 +2024-12-25 01:16:27,857 - pyskl - INFO - Epoch [47][2100/2506] lr: 1.945e-02, eta: 18:06:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7468, loss: 0.7468 +2024-12-25 01:16:52,057 - pyskl - INFO - Epoch [47][2200/2506] lr: 1.944e-02, eta: 18:06:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9744, loss_cls: 0.7601, loss: 0.7601 +2024-12-25 01:17:16,258 - pyskl - INFO - Epoch [47][2300/2506] lr: 1.944e-02, eta: 18:05:59, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7336, loss: 0.7336 +2024-12-25 01:17:40,446 - pyskl - INFO - Epoch [47][2400/2506] lr: 1.943e-02, eta: 18:05:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9781, loss_cls: 0.8093, loss: 0.8093 +2024-12-25 01:18:04,579 - pyskl - INFO - Epoch [47][2500/2506] lr: 1.942e-02, eta: 18:05:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.7443, loss: 0.7443 +2024-12-25 01:18:06,481 - pyskl - INFO - Saving checkpoint at 47 epochs +2024-12-25 01:19:29,733 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 01:19:29,799 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9708 +2024-12-25 01:19:29,801 - pyskl - INFO - Epoch(val) [47][1031] top1_acc: 0.8160, top5_acc: 0.9708 +2024-12-25 01:20:13,854 - pyskl - INFO - Epoch [48][100/2506] lr: 1.941e-02, eta: 18:05:15, time: 0.440, data_time: 0.195, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6556, loss: 0.6556 +2024-12-25 01:20:38,099 - pyskl - INFO - Epoch [48][200/2506] lr: 1.940e-02, eta: 18:04:48, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9838, loss_cls: 0.7458, loss: 0.7458 +2024-12-25 01:21:02,268 - pyskl - INFO - Epoch [48][300/2506] lr: 1.939e-02, eta: 18:04:20, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7166, loss: 0.7166 +2024-12-25 01:21:26,403 - pyskl - INFO - Epoch [48][400/2506] lr: 1.938e-02, eta: 18:03:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9756, loss_cls: 0.7562, loss: 0.7562 +2024-12-25 01:21:50,603 - pyskl - INFO - Epoch [48][500/2506] lr: 1.937e-02, eta: 18:03:25, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9869, loss_cls: 0.7121, loss: 0.7121 +2024-12-25 01:22:14,818 - pyskl - INFO - Epoch [48][600/2506] lr: 1.937e-02, eta: 18:02:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.6917, loss: 0.6917 +2024-12-25 01:22:38,973 - pyskl - INFO - Epoch [48][700/2506] lr: 1.936e-02, eta: 18:02:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8287, top5_acc: 0.9788, loss_cls: 0.8291, loss: 0.8291 +2024-12-25 01:23:03,135 - pyskl - INFO - Epoch [48][800/2506] lr: 1.935e-02, eta: 18:02:03, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.7524, loss: 0.7524 +2024-12-25 01:23:27,263 - pyskl - INFO - Epoch [48][900/2506] lr: 1.934e-02, eta: 18:01:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.7187, loss: 0.7187 +2024-12-25 01:23:51,385 - pyskl - INFO - Epoch [48][1000/2506] lr: 1.933e-02, eta: 18:01:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7495, loss: 0.7495 +2024-12-25 01:24:15,515 - pyskl - INFO - Epoch [48][1100/2506] lr: 1.932e-02, eta: 18:00:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8325, top5_acc: 0.9756, loss_cls: 0.7982, loss: 0.7982 +2024-12-25 01:24:39,630 - pyskl - INFO - Epoch [48][1200/2506] lr: 1.931e-02, eta: 18:00:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8269, top5_acc: 0.9794, loss_cls: 0.8614, loss: 0.8614 +2024-12-25 01:25:03,773 - pyskl - INFO - Epoch [48][1300/2506] lr: 1.930e-02, eta: 17:59:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.8033, loss: 0.8033 +2024-12-25 01:25:27,848 - pyskl - INFO - Epoch [48][1400/2506] lr: 1.930e-02, eta: 17:59:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.7719, loss: 0.7719 +2024-12-25 01:25:51,908 - pyskl - INFO - Epoch [48][1500/2506] lr: 1.929e-02, eta: 17:58:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7733, loss: 0.7733 +2024-12-25 01:26:15,961 - pyskl - INFO - Epoch [48][1600/2506] lr: 1.928e-02, eta: 17:58:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.7354, loss: 0.7354 +2024-12-25 01:26:39,950 - pyskl - INFO - Epoch [48][1700/2506] lr: 1.927e-02, eta: 17:57:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9819, loss_cls: 0.7216, loss: 0.7216 +2024-12-25 01:27:04,002 - pyskl - INFO - Epoch [48][1800/2506] lr: 1.926e-02, eta: 17:57:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.7118, loss: 0.7118 +2024-12-25 01:27:28,070 - pyskl - INFO - Epoch [48][1900/2506] lr: 1.925e-02, eta: 17:56:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9850, loss_cls: 0.7697, loss: 0.7697 +2024-12-25 01:27:52,124 - pyskl - INFO - Epoch [48][2000/2506] lr: 1.924e-02, eta: 17:56:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9762, loss_cls: 0.7777, loss: 0.7777 +2024-12-25 01:28:16,181 - pyskl - INFO - Epoch [48][2100/2506] lr: 1.923e-02, eta: 17:56:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7787, loss: 0.7787 +2024-12-25 01:28:40,272 - pyskl - INFO - Epoch [48][2200/2506] lr: 1.922e-02, eta: 17:55:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9794, loss_cls: 0.7807, loss: 0.7807 +2024-12-25 01:29:04,344 - pyskl - INFO - Epoch [48][2300/2506] lr: 1.922e-02, eta: 17:55:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8181, top5_acc: 0.9750, loss_cls: 0.8836, loss: 0.8836 +2024-12-25 01:29:28,385 - pyskl - INFO - Epoch [48][2400/2506] lr: 1.921e-02, eta: 17:54:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.7406, loss: 0.7406 +2024-12-25 01:29:52,418 - pyskl - INFO - Epoch [48][2500/2506] lr: 1.920e-02, eta: 17:54:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.7775, loss: 0.7775 +2024-12-25 01:29:54,335 - pyskl - INFO - Saving checkpoint at 48 epochs +2024-12-25 01:31:17,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 01:31:17,705 - pyskl - INFO - +top1_acc 0.8302 +top5_acc 0.9743 +2024-12-25 01:31:17,708 - pyskl - INFO - Epoch(val) [48][1031] top1_acc: 0.8302, top5_acc: 0.9743 +2024-12-25 01:32:01,873 - pyskl - INFO - Epoch [49][100/2506] lr: 1.919e-02, eta: 17:54:22, time: 0.442, data_time: 0.197, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.7067, loss: 0.7067 +2024-12-25 01:32:25,887 - pyskl - INFO - Epoch [49][200/2506] lr: 1.918e-02, eta: 17:53:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9762, loss_cls: 0.6946, loss: 0.6946 +2024-12-25 01:32:49,926 - pyskl - INFO - Epoch [49][300/2506] lr: 1.917e-02, eta: 17:53:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.7004, loss: 0.7004 +2024-12-25 01:33:13,922 - pyskl - INFO - Epoch [49][400/2506] lr: 1.916e-02, eta: 17:52:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.6884, loss: 0.6884 +2024-12-25 01:33:38,064 - pyskl - INFO - Epoch [49][500/2506] lr: 1.915e-02, eta: 17:52:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7423, loss: 0.7423 +2024-12-25 01:34:02,109 - pyskl - INFO - Epoch [49][600/2506] lr: 1.914e-02, eta: 17:52:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9738, loss_cls: 0.7730, loss: 0.7730 +2024-12-25 01:34:26,201 - pyskl - INFO - Epoch [49][700/2506] lr: 1.914e-02, eta: 17:51:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.7938, loss: 0.7938 +2024-12-25 01:34:50,259 - pyskl - INFO - Epoch [49][800/2506] lr: 1.913e-02, eta: 17:51:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.7166, loss: 0.7166 +2024-12-25 01:35:14,339 - pyskl - INFO - Epoch [49][900/2506] lr: 1.912e-02, eta: 17:50:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9819, loss_cls: 0.7317, loss: 0.7317 +2024-12-25 01:35:38,474 - pyskl - INFO - Epoch [49][1000/2506] lr: 1.911e-02, eta: 17:50:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.7265, loss: 0.7265 +2024-12-25 01:36:02,566 - pyskl - INFO - Epoch [49][1100/2506] lr: 1.910e-02, eta: 17:49:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7685, loss: 0.7685 +2024-12-25 01:36:26,682 - pyskl - INFO - Epoch [49][1200/2506] lr: 1.909e-02, eta: 17:49:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9719, loss_cls: 0.8384, loss: 0.8384 +2024-12-25 01:36:50,825 - pyskl - INFO - Epoch [49][1300/2506] lr: 1.908e-02, eta: 17:48:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9800, loss_cls: 0.7754, loss: 0.7754 +2024-12-25 01:37:14,996 - pyskl - INFO - Epoch [49][1400/2506] lr: 1.907e-02, eta: 17:48:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.7081, loss: 0.7081 +2024-12-25 01:37:39,133 - pyskl - INFO - Epoch [49][1500/2506] lr: 1.907e-02, eta: 17:47:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9762, loss_cls: 0.7594, loss: 0.7594 +2024-12-25 01:38:03,233 - pyskl - INFO - Epoch [49][1600/2506] lr: 1.906e-02, eta: 17:47:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.8512, loss: 0.8512 +2024-12-25 01:38:27,369 - pyskl - INFO - Epoch [49][1700/2506] lr: 1.905e-02, eta: 17:47:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.7684, loss: 0.7684 +2024-12-25 01:38:51,489 - pyskl - INFO - Epoch [49][1800/2506] lr: 1.904e-02, eta: 17:46:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.7836, loss: 0.7836 +2024-12-25 01:39:15,563 - pyskl - INFO - Epoch [49][1900/2506] lr: 1.903e-02, eta: 17:46:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9875, loss_cls: 0.7048, loss: 0.7048 +2024-12-25 01:39:39,683 - pyskl - INFO - Epoch [49][2000/2506] lr: 1.902e-02, eta: 17:45:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.7603, loss: 0.7603 +2024-12-25 01:40:03,804 - pyskl - INFO - Epoch [49][2100/2506] lr: 1.901e-02, eta: 17:45:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7379, loss: 0.7379 +2024-12-25 01:40:27,945 - pyskl - INFO - Epoch [49][2200/2506] lr: 1.900e-02, eta: 17:44:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7770, loss: 0.7770 +2024-12-25 01:40:52,105 - pyskl - INFO - Epoch [49][2300/2506] lr: 1.899e-02, eta: 17:44:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.7378, loss: 0.7378 +2024-12-25 01:41:16,249 - pyskl - INFO - Epoch [49][2400/2506] lr: 1.898e-02, eta: 17:43:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7751, loss: 0.7751 +2024-12-25 01:41:40,358 - pyskl - INFO - Epoch [49][2500/2506] lr: 1.898e-02, eta: 17:43:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.7129, loss: 0.7129 +2024-12-25 01:41:42,390 - pyskl - INFO - Saving checkpoint at 49 epochs +2024-12-25 01:43:05,917 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 01:43:05,984 - pyskl - INFO - +top1_acc 0.8188 +top5_acc 0.9767 +2024-12-25 01:43:05,986 - pyskl - INFO - Epoch(val) [49][1031] top1_acc: 0.8188, top5_acc: 0.9767 +2024-12-25 01:43:50,403 - pyskl - INFO - Epoch [50][100/2506] lr: 1.897e-02, eta: 17:43:31, time: 0.444, data_time: 0.198, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9781, loss_cls: 0.7066, loss: 0.7066 +2024-12-25 01:44:14,466 - pyskl - INFO - Epoch [50][200/2506] lr: 1.896e-02, eta: 17:43:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9794, loss_cls: 0.7191, loss: 0.7191 +2024-12-25 01:44:38,673 - pyskl - INFO - Epoch [50][300/2506] lr: 1.895e-02, eta: 17:42:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7538, loss: 0.7538 +2024-12-25 01:45:02,940 - pyskl - INFO - Epoch [50][400/2506] lr: 1.894e-02, eta: 17:42:09, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.7319, loss: 0.7319 +2024-12-25 01:45:27,196 - pyskl - INFO - Epoch [50][500/2506] lr: 1.893e-02, eta: 17:41:42, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9775, loss_cls: 0.7161, loss: 0.7161 +2024-12-25 01:45:51,261 - pyskl - INFO - Epoch [50][600/2506] lr: 1.892e-02, eta: 17:41:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7175, loss: 0.7175 +2024-12-25 01:46:15,377 - pyskl - INFO - Epoch [50][700/2506] lr: 1.891e-02, eta: 17:40:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.7336, loss: 0.7336 +2024-12-25 01:46:39,470 - pyskl - INFO - Epoch [50][800/2506] lr: 1.890e-02, eta: 17:40:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.6911, loss: 0.6911 +2024-12-25 01:47:03,614 - pyskl - INFO - Epoch [50][900/2506] lr: 1.889e-02, eta: 17:39:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.7095, loss: 0.7095 +2024-12-25 01:47:27,636 - pyskl - INFO - Epoch [50][1000/2506] lr: 1.889e-02, eta: 17:39:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.7169, loss: 0.7169 +2024-12-25 01:47:51,689 - pyskl - INFO - Epoch [50][1100/2506] lr: 1.888e-02, eta: 17:38:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.7418, loss: 0.7418 +2024-12-25 01:48:15,754 - pyskl - INFO - Epoch [50][1200/2506] lr: 1.887e-02, eta: 17:38:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7287, loss: 0.7287 +2024-12-25 01:48:39,853 - pyskl - INFO - Epoch [50][1300/2506] lr: 1.886e-02, eta: 17:38:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9756, loss_cls: 0.7763, loss: 0.7763 +2024-12-25 01:49:03,941 - pyskl - INFO - Epoch [50][1400/2506] lr: 1.885e-02, eta: 17:37:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.7306, loss: 0.7306 +2024-12-25 01:49:27,984 - pyskl - INFO - Epoch [50][1500/2506] lr: 1.884e-02, eta: 17:37:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8419, top5_acc: 0.9812, loss_cls: 0.7988, loss: 0.7988 +2024-12-25 01:49:52,010 - pyskl - INFO - Epoch [50][1600/2506] lr: 1.883e-02, eta: 17:36:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9806, loss_cls: 0.6927, loss: 0.6927 +2024-12-25 01:50:16,110 - pyskl - INFO - Epoch [50][1700/2506] lr: 1.882e-02, eta: 17:36:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9825, loss_cls: 0.7051, loss: 0.7051 +2024-12-25 01:50:40,138 - pyskl - INFO - Epoch [50][1800/2506] lr: 1.881e-02, eta: 17:35:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.7452, loss: 0.7452 +2024-12-25 01:51:04,246 - pyskl - INFO - Epoch [50][1900/2506] lr: 1.880e-02, eta: 17:35:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.7822, loss: 0.7822 +2024-12-25 01:51:28,419 - pyskl - INFO - Epoch [50][2000/2506] lr: 1.880e-02, eta: 17:34:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.8043, loss: 0.8043 +2024-12-25 01:51:52,501 - pyskl - INFO - Epoch [50][2100/2506] lr: 1.879e-02, eta: 17:34:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7158, loss: 0.7158 +2024-12-25 01:52:16,677 - pyskl - INFO - Epoch [50][2200/2506] lr: 1.878e-02, eta: 17:33:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.7296, loss: 0.7296 +2024-12-25 01:52:40,756 - pyskl - INFO - Epoch [50][2300/2506] lr: 1.877e-02, eta: 17:33:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9762, loss_cls: 0.7296, loss: 0.7296 +2024-12-25 01:53:04,868 - pyskl - INFO - Epoch [50][2400/2506] lr: 1.876e-02, eta: 17:32:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.7113, loss: 0.7113 +2024-12-25 01:53:28,958 - pyskl - INFO - Epoch [50][2500/2506] lr: 1.875e-02, eta: 17:32:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9756, loss_cls: 0.7330, loss: 0.7330 +2024-12-25 01:53:30,857 - pyskl - INFO - Saving checkpoint at 50 epochs +2024-12-25 01:54:54,335 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 01:54:54,401 - pyskl - INFO - +top1_acc 0.8293 +top5_acc 0.9759 +2024-12-25 01:54:54,404 - pyskl - INFO - Epoch(val) [50][1031] top1_acc: 0.8293, top5_acc: 0.9759 +2024-12-25 01:55:38,489 - pyskl - INFO - Epoch [51][100/2506] lr: 1.874e-02, eta: 17:32:40, time: 0.441, data_time: 0.195, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.6134, loss: 0.6134 +2024-12-25 01:56:02,721 - pyskl - INFO - Epoch [51][200/2506] lr: 1.873e-02, eta: 17:32:13, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6322, loss: 0.6322 +2024-12-25 01:56:26,797 - pyskl - INFO - Epoch [51][300/2506] lr: 1.872e-02, eta: 17:31:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9850, loss_cls: 0.6987, loss: 0.6987 +2024-12-25 01:56:50,972 - pyskl - INFO - Epoch [51][400/2506] lr: 1.871e-02, eta: 17:31:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.7473, loss: 0.7473 +2024-12-25 01:57:15,112 - pyskl - INFO - Epoch [51][500/2506] lr: 1.870e-02, eta: 17:30:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.6933, loss: 0.6933 +2024-12-25 01:57:39,229 - pyskl - INFO - Epoch [51][600/2506] lr: 1.870e-02, eta: 17:30:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 0.7659, loss: 0.7659 +2024-12-25 01:58:03,386 - pyskl - INFO - Epoch [51][700/2506] lr: 1.869e-02, eta: 17:29:56, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 0.7636, loss: 0.7636 +2024-12-25 01:58:27,473 - pyskl - INFO - Epoch [51][800/2506] lr: 1.868e-02, eta: 17:29:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9806, loss_cls: 0.7377, loss: 0.7377 +2024-12-25 01:58:51,528 - pyskl - INFO - Epoch [51][900/2506] lr: 1.867e-02, eta: 17:29:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.6955, loss: 0.6955 +2024-12-25 01:59:15,541 - pyskl - INFO - Epoch [51][1000/2506] lr: 1.866e-02, eta: 17:28:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.6809, loss: 0.6809 +2024-12-25 01:59:39,629 - pyskl - INFO - Epoch [51][1100/2506] lr: 1.865e-02, eta: 17:28:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.8061, loss: 0.8061 +2024-12-25 02:00:03,734 - pyskl - INFO - Epoch [51][1200/2506] lr: 1.864e-02, eta: 17:27:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.7027, loss: 0.7027 +2024-12-25 02:00:27,904 - pyskl - INFO - Epoch [51][1300/2506] lr: 1.863e-02, eta: 17:27:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9775, loss_cls: 0.7834, loss: 0.7834 +2024-12-25 02:00:52,043 - pyskl - INFO - Epoch [51][1400/2506] lr: 1.862e-02, eta: 17:26:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7254, loss: 0.7254 +2024-12-25 02:01:16,170 - pyskl - INFO - Epoch [51][1500/2506] lr: 1.861e-02, eta: 17:26:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7966, loss: 0.7966 +2024-12-25 02:01:40,267 - pyskl - INFO - Epoch [51][1600/2506] lr: 1.860e-02, eta: 17:25:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8413, top5_acc: 0.9825, loss_cls: 0.7857, loss: 0.7857 +2024-12-25 02:02:04,345 - pyskl - INFO - Epoch [51][1700/2506] lr: 1.860e-02, eta: 17:25:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7577, loss: 0.7577 +2024-12-25 02:02:28,445 - pyskl - INFO - Epoch [51][1800/2506] lr: 1.859e-02, eta: 17:24:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.7664, loss: 0.7664 +2024-12-25 02:02:52,575 - pyskl - INFO - Epoch [51][1900/2506] lr: 1.858e-02, eta: 17:24:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.8173, loss: 0.8173 +2024-12-25 02:03:16,650 - pyskl - INFO - Epoch [51][2000/2506] lr: 1.857e-02, eta: 17:24:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9712, loss_cls: 0.7462, loss: 0.7462 +2024-12-25 02:03:40,675 - pyskl - INFO - Epoch [51][2100/2506] lr: 1.856e-02, eta: 17:23:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9825, loss_cls: 0.7191, loss: 0.7191 +2024-12-25 02:04:04,680 - pyskl - INFO - Epoch [51][2200/2506] lr: 1.855e-02, eta: 17:23:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9831, loss_cls: 0.6840, loss: 0.6840 +2024-12-25 02:04:28,658 - pyskl - INFO - Epoch [51][2300/2506] lr: 1.854e-02, eta: 17:22:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.7344, loss: 0.7344 +2024-12-25 02:04:52,635 - pyskl - INFO - Epoch [51][2400/2506] lr: 1.853e-02, eta: 17:22:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9800, loss_cls: 0.7252, loss: 0.7252 +2024-12-25 02:05:16,629 - pyskl - INFO - Epoch [51][2500/2506] lr: 1.852e-02, eta: 17:21:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9769, loss_cls: 0.7582, loss: 0.7582 +2024-12-25 02:05:18,532 - pyskl - INFO - Saving checkpoint at 51 epochs +2024-12-25 02:06:41,549 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 02:06:41,616 - pyskl - INFO - +top1_acc 0.8122 +top5_acc 0.9717 +2024-12-25 02:06:41,618 - pyskl - INFO - Epoch(val) [51][1031] top1_acc: 0.8122, top5_acc: 0.9717 +2024-12-25 02:07:25,697 - pyskl - INFO - Epoch [52][100/2506] lr: 1.851e-02, eta: 17:21:49, time: 0.441, data_time: 0.196, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.7160, loss: 0.7160 +2024-12-25 02:07:49,817 - pyskl - INFO - Epoch [52][200/2506] lr: 1.850e-02, eta: 17:21:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9775, loss_cls: 0.7160, loss: 0.7160 +2024-12-25 02:08:13,893 - pyskl - INFO - Epoch [52][300/2506] lr: 1.849e-02, eta: 17:20:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 0.6584, loss: 0.6584 +2024-12-25 02:08:38,080 - pyskl - INFO - Epoch [52][400/2506] lr: 1.849e-02, eta: 17:20:28, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6930, loss: 0.6930 +2024-12-25 02:09:02,180 - pyskl - INFO - Epoch [52][500/2506] lr: 1.848e-02, eta: 17:20:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8313, top5_acc: 0.9731, loss_cls: 0.8133, loss: 0.8133 +2024-12-25 02:09:26,251 - pyskl - INFO - Epoch [52][600/2506] lr: 1.847e-02, eta: 17:19:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.7478, loss: 0.7478 +2024-12-25 02:09:50,345 - pyskl - INFO - Epoch [52][700/2506] lr: 1.846e-02, eta: 17:19:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.6666, loss: 0.6666 +2024-12-25 02:10:14,408 - pyskl - INFO - Epoch [52][800/2506] lr: 1.845e-02, eta: 17:18:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9831, loss_cls: 0.7200, loss: 0.7200 +2024-12-25 02:10:38,457 - pyskl - INFO - Epoch [52][900/2506] lr: 1.844e-02, eta: 17:18:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.7701, loss: 0.7701 +2024-12-25 02:11:02,475 - pyskl - INFO - Epoch [52][1000/2506] lr: 1.843e-02, eta: 17:17:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.8535, loss: 0.8535 +2024-12-25 02:11:26,543 - pyskl - INFO - Epoch [52][1100/2506] lr: 1.842e-02, eta: 17:17:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.7339, loss: 0.7339 +2024-12-25 02:11:50,658 - pyskl - INFO - Epoch [52][1200/2506] lr: 1.841e-02, eta: 17:16:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 0.7080, loss: 0.7080 +2024-12-25 02:12:14,755 - pyskl - INFO - Epoch [52][1300/2506] lr: 1.840e-02, eta: 17:16:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7384, loss: 0.7384 +2024-12-25 02:12:38,859 - pyskl - INFO - Epoch [52][1400/2506] lr: 1.839e-02, eta: 17:15:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.7307, loss: 0.7307 +2024-12-25 02:13:02,943 - pyskl - INFO - Epoch [52][1500/2506] lr: 1.838e-02, eta: 17:15:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.7108, loss: 0.7108 +2024-12-25 02:13:27,021 - pyskl - INFO - Epoch [52][1600/2506] lr: 1.838e-02, eta: 17:14:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.7336, loss: 0.7336 +2024-12-25 02:13:51,061 - pyskl - INFO - Epoch [52][1700/2506] lr: 1.837e-02, eta: 17:14:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6919, loss: 0.6919 +2024-12-25 02:14:15,264 - pyskl - INFO - Epoch [52][1800/2506] lr: 1.836e-02, eta: 17:14:05, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9856, loss_cls: 0.6996, loss: 0.6996 +2024-12-25 02:14:39,429 - pyskl - INFO - Epoch [52][1900/2506] lr: 1.835e-02, eta: 17:13:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.7780, loss: 0.7780 +2024-12-25 02:15:03,599 - pyskl - INFO - Epoch [52][2000/2506] lr: 1.834e-02, eta: 17:13:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9794, loss_cls: 0.7502, loss: 0.7502 +2024-12-25 02:15:27,667 - pyskl - INFO - Epoch [52][2100/2506] lr: 1.833e-02, eta: 17:12:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7255, loss: 0.7255 +2024-12-25 02:15:51,699 - pyskl - INFO - Epoch [52][2200/2506] lr: 1.832e-02, eta: 17:12:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6840, loss: 0.6840 +2024-12-25 02:16:15,703 - pyskl - INFO - Epoch [52][2300/2506] lr: 1.831e-02, eta: 17:11:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9800, loss_cls: 0.6918, loss: 0.6918 +2024-12-25 02:16:39,748 - pyskl - INFO - Epoch [52][2400/2506] lr: 1.830e-02, eta: 17:11:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9750, loss_cls: 0.7754, loss: 0.7754 +2024-12-25 02:17:03,790 - pyskl - INFO - Epoch [52][2500/2506] lr: 1.829e-02, eta: 17:10:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9844, loss_cls: 0.6895, loss: 0.6895 +2024-12-25 02:17:05,854 - pyskl - INFO - Saving checkpoint at 52 epochs +2024-12-25 02:18:29,194 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 02:18:29,260 - pyskl - INFO - +top1_acc 0.8151 +top5_acc 0.9753 +2024-12-25 02:18:29,262 - pyskl - INFO - Epoch(val) [52][1031] top1_acc: 0.8151, top5_acc: 0.9753 +2024-12-25 02:19:12,942 - pyskl - INFO - Epoch [53][100/2506] lr: 1.828e-02, eta: 17:10:59, time: 0.437, data_time: 0.192, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.6712, loss: 0.6712 +2024-12-25 02:19:37,012 - pyskl - INFO - Epoch [53][200/2506] lr: 1.827e-02, eta: 17:10:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8331, top5_acc: 0.9731, loss_cls: 0.8189, loss: 0.8189 +2024-12-25 02:20:01,098 - pyskl - INFO - Epoch [53][300/2506] lr: 1.826e-02, eta: 17:10:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.6730, loss: 0.6730 +2024-12-25 02:20:25,213 - pyskl - INFO - Epoch [53][400/2506] lr: 1.825e-02, eta: 17:09:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9881, loss_cls: 0.6142, loss: 0.6142 +2024-12-25 02:20:49,341 - pyskl - INFO - Epoch [53][500/2506] lr: 1.824e-02, eta: 17:09:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9781, loss_cls: 0.7554, loss: 0.7554 +2024-12-25 02:21:13,459 - pyskl - INFO - Epoch [53][600/2506] lr: 1.824e-02, eta: 17:08:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.7082, loss: 0.7082 +2024-12-25 02:21:37,494 - pyskl - INFO - Epoch [53][700/2506] lr: 1.823e-02, eta: 17:08:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.7117, loss: 0.7117 +2024-12-25 02:22:01,573 - pyskl - INFO - Epoch [53][800/2506] lr: 1.822e-02, eta: 17:07:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9794, loss_cls: 0.7420, loss: 0.7420 +2024-12-25 02:22:25,659 - pyskl - INFO - Epoch [53][900/2506] lr: 1.821e-02, eta: 17:07:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6166, loss: 0.6166 +2024-12-25 02:22:49,714 - pyskl - INFO - Epoch [53][1000/2506] lr: 1.820e-02, eta: 17:06:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.7075, loss: 0.7075 +2024-12-25 02:23:13,815 - pyskl - INFO - Epoch [53][1100/2506] lr: 1.819e-02, eta: 17:06:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.6810, loss: 0.6810 +2024-12-25 02:23:37,910 - pyskl - INFO - Epoch [53][1200/2506] lr: 1.818e-02, eta: 17:05:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.7412, loss: 0.7412 +2024-12-25 02:24:01,963 - pyskl - INFO - Epoch [53][1300/2506] lr: 1.817e-02, eta: 17:05:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9825, loss_cls: 0.7463, loss: 0.7463 +2024-12-25 02:24:26,030 - pyskl - INFO - Epoch [53][1400/2506] lr: 1.816e-02, eta: 17:05:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.6414, loss: 0.6414 +2024-12-25 02:24:50,034 - pyskl - INFO - Epoch [53][1500/2506] lr: 1.815e-02, eta: 17:04:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9731, loss_cls: 0.8080, loss: 0.8080 +2024-12-25 02:25:14,078 - pyskl - INFO - Epoch [53][1600/2506] lr: 1.814e-02, eta: 17:04:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7440, loss: 0.7440 +2024-12-25 02:25:38,119 - pyskl - INFO - Epoch [53][1700/2506] lr: 1.813e-02, eta: 17:03:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.7357, loss: 0.7357 +2024-12-25 02:26:02,223 - pyskl - INFO - Epoch [53][1800/2506] lr: 1.812e-02, eta: 17:03:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.7863, loss: 0.7863 +2024-12-25 02:26:26,275 - pyskl - INFO - Epoch [53][1900/2506] lr: 1.811e-02, eta: 17:02:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9775, loss_cls: 0.7143, loss: 0.7143 +2024-12-25 02:26:50,316 - pyskl - INFO - Epoch [53][2000/2506] lr: 1.811e-02, eta: 17:02:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9800, loss_cls: 0.6772, loss: 0.6772 +2024-12-25 02:27:14,389 - pyskl - INFO - Epoch [53][2100/2506] lr: 1.810e-02, eta: 17:01:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9838, loss_cls: 0.7343, loss: 0.7343 +2024-12-25 02:27:38,451 - pyskl - INFO - Epoch [53][2200/2506] lr: 1.809e-02, eta: 17:01:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 0.7300, loss: 0.7300 +2024-12-25 02:28:02,518 - pyskl - INFO - Epoch [53][2300/2506] lr: 1.808e-02, eta: 17:00:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9781, loss_cls: 0.7207, loss: 0.7207 +2024-12-25 02:28:26,644 - pyskl - INFO - Epoch [53][2400/2506] lr: 1.807e-02, eta: 17:00:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9800, loss_cls: 0.7203, loss: 0.7203 +2024-12-25 02:28:50,798 - pyskl - INFO - Epoch [53][2500/2506] lr: 1.806e-02, eta: 17:00:05, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9800, loss_cls: 0.7313, loss: 0.7313 +2024-12-25 02:28:52,728 - pyskl - INFO - Saving checkpoint at 53 epochs +2024-12-25 02:30:15,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 02:30:15,725 - pyskl - INFO - +top1_acc 0.8376 +top5_acc 0.9748 +2024-12-25 02:30:15,731 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_43.pth was removed +2024-12-25 02:30:15,867 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2024-12-25 02:30:15,868 - pyskl - INFO - Best top1_acc is 0.8376 at 53 epoch. +2024-12-25 02:30:15,870 - pyskl - INFO - Epoch(val) [53][1031] top1_acc: 0.8376, top5_acc: 0.9748 +2024-12-25 02:30:59,569 - pyskl - INFO - Epoch [54][100/2506] lr: 1.805e-02, eta: 17:00:09, time: 0.437, data_time: 0.193, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6795, loss: 0.6795 +2024-12-25 02:31:23,570 - pyskl - INFO - Epoch [54][200/2506] lr: 1.804e-02, eta: 16:59:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6527, loss: 0.6527 +2024-12-25 02:31:47,719 - pyskl - INFO - Epoch [54][300/2506] lr: 1.803e-02, eta: 16:59:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9825, loss_cls: 0.6886, loss: 0.6886 +2024-12-25 02:32:11,974 - pyskl - INFO - Epoch [54][400/2506] lr: 1.802e-02, eta: 16:58:48, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9781, loss_cls: 0.7329, loss: 0.7329 +2024-12-25 02:32:36,150 - pyskl - INFO - Epoch [54][500/2506] lr: 1.801e-02, eta: 16:58:21, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9819, loss_cls: 0.6925, loss: 0.6925 +2024-12-25 02:33:00,338 - pyskl - INFO - Epoch [54][600/2506] lr: 1.800e-02, eta: 16:57:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9862, loss_cls: 0.6822, loss: 0.6822 +2024-12-25 02:33:24,454 - pyskl - INFO - Epoch [54][700/2506] lr: 1.799e-02, eta: 16:57:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.7114, loss: 0.7114 +2024-12-25 02:33:48,542 - pyskl - INFO - Epoch [54][800/2506] lr: 1.798e-02, eta: 16:57:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.6995, loss: 0.6995 +2024-12-25 02:34:12,680 - pyskl - INFO - Epoch [54][900/2506] lr: 1.797e-02, eta: 16:56:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.7117, loss: 0.7117 +2024-12-25 02:34:36,802 - pyskl - INFO - Epoch [54][1000/2506] lr: 1.796e-02, eta: 16:56:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.6932, loss: 0.6932 +2024-12-25 02:35:00,898 - pyskl - INFO - Epoch [54][1100/2506] lr: 1.795e-02, eta: 16:55:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6759, loss: 0.6759 +2024-12-25 02:35:25,028 - pyskl - INFO - Epoch [54][1200/2506] lr: 1.795e-02, eta: 16:55:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7576, loss: 0.7576 +2024-12-25 02:35:49,215 - pyskl - INFO - Epoch [54][1300/2506] lr: 1.794e-02, eta: 16:54:44, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6807, loss: 0.6807 +2024-12-25 02:36:13,306 - pyskl - INFO - Epoch [54][1400/2506] lr: 1.793e-02, eta: 16:54:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6811, loss: 0.6811 +2024-12-25 02:36:37,371 - pyskl - INFO - Epoch [54][1500/2506] lr: 1.792e-02, eta: 16:53:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7522, loss: 0.7522 +2024-12-25 02:37:01,461 - pyskl - INFO - Epoch [54][1600/2506] lr: 1.791e-02, eta: 16:53:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.7194, loss: 0.7194 +2024-12-25 02:37:25,562 - pyskl - INFO - Epoch [54][1700/2506] lr: 1.790e-02, eta: 16:52:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7472, loss: 0.7472 +2024-12-25 02:37:49,677 - pyskl - INFO - Epoch [54][1800/2506] lr: 1.789e-02, eta: 16:52:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.7683, loss: 0.7683 +2024-12-25 02:38:13,777 - pyskl - INFO - Epoch [54][1900/2506] lr: 1.788e-02, eta: 16:52:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 0.7217, loss: 0.7217 +2024-12-25 02:38:37,836 - pyskl - INFO - Epoch [54][2000/2506] lr: 1.787e-02, eta: 16:51:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.7094, loss: 0.7094 +2024-12-25 02:39:01,919 - pyskl - INFO - Epoch [54][2100/2506] lr: 1.786e-02, eta: 16:51:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.7494, loss: 0.7494 +2024-12-25 02:39:25,987 - pyskl - INFO - Epoch [54][2200/2506] lr: 1.785e-02, eta: 16:50:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.8245, loss: 0.8245 +2024-12-25 02:39:50,030 - pyskl - INFO - Epoch [54][2300/2506] lr: 1.784e-02, eta: 16:50:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6792, loss: 0.6792 +2024-12-25 02:40:14,084 - pyskl - INFO - Epoch [54][2400/2506] lr: 1.783e-02, eta: 16:49:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7544, loss: 0.7544 +2024-12-25 02:40:38,129 - pyskl - INFO - Epoch [54][2500/2506] lr: 1.782e-02, eta: 16:49:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9756, loss_cls: 0.6833, loss: 0.6833 +2024-12-25 02:40:40,049 - pyskl - INFO - Saving checkpoint at 54 epochs +2024-12-25 02:42:02,669 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 02:42:02,736 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9711 +2024-12-25 02:42:02,738 - pyskl - INFO - Epoch(val) [54][1031] top1_acc: 0.8160, top5_acc: 0.9711 +2024-12-25 02:42:46,665 - pyskl - INFO - Epoch [55][100/2506] lr: 1.781e-02, eta: 16:49:22, time: 0.439, data_time: 0.194, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9894, loss_cls: 0.6526, loss: 0.6526 +2024-12-25 02:43:10,843 - pyskl - INFO - Epoch [55][200/2506] lr: 1.780e-02, eta: 16:48:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 0.6471, loss: 0.6471 +2024-12-25 02:43:35,054 - pyskl - INFO - Epoch [55][300/2506] lr: 1.779e-02, eta: 16:48:29, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.7062, loss: 0.7062 +2024-12-25 02:43:59,225 - pyskl - INFO - Epoch [55][400/2506] lr: 1.778e-02, eta: 16:48:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6321, loss: 0.6321 +2024-12-25 02:44:23,465 - pyskl - INFO - Epoch [55][500/2506] lr: 1.778e-02, eta: 16:47:35, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7103, loss: 0.7103 +2024-12-25 02:44:47,739 - pyskl - INFO - Epoch [55][600/2506] lr: 1.777e-02, eta: 16:47:08, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.6296, loss: 0.6296 +2024-12-25 02:45:11,926 - pyskl - INFO - Epoch [55][700/2506] lr: 1.776e-02, eta: 16:46:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.6762, loss: 0.6762 +2024-12-25 02:45:36,124 - pyskl - INFO - Epoch [55][800/2506] lr: 1.775e-02, eta: 16:46:14, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6809, loss: 0.6809 +2024-12-25 02:46:00,285 - pyskl - INFO - Epoch [55][900/2506] lr: 1.774e-02, eta: 16:45:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.7245, loss: 0.7245 +2024-12-25 02:46:24,425 - pyskl - INFO - Epoch [55][1000/2506] lr: 1.773e-02, eta: 16:45:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8462, top5_acc: 0.9825, loss_cls: 0.7248, loss: 0.7248 +2024-12-25 02:46:48,499 - pyskl - INFO - Epoch [55][1100/2506] lr: 1.772e-02, eta: 16:44:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9838, loss_cls: 0.7247, loss: 0.7247 +2024-12-25 02:47:12,543 - pyskl - INFO - Epoch [55][1200/2506] lr: 1.771e-02, eta: 16:44:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.7043, loss: 0.7043 +2024-12-25 02:47:36,661 - pyskl - INFO - Epoch [55][1300/2506] lr: 1.770e-02, eta: 16:43:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9806, loss_cls: 0.7369, loss: 0.7369 +2024-12-25 02:48:00,692 - pyskl - INFO - Epoch [55][1400/2506] lr: 1.769e-02, eta: 16:43:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9788, loss_cls: 0.7410, loss: 0.7410 +2024-12-25 02:48:24,778 - pyskl - INFO - Epoch [55][1500/2506] lr: 1.768e-02, eta: 16:43:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9831, loss_cls: 0.7107, loss: 0.7107 +2024-12-25 02:48:48,862 - pyskl - INFO - Epoch [55][1600/2506] lr: 1.767e-02, eta: 16:42:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.7315, loss: 0.7315 +2024-12-25 02:49:12,935 - pyskl - INFO - Epoch [55][1700/2506] lr: 1.766e-02, eta: 16:42:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9819, loss_cls: 0.6628, loss: 0.6628 +2024-12-25 02:49:37,059 - pyskl - INFO - Epoch [55][1800/2506] lr: 1.765e-02, eta: 16:41:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7239, loss: 0.7239 +2024-12-25 02:50:01,216 - pyskl - INFO - Epoch [55][1900/2506] lr: 1.764e-02, eta: 16:41:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9750, loss_cls: 0.7493, loss: 0.7493 +2024-12-25 02:50:25,353 - pyskl - INFO - Epoch [55][2000/2506] lr: 1.763e-02, eta: 16:40:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9800, loss_cls: 0.6659, loss: 0.6659 +2024-12-25 02:50:49,441 - pyskl - INFO - Epoch [55][2100/2506] lr: 1.762e-02, eta: 16:40:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9762, loss_cls: 0.7414, loss: 0.7414 +2024-12-25 02:51:13,501 - pyskl - INFO - Epoch [55][2200/2506] lr: 1.761e-02, eta: 16:39:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6715, loss: 0.6715 +2024-12-25 02:51:37,613 - pyskl - INFO - Epoch [55][2300/2506] lr: 1.760e-02, eta: 16:39:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8425, top5_acc: 0.9781, loss_cls: 0.7598, loss: 0.7598 +2024-12-25 02:52:01,681 - pyskl - INFO - Epoch [55][2400/2506] lr: 1.759e-02, eta: 16:39:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9825, loss_cls: 0.6937, loss: 0.6937 +2024-12-25 02:52:25,756 - pyskl - INFO - Epoch [55][2500/2506] lr: 1.758e-02, eta: 16:38:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.7343, loss: 0.7343 +2024-12-25 02:52:27,648 - pyskl - INFO - Saving checkpoint at 55 epochs +2024-12-25 02:53:50,742 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 02:53:50,808 - pyskl - INFO - +top1_acc 0.8242 +top5_acc 0.9714 +2024-12-25 02:53:50,811 - pyskl - INFO - Epoch(val) [55][1031] top1_acc: 0.8242, top5_acc: 0.9714 +2024-12-25 02:54:34,663 - pyskl - INFO - Epoch [56][100/2506] lr: 1.757e-02, eta: 16:38:37, time: 0.438, data_time: 0.194, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9825, loss_cls: 0.6787, loss: 0.6787 +2024-12-25 02:54:58,794 - pyskl - INFO - Epoch [56][200/2506] lr: 1.757e-02, eta: 16:38:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9850, loss_cls: 0.7024, loss: 0.7024 +2024-12-25 02:55:22,925 - pyskl - INFO - Epoch [56][300/2506] lr: 1.756e-02, eta: 16:37:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9806, loss_cls: 0.6895, loss: 0.6895 +2024-12-25 02:55:47,035 - pyskl - INFO - Epoch [56][400/2506] lr: 1.755e-02, eta: 16:37:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9838, loss_cls: 0.6760, loss: 0.6760 +2024-12-25 02:56:11,108 - pyskl - INFO - Epoch [56][500/2506] lr: 1.754e-02, eta: 16:36:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 0.7250, loss: 0.7250 +2024-12-25 02:56:35,163 - pyskl - INFO - Epoch [56][600/2506] lr: 1.753e-02, eta: 16:36:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.6807, loss: 0.6807 +2024-12-25 02:56:59,188 - pyskl - INFO - Epoch [56][700/2506] lr: 1.752e-02, eta: 16:35:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9875, loss_cls: 0.6344, loss: 0.6344 +2024-12-25 02:57:23,229 - pyskl - INFO - Epoch [56][800/2506] lr: 1.751e-02, eta: 16:35:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.7156, loss: 0.7156 +2024-12-25 02:57:47,254 - pyskl - INFO - Epoch [56][900/2506] lr: 1.750e-02, eta: 16:35:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.6948, loss: 0.6948 +2024-12-25 02:58:11,354 - pyskl - INFO - Epoch [56][1000/2506] lr: 1.749e-02, eta: 16:34:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.6787, loss: 0.6787 +2024-12-25 02:58:35,403 - pyskl - INFO - Epoch [56][1100/2506] lr: 1.748e-02, eta: 16:34:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9850, loss_cls: 0.6730, loss: 0.6730 +2024-12-25 02:58:59,474 - pyskl - INFO - Epoch [56][1200/2506] lr: 1.747e-02, eta: 16:33:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.7729, loss: 0.7729 +2024-12-25 02:59:23,559 - pyskl - INFO - Epoch [56][1300/2506] lr: 1.746e-02, eta: 16:33:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8438, top5_acc: 0.9775, loss_cls: 0.7939, loss: 0.7939 +2024-12-25 02:59:47,613 - pyskl - INFO - Epoch [56][1400/2506] lr: 1.745e-02, eta: 16:32:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 0.7280, loss: 0.7280 +2024-12-25 03:00:11,679 - pyskl - INFO - Epoch [56][1500/2506] lr: 1.744e-02, eta: 16:32:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9831, loss_cls: 0.6208, loss: 0.6208 +2024-12-25 03:00:35,727 - pyskl - INFO - Epoch [56][1600/2506] lr: 1.743e-02, eta: 16:31:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.6936, loss: 0.6936 +2024-12-25 03:00:59,839 - pyskl - INFO - Epoch [56][1700/2506] lr: 1.742e-02, eta: 16:31:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9838, loss_cls: 0.6900, loss: 0.6900 +2024-12-25 03:01:23,942 - pyskl - INFO - Epoch [56][1800/2506] lr: 1.741e-02, eta: 16:30:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9756, loss_cls: 0.7311, loss: 0.7311 +2024-12-25 03:01:48,112 - pyskl - INFO - Epoch [56][1900/2506] lr: 1.740e-02, eta: 16:30:31, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.6976, loss: 0.6976 +2024-12-25 03:02:12,285 - pyskl - INFO - Epoch [56][2000/2506] lr: 1.739e-02, eta: 16:30:04, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7194, loss: 0.7194 +2024-12-25 03:02:36,416 - pyskl - INFO - Epoch [56][2100/2506] lr: 1.738e-02, eta: 16:29:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8406, top5_acc: 0.9794, loss_cls: 0.7860, loss: 0.7860 +2024-12-25 03:03:00,545 - pyskl - INFO - Epoch [56][2200/2506] lr: 1.737e-02, eta: 16:29:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8488, top5_acc: 0.9838, loss_cls: 0.7282, loss: 0.7282 +2024-12-25 03:03:24,668 - pyskl - INFO - Epoch [56][2300/2506] lr: 1.736e-02, eta: 16:28:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9800, loss_cls: 0.6774, loss: 0.6774 +2024-12-25 03:03:48,846 - pyskl - INFO - Epoch [56][2400/2506] lr: 1.735e-02, eta: 16:28:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9825, loss_cls: 0.7210, loss: 0.7210 +2024-12-25 03:04:13,031 - pyskl - INFO - Epoch [56][2500/2506] lr: 1.734e-02, eta: 16:27:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9788, loss_cls: 0.7571, loss: 0.7571 +2024-12-25 03:04:14,966 - pyskl - INFO - Saving checkpoint at 56 epochs +2024-12-25 03:05:37,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 03:05:37,754 - pyskl - INFO - +top1_acc 0.8166 +top5_acc 0.9693 +2024-12-25 03:05:37,757 - pyskl - INFO - Epoch(val) [56][1031] top1_acc: 0.8166, top5_acc: 0.9693 +2024-12-25 03:06:21,335 - pyskl - INFO - Epoch [57][100/2506] lr: 1.733e-02, eta: 16:27:51, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.6343, loss: 0.6343 +2024-12-25 03:06:45,422 - pyskl - INFO - Epoch [57][200/2506] lr: 1.732e-02, eta: 16:27:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.6813, loss: 0.6813 +2024-12-25 03:07:09,586 - pyskl - INFO - Epoch [57][300/2506] lr: 1.732e-02, eta: 16:26:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9775, loss_cls: 0.6854, loss: 0.6854 +2024-12-25 03:07:33,708 - pyskl - INFO - Epoch [57][400/2506] lr: 1.731e-02, eta: 16:26:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.6837, loss: 0.6837 +2024-12-25 03:07:57,853 - pyskl - INFO - Epoch [57][500/2506] lr: 1.730e-02, eta: 16:26:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6633, loss: 0.6633 +2024-12-25 03:08:21,967 - pyskl - INFO - Epoch [57][600/2506] lr: 1.729e-02, eta: 16:25:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.6741, loss: 0.6741 +2024-12-25 03:08:46,073 - pyskl - INFO - Epoch [57][700/2506] lr: 1.728e-02, eta: 16:25:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7092, loss: 0.7092 +2024-12-25 03:09:10,179 - pyskl - INFO - Epoch [57][800/2506] lr: 1.727e-02, eta: 16:24:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6623, loss: 0.6623 +2024-12-25 03:09:34,345 - pyskl - INFO - Epoch [57][900/2506] lr: 1.726e-02, eta: 16:24:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6824, loss: 0.6824 +2024-12-25 03:09:58,524 - pyskl - INFO - Epoch [57][1000/2506] lr: 1.725e-02, eta: 16:23:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.7433, loss: 0.7433 +2024-12-25 03:10:22,597 - pyskl - INFO - Epoch [57][1100/2506] lr: 1.724e-02, eta: 16:23:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.6390, loss: 0.6390 +2024-12-25 03:10:46,642 - pyskl - INFO - Epoch [57][1200/2506] lr: 1.723e-02, eta: 16:22:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8531, top5_acc: 0.9812, loss_cls: 0.7194, loss: 0.7194 +2024-12-25 03:11:10,679 - pyskl - INFO - Epoch [57][1300/2506] lr: 1.722e-02, eta: 16:22:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6851, loss: 0.6851 +2024-12-25 03:11:34,711 - pyskl - INFO - Epoch [57][1400/2506] lr: 1.721e-02, eta: 16:22:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9894, loss_cls: 0.6194, loss: 0.6194 +2024-12-25 03:11:58,715 - pyskl - INFO - Epoch [57][1500/2506] lr: 1.720e-02, eta: 16:21:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8431, top5_acc: 0.9775, loss_cls: 0.7578, loss: 0.7578 +2024-12-25 03:12:22,762 - pyskl - INFO - Epoch [57][1600/2506] lr: 1.719e-02, eta: 16:21:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.6654, loss: 0.6654 +2024-12-25 03:12:46,850 - pyskl - INFO - Epoch [57][1700/2506] lr: 1.718e-02, eta: 16:20:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9800, loss_cls: 0.7073, loss: 0.7073 +2024-12-25 03:13:10,993 - pyskl - INFO - Epoch [57][1800/2506] lr: 1.717e-02, eta: 16:20:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9838, loss_cls: 0.7137, loss: 0.7137 +2024-12-25 03:13:35,158 - pyskl - INFO - Epoch [57][1900/2506] lr: 1.716e-02, eta: 16:19:46, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.7150, loss: 0.7150 +2024-12-25 03:13:59,249 - pyskl - INFO - Epoch [57][2000/2506] lr: 1.715e-02, eta: 16:19:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9812, loss_cls: 0.6886, loss: 0.6886 +2024-12-25 03:14:23,326 - pyskl - INFO - Epoch [57][2100/2506] lr: 1.714e-02, eta: 16:18:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.7381, loss: 0.7381 +2024-12-25 03:14:47,410 - pyskl - INFO - Epoch [57][2200/2506] lr: 1.713e-02, eta: 16:18:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6561, loss: 0.6561 +2024-12-25 03:15:11,436 - pyskl - INFO - Epoch [57][2300/2506] lr: 1.712e-02, eta: 16:17:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9788, loss_cls: 0.7234, loss: 0.7234 +2024-12-25 03:15:35,580 - pyskl - INFO - Epoch [57][2400/2506] lr: 1.711e-02, eta: 16:17:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.6981, loss: 0.6981 +2024-12-25 03:15:59,703 - pyskl - INFO - Epoch [57][2500/2506] lr: 1.710e-02, eta: 16:17:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9769, loss_cls: 0.7524, loss: 0.7524 +2024-12-25 03:16:01,620 - pyskl - INFO - Saving checkpoint at 57 epochs +2024-12-25 03:17:25,014 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 03:17:25,080 - pyskl - INFO - +top1_acc 0.8341 +top5_acc 0.9762 +2024-12-25 03:17:25,083 - pyskl - INFO - Epoch(val) [57][1031] top1_acc: 0.8341, top5_acc: 0.9762 +2024-12-25 03:18:09,276 - pyskl - INFO - Epoch [58][100/2506] lr: 1.709e-02, eta: 16:17:07, time: 0.442, data_time: 0.197, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9862, loss_cls: 0.6392, loss: 0.6392 +2024-12-25 03:18:33,392 - pyskl - INFO - Epoch [58][200/2506] lr: 1.708e-02, eta: 16:16:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.6571, loss: 0.6571 +2024-12-25 03:18:57,404 - pyskl - INFO - Epoch [58][300/2506] lr: 1.707e-02, eta: 16:16:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6655, loss: 0.6655 +2024-12-25 03:19:21,478 - pyskl - INFO - Epoch [58][400/2506] lr: 1.706e-02, eta: 16:15:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6886, loss: 0.6886 +2024-12-25 03:19:45,508 - pyskl - INFO - Epoch [58][500/2506] lr: 1.705e-02, eta: 16:15:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9831, loss_cls: 0.6829, loss: 0.6829 +2024-12-25 03:20:09,542 - pyskl - INFO - Epoch [58][600/2506] lr: 1.704e-02, eta: 16:14:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 0.6770, loss: 0.6770 +2024-12-25 03:20:33,572 - pyskl - INFO - Epoch [58][700/2506] lr: 1.703e-02, eta: 16:14:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8512, top5_acc: 0.9731, loss_cls: 0.7470, loss: 0.7470 +2024-12-25 03:20:57,614 - pyskl - INFO - Epoch [58][800/2506] lr: 1.702e-02, eta: 16:13:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6734, loss: 0.6734 +2024-12-25 03:21:21,692 - pyskl - INFO - Epoch [58][900/2506] lr: 1.701e-02, eta: 16:13:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.6458, loss: 0.6458 +2024-12-25 03:21:45,818 - pyskl - INFO - Epoch [58][1000/2506] lr: 1.700e-02, eta: 16:13:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.6713, loss: 0.6713 +2024-12-25 03:22:09,918 - pyskl - INFO - Epoch [58][1100/2506] lr: 1.699e-02, eta: 16:12:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6861, loss: 0.6861 +2024-12-25 03:22:33,969 - pyskl - INFO - Epoch [58][1200/2506] lr: 1.698e-02, eta: 16:12:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6863, loss: 0.6863 +2024-12-25 03:22:58,015 - pyskl - INFO - Epoch [58][1300/2506] lr: 1.698e-02, eta: 16:11:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9838, loss_cls: 0.6263, loss: 0.6263 +2024-12-25 03:23:22,070 - pyskl - INFO - Epoch [58][1400/2506] lr: 1.697e-02, eta: 16:11:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.7047, loss: 0.7047 +2024-12-25 03:23:46,138 - pyskl - INFO - Epoch [58][1500/2506] lr: 1.696e-02, eta: 16:10:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.7728, loss: 0.7728 +2024-12-25 03:24:10,242 - pyskl - INFO - Epoch [58][1600/2506] lr: 1.695e-02, eta: 16:10:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8337, top5_acc: 0.9844, loss_cls: 0.7879, loss: 0.7879 +2024-12-25 03:24:34,347 - pyskl - INFO - Epoch [58][1700/2506] lr: 1.694e-02, eta: 16:09:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6429, loss: 0.6429 +2024-12-25 03:24:58,533 - pyskl - INFO - Epoch [58][1800/2506] lr: 1.693e-02, eta: 16:09:29, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9906, loss_cls: 0.6148, loss: 0.6148 +2024-12-25 03:25:22,668 - pyskl - INFO - Epoch [58][1900/2506] lr: 1.692e-02, eta: 16:09:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.7168, loss: 0.7168 +2024-12-25 03:25:46,806 - pyskl - INFO - Epoch [58][2000/2506] lr: 1.691e-02, eta: 16:08:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6783, loss: 0.6783 +2024-12-25 03:26:10,914 - pyskl - INFO - Epoch [58][2100/2506] lr: 1.690e-02, eta: 16:08:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.7194, loss: 0.7194 +2024-12-25 03:26:34,969 - pyskl - INFO - Epoch [58][2200/2506] lr: 1.689e-02, eta: 16:07:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.7340, loss: 0.7340 +2024-12-25 03:26:59,042 - pyskl - INFO - Epoch [58][2300/2506] lr: 1.688e-02, eta: 16:07:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6618, loss: 0.6618 +2024-12-25 03:27:23,161 - pyskl - INFO - Epoch [58][2400/2506] lr: 1.687e-02, eta: 16:06:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9825, loss_cls: 0.7165, loss: 0.7165 +2024-12-25 03:27:47,258 - pyskl - INFO - Epoch [58][2500/2506] lr: 1.686e-02, eta: 16:06:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6790, loss: 0.6790 +2024-12-25 03:27:49,184 - pyskl - INFO - Saving checkpoint at 58 epochs +2024-12-25 03:29:12,329 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 03:29:12,395 - pyskl - INFO - +top1_acc 0.8270 +top5_acc 0.9741 +2024-12-25 03:29:12,398 - pyskl - INFO - Epoch(val) [58][1031] top1_acc: 0.8270, top5_acc: 0.9741 +2024-12-25 03:29:56,291 - pyskl - INFO - Epoch [59][100/2506] lr: 1.685e-02, eta: 16:06:22, time: 0.439, data_time: 0.194, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9862, loss_cls: 0.6153, loss: 0.6153 +2024-12-25 03:30:20,335 - pyskl - INFO - Epoch [59][200/2506] lr: 1.684e-02, eta: 16:05:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5809, loss: 0.5809 +2024-12-25 03:30:44,427 - pyskl - INFO - Epoch [59][300/2506] lr: 1.683e-02, eta: 16:05:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6716, loss: 0.6716 +2024-12-25 03:31:08,495 - pyskl - INFO - Epoch [59][400/2506] lr: 1.682e-02, eta: 16:05:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.5980, loss: 0.5980 +2024-12-25 03:31:32,620 - pyskl - INFO - Epoch [59][500/2506] lr: 1.681e-02, eta: 16:04:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6743, loss: 0.6743 +2024-12-25 03:31:56,709 - pyskl - INFO - Epoch [59][600/2506] lr: 1.680e-02, eta: 16:04:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.6511, loss: 0.6511 +2024-12-25 03:32:20,794 - pyskl - INFO - Epoch [59][700/2506] lr: 1.679e-02, eta: 16:03:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.7000, loss: 0.7000 +2024-12-25 03:32:44,842 - pyskl - INFO - Epoch [59][800/2506] lr: 1.678e-02, eta: 16:03:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9769, loss_cls: 0.6873, loss: 0.6873 +2024-12-25 03:33:08,932 - pyskl - INFO - Epoch [59][900/2506] lr: 1.677e-02, eta: 16:02:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9831, loss_cls: 0.6954, loss: 0.6954 +2024-12-25 03:33:32,997 - pyskl - INFO - Epoch [59][1000/2506] lr: 1.676e-02, eta: 16:02:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7112, loss: 0.7112 +2024-12-25 03:33:57,101 - pyskl - INFO - Epoch [59][1100/2506] lr: 1.675e-02, eta: 16:01:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.7234, loss: 0.7234 +2024-12-25 03:34:21,156 - pyskl - INFO - Epoch [59][1200/2506] lr: 1.674e-02, eta: 16:01:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.6895, loss: 0.6895 +2024-12-25 03:34:45,235 - pyskl - INFO - Epoch [59][1300/2506] lr: 1.673e-02, eta: 16:01:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9806, loss_cls: 0.6318, loss: 0.6318 +2024-12-25 03:35:09,280 - pyskl - INFO - Epoch [59][1400/2506] lr: 1.672e-02, eta: 16:00:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.7087, loss: 0.7087 +2024-12-25 03:35:33,349 - pyskl - INFO - Epoch [59][1500/2506] lr: 1.671e-02, eta: 16:00:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9856, loss_cls: 0.6477, loss: 0.6477 +2024-12-25 03:35:57,487 - pyskl - INFO - Epoch [59][1600/2506] lr: 1.670e-02, eta: 15:59:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8475, top5_acc: 0.9819, loss_cls: 0.7582, loss: 0.7582 +2024-12-25 03:36:21,542 - pyskl - INFO - Epoch [59][1700/2506] lr: 1.669e-02, eta: 15:59:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.6853, loss: 0.6853 +2024-12-25 03:36:45,611 - pyskl - INFO - Epoch [59][1800/2506] lr: 1.668e-02, eta: 15:58:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9775, loss_cls: 0.7459, loss: 0.7459 +2024-12-25 03:37:09,757 - pyskl - INFO - Epoch [59][1900/2506] lr: 1.667e-02, eta: 15:58:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.6567, loss: 0.6567 +2024-12-25 03:37:33,826 - pyskl - INFO - Epoch [59][2000/2506] lr: 1.666e-02, eta: 15:57:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8506, top5_acc: 0.9762, loss_cls: 0.7453, loss: 0.7453 +2024-12-25 03:37:57,908 - pyskl - INFO - Epoch [59][2100/2506] lr: 1.665e-02, eta: 15:57:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9838, loss_cls: 0.7011, loss: 0.7011 +2024-12-25 03:38:21,973 - pyskl - INFO - Epoch [59][2200/2506] lr: 1.664e-02, eta: 15:56:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6891, loss: 0.6891 +2024-12-25 03:38:46,097 - pyskl - INFO - Epoch [59][2300/2506] lr: 1.663e-02, eta: 15:56:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9794, loss_cls: 0.7167, loss: 0.7167 +2024-12-25 03:39:10,159 - pyskl - INFO - Epoch [59][2400/2506] lr: 1.662e-02, eta: 15:56:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9831, loss_cls: 0.6945, loss: 0.6945 +2024-12-25 03:39:34,231 - pyskl - INFO - Epoch [59][2500/2506] lr: 1.661e-02, eta: 15:55:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.6617, loss: 0.6617 +2024-12-25 03:39:36,181 - pyskl - INFO - Saving checkpoint at 59 epochs +2024-12-25 03:40:59,140 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 03:40:59,207 - pyskl - INFO - +top1_acc 0.8179 +top5_acc 0.9715 +2024-12-25 03:40:59,209 - pyskl - INFO - Epoch(val) [59][1031] top1_acc: 0.8179, top5_acc: 0.9715 +2024-12-25 03:41:43,152 - pyskl - INFO - Epoch [60][100/2506] lr: 1.660e-02, eta: 15:55:38, time: 0.439, data_time: 0.194, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.6070, loss: 0.6070 +2024-12-25 03:42:07,332 - pyskl - INFO - Epoch [60][200/2506] lr: 1.659e-02, eta: 15:55:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9781, loss_cls: 0.7029, loss: 0.7029 +2024-12-25 03:42:31,519 - pyskl - INFO - Epoch [60][300/2506] lr: 1.658e-02, eta: 15:54:45, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.6378, loss: 0.6378 +2024-12-25 03:42:55,680 - pyskl - INFO - Epoch [60][400/2506] lr: 1.657e-02, eta: 15:54:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.6796, loss: 0.6796 +2024-12-25 03:43:19,807 - pyskl - INFO - Epoch [60][500/2506] lr: 1.656e-02, eta: 15:53:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9831, loss_cls: 0.6762, loss: 0.6762 +2024-12-25 03:43:43,933 - pyskl - INFO - Epoch [60][600/2506] lr: 1.655e-02, eta: 15:53:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9856, loss_cls: 0.6745, loss: 0.6745 +2024-12-25 03:44:08,093 - pyskl - INFO - Epoch [60][700/2506] lr: 1.654e-02, eta: 15:52:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9900, loss_cls: 0.6512, loss: 0.6512 +2024-12-25 03:44:32,240 - pyskl - INFO - Epoch [60][800/2506] lr: 1.653e-02, eta: 15:52:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9738, loss_cls: 0.7409, loss: 0.7409 +2024-12-25 03:44:56,315 - pyskl - INFO - Epoch [60][900/2506] lr: 1.652e-02, eta: 15:52:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9869, loss_cls: 0.6530, loss: 0.6530 +2024-12-25 03:45:20,422 - pyskl - INFO - Epoch [60][1000/2506] lr: 1.651e-02, eta: 15:51:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.6842, loss: 0.6842 +2024-12-25 03:45:44,540 - pyskl - INFO - Epoch [60][1100/2506] lr: 1.650e-02, eta: 15:51:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9781, loss_cls: 0.6939, loss: 0.6939 +2024-12-25 03:46:08,671 - pyskl - INFO - Epoch [60][1200/2506] lr: 1.649e-02, eta: 15:50:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9756, loss_cls: 0.7211, loss: 0.7211 +2024-12-25 03:46:32,783 - pyskl - INFO - Epoch [60][1300/2506] lr: 1.648e-02, eta: 15:50:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9775, loss_cls: 0.6988, loss: 0.6988 +2024-12-25 03:46:56,896 - pyskl - INFO - Epoch [60][1400/2506] lr: 1.647e-02, eta: 15:49:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6426, loss: 0.6426 +2024-12-25 03:47:21,024 - pyskl - INFO - Epoch [60][1500/2506] lr: 1.646e-02, eta: 15:49:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.6748, loss: 0.6748 +2024-12-25 03:47:45,201 - pyskl - INFO - Epoch [60][1600/2506] lr: 1.645e-02, eta: 15:48:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.7034, loss: 0.7034 +2024-12-25 03:48:09,314 - pyskl - INFO - Epoch [60][1700/2506] lr: 1.644e-02, eta: 15:48:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.6600, loss: 0.6600 +2024-12-25 03:48:33,454 - pyskl - INFO - Epoch [60][1800/2506] lr: 1.643e-02, eta: 15:48:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9800, loss_cls: 0.6682, loss: 0.6682 +2024-12-25 03:48:57,644 - pyskl - INFO - Epoch [60][1900/2506] lr: 1.642e-02, eta: 15:47:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9888, loss_cls: 0.6933, loss: 0.6933 +2024-12-25 03:49:21,803 - pyskl - INFO - Epoch [60][2000/2506] lr: 1.641e-02, eta: 15:47:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6671, loss: 0.6671 +2024-12-25 03:49:45,937 - pyskl - INFO - Epoch [60][2100/2506] lr: 1.640e-02, eta: 15:46:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9838, loss_cls: 0.6820, loss: 0.6820 +2024-12-25 03:50:10,102 - pyskl - INFO - Epoch [60][2200/2506] lr: 1.639e-02, eta: 15:46:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9819, loss_cls: 0.6494, loss: 0.6494 +2024-12-25 03:50:34,240 - pyskl - INFO - Epoch [60][2300/2506] lr: 1.638e-02, eta: 15:45:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6599, loss: 0.6599 +2024-12-25 03:50:58,410 - pyskl - INFO - Epoch [60][2400/2506] lr: 1.637e-02, eta: 15:45:25, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9869, loss_cls: 0.6528, loss: 0.6528 +2024-12-25 03:51:22,529 - pyskl - INFO - Epoch [60][2500/2506] lr: 1.636e-02, eta: 15:44:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9825, loss_cls: 0.6262, loss: 0.6262 +2024-12-25 03:51:24,424 - pyskl - INFO - Saving checkpoint at 60 epochs +2024-12-25 03:52:47,331 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 03:52:47,397 - pyskl - INFO - +top1_acc 0.8382 +top5_acc 0.9745 +2024-12-25 03:52:47,401 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_53.pth was removed +2024-12-25 03:52:47,531 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_60.pth. +2024-12-25 03:52:47,531 - pyskl - INFO - Best top1_acc is 0.8382 at 60 epoch. +2024-12-25 03:52:47,533 - pyskl - INFO - Epoch(val) [60][1031] top1_acc: 0.8382, top5_acc: 0.9745 +2024-12-25 03:53:31,826 - pyskl - INFO - Epoch [61][100/2506] lr: 1.635e-02, eta: 15:44:58, time: 0.443, data_time: 0.198, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.6646, loss: 0.6646 +2024-12-25 03:53:55,920 - pyskl - INFO - Epoch [61][200/2506] lr: 1.634e-02, eta: 15:44:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.6404, loss: 0.6404 +2024-12-25 03:54:19,964 - pyskl - INFO - Epoch [61][300/2506] lr: 1.633e-02, eta: 15:44:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9894, loss_cls: 0.5850, loss: 0.5850 +2024-12-25 03:54:44,020 - pyskl - INFO - Epoch [61][400/2506] lr: 1.632e-02, eta: 15:43:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.6802, loss: 0.6802 +2024-12-25 03:55:08,009 - pyskl - INFO - Epoch [61][500/2506] lr: 1.631e-02, eta: 15:43:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9800, loss_cls: 0.6578, loss: 0.6578 +2024-12-25 03:55:32,035 - pyskl - INFO - Epoch [61][600/2506] lr: 1.630e-02, eta: 15:42:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.7098, loss: 0.7098 +2024-12-25 03:55:56,100 - pyskl - INFO - Epoch [61][700/2506] lr: 1.629e-02, eta: 15:42:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.6708, loss: 0.6708 +2024-12-25 03:56:20,107 - pyskl - INFO - Epoch [61][800/2506] lr: 1.628e-02, eta: 15:41:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.7482, loss: 0.7482 +2024-12-25 03:56:44,104 - pyskl - INFO - Epoch [61][900/2506] lr: 1.627e-02, eta: 15:41:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.7038, loss: 0.7038 +2024-12-25 03:57:08,140 - pyskl - INFO - Epoch [61][1000/2506] lr: 1.626e-02, eta: 15:40:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.7086, loss: 0.7086 +2024-12-25 03:57:32,183 - pyskl - INFO - Epoch [61][1100/2506] lr: 1.625e-02, eta: 15:40:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.6109, loss: 0.6109 +2024-12-25 03:57:56,208 - pyskl - INFO - Epoch [61][1200/2506] lr: 1.624e-02, eta: 15:40:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6037, loss: 0.6037 +2024-12-25 03:58:20,231 - pyskl - INFO - Epoch [61][1300/2506] lr: 1.623e-02, eta: 15:39:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 0.6212, loss: 0.6212 +2024-12-25 03:58:44,280 - pyskl - INFO - Epoch [61][1400/2506] lr: 1.622e-02, eta: 15:39:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.6938, loss: 0.6938 +2024-12-25 03:59:08,315 - pyskl - INFO - Epoch [61][1500/2506] lr: 1.621e-02, eta: 15:38:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8612, top5_acc: 0.9881, loss_cls: 0.6534, loss: 0.6534 +2024-12-25 03:59:32,279 - pyskl - INFO - Epoch [61][1600/2506] lr: 1.620e-02, eta: 15:38:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.6502, loss: 0.6502 +2024-12-25 03:59:56,325 - pyskl - INFO - Epoch [61][1700/2506] lr: 1.619e-02, eta: 15:37:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.6066, loss: 0.6066 +2024-12-25 04:00:20,383 - pyskl - INFO - Epoch [61][1800/2506] lr: 1.618e-02, eta: 15:37:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9838, loss_cls: 0.7122, loss: 0.7122 +2024-12-25 04:00:44,402 - pyskl - INFO - Epoch [61][1900/2506] lr: 1.617e-02, eta: 15:36:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.6895, loss: 0.6895 +2024-12-25 04:01:08,498 - pyskl - INFO - Epoch [61][2000/2506] lr: 1.616e-02, eta: 15:36:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9812, loss_cls: 0.7301, loss: 0.7301 +2024-12-25 04:01:32,543 - pyskl - INFO - Epoch [61][2100/2506] lr: 1.615e-02, eta: 15:36:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9869, loss_cls: 0.6588, loss: 0.6588 +2024-12-25 04:01:56,519 - pyskl - INFO - Epoch [61][2200/2506] lr: 1.614e-02, eta: 15:35:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9794, loss_cls: 0.6814, loss: 0.6814 +2024-12-25 04:02:20,482 - pyskl - INFO - Epoch [61][2300/2506] lr: 1.613e-02, eta: 15:35:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.7253, loss: 0.7253 +2024-12-25 04:02:44,521 - pyskl - INFO - Epoch [61][2400/2506] lr: 1.612e-02, eta: 15:34:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 0.6719, loss: 0.6719 +2024-12-25 04:03:08,605 - pyskl - INFO - Epoch [61][2500/2506] lr: 1.611e-02, eta: 15:34:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9794, loss_cls: 0.7102, loss: 0.7102 +2024-12-25 04:03:10,604 - pyskl - INFO - Saving checkpoint at 61 epochs +2024-12-25 04:04:33,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 04:04:33,899 - pyskl - INFO - +top1_acc 0.8250 +top5_acc 0.9712 +2024-12-25 04:04:33,901 - pyskl - INFO - Epoch(val) [61][1031] top1_acc: 0.8250, top5_acc: 0.9712 +2024-12-25 04:05:17,982 - pyskl - INFO - Epoch [62][100/2506] lr: 1.610e-02, eta: 15:34:14, time: 0.441, data_time: 0.195, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6717, loss: 0.6717 +2024-12-25 04:05:42,107 - pyskl - INFO - Epoch [62][200/2506] lr: 1.609e-02, eta: 15:33:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9838, loss_cls: 0.6008, loss: 0.6008 +2024-12-25 04:06:06,202 - pyskl - INFO - Epoch [62][300/2506] lr: 1.608e-02, eta: 15:33:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9850, loss_cls: 0.5891, loss: 0.5891 +2024-12-25 04:06:30,320 - pyskl - INFO - Epoch [62][400/2506] lr: 1.607e-02, eta: 15:32:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9788, loss_cls: 0.6384, loss: 0.6384 +2024-12-25 04:06:54,449 - pyskl - INFO - Epoch [62][500/2506] lr: 1.606e-02, eta: 15:32:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9881, loss_cls: 0.6552, loss: 0.6552 +2024-12-25 04:07:18,628 - pyskl - INFO - Epoch [62][600/2506] lr: 1.605e-02, eta: 15:32:01, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.7030, loss: 0.7030 +2024-12-25 04:07:42,690 - pyskl - INFO - Epoch [62][700/2506] lr: 1.604e-02, eta: 15:31:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.7321, loss: 0.7321 +2024-12-25 04:08:06,742 - pyskl - INFO - Epoch [62][800/2506] lr: 1.603e-02, eta: 15:31:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.6300, loss: 0.6300 +2024-12-25 04:08:30,780 - pyskl - INFO - Epoch [62][900/2506] lr: 1.602e-02, eta: 15:30:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6437, loss: 0.6437 +2024-12-25 04:08:54,833 - pyskl - INFO - Epoch [62][1000/2506] lr: 1.601e-02, eta: 15:30:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.6036, loss: 0.6036 +2024-12-25 04:09:18,980 - pyskl - INFO - Epoch [62][1100/2506] lr: 1.600e-02, eta: 15:29:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6869, loss: 0.6869 +2024-12-25 04:09:43,100 - pyskl - INFO - Epoch [62][1200/2506] lr: 1.599e-02, eta: 15:29:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9825, loss_cls: 0.5621, loss: 0.5621 +2024-12-25 04:10:07,256 - pyskl - INFO - Epoch [62][1300/2506] lr: 1.598e-02, eta: 15:28:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9819, loss_cls: 0.6434, loss: 0.6434 +2024-12-25 04:10:31,268 - pyskl - INFO - Epoch [62][1400/2506] lr: 1.597e-02, eta: 15:28:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8494, top5_acc: 0.9806, loss_cls: 0.7024, loss: 0.7024 +2024-12-25 04:10:55,262 - pyskl - INFO - Epoch [62][1500/2506] lr: 1.596e-02, eta: 15:28:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.7182, loss: 0.7182 +2024-12-25 04:11:19,339 - pyskl - INFO - Epoch [62][1600/2506] lr: 1.595e-02, eta: 15:27:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9894, loss_cls: 0.6348, loss: 0.6348 +2024-12-25 04:11:43,442 - pyskl - INFO - Epoch [62][1700/2506] lr: 1.594e-02, eta: 15:27:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6775, loss: 0.6775 +2024-12-25 04:12:07,496 - pyskl - INFO - Epoch [62][1800/2506] lr: 1.593e-02, eta: 15:26:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9788, loss_cls: 0.6128, loss: 0.6128 +2024-12-25 04:12:31,598 - pyskl - INFO - Epoch [62][1900/2506] lr: 1.592e-02, eta: 15:26:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.6570, loss: 0.6570 +2024-12-25 04:12:55,615 - pyskl - INFO - Epoch [62][2000/2506] lr: 1.591e-02, eta: 15:25:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6556, loss: 0.6556 +2024-12-25 04:13:19,654 - pyskl - INFO - Epoch [62][2100/2506] lr: 1.590e-02, eta: 15:25:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.7370, loss: 0.7370 +2024-12-25 04:13:43,681 - pyskl - INFO - Epoch [62][2200/2506] lr: 1.589e-02, eta: 15:24:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6609, loss: 0.6609 +2024-12-25 04:14:07,689 - pyskl - INFO - Epoch [62][2300/2506] lr: 1.588e-02, eta: 15:24:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9775, loss_cls: 0.7137, loss: 0.7137 +2024-12-25 04:14:31,822 - pyskl - INFO - Epoch [62][2400/2506] lr: 1.587e-02, eta: 15:24:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9788, loss_cls: 0.6854, loss: 0.6854 +2024-12-25 04:14:55,886 - pyskl - INFO - Epoch [62][2500/2506] lr: 1.586e-02, eta: 15:23:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9744, loss_cls: 0.6930, loss: 0.6930 +2024-12-25 04:14:57,812 - pyskl - INFO - Saving checkpoint at 62 epochs +2024-12-25 04:16:20,574 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 04:16:20,640 - pyskl - INFO - +top1_acc 0.8202 +top5_acc 0.9748 +2024-12-25 04:16:20,642 - pyskl - INFO - Epoch(val) [62][1031] top1_acc: 0.8202, top5_acc: 0.9748 +2024-12-25 04:17:04,417 - pyskl - INFO - Epoch [63][100/2506] lr: 1.585e-02, eta: 15:23:32, time: 0.438, data_time: 0.193, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9850, loss_cls: 0.6287, loss: 0.6287 +2024-12-25 04:17:28,561 - pyskl - INFO - Epoch [63][200/2506] lr: 1.584e-02, eta: 15:23:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6429, loss: 0.6429 +2024-12-25 04:17:52,747 - pyskl - INFO - Epoch [63][300/2506] lr: 1.583e-02, eta: 15:22:39, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7255, loss: 0.7255 +2024-12-25 04:18:16,981 - pyskl - INFO - Epoch [63][400/2506] lr: 1.582e-02, eta: 15:22:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7180, loss: 0.7180 +2024-12-25 04:18:41,019 - pyskl - INFO - Epoch [63][500/2506] lr: 1.581e-02, eta: 15:21:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.5768, loss: 0.5768 +2024-12-25 04:19:05,098 - pyskl - INFO - Epoch [63][600/2506] lr: 1.580e-02, eta: 15:21:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9825, loss_cls: 0.6189, loss: 0.6189 +2024-12-25 04:19:29,145 - pyskl - INFO - Epoch [63][700/2506] lr: 1.579e-02, eta: 15:20:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9925, loss_cls: 0.5831, loss: 0.5831 +2024-12-25 04:19:53,191 - pyskl - INFO - Epoch [63][800/2506] lr: 1.578e-02, eta: 15:20:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.6288, loss: 0.6288 +2024-12-25 04:20:17,227 - pyskl - INFO - Epoch [63][900/2506] lr: 1.577e-02, eta: 15:19:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6471, loss: 0.6471 +2024-12-25 04:20:41,384 - pyskl - INFO - Epoch [63][1000/2506] lr: 1.576e-02, eta: 15:19:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6612, loss: 0.6612 +2024-12-25 04:21:05,567 - pyskl - INFO - Epoch [63][1100/2506] lr: 1.575e-02, eta: 15:19:06, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6337, loss: 0.6337 +2024-12-25 04:21:29,687 - pyskl - INFO - Epoch [63][1200/2506] lr: 1.574e-02, eta: 15:18:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7029, loss: 0.7029 +2024-12-25 04:21:53,841 - pyskl - INFO - Epoch [63][1300/2506] lr: 1.573e-02, eta: 15:18:13, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.6617, loss: 0.6617 +2024-12-25 04:22:17,989 - pyskl - INFO - Epoch [63][1400/2506] lr: 1.572e-02, eta: 15:17:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.6646, loss: 0.6646 +2024-12-25 04:22:42,042 - pyskl - INFO - Epoch [63][1500/2506] lr: 1.571e-02, eta: 15:17:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9838, loss_cls: 0.6872, loss: 0.6872 +2024-12-25 04:23:06,071 - pyskl - INFO - Epoch [63][1600/2506] lr: 1.570e-02, eta: 15:16:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6624, loss: 0.6624 +2024-12-25 04:23:30,069 - pyskl - INFO - Epoch [63][1700/2506] lr: 1.569e-02, eta: 15:16:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.5995, loss: 0.5995 +2024-12-25 04:23:54,051 - pyskl - INFO - Epoch [63][1800/2506] lr: 1.568e-02, eta: 15:16:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9844, loss_cls: 0.6687, loss: 0.6687 +2024-12-25 04:24:18,148 - pyskl - INFO - Epoch [63][1900/2506] lr: 1.567e-02, eta: 15:15:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9838, loss_cls: 0.6426, loss: 0.6426 +2024-12-25 04:24:42,173 - pyskl - INFO - Epoch [63][2000/2506] lr: 1.566e-02, eta: 15:15:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8625, top5_acc: 0.9794, loss_cls: 0.6983, loss: 0.6983 +2024-12-25 04:25:06,171 - pyskl - INFO - Epoch [63][2100/2506] lr: 1.565e-02, eta: 15:14:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.6565, loss: 0.6565 +2024-12-25 04:25:30,234 - pyskl - INFO - Epoch [63][2200/2506] lr: 1.564e-02, eta: 15:14:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8606, top5_acc: 0.9794, loss_cls: 0.7415, loss: 0.7415 +2024-12-25 04:25:54,271 - pyskl - INFO - Epoch [63][2300/2506] lr: 1.563e-02, eta: 15:13:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.6705, loss: 0.6705 +2024-12-25 04:26:18,290 - pyskl - INFO - Epoch [63][2400/2506] lr: 1.562e-02, eta: 15:13:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8556, top5_acc: 0.9856, loss_cls: 0.7045, loss: 0.7045 +2024-12-25 04:26:42,309 - pyskl - INFO - Epoch [63][2500/2506] lr: 1.561e-02, eta: 15:12:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9806, loss_cls: 0.6461, loss: 0.6461 +2024-12-25 04:26:44,196 - pyskl - INFO - Saving checkpoint at 63 epochs +2024-12-25 04:28:07,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 04:28:07,624 - pyskl - INFO - +top1_acc 0.8234 +top5_acc 0.9719 +2024-12-25 04:28:07,627 - pyskl - INFO - Epoch(val) [63][1031] top1_acc: 0.8234, top5_acc: 0.9719 +2024-12-25 04:28:51,890 - pyskl - INFO - Epoch [64][100/2506] lr: 1.560e-02, eta: 15:12:51, time: 0.443, data_time: 0.198, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9844, loss_cls: 0.6308, loss: 0.6308 +2024-12-25 04:29:16,027 - pyskl - INFO - Epoch [64][200/2506] lr: 1.559e-02, eta: 15:12:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9888, loss_cls: 0.5812, loss: 0.5812 +2024-12-25 04:29:40,137 - pyskl - INFO - Epoch [64][300/2506] lr: 1.558e-02, eta: 15:11:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.5443, loss: 0.5443 +2024-12-25 04:30:04,329 - pyskl - INFO - Epoch [64][400/2506] lr: 1.557e-02, eta: 15:11:31, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.6704, loss: 0.6704 +2024-12-25 04:30:28,495 - pyskl - INFO - Epoch [64][500/2506] lr: 1.556e-02, eta: 15:11:05, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.6217, loss: 0.6217 +2024-12-25 04:30:52,654 - pyskl - INFO - Epoch [64][600/2506] lr: 1.555e-02, eta: 15:10:39, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.6775, loss: 0.6775 +2024-12-25 04:31:16,780 - pyskl - INFO - Epoch [64][700/2506] lr: 1.554e-02, eta: 15:10:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.6694, loss: 0.6694 +2024-12-25 04:31:40,859 - pyskl - INFO - Epoch [64][800/2506] lr: 1.553e-02, eta: 15:09:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 0.6750, loss: 0.6750 +2024-12-25 04:32:04,857 - pyskl - INFO - Epoch [64][900/2506] lr: 1.552e-02, eta: 15:09:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9862, loss_cls: 0.6370, loss: 0.6370 +2024-12-25 04:32:28,898 - pyskl - INFO - Epoch [64][1000/2506] lr: 1.551e-02, eta: 15:08:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9756, loss_cls: 0.6951, loss: 0.6951 +2024-12-25 04:32:52,906 - pyskl - INFO - Epoch [64][1100/2506] lr: 1.550e-02, eta: 15:08:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.6533, loss: 0.6533 +2024-12-25 04:33:16,955 - pyskl - INFO - Epoch [64][1200/2506] lr: 1.549e-02, eta: 15:07:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.6921, loss: 0.6921 +2024-12-25 04:33:40,985 - pyskl - INFO - Epoch [64][1300/2506] lr: 1.548e-02, eta: 15:07:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9838, loss_cls: 0.6660, loss: 0.6660 +2024-12-25 04:34:05,050 - pyskl - INFO - Epoch [64][1400/2506] lr: 1.547e-02, eta: 15:07:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6366, loss: 0.6366 +2024-12-25 04:34:29,056 - pyskl - INFO - Epoch [64][1500/2506] lr: 1.546e-02, eta: 15:06:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6594, loss: 0.6594 +2024-12-25 04:34:53,138 - pyskl - INFO - Epoch [64][1600/2506] lr: 1.545e-02, eta: 15:06:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6480, loss: 0.6480 +2024-12-25 04:35:17,242 - pyskl - INFO - Epoch [64][1700/2506] lr: 1.544e-02, eta: 15:05:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.6292, loss: 0.6292 +2024-12-25 04:35:41,380 - pyskl - INFO - Epoch [64][1800/2506] lr: 1.543e-02, eta: 15:05:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6425, loss: 0.6425 +2024-12-25 04:36:05,547 - pyskl - INFO - Epoch [64][1900/2506] lr: 1.542e-02, eta: 15:04:53, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.6673, loss: 0.6673 +2024-12-25 04:36:29,662 - pyskl - INFO - Epoch [64][2000/2506] lr: 1.541e-02, eta: 15:04:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6445, loss: 0.6445 +2024-12-25 04:36:53,867 - pyskl - INFO - Epoch [64][2100/2506] lr: 1.540e-02, eta: 15:04:00, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8562, top5_acc: 0.9806, loss_cls: 0.7199, loss: 0.7199 +2024-12-25 04:37:17,991 - pyskl - INFO - Epoch [64][2200/2506] lr: 1.539e-02, eta: 15:03:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6626, loss: 0.6626 +2024-12-25 04:37:42,089 - pyskl - INFO - Epoch [64][2300/2506] lr: 1.538e-02, eta: 15:03:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.7333, loss: 0.7333 +2024-12-25 04:38:06,179 - pyskl - INFO - Epoch [64][2400/2506] lr: 1.537e-02, eta: 15:02:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 0.6479, loss: 0.6479 +2024-12-25 04:38:30,314 - pyskl - INFO - Epoch [64][2500/2506] lr: 1.536e-02, eta: 15:02:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6271, loss: 0.6271 +2024-12-25 04:38:32,338 - pyskl - INFO - Saving checkpoint at 64 epochs +2024-12-25 04:39:55,480 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 04:39:55,546 - pyskl - INFO - +top1_acc 0.8461 +top5_acc 0.9760 +2024-12-25 04:39:55,550 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_60.pth was removed +2024-12-25 04:39:55,683 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_64.pth. +2024-12-25 04:39:55,683 - pyskl - INFO - Best top1_acc is 0.8461 at 64 epoch. +2024-12-25 04:39:55,686 - pyskl - INFO - Epoch(val) [64][1031] top1_acc: 0.8461, top5_acc: 0.9760 +2024-12-25 04:40:39,358 - pyskl - INFO - Epoch [65][100/2506] lr: 1.534e-02, eta: 15:02:11, time: 0.437, data_time: 0.191, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.6212, loss: 0.6212 +2024-12-25 04:41:03,475 - pyskl - INFO - Epoch [65][200/2506] lr: 1.533e-02, eta: 15:01:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.6605, loss: 0.6605 +2024-12-25 04:41:27,572 - pyskl - INFO - Epoch [65][300/2506] lr: 1.532e-02, eta: 15:01:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 0.6076, loss: 0.6076 +2024-12-25 04:41:51,747 - pyskl - INFO - Epoch [65][400/2506] lr: 1.531e-02, eta: 15:00:51, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9800, loss_cls: 0.6123, loss: 0.6123 +2024-12-25 04:42:15,853 - pyskl - INFO - Epoch [65][500/2506] lr: 1.530e-02, eta: 15:00:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6227, loss: 0.6227 +2024-12-25 04:42:39,971 - pyskl - INFO - Epoch [65][600/2506] lr: 1.529e-02, eta: 14:59:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.5952, loss: 0.5952 +2024-12-25 04:43:04,116 - pyskl - INFO - Epoch [65][700/2506] lr: 1.528e-02, eta: 14:59:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.6709, loss: 0.6709 +2024-12-25 04:43:28,214 - pyskl - INFO - Epoch [65][800/2506] lr: 1.527e-02, eta: 14:59:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.6404, loss: 0.6404 +2024-12-25 04:43:52,312 - pyskl - INFO - Epoch [65][900/2506] lr: 1.526e-02, eta: 14:58:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.6234, loss: 0.6234 +2024-12-25 04:44:16,407 - pyskl - INFO - Epoch [65][1000/2506] lr: 1.525e-02, eta: 14:58:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9850, loss_cls: 0.6097, loss: 0.6097 +2024-12-25 04:44:40,507 - pyskl - INFO - Epoch [65][1100/2506] lr: 1.524e-02, eta: 14:57:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9819, loss_cls: 0.6445, loss: 0.6445 +2024-12-25 04:45:04,585 - pyskl - INFO - Epoch [65][1200/2506] lr: 1.523e-02, eta: 14:57:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8525, top5_acc: 0.9788, loss_cls: 0.6782, loss: 0.6782 +2024-12-25 04:45:28,660 - pyskl - INFO - Epoch [65][1300/2506] lr: 1.522e-02, eta: 14:56:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.6134, loss: 0.6134 +2024-12-25 04:45:52,705 - pyskl - INFO - Epoch [65][1400/2506] lr: 1.521e-02, eta: 14:56:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9881, loss_cls: 0.5971, loss: 0.5971 +2024-12-25 04:46:16,791 - pyskl - INFO - Epoch [65][1500/2506] lr: 1.520e-02, eta: 14:56:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6408, loss: 0.6408 +2024-12-25 04:46:40,866 - pyskl - INFO - Epoch [65][1600/2506] lr: 1.519e-02, eta: 14:55:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9812, loss_cls: 0.6332, loss: 0.6332 +2024-12-25 04:47:04,929 - pyskl - INFO - Epoch [65][1700/2506] lr: 1.518e-02, eta: 14:55:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6717, loss: 0.6717 +2024-12-25 04:47:29,038 - pyskl - INFO - Epoch [65][1800/2506] lr: 1.517e-02, eta: 14:54:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6413, loss: 0.6413 +2024-12-25 04:47:53,129 - pyskl - INFO - Epoch [65][1900/2506] lr: 1.516e-02, eta: 14:54:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6397, loss: 0.6397 +2024-12-25 04:48:17,214 - pyskl - INFO - Epoch [65][2000/2506] lr: 1.515e-02, eta: 14:53:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9831, loss_cls: 0.6851, loss: 0.6851 +2024-12-25 04:48:41,337 - pyskl - INFO - Epoch [65][2100/2506] lr: 1.514e-02, eta: 14:53:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.6287, loss: 0.6287 +2024-12-25 04:49:05,431 - pyskl - INFO - Epoch [65][2200/2506] lr: 1.513e-02, eta: 14:52:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.6162, loss: 0.6162 +2024-12-25 04:49:29,517 - pyskl - INFO - Epoch [65][2300/2506] lr: 1.512e-02, eta: 14:52:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.6789, loss: 0.6789 +2024-12-25 04:49:53,649 - pyskl - INFO - Epoch [65][2400/2506] lr: 1.511e-02, eta: 14:52:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.7220, loss: 0.7220 +2024-12-25 04:50:17,754 - pyskl - INFO - Epoch [65][2500/2506] lr: 1.510e-02, eta: 14:51:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6914, loss: 0.6914 +2024-12-25 04:50:19,679 - pyskl - INFO - Saving checkpoint at 65 epochs +2024-12-25 04:51:42,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 04:51:42,528 - pyskl - INFO - +top1_acc 0.8345 +top5_acc 0.9755 +2024-12-25 04:51:42,531 - pyskl - INFO - Epoch(val) [65][1031] top1_acc: 0.8345, top5_acc: 0.9755 +2024-12-25 04:52:26,255 - pyskl - INFO - Epoch [66][100/2506] lr: 1.509e-02, eta: 14:51:31, time: 0.437, data_time: 0.192, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9812, loss_cls: 0.6584, loss: 0.6584 +2024-12-25 04:52:50,358 - pyskl - INFO - Epoch [66][200/2506] lr: 1.508e-02, eta: 14:51:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6224, loss: 0.6224 +2024-12-25 04:53:14,607 - pyskl - INFO - Epoch [66][300/2506] lr: 1.507e-02, eta: 14:50:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.6451, loss: 0.6451 +2024-12-25 04:53:38,842 - pyskl - INFO - Epoch [66][400/2506] lr: 1.506e-02, eta: 14:50:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6250, loss: 0.6250 +2024-12-25 04:54:02,916 - pyskl - INFO - Epoch [66][500/2506] lr: 1.505e-02, eta: 14:49:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 0.6667, loss: 0.6667 +2024-12-25 04:54:26,953 - pyskl - INFO - Epoch [66][600/2506] lr: 1.504e-02, eta: 14:49:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9831, loss_cls: 0.6410, loss: 0.6410 +2024-12-25 04:54:50,991 - pyskl - INFO - Epoch [66][700/2506] lr: 1.503e-02, eta: 14:48:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9850, loss_cls: 0.6313, loss: 0.6313 +2024-12-25 04:55:15,042 - pyskl - INFO - Epoch [66][800/2506] lr: 1.502e-02, eta: 14:48:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.6129, loss: 0.6129 +2024-12-25 04:55:39,079 - pyskl - INFO - Epoch [66][900/2506] lr: 1.501e-02, eta: 14:47:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.6620, loss: 0.6620 +2024-12-25 04:56:03,146 - pyskl - INFO - Epoch [66][1000/2506] lr: 1.500e-02, eta: 14:47:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9850, loss_cls: 0.5809, loss: 0.5809 +2024-12-25 04:56:27,242 - pyskl - INFO - Epoch [66][1100/2506] lr: 1.499e-02, eta: 14:47:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.6320, loss: 0.6320 +2024-12-25 04:56:51,353 - pyskl - INFO - Epoch [66][1200/2506] lr: 1.498e-02, eta: 14:46:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6438, loss: 0.6438 +2024-12-25 04:57:15,449 - pyskl - INFO - Epoch [66][1300/2506] lr: 1.497e-02, eta: 14:46:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9888, loss_cls: 0.6144, loss: 0.6144 +2024-12-25 04:57:39,555 - pyskl - INFO - Epoch [66][1400/2506] lr: 1.496e-02, eta: 14:45:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9825, loss_cls: 0.6106, loss: 0.6106 +2024-12-25 04:58:03,663 - pyskl - INFO - Epoch [66][1500/2506] lr: 1.495e-02, eta: 14:45:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5966, loss: 0.5966 +2024-12-25 04:58:27,708 - pyskl - INFO - Epoch [66][1600/2506] lr: 1.494e-02, eta: 14:44:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6184, loss: 0.6184 +2024-12-25 04:58:51,803 - pyskl - INFO - Epoch [66][1700/2506] lr: 1.493e-02, eta: 14:44:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9850, loss_cls: 0.5652, loss: 0.5652 +2024-12-25 04:59:15,891 - pyskl - INFO - Epoch [66][1800/2506] lr: 1.491e-02, eta: 14:44:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.6132, loss: 0.6132 +2024-12-25 04:59:39,963 - pyskl - INFO - Epoch [66][1900/2506] lr: 1.490e-02, eta: 14:43:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6384, loss: 0.6384 +2024-12-25 05:00:04,055 - pyskl - INFO - Epoch [66][2000/2506] lr: 1.489e-02, eta: 14:43:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9812, loss_cls: 0.6420, loss: 0.6420 +2024-12-25 05:00:28,167 - pyskl - INFO - Epoch [66][2100/2506] lr: 1.488e-02, eta: 14:42:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9794, loss_cls: 0.6965, loss: 0.6965 +2024-12-25 05:00:52,235 - pyskl - INFO - Epoch [66][2200/2506] lr: 1.487e-02, eta: 14:42:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.6895, loss: 0.6895 +2024-12-25 05:01:16,289 - pyskl - INFO - Epoch [66][2300/2506] lr: 1.486e-02, eta: 14:41:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 0.7164, loss: 0.7164 +2024-12-25 05:01:40,349 - pyskl - INFO - Epoch [66][2400/2506] lr: 1.485e-02, eta: 14:41:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.7002, loss: 0.7002 +2024-12-25 05:02:04,476 - pyskl - INFO - Epoch [66][2500/2506] lr: 1.484e-02, eta: 14:40:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8450, top5_acc: 0.9844, loss_cls: 0.6992, loss: 0.6992 +2024-12-25 05:02:06,417 - pyskl - INFO - Saving checkpoint at 66 epochs +2024-12-25 05:03:29,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 05:03:29,533 - pyskl - INFO - +top1_acc 0.8222 +top5_acc 0.9717 +2024-12-25 05:03:29,535 - pyskl - INFO - Epoch(val) [66][1031] top1_acc: 0.8222, top5_acc: 0.9717 +2024-12-25 05:04:13,432 - pyskl - INFO - Epoch [67][100/2506] lr: 1.483e-02, eta: 14:40:52, time: 0.439, data_time: 0.194, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9838, loss_cls: 0.5471, loss: 0.5471 +2024-12-25 05:04:37,535 - pyskl - INFO - Epoch [67][200/2506] lr: 1.482e-02, eta: 14:40:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5453, loss: 0.5453 +2024-12-25 05:05:01,678 - pyskl - INFO - Epoch [67][300/2506] lr: 1.481e-02, eta: 14:39:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9850, loss_cls: 0.5983, loss: 0.5983 +2024-12-25 05:05:25,781 - pyskl - INFO - Epoch [67][400/2506] lr: 1.480e-02, eta: 14:39:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.5702, loss: 0.5702 +2024-12-25 05:05:49,984 - pyskl - INFO - Epoch [67][500/2506] lr: 1.479e-02, eta: 14:39:06, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6555, loss: 0.6555 +2024-12-25 05:06:14,204 - pyskl - INFO - Epoch [67][600/2506] lr: 1.478e-02, eta: 14:38:40, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6004, loss: 0.6004 +2024-12-25 05:06:38,297 - pyskl - INFO - Epoch [67][700/2506] lr: 1.477e-02, eta: 14:38:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8550, top5_acc: 0.9838, loss_cls: 0.6791, loss: 0.6791 +2024-12-25 05:07:02,362 - pyskl - INFO - Epoch [67][800/2506] lr: 1.476e-02, eta: 14:37:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6545, loss: 0.6545 +2024-12-25 05:07:26,436 - pyskl - INFO - Epoch [67][900/2506] lr: 1.475e-02, eta: 14:37:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.6091, loss: 0.6091 +2024-12-25 05:07:50,580 - pyskl - INFO - Epoch [67][1000/2506] lr: 1.474e-02, eta: 14:36:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9862, loss_cls: 0.6345, loss: 0.6345 +2024-12-25 05:08:14,678 - pyskl - INFO - Epoch [67][1100/2506] lr: 1.473e-02, eta: 14:36:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9781, loss_cls: 0.6736, loss: 0.6736 +2024-12-25 05:08:38,707 - pyskl - INFO - Epoch [67][1200/2506] lr: 1.472e-02, eta: 14:36:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6152, loss: 0.6152 +2024-12-25 05:09:02,726 - pyskl - INFO - Epoch [67][1300/2506] lr: 1.471e-02, eta: 14:35:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6264, loss: 0.6264 +2024-12-25 05:09:26,746 - pyskl - INFO - Epoch [67][1400/2506] lr: 1.470e-02, eta: 14:35:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9825, loss_cls: 0.6249, loss: 0.6249 +2024-12-25 05:09:50,799 - pyskl - INFO - Epoch [67][1500/2506] lr: 1.469e-02, eta: 14:34:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.6286, loss: 0.6286 +2024-12-25 05:10:14,844 - pyskl - INFO - Epoch [67][1600/2506] lr: 1.468e-02, eta: 14:34:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6542, loss: 0.6542 +2024-12-25 05:10:38,948 - pyskl - INFO - Epoch [67][1700/2506] lr: 1.467e-02, eta: 14:33:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9831, loss_cls: 0.6674, loss: 0.6674 +2024-12-25 05:11:03,257 - pyskl - INFO - Epoch [67][1800/2506] lr: 1.466e-02, eta: 14:33:23, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9781, loss_cls: 0.6614, loss: 0.6614 +2024-12-25 05:11:27,367 - pyskl - INFO - Epoch [67][1900/2506] lr: 1.465e-02, eta: 14:32:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.6187, loss: 0.6187 +2024-12-25 05:11:51,539 - pyskl - INFO - Epoch [67][2000/2506] lr: 1.464e-02, eta: 14:32:31, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9756, loss_cls: 0.6633, loss: 0.6633 +2024-12-25 05:12:15,661 - pyskl - INFO - Epoch [67][2100/2506] lr: 1.463e-02, eta: 14:32:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9950, loss_cls: 0.5250, loss: 0.5250 +2024-12-25 05:12:39,774 - pyskl - INFO - Epoch [67][2200/2506] lr: 1.462e-02, eta: 14:31:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5993, loss: 0.5993 +2024-12-25 05:13:03,873 - pyskl - INFO - Epoch [67][2300/2506] lr: 1.461e-02, eta: 14:31:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6466, loss: 0.6466 +2024-12-25 05:13:27,990 - pyskl - INFO - Epoch [67][2400/2506] lr: 1.460e-02, eta: 14:30:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9831, loss_cls: 0.6229, loss: 0.6229 +2024-12-25 05:13:52,087 - pyskl - INFO - Epoch [67][2500/2506] lr: 1.459e-02, eta: 14:30:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6079, loss: 0.6079 +2024-12-25 05:13:54,035 - pyskl - INFO - Saving checkpoint at 67 epochs +2024-12-25 05:15:17,369 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 05:15:17,435 - pyskl - INFO - +top1_acc 0.8244 +top5_acc 0.9762 +2024-12-25 05:15:17,437 - pyskl - INFO - Epoch(val) [67][1031] top1_acc: 0.8244, top5_acc: 0.9762 +2024-12-25 05:16:01,503 - pyskl - INFO - Epoch [68][100/2506] lr: 1.457e-02, eta: 14:30:14, time: 0.441, data_time: 0.196, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.5262, loss: 0.5262 +2024-12-25 05:16:25,726 - pyskl - INFO - Epoch [68][200/2506] lr: 1.456e-02, eta: 14:29:48, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.6169, loss: 0.6169 +2024-12-25 05:16:49,839 - pyskl - INFO - Epoch [68][300/2506] lr: 1.455e-02, eta: 14:29:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9794, loss_cls: 0.6087, loss: 0.6087 +2024-12-25 05:17:13,954 - pyskl - INFO - Epoch [68][400/2506] lr: 1.454e-02, eta: 14:28:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9862, loss_cls: 0.5819, loss: 0.5819 +2024-12-25 05:17:38,054 - pyskl - INFO - Epoch [68][500/2506] lr: 1.453e-02, eta: 14:28:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.6840, loss: 0.6840 +2024-12-25 05:18:02,186 - pyskl - INFO - Epoch [68][600/2506] lr: 1.452e-02, eta: 14:28:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9875, loss_cls: 0.5862, loss: 0.5862 +2024-12-25 05:18:26,235 - pyskl - INFO - Epoch [68][700/2506] lr: 1.451e-02, eta: 14:27:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.6110, loss: 0.6110 +2024-12-25 05:18:50,257 - pyskl - INFO - Epoch [68][800/2506] lr: 1.450e-02, eta: 14:27:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9862, loss_cls: 0.6295, loss: 0.6295 +2024-12-25 05:19:14,370 - pyskl - INFO - Epoch [68][900/2506] lr: 1.449e-02, eta: 14:26:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 0.6601, loss: 0.6601 +2024-12-25 05:19:38,471 - pyskl - INFO - Epoch [68][1000/2506] lr: 1.448e-02, eta: 14:26:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.5986, loss: 0.5986 +2024-12-25 05:20:02,598 - pyskl - INFO - Epoch [68][1100/2506] lr: 1.447e-02, eta: 14:25:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.5897, loss: 0.5897 +2024-12-25 05:20:26,698 - pyskl - INFO - Epoch [68][1200/2506] lr: 1.446e-02, eta: 14:25:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5715, loss: 0.5715 +2024-12-25 05:20:50,849 - pyskl - INFO - Epoch [68][1300/2506] lr: 1.445e-02, eta: 14:24:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8675, top5_acc: 0.9850, loss_cls: 0.6462, loss: 0.6462 +2024-12-25 05:21:14,983 - pyskl - INFO - Epoch [68][1400/2506] lr: 1.444e-02, eta: 14:24:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9781, loss_cls: 0.6549, loss: 0.6549 +2024-12-25 05:21:39,090 - pyskl - INFO - Epoch [68][1500/2506] lr: 1.443e-02, eta: 14:24:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9856, loss_cls: 0.6710, loss: 0.6710 +2024-12-25 05:22:03,206 - pyskl - INFO - Epoch [68][1600/2506] lr: 1.442e-02, eta: 14:23:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5920, loss: 0.5920 +2024-12-25 05:22:27,360 - pyskl - INFO - Epoch [68][1700/2506] lr: 1.441e-02, eta: 14:23:13, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.6164, loss: 0.6164 +2024-12-25 05:22:51,526 - pyskl - INFO - Epoch [68][1800/2506] lr: 1.440e-02, eta: 14:22:46, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 0.6893, loss: 0.6893 +2024-12-25 05:23:15,683 - pyskl - INFO - Epoch [68][1900/2506] lr: 1.439e-02, eta: 14:22:20, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.6241, loss: 0.6241 +2024-12-25 05:23:39,842 - pyskl - INFO - Epoch [68][2000/2506] lr: 1.438e-02, eta: 14:21:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6550, loss: 0.6550 +2024-12-25 05:24:03,957 - pyskl - INFO - Epoch [68][2100/2506] lr: 1.437e-02, eta: 14:21:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.5674, loss: 0.5674 +2024-12-25 05:24:28,056 - pyskl - INFO - Epoch [68][2200/2506] lr: 1.436e-02, eta: 14:21:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.6994, loss: 0.6994 +2024-12-25 05:24:52,185 - pyskl - INFO - Epoch [68][2300/2506] lr: 1.435e-02, eta: 14:20:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.6242, loss: 0.6242 +2024-12-25 05:25:16,342 - pyskl - INFO - Epoch [68][2400/2506] lr: 1.434e-02, eta: 14:20:09, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9825, loss_cls: 0.6018, loss: 0.6018 +2024-12-25 05:25:40,518 - pyskl - INFO - Epoch [68][2500/2506] lr: 1.433e-02, eta: 14:19:42, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.6396, loss: 0.6396 +2024-12-25 05:25:42,445 - pyskl - INFO - Saving checkpoint at 68 epochs +2024-12-25 05:27:05,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 05:27:05,289 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9773 +2024-12-25 05:27:05,294 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_64.pth was removed +2024-12-25 05:27:05,426 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_68.pth. +2024-12-25 05:27:05,427 - pyskl - INFO - Best top1_acc is 0.8464 at 68 epoch. +2024-12-25 05:27:05,429 - pyskl - INFO - Epoch(val) [68][1031] top1_acc: 0.8464, top5_acc: 0.9773 +2024-12-25 05:27:49,498 - pyskl - INFO - Epoch [69][100/2506] lr: 1.432e-02, eta: 14:19:37, time: 0.441, data_time: 0.196, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5310, loss: 0.5310 +2024-12-25 05:28:13,590 - pyskl - INFO - Epoch [69][200/2506] lr: 1.431e-02, eta: 14:19:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 0.5985, loss: 0.5985 +2024-12-25 05:28:37,805 - pyskl - INFO - Epoch [69][300/2506] lr: 1.430e-02, eta: 14:18:44, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.5713, loss: 0.5713 +2024-12-25 05:29:02,013 - pyskl - INFO - Epoch [69][400/2506] lr: 1.428e-02, eta: 14:18:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.6352, loss: 0.6352 +2024-12-25 05:29:26,172 - pyskl - INFO - Epoch [69][500/2506] lr: 1.427e-02, eta: 14:17:52, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9794, loss_cls: 0.5744, loss: 0.5744 +2024-12-25 05:29:50,286 - pyskl - INFO - Epoch [69][600/2506] lr: 1.426e-02, eta: 14:17:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5679, loss: 0.5679 +2024-12-25 05:30:14,382 - pyskl - INFO - Epoch [69][700/2506] lr: 1.425e-02, eta: 14:16:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.6242, loss: 0.6242 +2024-12-25 05:30:38,434 - pyskl - INFO - Epoch [69][800/2506] lr: 1.424e-02, eta: 14:16:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5975, loss: 0.5975 +2024-12-25 05:31:02,571 - pyskl - INFO - Epoch [69][900/2506] lr: 1.423e-02, eta: 14:16:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.6148, loss: 0.6148 +2024-12-25 05:31:26,698 - pyskl - INFO - Epoch [69][1000/2506] lr: 1.422e-02, eta: 14:15:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.5487, loss: 0.5487 +2024-12-25 05:31:50,858 - pyskl - INFO - Epoch [69][1100/2506] lr: 1.421e-02, eta: 14:15:14, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5549, loss: 0.5549 +2024-12-25 05:32:14,960 - pyskl - INFO - Epoch [69][1200/2506] lr: 1.420e-02, eta: 14:14:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5547, loss: 0.5547 +2024-12-25 05:32:39,029 - pyskl - INFO - Epoch [69][1300/2506] lr: 1.419e-02, eta: 14:14:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.6266, loss: 0.6266 +2024-12-25 05:33:03,107 - pyskl - INFO - Epoch [69][1400/2506] lr: 1.418e-02, eta: 14:13:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.6159, loss: 0.6159 +2024-12-25 05:33:27,119 - pyskl - INFO - Epoch [69][1500/2506] lr: 1.417e-02, eta: 14:13:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9831, loss_cls: 0.6091, loss: 0.6091 +2024-12-25 05:33:51,190 - pyskl - INFO - Epoch [69][1600/2506] lr: 1.416e-02, eta: 14:13:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6666, loss: 0.6666 +2024-12-25 05:34:15,248 - pyskl - INFO - Epoch [69][1700/2506] lr: 1.415e-02, eta: 14:12:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.6272, loss: 0.6272 +2024-12-25 05:34:39,340 - pyskl - INFO - Epoch [69][1800/2506] lr: 1.414e-02, eta: 14:12:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6408, loss: 0.6408 +2024-12-25 05:35:03,433 - pyskl - INFO - Epoch [69][1900/2506] lr: 1.413e-02, eta: 14:11:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6349, loss: 0.6349 +2024-12-25 05:35:27,499 - pyskl - INFO - Epoch [69][2000/2506] lr: 1.412e-02, eta: 14:11:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.6554, loss: 0.6554 +2024-12-25 05:35:51,562 - pyskl - INFO - Epoch [69][2100/2506] lr: 1.411e-02, eta: 14:10:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8594, top5_acc: 0.9850, loss_cls: 0.6603, loss: 0.6603 +2024-12-25 05:36:15,622 - pyskl - INFO - Epoch [69][2200/2506] lr: 1.410e-02, eta: 14:10:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.5559, loss: 0.5559 +2024-12-25 05:36:39,687 - pyskl - INFO - Epoch [69][2300/2506] lr: 1.409e-02, eta: 14:09:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.6009, loss: 0.6009 +2024-12-25 05:37:03,753 - pyskl - INFO - Epoch [69][2400/2506] lr: 1.408e-02, eta: 14:09:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6371, loss: 0.6371 +2024-12-25 05:37:27,810 - pyskl - INFO - Epoch [69][2500/2506] lr: 1.407e-02, eta: 14:09:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6292, loss: 0.6292 +2024-12-25 05:37:29,766 - pyskl - INFO - Saving checkpoint at 69 epochs +2024-12-25 05:38:52,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 05:38:52,869 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9794 +2024-12-25 05:38:52,874 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_68.pth was removed +2024-12-25 05:38:53,009 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_69.pth. +2024-12-25 05:38:53,009 - pyskl - INFO - Best top1_acc is 0.8524 at 69 epoch. +2024-12-25 05:38:53,012 - pyskl - INFO - Epoch(val) [69][1031] top1_acc: 0.8524, top5_acc: 0.9794 +2024-12-25 05:39:37,433 - pyskl - INFO - Epoch [70][100/2506] lr: 1.406e-02, eta: 14:09:00, time: 0.444, data_time: 0.199, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5887, loss: 0.5887 +2024-12-25 05:40:01,500 - pyskl - INFO - Epoch [70][200/2506] lr: 1.405e-02, eta: 14:08:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.5490, loss: 0.5490 +2024-12-25 05:40:25,614 - pyskl - INFO - Epoch [70][300/2506] lr: 1.404e-02, eta: 14:08:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9912, loss_cls: 0.5266, loss: 0.5266 +2024-12-25 05:40:49,702 - pyskl - INFO - Epoch [70][400/2506] lr: 1.403e-02, eta: 14:07:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6069, loss: 0.6069 +2024-12-25 05:41:13,742 - pyskl - INFO - Epoch [70][500/2506] lr: 1.401e-02, eta: 14:07:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9844, loss_cls: 0.5654, loss: 0.5654 +2024-12-25 05:41:37,811 - pyskl - INFO - Epoch [70][600/2506] lr: 1.400e-02, eta: 14:06:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5600, loss: 0.5600 +2024-12-25 05:42:01,880 - pyskl - INFO - Epoch [70][700/2506] lr: 1.399e-02, eta: 14:06:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5541, loss: 0.5541 +2024-12-25 05:42:25,997 - pyskl - INFO - Epoch [70][800/2506] lr: 1.398e-02, eta: 14:05:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9831, loss_cls: 0.6422, loss: 0.6422 +2024-12-25 05:42:50,118 - pyskl - INFO - Epoch [70][900/2506] lr: 1.397e-02, eta: 14:05:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9888, loss_cls: 0.6190, loss: 0.6190 +2024-12-25 05:43:14,275 - pyskl - INFO - Epoch [70][1000/2506] lr: 1.396e-02, eta: 14:05:03, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5845, loss: 0.5845 +2024-12-25 05:43:38,383 - pyskl - INFO - Epoch [70][1100/2506] lr: 1.395e-02, eta: 14:04:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8581, top5_acc: 0.9856, loss_cls: 0.6748, loss: 0.6748 +2024-12-25 05:44:02,440 - pyskl - INFO - Epoch [70][1200/2506] lr: 1.394e-02, eta: 14:04:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 0.5982, loss: 0.5982 +2024-12-25 05:44:26,569 - pyskl - INFO - Epoch [70][1300/2506] lr: 1.393e-02, eta: 14:03:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9806, loss_cls: 0.6352, loss: 0.6352 +2024-12-25 05:44:50,624 - pyskl - INFO - Epoch [70][1400/2506] lr: 1.392e-02, eta: 14:03:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5727, loss: 0.5727 +2024-12-25 05:45:14,729 - pyskl - INFO - Epoch [70][1500/2506] lr: 1.391e-02, eta: 14:02:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.5872, loss: 0.5872 +2024-12-25 05:45:38,888 - pyskl - INFO - Epoch [70][1600/2506] lr: 1.390e-02, eta: 14:02:26, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6677, loss: 0.6677 +2024-12-25 05:46:03,025 - pyskl - INFO - Epoch [70][1700/2506] lr: 1.389e-02, eta: 14:02:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9781, loss_cls: 0.6555, loss: 0.6555 +2024-12-25 05:46:27,200 - pyskl - INFO - Epoch [70][1800/2506] lr: 1.388e-02, eta: 14:01:33, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.5940, loss: 0.5940 +2024-12-25 05:46:51,274 - pyskl - INFO - Epoch [70][1900/2506] lr: 1.387e-02, eta: 14:01:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.6004, loss: 0.6004 +2024-12-25 05:47:15,404 - pyskl - INFO - Epoch [70][2000/2506] lr: 1.386e-02, eta: 14:00:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.7023, loss: 0.7023 +2024-12-25 05:47:39,534 - pyskl - INFO - Epoch [70][2100/2506] lr: 1.385e-02, eta: 14:00:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.5956, loss: 0.5956 +2024-12-25 05:48:03,626 - pyskl - INFO - Epoch [70][2200/2506] lr: 1.384e-02, eta: 13:59:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9850, loss_cls: 0.5984, loss: 0.5984 +2024-12-25 05:48:27,728 - pyskl - INFO - Epoch [70][2300/2506] lr: 1.383e-02, eta: 13:59:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5664, loss: 0.5664 +2024-12-25 05:48:51,806 - pyskl - INFO - Epoch [70][2400/2506] lr: 1.382e-02, eta: 13:58:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6797, loss: 0.6797 +2024-12-25 05:49:15,873 - pyskl - INFO - Epoch [70][2500/2506] lr: 1.381e-02, eta: 13:58:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6617, loss: 0.6617 +2024-12-25 05:49:17,831 - pyskl - INFO - Saving checkpoint at 70 epochs +2024-12-25 05:50:40,637 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 05:50:40,703 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9782 +2024-12-25 05:50:40,707 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_69.pth was removed +2024-12-25 05:50:40,842 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2024-12-25 05:50:40,842 - pyskl - INFO - Best top1_acc is 0.8526 at 70 epoch. +2024-12-25 05:50:40,844 - pyskl - INFO - Epoch(val) [70][1031] top1_acc: 0.8526, top5_acc: 0.9782 +2024-12-25 05:51:24,901 - pyskl - INFO - Epoch [71][100/2506] lr: 1.380e-02, eta: 13:58:23, time: 0.441, data_time: 0.194, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9862, loss_cls: 0.5711, loss: 0.5711 +2024-12-25 05:51:49,098 - pyskl - INFO - Epoch [71][200/2506] lr: 1.379e-02, eta: 13:57:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9838, loss_cls: 0.6085, loss: 0.6085 +2024-12-25 05:52:13,209 - pyskl - INFO - Epoch [71][300/2506] lr: 1.378e-02, eta: 13:57:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5273, loss: 0.5273 +2024-12-25 05:52:37,269 - pyskl - INFO - Epoch [71][400/2506] lr: 1.377e-02, eta: 13:57:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.6288, loss: 0.6288 +2024-12-25 05:53:01,330 - pyskl - INFO - Epoch [71][500/2506] lr: 1.375e-02, eta: 13:56:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.5726, loss: 0.5726 +2024-12-25 05:53:25,360 - pyskl - INFO - Epoch [71][600/2506] lr: 1.374e-02, eta: 13:56:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.6342, loss: 0.6342 +2024-12-25 05:53:49,408 - pyskl - INFO - Epoch [71][700/2506] lr: 1.373e-02, eta: 13:55:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9900, loss_cls: 0.5742, loss: 0.5742 +2024-12-25 05:54:13,474 - pyskl - INFO - Epoch [71][800/2506] lr: 1.372e-02, eta: 13:55:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6116, loss: 0.6116 +2024-12-25 05:54:37,540 - pyskl - INFO - Epoch [71][900/2506] lr: 1.371e-02, eta: 13:54:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9862, loss_cls: 0.5680, loss: 0.5680 +2024-12-25 05:55:01,613 - pyskl - INFO - Epoch [71][1000/2506] lr: 1.370e-02, eta: 13:54:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9844, loss_cls: 0.6734, loss: 0.6734 +2024-12-25 05:55:25,703 - pyskl - INFO - Epoch [71][1100/2506] lr: 1.369e-02, eta: 13:54:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6188, loss: 0.6188 +2024-12-25 05:55:49,756 - pyskl - INFO - Epoch [71][1200/2506] lr: 1.368e-02, eta: 13:53:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5770, loss: 0.5770 +2024-12-25 05:56:13,804 - pyskl - INFO - Epoch [71][1300/2506] lr: 1.367e-02, eta: 13:53:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.5802, loss: 0.5802 +2024-12-25 05:56:37,891 - pyskl - INFO - Epoch [71][1400/2506] lr: 1.366e-02, eta: 13:52:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8662, top5_acc: 0.9881, loss_cls: 0.6301, loss: 0.6301 +2024-12-25 05:57:02,107 - pyskl - INFO - Epoch [71][1500/2506] lr: 1.365e-02, eta: 13:52:15, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9912, loss_cls: 0.5723, loss: 0.5723 +2024-12-25 05:57:26,285 - pyskl - INFO - Epoch [71][1600/2506] lr: 1.364e-02, eta: 13:51:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9806, loss_cls: 0.6317, loss: 0.6317 +2024-12-25 05:57:50,370 - pyskl - INFO - Epoch [71][1700/2506] lr: 1.363e-02, eta: 13:51:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.6018, loss: 0.6018 +2024-12-25 05:58:14,459 - pyskl - INFO - Epoch [71][1800/2506] lr: 1.362e-02, eta: 13:50:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5775, loss: 0.5775 +2024-12-25 05:58:38,543 - pyskl - INFO - Epoch [71][1900/2506] lr: 1.361e-02, eta: 13:50:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8669, top5_acc: 0.9881, loss_cls: 0.6566, loss: 0.6566 +2024-12-25 05:59:02,587 - pyskl - INFO - Epoch [71][2000/2506] lr: 1.360e-02, eta: 13:50:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5714, loss: 0.5714 +2024-12-25 05:59:26,668 - pyskl - INFO - Epoch [71][2100/2506] lr: 1.359e-02, eta: 13:49:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9838, loss_cls: 0.6188, loss: 0.6188 +2024-12-25 05:59:50,779 - pyskl - INFO - Epoch [71][2200/2506] lr: 1.358e-02, eta: 13:49:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.6151, loss: 0.6151 +2024-12-25 06:00:14,849 - pyskl - INFO - Epoch [71][2300/2506] lr: 1.357e-02, eta: 13:48:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9875, loss_cls: 0.6135, loss: 0.6135 +2024-12-25 06:00:38,924 - pyskl - INFO - Epoch [71][2400/2506] lr: 1.356e-02, eta: 13:48:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8694, top5_acc: 0.9856, loss_cls: 0.6397, loss: 0.6397 +2024-12-25 06:01:03,008 - pyskl - INFO - Epoch [71][2500/2506] lr: 1.355e-02, eta: 13:47:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.5799, loss: 0.5799 +2024-12-25 06:01:04,953 - pyskl - INFO - Saving checkpoint at 71 epochs +2024-12-25 06:02:28,097 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 06:02:28,163 - pyskl - INFO - +top1_acc 0.8502 +top5_acc 0.9771 +2024-12-25 06:02:28,165 - pyskl - INFO - Epoch(val) [71][1031] top1_acc: 0.8502, top5_acc: 0.9771 +2024-12-25 06:03:12,643 - pyskl - INFO - Epoch [72][100/2506] lr: 1.354e-02, eta: 13:47:47, time: 0.445, data_time: 0.200, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5327, loss: 0.5327 +2024-12-25 06:03:36,737 - pyskl - INFO - Epoch [72][200/2506] lr: 1.353e-02, eta: 13:47:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5531, loss: 0.5531 +2024-12-25 06:04:00,921 - pyskl - INFO - Epoch [72][300/2506] lr: 1.351e-02, eta: 13:46:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9894, loss_cls: 0.5808, loss: 0.5808 +2024-12-25 06:04:25,003 - pyskl - INFO - Epoch [72][400/2506] lr: 1.350e-02, eta: 13:46:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5169, loss: 0.5169 +2024-12-25 06:04:49,079 - pyskl - INFO - Epoch [72][500/2506] lr: 1.349e-02, eta: 13:46:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.6054, loss: 0.6054 +2024-12-25 06:05:13,263 - pyskl - INFO - Epoch [72][600/2506] lr: 1.348e-02, eta: 13:45:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.6221, loss: 0.6221 +2024-12-25 06:05:37,346 - pyskl - INFO - Epoch [72][700/2506] lr: 1.347e-02, eta: 13:45:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.6048, loss: 0.6048 +2024-12-25 06:06:01,405 - pyskl - INFO - Epoch [72][800/2506] lr: 1.346e-02, eta: 13:44:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.6266, loss: 0.6266 +2024-12-25 06:06:25,527 - pyskl - INFO - Epoch [72][900/2506] lr: 1.345e-02, eta: 13:44:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.5741, loss: 0.5741 +2024-12-25 06:06:49,599 - pyskl - INFO - Epoch [72][1000/2506] lr: 1.344e-02, eta: 13:43:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5537, loss: 0.5537 +2024-12-25 06:07:13,726 - pyskl - INFO - Epoch [72][1100/2506] lr: 1.343e-02, eta: 13:43:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9819, loss_cls: 0.5834, loss: 0.5834 +2024-12-25 06:07:37,798 - pyskl - INFO - Epoch [72][1200/2506] lr: 1.342e-02, eta: 13:42:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 0.5615, loss: 0.5615 +2024-12-25 06:08:01,939 - pyskl - INFO - Epoch [72][1300/2506] lr: 1.341e-02, eta: 13:42:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9900, loss_cls: 0.5758, loss: 0.5758 +2024-12-25 06:08:26,173 - pyskl - INFO - Epoch [72][1400/2506] lr: 1.340e-02, eta: 13:42:06, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5750, loss: 0.5750 +2024-12-25 06:08:50,244 - pyskl - INFO - Epoch [72][1500/2506] lr: 1.339e-02, eta: 13:41:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.6272, loss: 0.6272 +2024-12-25 06:09:14,342 - pyskl - INFO - Epoch [72][1600/2506] lr: 1.338e-02, eta: 13:41:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.5866, loss: 0.5866 +2024-12-25 06:09:38,425 - pyskl - INFO - Epoch [72][1700/2506] lr: 1.337e-02, eta: 13:40:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6593, loss: 0.6593 +2024-12-25 06:10:02,500 - pyskl - INFO - Epoch [72][1800/2506] lr: 1.336e-02, eta: 13:40:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9844, loss_cls: 0.6040, loss: 0.6040 +2024-12-25 06:10:26,559 - pyskl - INFO - Epoch [72][1900/2506] lr: 1.335e-02, eta: 13:39:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.5797, loss: 0.5797 +2024-12-25 06:10:50,625 - pyskl - INFO - Epoch [72][2000/2506] lr: 1.334e-02, eta: 13:39:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5894, loss: 0.5894 +2024-12-25 06:11:14,716 - pyskl - INFO - Epoch [72][2100/2506] lr: 1.333e-02, eta: 13:39:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.6588, loss: 0.6588 +2024-12-25 06:11:38,805 - pyskl - INFO - Epoch [72][2200/2506] lr: 1.332e-02, eta: 13:38:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.5923, loss: 0.5923 +2024-12-25 06:12:02,959 - pyskl - INFO - Epoch [72][2300/2506] lr: 1.331e-02, eta: 13:38:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5987, loss: 0.5987 +2024-12-25 06:12:27,083 - pyskl - INFO - Epoch [72][2400/2506] lr: 1.330e-02, eta: 13:37:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.6016, loss: 0.6016 +2024-12-25 06:12:51,176 - pyskl - INFO - Epoch [72][2500/2506] lr: 1.329e-02, eta: 13:37:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9850, loss_cls: 0.5525, loss: 0.5525 +2024-12-25 06:12:53,086 - pyskl - INFO - Saving checkpoint at 72 epochs +2024-12-25 06:14:15,956 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 06:14:16,023 - pyskl - INFO - +top1_acc 0.8214 +top5_acc 0.9755 +2024-12-25 06:14:16,025 - pyskl - INFO - Epoch(val) [72][1031] top1_acc: 0.8214, top5_acc: 0.9755 +2024-12-25 06:15:00,264 - pyskl - INFO - Epoch [73][100/2506] lr: 1.327e-02, eta: 13:37:11, time: 0.442, data_time: 0.197, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9825, loss_cls: 0.5478, loss: 0.5478 +2024-12-25 06:15:24,451 - pyskl - INFO - Epoch [73][200/2506] lr: 1.326e-02, eta: 13:36:45, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9888, loss_cls: 0.5752, loss: 0.5752 +2024-12-25 06:15:48,628 - pyskl - INFO - Epoch [73][300/2506] lr: 1.325e-02, eta: 13:36:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9912, loss_cls: 0.5606, loss: 0.5606 +2024-12-25 06:16:12,777 - pyskl - INFO - Epoch [73][400/2506] lr: 1.324e-02, eta: 13:35:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.5627, loss: 0.5627 +2024-12-25 06:16:36,886 - pyskl - INFO - Epoch [73][500/2506] lr: 1.323e-02, eta: 13:35:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5341, loss: 0.5341 +2024-12-25 06:17:01,049 - pyskl - INFO - Epoch [73][600/2506] lr: 1.322e-02, eta: 13:35:00, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.5671, loss: 0.5671 +2024-12-25 06:17:25,253 - pyskl - INFO - Epoch [73][700/2506] lr: 1.321e-02, eta: 13:34:34, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6348, loss: 0.6348 +2024-12-25 06:17:49,365 - pyskl - INFO - Epoch [73][800/2506] lr: 1.320e-02, eta: 13:34:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.5549, loss: 0.5549 +2024-12-25 06:18:13,484 - pyskl - INFO - Epoch [73][900/2506] lr: 1.319e-02, eta: 13:33:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.5869, loss: 0.5869 +2024-12-25 06:18:37,623 - pyskl - INFO - Epoch [73][1000/2506] lr: 1.318e-02, eta: 13:33:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 0.5852, loss: 0.5852 +2024-12-25 06:19:01,820 - pyskl - INFO - Epoch [73][1100/2506] lr: 1.317e-02, eta: 13:32:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6020, loss: 0.6020 +2024-12-25 06:19:26,000 - pyskl - INFO - Epoch [73][1200/2506] lr: 1.316e-02, eta: 13:32:24, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9875, loss_cls: 0.5851, loss: 0.5851 +2024-12-25 06:19:50,196 - pyskl - INFO - Epoch [73][1300/2506] lr: 1.315e-02, eta: 13:31:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9900, loss_cls: 0.5654, loss: 0.5654 +2024-12-25 06:20:14,399 - pyskl - INFO - Epoch [73][1400/2506] lr: 1.314e-02, eta: 13:31:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5505, loss: 0.5505 +2024-12-25 06:20:38,591 - pyskl - INFO - Epoch [73][1500/2506] lr: 1.313e-02, eta: 13:31:06, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.5516, loss: 0.5516 +2024-12-25 06:21:02,627 - pyskl - INFO - Epoch [73][1600/2506] lr: 1.312e-02, eta: 13:30:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9869, loss_cls: 0.5951, loss: 0.5951 +2024-12-25 06:21:26,725 - pyskl - INFO - Epoch [73][1700/2506] lr: 1.311e-02, eta: 13:30:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.5796, loss: 0.5796 +2024-12-25 06:21:50,902 - pyskl - INFO - Epoch [73][1800/2506] lr: 1.310e-02, eta: 13:29:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.6006, loss: 0.6006 +2024-12-25 06:22:15,006 - pyskl - INFO - Epoch [73][1900/2506] lr: 1.309e-02, eta: 13:29:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.6357, loss: 0.6357 +2024-12-25 06:22:39,170 - pyskl - INFO - Epoch [73][2000/2506] lr: 1.308e-02, eta: 13:28:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 0.5858, loss: 0.5858 +2024-12-25 06:23:03,440 - pyskl - INFO - Epoch [73][2100/2506] lr: 1.307e-02, eta: 13:28:29, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.6108, loss: 0.6108 +2024-12-25 06:23:27,568 - pyskl - INFO - Epoch [73][2200/2506] lr: 1.306e-02, eta: 13:28:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9800, loss_cls: 0.5739, loss: 0.5739 +2024-12-25 06:23:51,731 - pyskl - INFO - Epoch [73][2300/2506] lr: 1.305e-02, eta: 13:27:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5994, loss: 0.5994 +2024-12-25 06:24:15,954 - pyskl - INFO - Epoch [73][2400/2506] lr: 1.303e-02, eta: 13:27:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.5894, loss: 0.5894 +2024-12-25 06:24:40,134 - pyskl - INFO - Epoch [73][2500/2506] lr: 1.302e-02, eta: 13:26:45, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6320, loss: 0.6320 +2024-12-25 06:24:42,107 - pyskl - INFO - Saving checkpoint at 73 epochs +2024-12-25 06:26:05,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 06:26:05,518 - pyskl - INFO - +top1_acc 0.8479 +top5_acc 0.9773 +2024-12-25 06:26:05,520 - pyskl - INFO - Epoch(val) [73][1031] top1_acc: 0.8479, top5_acc: 0.9773 +2024-12-25 06:26:49,985 - pyskl - INFO - Epoch [74][100/2506] lr: 1.301e-02, eta: 13:26:37, time: 0.445, data_time: 0.199, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.5050, loss: 0.5050 +2024-12-25 06:27:14,090 - pyskl - INFO - Epoch [74][200/2506] lr: 1.300e-02, eta: 13:26:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5229, loss: 0.5229 +2024-12-25 06:27:38,193 - pyskl - INFO - Epoch [74][300/2506] lr: 1.299e-02, eta: 13:25:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5751, loss: 0.5751 +2024-12-25 06:28:02,331 - pyskl - INFO - Epoch [74][400/2506] lr: 1.298e-02, eta: 13:25:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5841, loss: 0.5841 +2024-12-25 06:28:26,459 - pyskl - INFO - Epoch [74][500/2506] lr: 1.297e-02, eta: 13:24:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5219, loss: 0.5219 +2024-12-25 06:28:50,587 - pyskl - INFO - Epoch [74][600/2506] lr: 1.296e-02, eta: 13:24:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.6725, loss: 0.6725 +2024-12-25 06:29:14,754 - pyskl - INFO - Epoch [74][700/2506] lr: 1.295e-02, eta: 13:24:00, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.5219, loss: 0.5219 +2024-12-25 06:29:38,875 - pyskl - INFO - Epoch [74][800/2506] lr: 1.294e-02, eta: 13:23:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.5608, loss: 0.5608 +2024-12-25 06:30:02,861 - pyskl - INFO - Epoch [74][900/2506] lr: 1.293e-02, eta: 13:23:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.5018, loss: 0.5018 +2024-12-25 06:30:26,882 - pyskl - INFO - Epoch [74][1000/2506] lr: 1.292e-02, eta: 13:22:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.6160, loss: 0.6160 +2024-12-25 06:30:50,920 - pyskl - INFO - Epoch [74][1100/2506] lr: 1.291e-02, eta: 13:22:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.5931, loss: 0.5931 +2024-12-25 06:31:14,962 - pyskl - INFO - Epoch [74][1200/2506] lr: 1.290e-02, eta: 13:21:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8681, top5_acc: 0.9850, loss_cls: 0.6517, loss: 0.6517 +2024-12-25 06:31:38,991 - pyskl - INFO - Epoch [74][1300/2506] lr: 1.289e-02, eta: 13:21:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.6359, loss: 0.6359 +2024-12-25 06:32:03,191 - pyskl - INFO - Epoch [74][1400/2506] lr: 1.288e-02, eta: 13:20:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.6024, loss: 0.6024 +2024-12-25 06:32:27,291 - pyskl - INFO - Epoch [74][1500/2506] lr: 1.287e-02, eta: 13:20:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.5539, loss: 0.5539 +2024-12-25 06:32:51,385 - pyskl - INFO - Epoch [74][1600/2506] lr: 1.286e-02, eta: 13:20:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.5363, loss: 0.5363 +2024-12-25 06:33:15,478 - pyskl - INFO - Epoch [74][1700/2506] lr: 1.285e-02, eta: 13:19:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9831, loss_cls: 0.5869, loss: 0.5869 +2024-12-25 06:33:39,515 - pyskl - INFO - Epoch [74][1800/2506] lr: 1.284e-02, eta: 13:19:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9838, loss_cls: 0.6157, loss: 0.6157 +2024-12-25 06:34:03,574 - pyskl - INFO - Epoch [74][1900/2506] lr: 1.283e-02, eta: 13:18:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8756, top5_acc: 0.9825, loss_cls: 0.6128, loss: 0.6128 +2024-12-25 06:34:27,648 - pyskl - INFO - Epoch [74][2000/2506] lr: 1.281e-02, eta: 13:18:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9919, loss_cls: 0.5304, loss: 0.5304 +2024-12-25 06:34:51,760 - pyskl - INFO - Epoch [74][2100/2506] lr: 1.280e-02, eta: 13:17:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.6148, loss: 0.6148 +2024-12-25 06:35:15,901 - pyskl - INFO - Epoch [74][2200/2506] lr: 1.279e-02, eta: 13:17:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.5985, loss: 0.5985 +2024-12-25 06:35:40,005 - pyskl - INFO - Epoch [74][2300/2506] lr: 1.278e-02, eta: 13:17:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.6200, loss: 0.6200 +2024-12-25 06:36:04,043 - pyskl - INFO - Epoch [74][2400/2506] lr: 1.277e-02, eta: 13:16:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.5713, loss: 0.5713 +2024-12-25 06:36:28,047 - pyskl - INFO - Epoch [74][2500/2506] lr: 1.276e-02, eta: 13:16:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9838, loss_cls: 0.5608, loss: 0.5608 +2024-12-25 06:36:30,017 - pyskl - INFO - Saving checkpoint at 74 epochs +2024-12-25 06:37:53,275 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 06:37:53,341 - pyskl - INFO - +top1_acc 0.8273 +top5_acc 0.9739 +2024-12-25 06:37:53,344 - pyskl - INFO - Epoch(val) [74][1031] top1_acc: 0.8273, top5_acc: 0.9739 +2024-12-25 06:38:37,189 - pyskl - INFO - Epoch [75][100/2506] lr: 1.275e-02, eta: 13:16:01, time: 0.438, data_time: 0.194, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9862, loss_cls: 0.5448, loss: 0.5448 +2024-12-25 06:39:01,219 - pyskl - INFO - Epoch [75][200/2506] lr: 1.274e-02, eta: 13:15:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.5334, loss: 0.5334 +2024-12-25 06:39:25,356 - pyskl - INFO - Epoch [75][300/2506] lr: 1.273e-02, eta: 13:15:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.5127, loss: 0.5127 +2024-12-25 06:39:49,508 - pyskl - INFO - Epoch [75][400/2506] lr: 1.272e-02, eta: 13:14:43, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.5330, loss: 0.5330 +2024-12-25 06:40:13,550 - pyskl - INFO - Epoch [75][500/2506] lr: 1.271e-02, eta: 13:14:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.5425, loss: 0.5425 +2024-12-25 06:40:37,625 - pyskl - INFO - Epoch [75][600/2506] lr: 1.270e-02, eta: 13:13:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5178, loss: 0.5178 +2024-12-25 06:41:01,659 - pyskl - INFO - Epoch [75][700/2506] lr: 1.269e-02, eta: 13:13:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.5053, loss: 0.5053 +2024-12-25 06:41:25,669 - pyskl - INFO - Epoch [75][800/2506] lr: 1.268e-02, eta: 13:12:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5429, loss: 0.5429 +2024-12-25 06:41:49,692 - pyskl - INFO - Epoch [75][900/2506] lr: 1.267e-02, eta: 13:12:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.5972, loss: 0.5972 +2024-12-25 06:42:13,689 - pyskl - INFO - Epoch [75][1000/2506] lr: 1.266e-02, eta: 13:12:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9875, loss_cls: 0.5416, loss: 0.5416 +2024-12-25 06:42:37,694 - pyskl - INFO - Epoch [75][1100/2506] lr: 1.265e-02, eta: 13:11:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9838, loss_cls: 0.5657, loss: 0.5657 +2024-12-25 06:43:01,694 - pyskl - INFO - Epoch [75][1200/2506] lr: 1.264e-02, eta: 13:11:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.6094, loss: 0.6094 +2024-12-25 06:43:25,711 - pyskl - INFO - Epoch [75][1300/2506] lr: 1.263e-02, eta: 13:10:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.5959, loss: 0.5959 +2024-12-25 06:43:49,746 - pyskl - INFO - Epoch [75][1400/2506] lr: 1.262e-02, eta: 13:10:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.6134, loss: 0.6134 +2024-12-25 06:44:13,813 - pyskl - INFO - Epoch [75][1500/2506] lr: 1.261e-02, eta: 13:09:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9838, loss_cls: 0.5590, loss: 0.5590 +2024-12-25 06:44:37,897 - pyskl - INFO - Epoch [75][1600/2506] lr: 1.259e-02, eta: 13:09:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.6314, loss: 0.6314 +2024-12-25 06:45:01,931 - pyskl - INFO - Epoch [75][1700/2506] lr: 1.258e-02, eta: 13:09:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9875, loss_cls: 0.5742, loss: 0.5742 +2024-12-25 06:45:26,024 - pyskl - INFO - Epoch [75][1800/2506] lr: 1.257e-02, eta: 13:08:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.5123, loss: 0.5123 +2024-12-25 06:45:50,074 - pyskl - INFO - Epoch [75][1900/2506] lr: 1.256e-02, eta: 13:08:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.5997, loss: 0.5997 +2024-12-25 06:46:14,122 - pyskl - INFO - Epoch [75][2000/2506] lr: 1.255e-02, eta: 13:07:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8725, top5_acc: 0.9819, loss_cls: 0.6415, loss: 0.6415 +2024-12-25 06:46:38,177 - pyskl - INFO - Epoch [75][2100/2506] lr: 1.254e-02, eta: 13:07:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8800, top5_acc: 0.9888, loss_cls: 0.5834, loss: 0.5834 +2024-12-25 06:47:02,154 - pyskl - INFO - Epoch [75][2200/2506] lr: 1.253e-02, eta: 13:06:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9850, loss_cls: 0.6380, loss: 0.6380 +2024-12-25 06:47:26,172 - pyskl - INFO - Epoch [75][2300/2506] lr: 1.252e-02, eta: 13:06:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9850, loss_cls: 0.5710, loss: 0.5710 +2024-12-25 06:47:50,180 - pyskl - INFO - Epoch [75][2400/2506] lr: 1.251e-02, eta: 13:06:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.5761, loss: 0.5761 +2024-12-25 06:48:14,154 - pyskl - INFO - Epoch [75][2500/2506] lr: 1.250e-02, eta: 13:05:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9856, loss_cls: 0.5451, loss: 0.5451 +2024-12-25 06:48:16,138 - pyskl - INFO - Saving checkpoint at 75 epochs +2024-12-25 06:49:39,286 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 06:49:39,352 - pyskl - INFO - +top1_acc 0.8330 +top5_acc 0.9734 +2024-12-25 06:49:39,354 - pyskl - INFO - Epoch(val) [75][1031] top1_acc: 0.8330, top5_acc: 0.9734 +2024-12-25 06:50:23,924 - pyskl - INFO - Epoch [76][100/2506] lr: 1.249e-02, eta: 13:05:25, time: 0.446, data_time: 0.200, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.5044, loss: 0.5044 +2024-12-25 06:50:48,067 - pyskl - INFO - Epoch [76][200/2506] lr: 1.248e-02, eta: 13:04:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5649, loss: 0.5649 +2024-12-25 06:51:12,206 - pyskl - INFO - Epoch [76][300/2506] lr: 1.247e-02, eta: 13:04:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5594, loss: 0.5594 +2024-12-25 06:51:36,356 - pyskl - INFO - Epoch [76][400/2506] lr: 1.246e-02, eta: 13:04:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.5311, loss: 0.5311 +2024-12-25 06:52:00,508 - pyskl - INFO - Epoch [76][500/2506] lr: 1.245e-02, eta: 13:03:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5734, loss: 0.5734 +2024-12-25 06:52:24,672 - pyskl - INFO - Epoch [76][600/2506] lr: 1.244e-02, eta: 13:03:15, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9862, loss_cls: 0.5534, loss: 0.5534 +2024-12-25 06:52:48,794 - pyskl - INFO - Epoch [76][700/2506] lr: 1.243e-02, eta: 13:02:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.5351, loss: 0.5351 +2024-12-25 06:53:12,965 - pyskl - INFO - Epoch [76][800/2506] lr: 1.242e-02, eta: 13:02:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.5639, loss: 0.5639 +2024-12-25 06:53:37,013 - pyskl - INFO - Epoch [76][900/2506] lr: 1.241e-02, eta: 13:01:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.5373, loss: 0.5373 +2024-12-25 06:54:01,067 - pyskl - INFO - Epoch [76][1000/2506] lr: 1.240e-02, eta: 13:01:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9869, loss_cls: 0.5728, loss: 0.5728 +2024-12-25 06:54:25,099 - pyskl - INFO - Epoch [76][1100/2506] lr: 1.239e-02, eta: 13:01:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.5126, loss: 0.5126 +2024-12-25 06:54:49,144 - pyskl - INFO - Epoch [76][1200/2506] lr: 1.237e-02, eta: 13:00:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.6150, loss: 0.6150 +2024-12-25 06:55:13,169 - pyskl - INFO - Epoch [76][1300/2506] lr: 1.236e-02, eta: 13:00:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.5333, loss: 0.5333 +2024-12-25 06:55:37,159 - pyskl - INFO - Epoch [76][1400/2506] lr: 1.235e-02, eta: 12:59:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9850, loss_cls: 0.5928, loss: 0.5928 +2024-12-25 06:56:01,204 - pyskl - INFO - Epoch [76][1500/2506] lr: 1.234e-02, eta: 12:59:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.5857, loss: 0.5857 +2024-12-25 06:56:25,241 - pyskl - INFO - Epoch [76][1600/2506] lr: 1.233e-02, eta: 12:58:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9881, loss_cls: 0.5617, loss: 0.5617 +2024-12-25 06:56:49,252 - pyskl - INFO - Epoch [76][1700/2506] lr: 1.232e-02, eta: 12:58:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 0.4985, loss: 0.4985 +2024-12-25 06:57:13,282 - pyskl - INFO - Epoch [76][1800/2506] lr: 1.231e-02, eta: 12:58:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9831, loss_cls: 0.5949, loss: 0.5949 +2024-12-25 06:57:37,350 - pyskl - INFO - Epoch [76][1900/2506] lr: 1.230e-02, eta: 12:57:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5622, loss: 0.5622 +2024-12-25 06:58:01,408 - pyskl - INFO - Epoch [76][2000/2506] lr: 1.229e-02, eta: 12:57:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8700, top5_acc: 0.9838, loss_cls: 0.6181, loss: 0.6181 +2024-12-25 06:58:25,448 - pyskl - INFO - Epoch [76][2100/2506] lr: 1.228e-02, eta: 12:56:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.6096, loss: 0.6096 +2024-12-25 06:58:49,498 - pyskl - INFO - Epoch [76][2200/2506] lr: 1.227e-02, eta: 12:56:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5567, loss: 0.5567 +2024-12-25 06:59:13,574 - pyskl - INFO - Epoch [76][2300/2506] lr: 1.226e-02, eta: 12:55:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.4748, loss: 0.4748 +2024-12-25 06:59:37,620 - pyskl - INFO - Epoch [76][2400/2506] lr: 1.225e-02, eta: 12:55:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9856, loss_cls: 0.5632, loss: 0.5632 +2024-12-25 07:00:01,637 - pyskl - INFO - Epoch [76][2500/2506] lr: 1.224e-02, eta: 12:54:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5542, loss: 0.5542 +2024-12-25 07:00:03,549 - pyskl - INFO - Saving checkpoint at 76 epochs +2024-12-25 07:01:25,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 07:01:25,454 - pyskl - INFO - +top1_acc 0.8530 +top5_acc 0.9795 +2024-12-25 07:01:25,459 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_70.pth was removed +2024-12-25 07:01:25,591 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_76.pth. +2024-12-25 07:01:25,591 - pyskl - INFO - Best top1_acc is 0.8530 at 76 epoch. +2024-12-25 07:01:25,594 - pyskl - INFO - Epoch(val) [76][1031] top1_acc: 0.8530, top5_acc: 0.9795 +2024-12-25 07:02:08,742 - pyskl - INFO - Epoch [77][100/2506] lr: 1.223e-02, eta: 12:54:49, time: 0.431, data_time: 0.187, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9912, loss_cls: 0.5385, loss: 0.5385 +2024-12-25 07:02:32,736 - pyskl - INFO - Epoch [77][200/2506] lr: 1.222e-02, eta: 12:54:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.5120, loss: 0.5120 +2024-12-25 07:02:56,780 - pyskl - INFO - Epoch [77][300/2506] lr: 1.221e-02, eta: 12:53:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9912, loss_cls: 0.5195, loss: 0.5195 +2024-12-25 07:03:20,885 - pyskl - INFO - Epoch [77][400/2506] lr: 1.220e-02, eta: 12:53:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8825, top5_acc: 0.9850, loss_cls: 0.6070, loss: 0.6070 +2024-12-25 07:03:44,927 - pyskl - INFO - Epoch [77][500/2506] lr: 1.219e-02, eta: 12:53:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9900, loss_cls: 0.5177, loss: 0.5177 +2024-12-25 07:04:08,979 - pyskl - INFO - Epoch [77][600/2506] lr: 1.218e-02, eta: 12:52:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.6407, loss: 0.6407 +2024-12-25 07:04:33,045 - pyskl - INFO - Epoch [77][700/2506] lr: 1.217e-02, eta: 12:52:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5615, loss: 0.5615 +2024-12-25 07:04:57,116 - pyskl - INFO - Epoch [77][800/2506] lr: 1.215e-02, eta: 12:51:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9906, loss_cls: 0.5313, loss: 0.5313 +2024-12-25 07:05:21,197 - pyskl - INFO - Epoch [77][900/2506] lr: 1.214e-02, eta: 12:51:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.5788, loss: 0.5788 +2024-12-25 07:05:45,259 - pyskl - INFO - Epoch [77][1000/2506] lr: 1.213e-02, eta: 12:50:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9856, loss_cls: 0.5874, loss: 0.5874 +2024-12-25 07:06:09,380 - pyskl - INFO - Epoch [77][1100/2506] lr: 1.212e-02, eta: 12:50:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9856, loss_cls: 0.5537, loss: 0.5537 +2024-12-25 07:06:33,458 - pyskl - INFO - Epoch [77][1200/2506] lr: 1.211e-02, eta: 12:50:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.5319, loss: 0.5319 +2024-12-25 07:06:57,548 - pyskl - INFO - Epoch [77][1300/2506] lr: 1.210e-02, eta: 12:49:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5474, loss: 0.5474 +2024-12-25 07:07:21,606 - pyskl - INFO - Epoch [77][1400/2506] lr: 1.209e-02, eta: 12:49:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9906, loss_cls: 0.5022, loss: 0.5022 +2024-12-25 07:07:45,684 - pyskl - INFO - Epoch [77][1500/2506] lr: 1.208e-02, eta: 12:48:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.5526, loss: 0.5526 +2024-12-25 07:08:09,734 - pyskl - INFO - Epoch [77][1600/2506] lr: 1.207e-02, eta: 12:48:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4916, loss: 0.4916 +2024-12-25 07:08:33,770 - pyskl - INFO - Epoch [77][1700/2506] lr: 1.206e-02, eta: 12:47:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.5393, loss: 0.5393 +2024-12-25 07:08:57,856 - pyskl - INFO - Epoch [77][1800/2506] lr: 1.205e-02, eta: 12:47:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5565, loss: 0.5565 +2024-12-25 07:09:21,935 - pyskl - INFO - Epoch [77][1900/2506] lr: 1.204e-02, eta: 12:47:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.5653, loss: 0.5653 +2024-12-25 07:09:45,935 - pyskl - INFO - Epoch [77][2000/2506] lr: 1.203e-02, eta: 12:46:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8819, top5_acc: 0.9750, loss_cls: 0.5748, loss: 0.5748 +2024-12-25 07:10:09,977 - pyskl - INFO - Epoch [77][2100/2506] lr: 1.202e-02, eta: 12:46:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.5594, loss: 0.5594 +2024-12-25 07:10:34,024 - pyskl - INFO - Epoch [77][2200/2506] lr: 1.201e-02, eta: 12:45:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9844, loss_cls: 0.5523, loss: 0.5523 +2024-12-25 07:10:58,057 - pyskl - INFO - Epoch [77][2300/2506] lr: 1.200e-02, eta: 12:45:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9850, loss_cls: 0.5388, loss: 0.5388 +2024-12-25 07:11:22,111 - pyskl - INFO - Epoch [77][2400/2506] lr: 1.199e-02, eta: 12:44:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 0.6105, loss: 0.6105 +2024-12-25 07:11:46,170 - pyskl - INFO - Epoch [77][2500/2506] lr: 1.198e-02, eta: 12:44:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.5284, loss: 0.5284 +2024-12-25 07:11:48,019 - pyskl - INFO - Saving checkpoint at 77 epochs +2024-12-25 07:13:09,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 07:13:09,923 - pyskl - INFO - +top1_acc 0.8349 +top5_acc 0.9718 +2024-12-25 07:13:09,925 - pyskl - INFO - Epoch(val) [77][1031] top1_acc: 0.8349, top5_acc: 0.9718 +2024-12-25 07:13:53,460 - pyskl - INFO - Epoch [78][100/2506] lr: 1.197e-02, eta: 12:44:13, time: 0.435, data_time: 0.190, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9831, loss_cls: 0.5543, loss: 0.5543 +2024-12-25 07:14:17,569 - pyskl - INFO - Epoch [78][200/2506] lr: 1.196e-02, eta: 12:43:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.4964, loss: 0.4964 +2024-12-25 07:14:41,717 - pyskl - INFO - Epoch [78][300/2506] lr: 1.195e-02, eta: 12:43:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5292, loss: 0.5292 +2024-12-25 07:15:05,872 - pyskl - INFO - Epoch [78][400/2506] lr: 1.193e-02, eta: 12:42:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5071, loss: 0.5071 +2024-12-25 07:15:30,049 - pyskl - INFO - Epoch [78][500/2506] lr: 1.192e-02, eta: 12:42:29, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9869, loss_cls: 0.5170, loss: 0.5170 +2024-12-25 07:15:54,188 - pyskl - INFO - Epoch [78][600/2506] lr: 1.191e-02, eta: 12:42:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9869, loss_cls: 0.5714, loss: 0.5714 +2024-12-25 07:16:18,316 - pyskl - INFO - Epoch [78][700/2506] lr: 1.190e-02, eta: 12:41:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9925, loss_cls: 0.5349, loss: 0.5349 +2024-12-25 07:16:42,457 - pyskl - INFO - Epoch [78][800/2506] lr: 1.189e-02, eta: 12:41:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9894, loss_cls: 0.5221, loss: 0.5221 +2024-12-25 07:17:06,587 - pyskl - INFO - Epoch [78][900/2506] lr: 1.188e-02, eta: 12:40:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9894, loss_cls: 0.5660, loss: 0.5660 +2024-12-25 07:17:30,659 - pyskl - INFO - Epoch [78][1000/2506] lr: 1.187e-02, eta: 12:40:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5411, loss: 0.5411 +2024-12-25 07:17:54,679 - pyskl - INFO - Epoch [78][1100/2506] lr: 1.186e-02, eta: 12:39:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5372, loss: 0.5372 +2024-12-25 07:18:18,722 - pyskl - INFO - Epoch [78][1200/2506] lr: 1.185e-02, eta: 12:39:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9875, loss_cls: 0.5381, loss: 0.5381 +2024-12-25 07:18:42,725 - pyskl - INFO - Epoch [78][1300/2506] lr: 1.184e-02, eta: 12:39:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5697, loss: 0.5697 +2024-12-25 07:19:06,749 - pyskl - INFO - Epoch [78][1400/2506] lr: 1.183e-02, eta: 12:38:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5384, loss: 0.5384 +2024-12-25 07:19:30,842 - pyskl - INFO - Epoch [78][1500/2506] lr: 1.182e-02, eta: 12:38:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5407, loss: 0.5407 +2024-12-25 07:19:54,866 - pyskl - INFO - Epoch [78][1600/2506] lr: 1.181e-02, eta: 12:37:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9875, loss_cls: 0.5605, loss: 0.5605 +2024-12-25 07:20:18,848 - pyskl - INFO - Epoch [78][1700/2506] lr: 1.180e-02, eta: 12:37:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.6056, loss: 0.6056 +2024-12-25 07:20:42,801 - pyskl - INFO - Epoch [78][1800/2506] lr: 1.179e-02, eta: 12:36:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.6134, loss: 0.6134 +2024-12-25 07:21:06,797 - pyskl - INFO - Epoch [78][1900/2506] lr: 1.178e-02, eta: 12:36:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8856, top5_acc: 0.9800, loss_cls: 0.6037, loss: 0.6037 +2024-12-25 07:21:30,825 - pyskl - INFO - Epoch [78][2000/2506] lr: 1.177e-02, eta: 12:35:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8838, top5_acc: 0.9838, loss_cls: 0.5794, loss: 0.5794 +2024-12-25 07:21:54,797 - pyskl - INFO - Epoch [78][2100/2506] lr: 1.176e-02, eta: 12:35:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.5635, loss: 0.5635 +2024-12-25 07:22:18,764 - pyskl - INFO - Epoch [78][2200/2506] lr: 1.175e-02, eta: 12:35:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.5194, loss: 0.5194 +2024-12-25 07:22:42,761 - pyskl - INFO - Epoch [78][2300/2506] lr: 1.174e-02, eta: 12:34:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.5555, loss: 0.5555 +2024-12-25 07:23:06,792 - pyskl - INFO - Epoch [78][2400/2506] lr: 1.173e-02, eta: 12:34:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.5438, loss: 0.5438 +2024-12-25 07:23:30,758 - pyskl - INFO - Epoch [78][2500/2506] lr: 1.172e-02, eta: 12:33:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.5523, loss: 0.5523 +2024-12-25 07:23:32,613 - pyskl - INFO - Saving checkpoint at 78 epochs +2024-12-25 07:24:54,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 07:24:54,633 - pyskl - INFO - +top1_acc 0.8550 +top5_acc 0.9780 +2024-12-25 07:24:54,637 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_76.pth was removed +2024-12-25 07:24:54,767 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_78.pth. +2024-12-25 07:24:54,768 - pyskl - INFO - Best top1_acc is 0.8550 at 78 epoch. +2024-12-25 07:24:54,770 - pyskl - INFO - Epoch(val) [78][1031] top1_acc: 0.8550, top5_acc: 0.9780 +2024-12-25 07:25:38,370 - pyskl - INFO - Epoch [79][100/2506] lr: 1.170e-02, eta: 12:33:37, time: 0.436, data_time: 0.192, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.5145, loss: 0.5145 +2024-12-25 07:26:02,370 - pyskl - INFO - Epoch [79][200/2506] lr: 1.169e-02, eta: 12:33:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9881, loss_cls: 0.5207, loss: 0.5207 +2024-12-25 07:26:26,414 - pyskl - INFO - Epoch [79][300/2506] lr: 1.168e-02, eta: 12:32:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5414, loss: 0.5414 +2024-12-25 07:26:50,463 - pyskl - INFO - Epoch [79][400/2506] lr: 1.167e-02, eta: 12:32:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4747, loss: 0.4747 +2024-12-25 07:27:14,476 - pyskl - INFO - Epoch [79][500/2506] lr: 1.166e-02, eta: 12:31:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5336, loss: 0.5336 +2024-12-25 07:27:38,514 - pyskl - INFO - Epoch [79][600/2506] lr: 1.165e-02, eta: 12:31:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9838, loss_cls: 0.5345, loss: 0.5345 +2024-12-25 07:28:02,654 - pyskl - INFO - Epoch [79][700/2506] lr: 1.164e-02, eta: 12:31:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.5039, loss: 0.5039 +2024-12-25 07:28:26,883 - pyskl - INFO - Epoch [79][800/2506] lr: 1.163e-02, eta: 12:30:35, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5073, loss: 0.5073 +2024-12-25 07:28:51,086 - pyskl - INFO - Epoch [79][900/2506] lr: 1.162e-02, eta: 12:30:10, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5391, loss: 0.5391 +2024-12-25 07:29:15,307 - pyskl - INFO - Epoch [79][1000/2506] lr: 1.161e-02, eta: 12:29:44, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4749, loss: 0.4749 +2024-12-25 07:29:39,537 - pyskl - INFO - Epoch [79][1100/2506] lr: 1.160e-02, eta: 12:29:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9838, loss_cls: 0.5363, loss: 0.5363 +2024-12-25 07:30:03,778 - pyskl - INFO - Epoch [79][1200/2506] lr: 1.159e-02, eta: 12:28:52, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.5617, loss: 0.5617 +2024-12-25 07:30:27,953 - pyskl - INFO - Epoch [79][1300/2506] lr: 1.158e-02, eta: 12:28:26, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9938, loss_cls: 0.4996, loss: 0.4996 +2024-12-25 07:30:52,084 - pyskl - INFO - Epoch [79][1400/2506] lr: 1.157e-02, eta: 12:28:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5895, loss: 0.5895 +2024-12-25 07:31:16,172 - pyskl - INFO - Epoch [79][1500/2506] lr: 1.156e-02, eta: 12:27:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9819, loss_cls: 0.5725, loss: 0.5725 +2024-12-25 07:31:40,252 - pyskl - INFO - Epoch [79][1600/2506] lr: 1.155e-02, eta: 12:27:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.5115, loss: 0.5115 +2024-12-25 07:32:04,349 - pyskl - INFO - Epoch [79][1700/2506] lr: 1.154e-02, eta: 12:26:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8788, top5_acc: 0.9875, loss_cls: 0.5846, loss: 0.5846 +2024-12-25 07:32:28,454 - pyskl - INFO - Epoch [79][1800/2506] lr: 1.153e-02, eta: 12:26:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9844, loss_cls: 0.5959, loss: 0.5959 +2024-12-25 07:32:52,559 - pyskl - INFO - Epoch [79][1900/2506] lr: 1.152e-02, eta: 12:25:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9894, loss_cls: 0.5245, loss: 0.5245 +2024-12-25 07:33:16,671 - pyskl - INFO - Epoch [79][2000/2506] lr: 1.151e-02, eta: 12:25:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5166, loss: 0.5166 +2024-12-25 07:33:40,738 - pyskl - INFO - Epoch [79][2100/2506] lr: 1.150e-02, eta: 12:24:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5319, loss: 0.5319 +2024-12-25 07:34:04,808 - pyskl - INFO - Epoch [79][2200/2506] lr: 1.149e-02, eta: 12:24:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5196, loss: 0.5196 +2024-12-25 07:34:28,902 - pyskl - INFO - Epoch [79][2300/2506] lr: 1.148e-02, eta: 12:24:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.5358, loss: 0.5358 +2024-12-25 07:34:53,020 - pyskl - INFO - Epoch [79][2400/2506] lr: 1.147e-02, eta: 12:23:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5496, loss: 0.5496 +2024-12-25 07:35:17,116 - pyskl - INFO - Epoch [79][2500/2506] lr: 1.145e-02, eta: 12:23:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9931, loss_cls: 0.5263, loss: 0.5263 +2024-12-25 07:35:18,986 - pyskl - INFO - Saving checkpoint at 79 epochs +2024-12-25 07:36:40,615 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 07:36:40,681 - pyskl - INFO - +top1_acc 0.8489 +top5_acc 0.9770 +2024-12-25 07:36:40,683 - pyskl - INFO - Epoch(val) [79][1031] top1_acc: 0.8489, top5_acc: 0.9770 +2024-12-25 07:37:24,177 - pyskl - INFO - Epoch [80][100/2506] lr: 1.144e-02, eta: 12:23:04, time: 0.435, data_time: 0.189, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4802, loss: 0.4802 +2024-12-25 07:37:48,295 - pyskl - INFO - Epoch [80][200/2506] lr: 1.143e-02, eta: 12:22:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9894, loss_cls: 0.4773, loss: 0.4773 +2024-12-25 07:38:12,371 - pyskl - INFO - Epoch [80][300/2506] lr: 1.142e-02, eta: 12:22:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 0.5383, loss: 0.5383 +2024-12-25 07:38:36,464 - pyskl - INFO - Epoch [80][400/2506] lr: 1.141e-02, eta: 12:21:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9894, loss_cls: 0.4680, loss: 0.4680 +2024-12-25 07:39:00,543 - pyskl - INFO - Epoch [80][500/2506] lr: 1.140e-02, eta: 12:21:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9894, loss_cls: 0.4479, loss: 0.4479 +2024-12-25 07:39:24,636 - pyskl - INFO - Epoch [80][600/2506] lr: 1.139e-02, eta: 12:20:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 0.4726, loss: 0.4726 +2024-12-25 07:39:48,708 - pyskl - INFO - Epoch [80][700/2506] lr: 1.138e-02, eta: 12:20:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9919, loss_cls: 0.5511, loss: 0.5511 +2024-12-25 07:40:12,754 - pyskl - INFO - Epoch [80][800/2506] lr: 1.137e-02, eta: 12:20:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.5230, loss: 0.5230 +2024-12-25 07:40:36,778 - pyskl - INFO - Epoch [80][900/2506] lr: 1.136e-02, eta: 12:19:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9875, loss_cls: 0.5535, loss: 0.5535 +2024-12-25 07:41:00,813 - pyskl - INFO - Epoch [80][1000/2506] lr: 1.135e-02, eta: 12:19:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.5222, loss: 0.5222 +2024-12-25 07:41:24,852 - pyskl - INFO - Epoch [80][1100/2506] lr: 1.134e-02, eta: 12:18:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9850, loss_cls: 0.5376, loss: 0.5376 +2024-12-25 07:41:48,880 - pyskl - INFO - Epoch [80][1200/2506] lr: 1.133e-02, eta: 12:18:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.5723, loss: 0.5723 +2024-12-25 07:42:12,908 - pyskl - INFO - Epoch [80][1300/2506] lr: 1.132e-02, eta: 12:17:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9956, loss_cls: 0.4905, loss: 0.4905 +2024-12-25 07:42:36,969 - pyskl - INFO - Epoch [80][1400/2506] lr: 1.131e-02, eta: 12:17:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9900, loss_cls: 0.4587, loss: 0.4587 +2024-12-25 07:43:01,020 - pyskl - INFO - Epoch [80][1500/2506] lr: 1.130e-02, eta: 12:17:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.4540, loss: 0.4540 +2024-12-25 07:43:25,043 - pyskl - INFO - Epoch [80][1600/2506] lr: 1.129e-02, eta: 12:16:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5065, loss: 0.5065 +2024-12-25 07:43:49,132 - pyskl - INFO - Epoch [80][1700/2506] lr: 1.128e-02, eta: 12:16:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5187, loss: 0.5187 +2024-12-25 07:44:13,172 - pyskl - INFO - Epoch [80][1800/2506] lr: 1.127e-02, eta: 12:15:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9919, loss_cls: 0.5298, loss: 0.5298 +2024-12-25 07:44:37,220 - pyskl - INFO - Epoch [80][1900/2506] lr: 1.126e-02, eta: 12:15:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8781, top5_acc: 0.9844, loss_cls: 0.6019, loss: 0.6019 +2024-12-25 07:45:01,285 - pyskl - INFO - Epoch [80][2000/2506] lr: 1.125e-02, eta: 12:14:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.5454, loss: 0.5454 +2024-12-25 07:45:25,363 - pyskl - INFO - Epoch [80][2100/2506] lr: 1.124e-02, eta: 12:14:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5812, loss: 0.5812 +2024-12-25 07:45:49,411 - pyskl - INFO - Epoch [80][2200/2506] lr: 1.123e-02, eta: 12:13:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9794, loss_cls: 0.5922, loss: 0.5922 +2024-12-25 07:46:13,440 - pyskl - INFO - Epoch [80][2300/2506] lr: 1.121e-02, eta: 12:13:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 0.5557, loss: 0.5557 +2024-12-25 07:46:37,482 - pyskl - INFO - Epoch [80][2400/2506] lr: 1.120e-02, eta: 12:13:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.5030, loss: 0.5030 +2024-12-25 07:47:01,550 - pyskl - INFO - Epoch [80][2500/2506] lr: 1.119e-02, eta: 12:12:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5609, loss: 0.5609 +2024-12-25 07:47:03,500 - pyskl - INFO - Saving checkpoint at 80 epochs +2024-12-25 07:48:25,422 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 07:48:25,488 - pyskl - INFO - +top1_acc 0.8527 +top5_acc 0.9776 +2024-12-25 07:48:25,491 - pyskl - INFO - Epoch(val) [80][1031] top1_acc: 0.8527, top5_acc: 0.9776 +2024-12-25 07:49:09,165 - pyskl - INFO - Epoch [81][100/2506] lr: 1.118e-02, eta: 12:12:29, time: 0.437, data_time: 0.191, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 0.4448, loss: 0.4448 +2024-12-25 07:49:33,224 - pyskl - INFO - Epoch [81][200/2506] lr: 1.117e-02, eta: 12:12:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9894, loss_cls: 0.4992, loss: 0.4992 +2024-12-25 07:49:57,299 - pyskl - INFO - Epoch [81][300/2506] lr: 1.116e-02, eta: 12:11:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9888, loss_cls: 0.5108, loss: 0.5108 +2024-12-25 07:50:21,358 - pyskl - INFO - Epoch [81][400/2506] lr: 1.115e-02, eta: 12:11:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.4761, loss: 0.4761 +2024-12-25 07:50:45,478 - pyskl - INFO - Epoch [81][500/2506] lr: 1.114e-02, eta: 12:10:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4752, loss: 0.4752 +2024-12-25 07:51:09,720 - pyskl - INFO - Epoch [81][600/2506] lr: 1.113e-02, eta: 12:10:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9888, loss_cls: 0.4978, loss: 0.4978 +2024-12-25 07:51:33,979 - pyskl - INFO - Epoch [81][700/2506] lr: 1.112e-02, eta: 12:09:54, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8862, top5_acc: 0.9844, loss_cls: 0.5817, loss: 0.5817 +2024-12-25 07:51:58,278 - pyskl - INFO - Epoch [81][800/2506] lr: 1.111e-02, eta: 12:09:28, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9838, loss_cls: 0.5152, loss: 0.5152 +2024-12-25 07:52:22,540 - pyskl - INFO - Epoch [81][900/2506] lr: 1.110e-02, eta: 12:09:02, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.5198, loss: 0.5198 +2024-12-25 07:52:46,777 - pyskl - INFO - Epoch [81][1000/2506] lr: 1.109e-02, eta: 12:08:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9875, loss_cls: 0.5324, loss: 0.5324 +2024-12-25 07:53:10,992 - pyskl - INFO - Epoch [81][1100/2506] lr: 1.108e-02, eta: 12:08:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9869, loss_cls: 0.4882, loss: 0.4882 +2024-12-25 07:53:35,074 - pyskl - INFO - Epoch [81][1200/2506] lr: 1.107e-02, eta: 12:07:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9856, loss_cls: 0.5125, loss: 0.5125 +2024-12-25 07:53:59,156 - pyskl - INFO - Epoch [81][1300/2506] lr: 1.106e-02, eta: 12:07:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4983, loss: 0.4983 +2024-12-25 07:54:23,267 - pyskl - INFO - Epoch [81][1400/2506] lr: 1.105e-02, eta: 12:06:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.5076, loss: 0.5076 +2024-12-25 07:54:47,350 - pyskl - INFO - Epoch [81][1500/2506] lr: 1.104e-02, eta: 12:06:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.5528, loss: 0.5528 +2024-12-25 07:55:11,403 - pyskl - INFO - Epoch [81][1600/2506] lr: 1.103e-02, eta: 12:06:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.4985, loss: 0.4985 +2024-12-25 07:55:35,504 - pyskl - INFO - Epoch [81][1700/2506] lr: 1.102e-02, eta: 12:05:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9862, loss_cls: 0.5478, loss: 0.5478 +2024-12-25 07:55:59,597 - pyskl - INFO - Epoch [81][1800/2506] lr: 1.101e-02, eta: 12:05:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5260, loss: 0.5260 +2024-12-25 07:56:23,671 - pyskl - INFO - Epoch [81][1900/2506] lr: 1.100e-02, eta: 12:04:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9862, loss_cls: 0.5530, loss: 0.5530 +2024-12-25 07:56:47,708 - pyskl - INFO - Epoch [81][2000/2506] lr: 1.099e-02, eta: 12:04:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5392, loss: 0.5392 +2024-12-25 07:57:11,865 - pyskl - INFO - Epoch [81][2100/2506] lr: 1.098e-02, eta: 12:03:52, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.4904, loss: 0.4904 +2024-12-25 07:57:36,008 - pyskl - INFO - Epoch [81][2200/2506] lr: 1.097e-02, eta: 12:03:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.5505, loss: 0.5505 +2024-12-25 07:58:00,125 - pyskl - INFO - Epoch [81][2300/2506] lr: 1.095e-02, eta: 12:03:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9850, loss_cls: 0.5375, loss: 0.5375 +2024-12-25 07:58:24,281 - pyskl - INFO - Epoch [81][2400/2506] lr: 1.094e-02, eta: 12:02:34, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5385, loss: 0.5385 +2024-12-25 07:58:48,443 - pyskl - INFO - Epoch [81][2500/2506] lr: 1.093e-02, eta: 12:02:08, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8938, top5_acc: 0.9862, loss_cls: 0.5120, loss: 0.5120 +2024-12-25 07:58:50,293 - pyskl - INFO - Saving checkpoint at 81 epochs +2024-12-25 08:00:11,976 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 08:00:12,042 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9777 +2024-12-25 08:00:12,044 - pyskl - INFO - Epoch(val) [81][1031] top1_acc: 0.8526, top5_acc: 0.9777 +2024-12-25 08:00:55,401 - pyskl - INFO - Epoch [82][100/2506] lr: 1.092e-02, eta: 12:01:56, time: 0.434, data_time: 0.189, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9919, loss_cls: 0.4324, loss: 0.4324 +2024-12-25 08:01:19,464 - pyskl - INFO - Epoch [82][200/2506] lr: 1.091e-02, eta: 12:01:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5099, loss: 0.5099 +2024-12-25 08:01:43,499 - pyskl - INFO - Epoch [82][300/2506] lr: 1.090e-02, eta: 12:01:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4742, loss: 0.4742 +2024-12-25 08:02:07,548 - pyskl - INFO - Epoch [82][400/2506] lr: 1.089e-02, eta: 12:00:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.5038, loss: 0.5038 +2024-12-25 08:02:31,610 - pyskl - INFO - Epoch [82][500/2506] lr: 1.088e-02, eta: 12:00:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5104, loss: 0.5104 +2024-12-25 08:02:55,650 - pyskl - INFO - Epoch [82][600/2506] lr: 1.087e-02, eta: 11:59:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.4659, loss: 0.4659 +2024-12-25 08:03:19,674 - pyskl - INFO - Epoch [82][700/2506] lr: 1.086e-02, eta: 11:59:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.4476, loss: 0.4476 +2024-12-25 08:03:43,734 - pyskl - INFO - Epoch [82][800/2506] lr: 1.085e-02, eta: 11:58:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9906, loss_cls: 0.5338, loss: 0.5338 +2024-12-25 08:04:07,791 - pyskl - INFO - Epoch [82][900/2506] lr: 1.084e-02, eta: 11:58:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.5065, loss: 0.5065 +2024-12-25 08:04:31,813 - pyskl - INFO - Epoch [82][1000/2506] lr: 1.083e-02, eta: 11:58:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.5010, loss: 0.5010 +2024-12-25 08:04:55,866 - pyskl - INFO - Epoch [82][1100/2506] lr: 1.082e-02, eta: 11:57:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8850, top5_acc: 0.9862, loss_cls: 0.5535, loss: 0.5535 +2024-12-25 08:05:19,917 - pyskl - INFO - Epoch [82][1200/2506] lr: 1.081e-02, eta: 11:57:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.4835, loss: 0.4835 +2024-12-25 08:05:43,944 - pyskl - INFO - Epoch [82][1300/2506] lr: 1.080e-02, eta: 11:56:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9838, loss_cls: 0.5699, loss: 0.5699 +2024-12-25 08:06:08,015 - pyskl - INFO - Epoch [82][1400/2506] lr: 1.079e-02, eta: 11:56:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.4599, loss: 0.4599 +2024-12-25 08:06:32,089 - pyskl - INFO - Epoch [82][1500/2506] lr: 1.078e-02, eta: 11:55:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4965, loss: 0.4965 +2024-12-25 08:06:56,128 - pyskl - INFO - Epoch [82][1600/2506] lr: 1.077e-02, eta: 11:55:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.4812, loss: 0.4812 +2024-12-25 08:07:20,167 - pyskl - INFO - Epoch [82][1700/2506] lr: 1.076e-02, eta: 11:55:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.5518, loss: 0.5518 +2024-12-25 08:07:44,227 - pyskl - INFO - Epoch [82][1800/2506] lr: 1.075e-02, eta: 11:54:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.5439, loss: 0.5439 +2024-12-25 08:08:08,259 - pyskl - INFO - Epoch [82][1900/2506] lr: 1.074e-02, eta: 11:54:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9844, loss_cls: 0.5336, loss: 0.5336 +2024-12-25 08:08:32,313 - pyskl - INFO - Epoch [82][2000/2506] lr: 1.073e-02, eta: 11:53:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4649, loss: 0.4649 +2024-12-25 08:08:56,418 - pyskl - INFO - Epoch [82][2100/2506] lr: 1.072e-02, eta: 11:53:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8894, top5_acc: 0.9850, loss_cls: 0.5665, loss: 0.5665 +2024-12-25 08:09:20,489 - pyskl - INFO - Epoch [82][2200/2506] lr: 1.071e-02, eta: 11:52:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.5519, loss: 0.5519 +2024-12-25 08:09:44,542 - pyskl - INFO - Epoch [82][2300/2506] lr: 1.070e-02, eta: 11:52:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.5582, loss: 0.5582 +2024-12-25 08:10:08,579 - pyskl - INFO - Epoch [82][2400/2506] lr: 1.069e-02, eta: 11:52:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9869, loss_cls: 0.5074, loss: 0.5074 +2024-12-25 08:10:32,608 - pyskl - INFO - Epoch [82][2500/2506] lr: 1.067e-02, eta: 11:51:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9838, loss_cls: 0.4976, loss: 0.4976 +2024-12-25 08:10:34,503 - pyskl - INFO - Saving checkpoint at 82 epochs +2024-12-25 08:11:56,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 08:11:56,230 - pyskl - INFO - +top1_acc 0.8521 +top5_acc 0.9783 +2024-12-25 08:11:56,232 - pyskl - INFO - Epoch(val) [82][1031] top1_acc: 0.8521, top5_acc: 0.9783 +2024-12-25 08:12:39,439 - pyskl - INFO - Epoch [83][100/2506] lr: 1.066e-02, eta: 11:51:21, time: 0.432, data_time: 0.188, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4456, loss: 0.4456 +2024-12-25 08:13:03,461 - pyskl - INFO - Epoch [83][200/2506] lr: 1.065e-02, eta: 11:50:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.4503, loss: 0.4503 +2024-12-25 08:13:27,459 - pyskl - INFO - Epoch [83][300/2506] lr: 1.064e-02, eta: 11:50:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8969, top5_acc: 0.9862, loss_cls: 0.5124, loss: 0.5124 +2024-12-25 08:13:51,462 - pyskl - INFO - Epoch [83][400/2506] lr: 1.063e-02, eta: 11:50:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9862, loss_cls: 0.4967, loss: 0.4967 +2024-12-25 08:14:15,432 - pyskl - INFO - Epoch [83][500/2506] lr: 1.062e-02, eta: 11:49:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.5167, loss: 0.5167 +2024-12-25 08:14:39,410 - pyskl - INFO - Epoch [83][600/2506] lr: 1.061e-02, eta: 11:49:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.4626, loss: 0.4626 +2024-12-25 08:15:03,406 - pyskl - INFO - Epoch [83][700/2506] lr: 1.060e-02, eta: 11:48:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9912, loss_cls: 0.4570, loss: 0.4570 +2024-12-25 08:15:27,406 - pyskl - INFO - Epoch [83][800/2506] lr: 1.059e-02, eta: 11:48:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5125, loss: 0.5125 +2024-12-25 08:15:51,412 - pyskl - INFO - Epoch [83][900/2506] lr: 1.058e-02, eta: 11:47:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9869, loss_cls: 0.4551, loss: 0.4551 +2024-12-25 08:16:15,398 - pyskl - INFO - Epoch [83][1000/2506] lr: 1.057e-02, eta: 11:47:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5476, loss: 0.5476 +2024-12-25 08:16:39,352 - pyskl - INFO - Epoch [83][1100/2506] lr: 1.056e-02, eta: 11:47:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.5443, loss: 0.5443 +2024-12-25 08:17:03,332 - pyskl - INFO - Epoch [83][1200/2506] lr: 1.055e-02, eta: 11:46:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9938, loss_cls: 0.4671, loss: 0.4671 +2024-12-25 08:17:27,286 - pyskl - INFO - Epoch [83][1300/2506] lr: 1.054e-02, eta: 11:46:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9894, loss_cls: 0.4998, loss: 0.4998 +2024-12-25 08:17:51,263 - pyskl - INFO - Epoch [83][1400/2506] lr: 1.053e-02, eta: 11:45:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 0.4555, loss: 0.4555 +2024-12-25 08:18:15,218 - pyskl - INFO - Epoch [83][1500/2506] lr: 1.052e-02, eta: 11:45:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9844, loss_cls: 0.5475, loss: 0.5475 +2024-12-25 08:18:39,231 - pyskl - INFO - Epoch [83][1600/2506] lr: 1.051e-02, eta: 11:44:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9894, loss_cls: 0.4722, loss: 0.4722 +2024-12-25 08:19:03,190 - pyskl - INFO - Epoch [83][1700/2506] lr: 1.050e-02, eta: 11:44:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9831, loss_cls: 0.5265, loss: 0.5265 +2024-12-25 08:19:27,140 - pyskl - INFO - Epoch [83][1800/2506] lr: 1.049e-02, eta: 11:44:00, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5425, loss: 0.5425 +2024-12-25 08:19:51,147 - pyskl - INFO - Epoch [83][1900/2506] lr: 1.048e-02, eta: 11:43:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.5054, loss: 0.5054 +2024-12-25 08:20:15,220 - pyskl - INFO - Epoch [83][2000/2506] lr: 1.047e-02, eta: 11:43:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9888, loss_cls: 0.5508, loss: 0.5508 +2024-12-25 08:20:39,233 - pyskl - INFO - Epoch [83][2100/2506] lr: 1.046e-02, eta: 11:42:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9844, loss_cls: 0.5125, loss: 0.5125 +2024-12-25 08:21:03,278 - pyskl - INFO - Epoch [83][2200/2506] lr: 1.045e-02, eta: 11:42:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9850, loss_cls: 0.5740, loss: 0.5740 +2024-12-25 08:21:27,262 - pyskl - INFO - Epoch [83][2300/2506] lr: 1.044e-02, eta: 11:41:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.5027, loss: 0.5027 +2024-12-25 08:21:51,296 - pyskl - INFO - Epoch [83][2400/2506] lr: 1.043e-02, eta: 11:41:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.5511, loss: 0.5511 +2024-12-25 08:22:15,289 - pyskl - INFO - Epoch [83][2500/2506] lr: 1.042e-02, eta: 11:40:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.5456, loss: 0.5456 +2024-12-25 08:22:17,147 - pyskl - INFO - Saving checkpoint at 83 epochs +2024-12-25 08:23:39,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 08:23:39,182 - pyskl - INFO - +top1_acc 0.8646 +top5_acc 0.9801 +2024-12-25 08:23:39,187 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_78.pth was removed +2024-12-25 08:23:39,318 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2024-12-25 08:23:39,318 - pyskl - INFO - Best top1_acc is 0.8646 at 83 epoch. +2024-12-25 08:23:39,320 - pyskl - INFO - Epoch(val) [83][1031] top1_acc: 0.8646, top5_acc: 0.9801 +2024-12-25 08:24:22,814 - pyskl - INFO - Epoch [84][100/2506] lr: 1.041e-02, eta: 11:40:46, time: 0.435, data_time: 0.191, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4523, loss: 0.4523 +2024-12-25 08:24:46,882 - pyskl - INFO - Epoch [84][200/2506] lr: 1.039e-02, eta: 11:40:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4534, loss: 0.4534 +2024-12-25 08:25:10,961 - pyskl - INFO - Epoch [84][300/2506] lr: 1.038e-02, eta: 11:39:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9944, loss_cls: 0.4509, loss: 0.4509 +2024-12-25 08:25:35,027 - pyskl - INFO - Epoch [84][400/2506] lr: 1.037e-02, eta: 11:39:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9888, loss_cls: 0.4852, loss: 0.4852 +2024-12-25 08:25:59,164 - pyskl - INFO - Epoch [84][500/2506] lr: 1.036e-02, eta: 11:39:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.4638, loss: 0.4638 +2024-12-25 08:26:23,300 - pyskl - INFO - Epoch [84][600/2506] lr: 1.035e-02, eta: 11:38:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4727, loss: 0.4727 +2024-12-25 08:26:47,404 - pyskl - INFO - Epoch [84][700/2506] lr: 1.034e-02, eta: 11:38:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4417, loss: 0.4417 +2024-12-25 08:27:11,425 - pyskl - INFO - Epoch [84][800/2506] lr: 1.033e-02, eta: 11:37:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.5137, loss: 0.5137 +2024-12-25 08:27:35,484 - pyskl - INFO - Epoch [84][900/2506] lr: 1.032e-02, eta: 11:37:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4981, loss: 0.4981 +2024-12-25 08:27:59,486 - pyskl - INFO - Epoch [84][1000/2506] lr: 1.031e-02, eta: 11:36:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9850, loss_cls: 0.4669, loss: 0.4669 +2024-12-25 08:28:23,557 - pyskl - INFO - Epoch [84][1100/2506] lr: 1.030e-02, eta: 11:36:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4944, loss: 0.4944 +2024-12-25 08:28:47,637 - pyskl - INFO - Epoch [84][1200/2506] lr: 1.029e-02, eta: 11:36:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.4785, loss: 0.4785 +2024-12-25 08:29:11,739 - pyskl - INFO - Epoch [84][1300/2506] lr: 1.028e-02, eta: 11:35:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.4887, loss: 0.4887 +2024-12-25 08:29:35,862 - pyskl - INFO - Epoch [84][1400/2506] lr: 1.027e-02, eta: 11:35:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8931, top5_acc: 0.9881, loss_cls: 0.5714, loss: 0.5714 +2024-12-25 08:29:59,958 - pyskl - INFO - Epoch [84][1500/2506] lr: 1.026e-02, eta: 11:34:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4389, loss: 0.4389 +2024-12-25 08:30:24,044 - pyskl - INFO - Epoch [84][1600/2506] lr: 1.025e-02, eta: 11:34:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9938, loss_cls: 0.5153, loss: 0.5153 +2024-12-25 08:30:48,170 - pyskl - INFO - Epoch [84][1700/2506] lr: 1.024e-02, eta: 11:33:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.4828, loss: 0.4828 +2024-12-25 08:31:12,199 - pyskl - INFO - Epoch [84][1800/2506] lr: 1.023e-02, eta: 11:33:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5237, loss: 0.5237 +2024-12-25 08:31:36,269 - pyskl - INFO - Epoch [84][1900/2506] lr: 1.022e-02, eta: 11:33:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8888, top5_acc: 0.9869, loss_cls: 0.5825, loss: 0.5825 +2024-12-25 08:32:00,336 - pyskl - INFO - Epoch [84][2000/2506] lr: 1.021e-02, eta: 11:32:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.4770, loss: 0.4770 +2024-12-25 08:32:24,399 - pyskl - INFO - Epoch [84][2100/2506] lr: 1.020e-02, eta: 11:32:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8906, top5_acc: 0.9912, loss_cls: 0.5170, loss: 0.5170 +2024-12-25 08:32:48,460 - pyskl - INFO - Epoch [84][2200/2506] lr: 1.019e-02, eta: 11:31:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9894, loss_cls: 0.4917, loss: 0.4917 +2024-12-25 08:33:12,524 - pyskl - INFO - Epoch [84][2300/2506] lr: 1.018e-02, eta: 11:31:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.5482, loss: 0.5482 +2024-12-25 08:33:36,551 - pyskl - INFO - Epoch [84][2400/2506] lr: 1.017e-02, eta: 11:30:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9875, loss_cls: 0.5248, loss: 0.5248 +2024-12-25 08:34:00,576 - pyskl - INFO - Epoch [84][2500/2506] lr: 1.016e-02, eta: 11:30:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8769, top5_acc: 0.9894, loss_cls: 0.6047, loss: 0.6047 +2024-12-25 08:34:02,460 - pyskl - INFO - Saving checkpoint at 84 epochs +2024-12-25 08:35:24,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 08:35:24,528 - pyskl - INFO - +top1_acc 0.8650 +top5_acc 0.9770 +2024-12-25 08:35:24,532 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_83.pth was removed +2024-12-25 08:35:24,660 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_84.pth. +2024-12-25 08:35:24,661 - pyskl - INFO - Best top1_acc is 0.8650 at 84 epoch. +2024-12-25 08:35:24,663 - pyskl - INFO - Epoch(val) [84][1031] top1_acc: 0.8650, top5_acc: 0.9770 +2024-12-25 08:36:07,745 - pyskl - INFO - Epoch [85][100/2506] lr: 1.015e-02, eta: 11:30:13, time: 0.431, data_time: 0.186, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.4337, loss: 0.4337 +2024-12-25 08:36:31,808 - pyskl - INFO - Epoch [85][200/2506] lr: 1.014e-02, eta: 11:29:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4560, loss: 0.4560 +2024-12-25 08:36:55,911 - pyskl - INFO - Epoch [85][300/2506] lr: 1.013e-02, eta: 11:29:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4722, loss: 0.4722 +2024-12-25 08:37:20,090 - pyskl - INFO - Epoch [85][400/2506] lr: 1.012e-02, eta: 11:28:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4604, loss: 0.4604 +2024-12-25 08:37:44,293 - pyskl - INFO - Epoch [85][500/2506] lr: 1.011e-02, eta: 11:28:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9912, loss_cls: 0.4762, loss: 0.4762 +2024-12-25 08:38:08,488 - pyskl - INFO - Epoch [85][600/2506] lr: 1.010e-02, eta: 11:28:04, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4584, loss: 0.4584 +2024-12-25 08:38:32,675 - pyskl - INFO - Epoch [85][700/2506] lr: 1.009e-02, eta: 11:27:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9875, loss_cls: 0.4475, loss: 0.4475 +2024-12-25 08:38:56,870 - pyskl - INFO - Epoch [85][800/2506] lr: 1.008e-02, eta: 11:27:13, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.4692, loss: 0.4692 +2024-12-25 08:39:21,022 - pyskl - INFO - Epoch [85][900/2506] lr: 1.007e-02, eta: 11:26:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.5239, loss: 0.5239 +2024-12-25 08:39:45,196 - pyskl - INFO - Epoch [85][1000/2506] lr: 1.006e-02, eta: 11:26:21, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.5287, loss: 0.5287 +2024-12-25 08:40:09,313 - pyskl - INFO - Epoch [85][1100/2506] lr: 1.005e-02, eta: 11:25:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9919, loss_cls: 0.4584, loss: 0.4584 +2024-12-25 08:40:33,467 - pyskl - INFO - Epoch [85][1200/2506] lr: 1.003e-02, eta: 11:25:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 0.4531, loss: 0.4531 +2024-12-25 08:40:57,617 - pyskl - INFO - Epoch [85][1300/2506] lr: 1.002e-02, eta: 11:25:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9838, loss_cls: 0.5248, loss: 0.5248 +2024-12-25 08:41:21,804 - pyskl - INFO - Epoch [85][1400/2506] lr: 1.001e-02, eta: 11:24:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9906, loss_cls: 0.5256, loss: 0.5256 +2024-12-25 08:41:45,988 - pyskl - INFO - Epoch [85][1500/2506] lr: 1.000e-02, eta: 11:24:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.4587, loss: 0.4587 +2024-12-25 08:42:10,129 - pyskl - INFO - Epoch [85][1600/2506] lr: 9.994e-03, eta: 11:23:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.5071, loss: 0.5071 +2024-12-25 08:42:34,289 - pyskl - INFO - Epoch [85][1700/2506] lr: 9.984e-03, eta: 11:23:21, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9900, loss_cls: 0.4575, loss: 0.4575 +2024-12-25 08:42:58,415 - pyskl - INFO - Epoch [85][1800/2506] lr: 9.973e-03, eta: 11:22:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9900, loss_cls: 0.5487, loss: 0.5487 +2024-12-25 08:43:22,563 - pyskl - INFO - Epoch [85][1900/2506] lr: 9.963e-03, eta: 11:22:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9938, loss_cls: 0.4679, loss: 0.4679 +2024-12-25 08:43:46,676 - pyskl - INFO - Epoch [85][2000/2506] lr: 9.953e-03, eta: 11:22:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4550, loss: 0.4550 +2024-12-25 08:44:10,792 - pyskl - INFO - Epoch [85][2100/2506] lr: 9.943e-03, eta: 11:21:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4538, loss: 0.4538 +2024-12-25 08:44:34,822 - pyskl - INFO - Epoch [85][2200/2506] lr: 9.932e-03, eta: 11:21:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 0.4645, loss: 0.4645 +2024-12-25 08:44:58,827 - pyskl - INFO - Epoch [85][2300/2506] lr: 9.922e-03, eta: 11:20:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8831, top5_acc: 0.9831, loss_cls: 0.5863, loss: 0.5863 +2024-12-25 08:45:22,859 - pyskl - INFO - Epoch [85][2400/2506] lr: 9.912e-03, eta: 11:20:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4870, loss: 0.4870 +2024-12-25 08:45:46,855 - pyskl - INFO - Epoch [85][2500/2506] lr: 9.902e-03, eta: 11:19:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9856, loss_cls: 0.4991, loss: 0.4991 +2024-12-25 08:45:48,702 - pyskl - INFO - Saving checkpoint at 85 epochs +2024-12-25 08:47:10,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 08:47:10,454 - pyskl - INFO - +top1_acc 0.8567 +top5_acc 0.9794 +2024-12-25 08:47:10,456 - pyskl - INFO - Epoch(val) [85][1031] top1_acc: 0.8567, top5_acc: 0.9794 +2024-12-25 08:47:53,658 - pyskl - INFO - Epoch [86][100/2506] lr: 9.891e-03, eta: 11:19:41, time: 0.432, data_time: 0.187, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3859, loss: 0.3859 +2024-12-25 08:48:17,640 - pyskl - INFO - Epoch [86][200/2506] lr: 9.881e-03, eta: 11:19:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9925, loss_cls: 0.4059, loss: 0.4059 +2024-12-25 08:48:41,709 - pyskl - INFO - Epoch [86][300/2506] lr: 9.871e-03, eta: 11:18:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4461, loss: 0.4461 +2024-12-25 08:49:05,689 - pyskl - INFO - Epoch [86][400/2506] lr: 9.860e-03, eta: 11:18:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9919, loss_cls: 0.4643, loss: 0.4643 +2024-12-25 08:49:29,752 - pyskl - INFO - Epoch [86][500/2506] lr: 9.850e-03, eta: 11:17:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.5044, loss: 0.5044 +2024-12-25 08:49:53,747 - pyskl - INFO - Epoch [86][600/2506] lr: 9.840e-03, eta: 11:17:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4378, loss: 0.4378 +2024-12-25 08:50:17,738 - pyskl - INFO - Epoch [86][700/2506] lr: 9.830e-03, eta: 11:17:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4937, loss: 0.4937 +2024-12-25 08:50:41,729 - pyskl - INFO - Epoch [86][800/2506] lr: 9.820e-03, eta: 11:16:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4547, loss: 0.4547 +2024-12-25 08:51:05,722 - pyskl - INFO - Epoch [86][900/2506] lr: 9.809e-03, eta: 11:16:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4692, loss: 0.4692 +2024-12-25 08:51:29,691 - pyskl - INFO - Epoch [86][1000/2506] lr: 9.799e-03, eta: 11:15:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.5167, loss: 0.5167 +2024-12-25 08:51:53,675 - pyskl - INFO - Epoch [86][1100/2506] lr: 9.789e-03, eta: 11:15:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.4786, loss: 0.4786 +2024-12-25 08:52:17,652 - pyskl - INFO - Epoch [86][1200/2506] lr: 9.779e-03, eta: 11:14:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.4812, loss: 0.4812 +2024-12-25 08:52:41,634 - pyskl - INFO - Epoch [86][1300/2506] lr: 9.769e-03, eta: 11:14:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.4862, loss: 0.4862 +2024-12-25 08:53:05,696 - pyskl - INFO - Epoch [86][1400/2506] lr: 9.758e-03, eta: 11:14:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9869, loss_cls: 0.4468, loss: 0.4468 +2024-12-25 08:53:29,699 - pyskl - INFO - Epoch [86][1500/2506] lr: 9.748e-03, eta: 11:13:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.5252, loss: 0.5252 +2024-12-25 08:53:53,709 - pyskl - INFO - Epoch [86][1600/2506] lr: 9.738e-03, eta: 11:13:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4561, loss: 0.4561 +2024-12-25 08:54:17,725 - pyskl - INFO - Epoch [86][1700/2506] lr: 9.728e-03, eta: 11:12:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9856, loss_cls: 0.4743, loss: 0.4743 +2024-12-25 08:54:41,707 - pyskl - INFO - Epoch [86][1800/2506] lr: 9.718e-03, eta: 11:12:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9831, loss_cls: 0.4786, loss: 0.4786 +2024-12-25 08:55:05,696 - pyskl - INFO - Epoch [86][1900/2506] lr: 9.707e-03, eta: 11:11:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9844, loss_cls: 0.4885, loss: 0.4885 +2024-12-25 08:55:29,653 - pyskl - INFO - Epoch [86][2000/2506] lr: 9.697e-03, eta: 11:11:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9925, loss_cls: 0.4696, loss: 0.4696 +2024-12-25 08:55:53,610 - pyskl - INFO - Epoch [86][2100/2506] lr: 9.687e-03, eta: 11:11:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.4656, loss: 0.4656 +2024-12-25 08:56:17,627 - pyskl - INFO - Epoch [86][2200/2506] lr: 9.677e-03, eta: 11:10:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.4656, loss: 0.4656 +2024-12-25 08:56:41,609 - pyskl - INFO - Epoch [86][2300/2506] lr: 9.667e-03, eta: 11:10:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.4727, loss: 0.4727 +2024-12-25 08:57:05,627 - pyskl - INFO - Epoch [86][2400/2506] lr: 9.656e-03, eta: 11:09:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9900, loss_cls: 0.4485, loss: 0.4485 +2024-12-25 08:57:29,613 - pyskl - INFO - Epoch [86][2500/2506] lr: 9.646e-03, eta: 11:09:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.5176, loss: 0.5176 +2024-12-25 08:57:31,437 - pyskl - INFO - Saving checkpoint at 86 epochs +2024-12-25 08:58:53,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 08:58:53,557 - pyskl - INFO - +top1_acc 0.8428 +top5_acc 0.9735 +2024-12-25 08:58:53,559 - pyskl - INFO - Epoch(val) [86][1031] top1_acc: 0.8428, top5_acc: 0.9735 +2024-12-25 08:59:36,823 - pyskl - INFO - Epoch [87][100/2506] lr: 9.636e-03, eta: 11:09:07, time: 0.433, data_time: 0.188, memory: 6430, top1_acc: 0.9075, top5_acc: 0.9919, loss_cls: 0.4614, loss: 0.4614 +2024-12-25 09:00:00,870 - pyskl - INFO - Epoch [87][200/2506] lr: 9.625e-03, eta: 11:08:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4347, loss: 0.4347 +2024-12-25 09:00:24,976 - pyskl - INFO - Epoch [87][300/2506] lr: 9.615e-03, eta: 11:08:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.3952, loss: 0.3952 +2024-12-25 09:00:49,059 - pyskl - INFO - Epoch [87][400/2506] lr: 9.605e-03, eta: 11:07:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.4026, loss: 0.4026 +2024-12-25 09:01:13,119 - pyskl - INFO - Epoch [87][500/2506] lr: 9.595e-03, eta: 11:07:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4839, loss: 0.4839 +2024-12-25 09:01:37,186 - pyskl - INFO - Epoch [87][600/2506] lr: 9.585e-03, eta: 11:06:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.4602, loss: 0.4602 +2024-12-25 09:02:01,235 - pyskl - INFO - Epoch [87][700/2506] lr: 9.575e-03, eta: 11:06:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.4127, loss: 0.4127 +2024-12-25 09:02:25,357 - pyskl - INFO - Epoch [87][800/2506] lr: 9.564e-03, eta: 11:06:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9888, loss_cls: 0.4338, loss: 0.4338 +2024-12-25 09:02:49,428 - pyskl - INFO - Epoch [87][900/2506] lr: 9.554e-03, eta: 11:05:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9856, loss_cls: 0.4707, loss: 0.4707 +2024-12-25 09:03:13,508 - pyskl - INFO - Epoch [87][1000/2506] lr: 9.544e-03, eta: 11:05:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.4841, loss: 0.4841 +2024-12-25 09:03:37,534 - pyskl - INFO - Epoch [87][1100/2506] lr: 9.534e-03, eta: 11:04:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4706, loss: 0.4706 +2024-12-25 09:04:01,635 - pyskl - INFO - Epoch [87][1200/2506] lr: 9.524e-03, eta: 11:04:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4876, loss: 0.4876 +2024-12-25 09:04:25,791 - pyskl - INFO - Epoch [87][1300/2506] lr: 9.514e-03, eta: 11:03:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4874, loss: 0.4874 +2024-12-25 09:04:49,900 - pyskl - INFO - Epoch [87][1400/2506] lr: 9.504e-03, eta: 11:03:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.4211, loss: 0.4211 +2024-12-25 09:05:13,957 - pyskl - INFO - Epoch [87][1500/2506] lr: 9.493e-03, eta: 11:03:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 0.5040, loss: 0.5040 +2024-12-25 09:05:37,981 - pyskl - INFO - Epoch [87][1600/2506] lr: 9.483e-03, eta: 11:02:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.5123, loss: 0.5123 +2024-12-25 09:06:02,070 - pyskl - INFO - Epoch [87][1700/2506] lr: 9.473e-03, eta: 11:02:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5479, loss: 0.5479 +2024-12-25 09:06:26,244 - pyskl - INFO - Epoch [87][1800/2506] lr: 9.463e-03, eta: 11:01:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9862, loss_cls: 0.5345, loss: 0.5345 +2024-12-25 09:06:50,325 - pyskl - INFO - Epoch [87][1900/2506] lr: 9.453e-03, eta: 11:01:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9025, top5_acc: 0.9881, loss_cls: 0.4933, loss: 0.4933 +2024-12-25 09:07:14,441 - pyskl - INFO - Epoch [87][2000/2506] lr: 9.443e-03, eta: 11:00:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.3890, loss: 0.3890 +2024-12-25 09:07:38,539 - pyskl - INFO - Epoch [87][2100/2506] lr: 9.433e-03, eta: 11:00:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9919, loss_cls: 0.4367, loss: 0.4367 +2024-12-25 09:08:02,641 - pyskl - INFO - Epoch [87][2200/2506] lr: 9.422e-03, eta: 11:00:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4360, loss: 0.4360 +2024-12-25 09:08:26,748 - pyskl - INFO - Epoch [87][2300/2506] lr: 9.412e-03, eta: 10:59:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5425, loss: 0.5425 +2024-12-25 09:08:50,872 - pyskl - INFO - Epoch [87][2400/2506] lr: 9.402e-03, eta: 10:59:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4871, loss: 0.4871 +2024-12-25 09:09:14,969 - pyskl - INFO - Epoch [87][2500/2506] lr: 9.392e-03, eta: 10:58:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8875, top5_acc: 0.9919, loss_cls: 0.5305, loss: 0.5305 +2024-12-25 09:09:16,779 - pyskl - INFO - Saving checkpoint at 87 epochs +2024-12-25 09:10:39,109 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 09:10:39,178 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9804 +2024-12-25 09:10:39,180 - pyskl - INFO - Epoch(val) [87][1031] top1_acc: 0.8618, top5_acc: 0.9804 +2024-12-25 09:11:22,577 - pyskl - INFO - Epoch [88][100/2506] lr: 9.381e-03, eta: 10:58:34, time: 0.434, data_time: 0.190, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9906, loss_cls: 0.3854, loss: 0.3854 +2024-12-25 09:11:46,574 - pyskl - INFO - Epoch [88][200/2506] lr: 9.371e-03, eta: 10:58:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4046, loss: 0.4046 +2024-12-25 09:12:10,598 - pyskl - INFO - Epoch [88][300/2506] lr: 9.361e-03, eta: 10:57:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4693, loss: 0.4693 +2024-12-25 09:12:34,625 - pyskl - INFO - Epoch [88][400/2506] lr: 9.351e-03, eta: 10:57:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3988, loss: 0.3988 +2024-12-25 09:12:58,629 - pyskl - INFO - Epoch [88][500/2506] lr: 9.341e-03, eta: 10:56:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4784, loss: 0.4784 +2024-12-25 09:13:22,670 - pyskl - INFO - Epoch [88][600/2506] lr: 9.331e-03, eta: 10:56:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.4760, loss: 0.4760 +2024-12-25 09:13:46,680 - pyskl - INFO - Epoch [88][700/2506] lr: 9.321e-03, eta: 10:56:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5074, loss: 0.5074 +2024-12-25 09:14:10,664 - pyskl - INFO - Epoch [88][800/2506] lr: 9.311e-03, eta: 10:55:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9944, loss_cls: 0.4106, loss: 0.4106 +2024-12-25 09:14:34,662 - pyskl - INFO - Epoch [88][900/2506] lr: 9.300e-03, eta: 10:55:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9894, loss_cls: 0.4006, loss: 0.4006 +2024-12-25 09:14:58,636 - pyskl - INFO - Epoch [88][1000/2506] lr: 9.290e-03, eta: 10:54:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9900, loss_cls: 0.4618, loss: 0.4618 +2024-12-25 09:15:22,673 - pyskl - INFO - Epoch [88][1100/2506] lr: 9.280e-03, eta: 10:54:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9844, loss_cls: 0.4974, loss: 0.4974 +2024-12-25 09:15:46,674 - pyskl - INFO - Epoch [88][1200/2506] lr: 9.270e-03, eta: 10:53:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.4350, loss: 0.4350 +2024-12-25 09:16:10,689 - pyskl - INFO - Epoch [88][1300/2506] lr: 9.260e-03, eta: 10:53:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.5009, loss: 0.5009 +2024-12-25 09:16:34,710 - pyskl - INFO - Epoch [88][1400/2506] lr: 9.250e-03, eta: 10:52:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4744, loss: 0.4744 +2024-12-25 09:16:58,690 - pyskl - INFO - Epoch [88][1500/2506] lr: 9.240e-03, eta: 10:52:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.4971, loss: 0.4971 +2024-12-25 09:17:22,697 - pyskl - INFO - Epoch [88][1600/2506] lr: 9.230e-03, eta: 10:52:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4572, loss: 0.4572 +2024-12-25 09:17:46,714 - pyskl - INFO - Epoch [88][1700/2506] lr: 9.220e-03, eta: 10:51:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4389, loss: 0.4389 +2024-12-25 09:18:10,715 - pyskl - INFO - Epoch [88][1800/2506] lr: 9.210e-03, eta: 10:51:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9925, loss_cls: 0.4703, loss: 0.4703 +2024-12-25 09:18:34,753 - pyskl - INFO - Epoch [88][1900/2506] lr: 9.200e-03, eta: 10:50:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.5587, loss: 0.5587 +2024-12-25 09:18:58,778 - pyskl - INFO - Epoch [88][2000/2506] lr: 9.190e-03, eta: 10:50:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8981, top5_acc: 0.9875, loss_cls: 0.5200, loss: 0.5200 +2024-12-25 09:19:22,817 - pyskl - INFO - Epoch [88][2100/2506] lr: 9.179e-03, eta: 10:49:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9956, loss_cls: 0.4269, loss: 0.4269 +2024-12-25 09:19:46,882 - pyskl - INFO - Epoch [88][2200/2506] lr: 9.169e-03, eta: 10:49:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4277, loss: 0.4277 +2024-12-25 09:20:10,991 - pyskl - INFO - Epoch [88][2300/2506] lr: 9.159e-03, eta: 10:49:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.5098, loss: 0.5098 +2024-12-25 09:20:35,025 - pyskl - INFO - Epoch [88][2400/2506] lr: 9.149e-03, eta: 10:48:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4803, loss: 0.4803 +2024-12-25 09:20:59,117 - pyskl - INFO - Epoch [88][2500/2506] lr: 9.139e-03, eta: 10:48:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9956, loss_cls: 0.4609, loss: 0.4609 +2024-12-25 09:21:00,969 - pyskl - INFO - Saving checkpoint at 88 epochs +2024-12-25 09:22:22,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 09:22:22,598 - pyskl - INFO - +top1_acc 0.8697 +top5_acc 0.9795 +2024-12-25 09:22:22,603 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_84.pth was removed +2024-12-25 09:22:22,737 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. +2024-12-25 09:22:22,737 - pyskl - INFO - Best top1_acc is 0.8697 at 88 epoch. +2024-12-25 09:22:22,740 - pyskl - INFO - Epoch(val) [88][1031] top1_acc: 0.8697, top5_acc: 0.9795 +2024-12-25 09:23:05,882 - pyskl - INFO - Epoch [89][100/2506] lr: 9.129e-03, eta: 10:48:01, time: 0.431, data_time: 0.186, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 0.4026, loss: 0.4026 +2024-12-25 09:23:30,022 - pyskl - INFO - Epoch [89][200/2506] lr: 9.118e-03, eta: 10:47:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9900, loss_cls: 0.4018, loss: 0.4018 +2024-12-25 09:23:54,177 - pyskl - INFO - Epoch [89][300/2506] lr: 9.108e-03, eta: 10:47:10, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.4276, loss: 0.4276 +2024-12-25 09:24:18,425 - pyskl - INFO - Epoch [89][400/2506] lr: 9.098e-03, eta: 10:46:44, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 0.4166, loss: 0.4166 +2024-12-25 09:24:42,622 - pyskl - INFO - Epoch [89][500/2506] lr: 9.088e-03, eta: 10:46:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9938, loss_cls: 0.4489, loss: 0.4489 +2024-12-25 09:25:06,802 - pyskl - INFO - Epoch [89][600/2506] lr: 9.078e-03, eta: 10:45:53, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9038, top5_acc: 0.9875, loss_cls: 0.4757, loss: 0.4757 +2024-12-25 09:25:30,973 - pyskl - INFO - Epoch [89][700/2506] lr: 9.068e-03, eta: 10:45:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.4392, loss: 0.4392 +2024-12-25 09:25:55,118 - pyskl - INFO - Epoch [89][800/2506] lr: 9.058e-03, eta: 10:45:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9900, loss_cls: 0.4207, loss: 0.4207 +2024-12-25 09:26:19,326 - pyskl - INFO - Epoch [89][900/2506] lr: 9.048e-03, eta: 10:44:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9919, loss_cls: 0.4743, loss: 0.4743 +2024-12-25 09:26:43,468 - pyskl - INFO - Epoch [89][1000/2506] lr: 9.038e-03, eta: 10:44:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9888, loss_cls: 0.4766, loss: 0.4766 +2024-12-25 09:27:07,673 - pyskl - INFO - Epoch [89][1100/2506] lr: 9.028e-03, eta: 10:43:45, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4362, loss: 0.4362 +2024-12-25 09:27:31,810 - pyskl - INFO - Epoch [89][1200/2506] lr: 9.018e-03, eta: 10:43:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8962, top5_acc: 0.9862, loss_cls: 0.5043, loss: 0.5043 +2024-12-25 09:27:55,921 - pyskl - INFO - Epoch [89][1300/2506] lr: 9.008e-03, eta: 10:42:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9938, loss_cls: 0.4100, loss: 0.4100 +2024-12-25 09:28:20,014 - pyskl - INFO - Epoch [89][1400/2506] lr: 8.998e-03, eta: 10:42:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4402, loss: 0.4402 +2024-12-25 09:28:44,157 - pyskl - INFO - Epoch [89][1500/2506] lr: 8.988e-03, eta: 10:42:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4619, loss: 0.4619 +2024-12-25 09:29:08,261 - pyskl - INFO - Epoch [89][1600/2506] lr: 8.978e-03, eta: 10:41:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4658, loss: 0.4658 +2024-12-25 09:29:32,323 - pyskl - INFO - Epoch [89][1700/2506] lr: 8.968e-03, eta: 10:41:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4393, loss: 0.4393 +2024-12-25 09:29:56,404 - pyskl - INFO - Epoch [89][1800/2506] lr: 8.958e-03, eta: 10:40:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4980, loss: 0.4980 +2024-12-25 09:30:20,455 - pyskl - INFO - Epoch [89][1900/2506] lr: 8.948e-03, eta: 10:40:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9912, loss_cls: 0.4204, loss: 0.4204 +2024-12-25 09:30:44,516 - pyskl - INFO - Epoch [89][2000/2506] lr: 8.938e-03, eta: 10:39:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.4531, loss: 0.4531 +2024-12-25 09:31:08,602 - pyskl - INFO - Epoch [89][2100/2506] lr: 8.928e-03, eta: 10:39:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9888, loss_cls: 0.4634, loss: 0.4634 +2024-12-25 09:31:32,639 - pyskl - INFO - Epoch [89][2200/2506] lr: 8.918e-03, eta: 10:39:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9869, loss_cls: 0.4555, loss: 0.4555 +2024-12-25 09:31:56,716 - pyskl - INFO - Epoch [89][2300/2506] lr: 8.908e-03, eta: 10:38:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9869, loss_cls: 0.4991, loss: 0.4991 +2024-12-25 09:32:20,761 - pyskl - INFO - Epoch [89][2400/2506] lr: 8.898e-03, eta: 10:38:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9925, loss_cls: 0.4478, loss: 0.4478 +2024-12-25 09:32:44,846 - pyskl - INFO - Epoch [89][2500/2506] lr: 8.888e-03, eta: 10:37:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.5100, loss: 0.5100 +2024-12-25 09:32:46,760 - pyskl - INFO - Saving checkpoint at 89 epochs +2024-12-25 09:34:08,443 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 09:34:08,510 - pyskl - INFO - +top1_acc 0.8550 +top5_acc 0.9759 +2024-12-25 09:34:08,512 - pyskl - INFO - Epoch(val) [89][1031] top1_acc: 0.8550, top5_acc: 0.9759 +2024-12-25 09:34:51,900 - pyskl - INFO - Epoch [90][100/2506] lr: 8.877e-03, eta: 10:37:30, time: 0.434, data_time: 0.189, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.4393, loss: 0.4393 +2024-12-25 09:35:15,930 - pyskl - INFO - Epoch [90][200/2506] lr: 8.867e-03, eta: 10:37:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3596, loss: 0.3596 +2024-12-25 09:35:39,993 - pyskl - INFO - Epoch [90][300/2506] lr: 8.857e-03, eta: 10:36:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9900, loss_cls: 0.4187, loss: 0.4187 +2024-12-25 09:36:04,096 - pyskl - INFO - Epoch [90][400/2506] lr: 8.847e-03, eta: 10:36:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3725, loss: 0.3725 +2024-12-25 09:36:28,186 - pyskl - INFO - Epoch [90][500/2506] lr: 8.837e-03, eta: 10:35:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8988, top5_acc: 0.9894, loss_cls: 0.4673, loss: 0.4673 +2024-12-25 09:36:52,234 - pyskl - INFO - Epoch [90][600/2506] lr: 8.827e-03, eta: 10:35:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.3963, loss: 0.3963 +2024-12-25 09:37:16,364 - pyskl - INFO - Epoch [90][700/2506] lr: 8.817e-03, eta: 10:34:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.4190, loss: 0.4190 +2024-12-25 09:37:40,463 - pyskl - INFO - Epoch [90][800/2506] lr: 8.807e-03, eta: 10:34:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.4162, loss: 0.4162 +2024-12-25 09:38:04,554 - pyskl - INFO - Epoch [90][900/2506] lr: 8.797e-03, eta: 10:34:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 0.4390, loss: 0.4390 +2024-12-25 09:38:28,590 - pyskl - INFO - Epoch [90][1000/2506] lr: 8.787e-03, eta: 10:33:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9931, loss_cls: 0.4102, loss: 0.4102 +2024-12-25 09:38:52,686 - pyskl - INFO - Epoch [90][1100/2506] lr: 8.777e-03, eta: 10:33:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.3917, loss: 0.3917 +2024-12-25 09:39:16,766 - pyskl - INFO - Epoch [90][1200/2506] lr: 8.767e-03, eta: 10:32:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.3986, loss: 0.3986 +2024-12-25 09:39:40,861 - pyskl - INFO - Epoch [90][1300/2506] lr: 8.757e-03, eta: 10:32:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9894, loss_cls: 0.3978, loss: 0.3978 +2024-12-25 09:40:04,983 - pyskl - INFO - Epoch [90][1400/2506] lr: 8.747e-03, eta: 10:31:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.8950, top5_acc: 0.9900, loss_cls: 0.5140, loss: 0.5140 +2024-12-25 09:40:29,072 - pyskl - INFO - Epoch [90][1500/2506] lr: 8.737e-03, eta: 10:31:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.4364, loss: 0.4364 +2024-12-25 09:40:53,133 - pyskl - INFO - Epoch [90][1600/2506] lr: 8.728e-03, eta: 10:31:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9881, loss_cls: 0.4300, loss: 0.4300 +2024-12-25 09:41:17,223 - pyskl - INFO - Epoch [90][1700/2506] lr: 8.718e-03, eta: 10:30:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9912, loss_cls: 0.4463, loss: 0.4463 +2024-12-25 09:41:41,289 - pyskl - INFO - Epoch [90][1800/2506] lr: 8.708e-03, eta: 10:30:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.4707, loss: 0.4707 +2024-12-25 09:42:05,352 - pyskl - INFO - Epoch [90][1900/2506] lr: 8.698e-03, eta: 10:29:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4307, loss: 0.4307 +2024-12-25 09:42:29,430 - pyskl - INFO - Epoch [90][2000/2506] lr: 8.688e-03, eta: 10:29:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9900, loss_cls: 0.4672, loss: 0.4672 +2024-12-25 09:42:53,496 - pyskl - INFO - Epoch [90][2100/2506] lr: 8.678e-03, eta: 10:28:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9869, loss_cls: 0.5214, loss: 0.5214 +2024-12-25 09:43:17,603 - pyskl - INFO - Epoch [90][2200/2506] lr: 8.668e-03, eta: 10:28:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4725, loss: 0.4725 +2024-12-25 09:43:41,582 - pyskl - INFO - Epoch [90][2300/2506] lr: 8.658e-03, eta: 10:28:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9881, loss_cls: 0.4668, loss: 0.4668 +2024-12-25 09:44:05,607 - pyskl - INFO - Epoch [90][2400/2506] lr: 8.648e-03, eta: 10:27:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5557, loss: 0.5557 +2024-12-25 09:44:29,631 - pyskl - INFO - Epoch [90][2500/2506] lr: 8.638e-03, eta: 10:27:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.5103, loss: 0.5103 +2024-12-25 09:44:31,520 - pyskl - INFO - Saving checkpoint at 90 epochs +2024-12-25 09:45:53,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 09:45:53,478 - pyskl - INFO - +top1_acc 0.8657 +top5_acc 0.9800 +2024-12-25 09:45:53,480 - pyskl - INFO - Epoch(val) [90][1031] top1_acc: 0.8657, top5_acc: 0.9800 +2024-12-25 09:46:37,280 - pyskl - INFO - Epoch [91][100/2506] lr: 8.627e-03, eta: 10:26:59, time: 0.438, data_time: 0.193, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3902, loss: 0.3902 +2024-12-25 09:47:01,399 - pyskl - INFO - Epoch [91][200/2506] lr: 8.618e-03, eta: 10:26:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 0.4050, loss: 0.4050 +2024-12-25 09:47:25,523 - pyskl - INFO - Epoch [91][300/2506] lr: 8.608e-03, eta: 10:26:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.4356, loss: 0.4356 +2024-12-25 09:47:49,619 - pyskl - INFO - Epoch [91][400/2506] lr: 8.598e-03, eta: 10:25:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3975, loss: 0.3975 +2024-12-25 09:48:13,701 - pyskl - INFO - Epoch [91][500/2506] lr: 8.588e-03, eta: 10:25:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4064, loss: 0.4064 +2024-12-25 09:48:37,764 - pyskl - INFO - Epoch [91][600/2506] lr: 8.578e-03, eta: 10:24:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.4041, loss: 0.4041 +2024-12-25 09:49:01,835 - pyskl - INFO - Epoch [91][700/2506] lr: 8.568e-03, eta: 10:24:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.4267, loss: 0.4267 +2024-12-25 09:49:25,859 - pyskl - INFO - Epoch [91][800/2506] lr: 8.558e-03, eta: 10:23:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3941, loss: 0.3941 +2024-12-25 09:49:49,916 - pyskl - INFO - Epoch [91][900/2506] lr: 8.548e-03, eta: 10:23:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.4130, loss: 0.4130 +2024-12-25 09:50:13,976 - pyskl - INFO - Epoch [91][1000/2506] lr: 8.538e-03, eta: 10:23:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4110, loss: 0.4110 +2024-12-25 09:50:38,041 - pyskl - INFO - Epoch [91][1100/2506] lr: 8.528e-03, eta: 10:22:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9912, loss_cls: 0.4819, loss: 0.4819 +2024-12-25 09:51:02,128 - pyskl - INFO - Epoch [91][1200/2506] lr: 8.518e-03, eta: 10:22:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 0.4226, loss: 0.4226 +2024-12-25 09:51:26,163 - pyskl - INFO - Epoch [91][1300/2506] lr: 8.508e-03, eta: 10:21:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.4919, loss: 0.4919 +2024-12-25 09:51:50,186 - pyskl - INFO - Epoch [91][1400/2506] lr: 8.499e-03, eta: 10:21:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.4280, loss: 0.4280 +2024-12-25 09:52:14,197 - pyskl - INFO - Epoch [91][1500/2506] lr: 8.489e-03, eta: 10:20:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.4867, loss: 0.4867 +2024-12-25 09:52:38,231 - pyskl - INFO - Epoch [91][1600/2506] lr: 8.479e-03, eta: 10:20:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9894, loss_cls: 0.3974, loss: 0.3974 +2024-12-25 09:53:02,302 - pyskl - INFO - Epoch [91][1700/2506] lr: 8.469e-03, eta: 10:20:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4579, loss: 0.4579 +2024-12-25 09:53:26,367 - pyskl - INFO - Epoch [91][1800/2506] lr: 8.459e-03, eta: 10:19:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4399, loss: 0.4399 +2024-12-25 09:53:50,405 - pyskl - INFO - Epoch [91][1900/2506] lr: 8.449e-03, eta: 10:19:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.4036, loss: 0.4036 +2024-12-25 09:54:14,450 - pyskl - INFO - Epoch [91][2000/2506] lr: 8.439e-03, eta: 10:18:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4255, loss: 0.4255 +2024-12-25 09:54:38,514 - pyskl - INFO - Epoch [91][2100/2506] lr: 8.429e-03, eta: 10:18:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9012, top5_acc: 0.9862, loss_cls: 0.5236, loss: 0.5236 +2024-12-25 09:55:02,538 - pyskl - INFO - Epoch [91][2200/2506] lr: 8.419e-03, eta: 10:18:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.8975, top5_acc: 0.9950, loss_cls: 0.5084, loss: 0.5084 +2024-12-25 09:55:26,610 - pyskl - INFO - Epoch [91][2300/2506] lr: 8.410e-03, eta: 10:17:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9081, top5_acc: 0.9894, loss_cls: 0.4729, loss: 0.4729 +2024-12-25 09:55:50,752 - pyskl - INFO - Epoch [91][2400/2506] lr: 8.400e-03, eta: 10:17:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.4185, loss: 0.4185 +2024-12-25 09:56:14,869 - pyskl - INFO - Epoch [91][2500/2506] lr: 8.390e-03, eta: 10:16:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9938, loss_cls: 0.3975, loss: 0.3975 +2024-12-25 09:56:16,829 - pyskl - INFO - Saving checkpoint at 91 epochs +2024-12-25 09:57:38,857 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 09:57:38,923 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9794 +2024-12-25 09:57:38,925 - pyskl - INFO - Epoch(val) [91][1031] top1_acc: 0.8595, top5_acc: 0.9794 +2024-12-25 09:58:22,477 - pyskl - INFO - Epoch [92][100/2506] lr: 8.379e-03, eta: 10:16:27, time: 0.435, data_time: 0.191, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3707, loss: 0.3707 +2024-12-25 09:58:46,538 - pyskl - INFO - Epoch [92][200/2506] lr: 8.370e-03, eta: 10:16:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3678, loss: 0.3678 +2024-12-25 09:59:10,599 - pyskl - INFO - Epoch [92][300/2506] lr: 8.360e-03, eta: 10:15:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9900, loss_cls: 0.4037, loss: 0.4037 +2024-12-25 09:59:34,665 - pyskl - INFO - Epoch [92][400/2506] lr: 8.350e-03, eta: 10:15:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 0.3798, loss: 0.3798 +2024-12-25 09:59:58,780 - pyskl - INFO - Epoch [92][500/2506] lr: 8.340e-03, eta: 10:14:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9944, loss_cls: 0.4260, loss: 0.4260 +2024-12-25 10:00:22,892 - pyskl - INFO - Epoch [92][600/2506] lr: 8.330e-03, eta: 10:14:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3647, loss: 0.3647 +2024-12-25 10:00:46,981 - pyskl - INFO - Epoch [92][700/2506] lr: 8.320e-03, eta: 10:13:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9938, loss_cls: 0.4279, loss: 0.4279 +2024-12-25 10:01:11,081 - pyskl - INFO - Epoch [92][800/2506] lr: 8.310e-03, eta: 10:13:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9950, loss_cls: 0.3467, loss: 0.3467 +2024-12-25 10:01:35,147 - pyskl - INFO - Epoch [92][900/2506] lr: 8.301e-03, eta: 10:13:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9962, loss_cls: 0.4039, loss: 0.4039 +2024-12-25 10:01:59,240 - pyskl - INFO - Epoch [92][1000/2506] lr: 8.291e-03, eta: 10:12:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.3997, loss: 0.3997 +2024-12-25 10:02:23,392 - pyskl - INFO - Epoch [92][1100/2506] lr: 8.281e-03, eta: 10:12:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4684, loss: 0.4684 +2024-12-25 10:02:47,483 - pyskl - INFO - Epoch [92][1200/2506] lr: 8.271e-03, eta: 10:11:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4647, loss: 0.4647 +2024-12-25 10:03:11,558 - pyskl - INFO - Epoch [92][1300/2506] lr: 8.261e-03, eta: 10:11:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3688, loss: 0.3688 +2024-12-25 10:03:35,639 - pyskl - INFO - Epoch [92][1400/2506] lr: 8.251e-03, eta: 10:10:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4565, loss: 0.4565 +2024-12-25 10:03:59,662 - pyskl - INFO - Epoch [92][1500/2506] lr: 8.242e-03, eta: 10:10:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9894, loss_cls: 0.4630, loss: 0.4630 +2024-12-25 10:04:23,680 - pyskl - INFO - Epoch [92][1600/2506] lr: 8.232e-03, eta: 10:10:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4361, loss: 0.4361 +2024-12-25 10:04:47,747 - pyskl - INFO - Epoch [92][1700/2506] lr: 8.222e-03, eta: 10:09:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3795, loss: 0.3795 +2024-12-25 10:05:11,847 - pyskl - INFO - Epoch [92][1800/2506] lr: 8.212e-03, eta: 10:09:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 0.4149, loss: 0.4149 +2024-12-25 10:05:35,908 - pyskl - INFO - Epoch [92][1900/2506] lr: 8.202e-03, eta: 10:08:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4647, loss: 0.4647 +2024-12-25 10:05:59,941 - pyskl - INFO - Epoch [92][2000/2506] lr: 8.193e-03, eta: 10:08:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9944, loss_cls: 0.4405, loss: 0.4405 +2024-12-25 10:06:23,987 - pyskl - INFO - Epoch [92][2100/2506] lr: 8.183e-03, eta: 10:07:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.4568, loss: 0.4568 +2024-12-25 10:06:47,983 - pyskl - INFO - Epoch [92][2200/2506] lr: 8.173e-03, eta: 10:07:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9850, loss_cls: 0.4573, loss: 0.4573 +2024-12-25 10:07:12,059 - pyskl - INFO - Epoch [92][2300/2506] lr: 8.163e-03, eta: 10:07:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9894, loss_cls: 0.4303, loss: 0.4303 +2024-12-25 10:07:36,134 - pyskl - INFO - Epoch [92][2400/2506] lr: 8.153e-03, eta: 10:06:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9906, loss_cls: 0.4225, loss: 0.4225 +2024-12-25 10:08:00,144 - pyskl - INFO - Epoch [92][2500/2506] lr: 8.144e-03, eta: 10:06:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9056, top5_acc: 0.9881, loss_cls: 0.4705, loss: 0.4705 +2024-12-25 10:08:02,089 - pyskl - INFO - Saving checkpoint at 92 epochs +2024-12-25 10:09:24,054 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 10:09:24,121 - pyskl - INFO - +top1_acc 0.8638 +top5_acc 0.9804 +2024-12-25 10:09:24,123 - pyskl - INFO - Epoch(val) [92][1031] top1_acc: 0.8638, top5_acc: 0.9804 +2024-12-25 10:10:07,346 - pyskl - INFO - Epoch [93][100/2506] lr: 8.133e-03, eta: 10:05:56, time: 0.432, data_time: 0.187, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9912, loss_cls: 0.4049, loss: 0.4049 +2024-12-25 10:10:31,462 - pyskl - INFO - Epoch [93][200/2506] lr: 8.123e-03, eta: 10:05:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3775, loss: 0.3775 +2024-12-25 10:10:55,554 - pyskl - INFO - Epoch [93][300/2506] lr: 8.114e-03, eta: 10:05:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3566, loss: 0.3566 +2024-12-25 10:11:19,669 - pyskl - INFO - Epoch [93][400/2506] lr: 8.104e-03, eta: 10:04:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3902, loss: 0.3902 +2024-12-25 10:11:43,782 - pyskl - INFO - Epoch [93][500/2506] lr: 8.094e-03, eta: 10:04:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9950, loss_cls: 0.3658, loss: 0.3658 +2024-12-25 10:12:07,898 - pyskl - INFO - Epoch [93][600/2506] lr: 8.084e-03, eta: 10:03:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.3948, loss: 0.3948 +2024-12-25 10:12:32,003 - pyskl - INFO - Epoch [93][700/2506] lr: 8.074e-03, eta: 10:03:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9962, loss_cls: 0.4106, loss: 0.4106 +2024-12-25 10:12:56,086 - pyskl - INFO - Epoch [93][800/2506] lr: 8.065e-03, eta: 10:02:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9119, top5_acc: 0.9881, loss_cls: 0.4316, loss: 0.4316 +2024-12-25 10:13:20,218 - pyskl - INFO - Epoch [93][900/2506] lr: 8.055e-03, eta: 10:02:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4228, loss: 0.4228 +2024-12-25 10:13:44,365 - pyskl - INFO - Epoch [93][1000/2506] lr: 8.045e-03, eta: 10:02:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3818, loss: 0.3818 +2024-12-25 10:14:08,455 - pyskl - INFO - Epoch [93][1100/2506] lr: 8.035e-03, eta: 10:01:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3763, loss: 0.3763 +2024-12-25 10:14:32,543 - pyskl - INFO - Epoch [93][1200/2506] lr: 8.026e-03, eta: 10:01:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.4244, loss: 0.4244 +2024-12-25 10:14:56,667 - pyskl - INFO - Epoch [93][1300/2506] lr: 8.016e-03, eta: 10:00:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3845, loss: 0.3845 +2024-12-25 10:15:20,921 - pyskl - INFO - Epoch [93][1400/2506] lr: 8.006e-03, eta: 10:00:23, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3995, loss: 0.3995 +2024-12-25 10:15:45,194 - pyskl - INFO - Epoch [93][1500/2506] lr: 7.996e-03, eta: 9:59:58, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.4223, loss: 0.4223 +2024-12-25 10:16:09,412 - pyskl - INFO - Epoch [93][1600/2506] lr: 7.987e-03, eta: 9:59:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9881, loss_cls: 0.4173, loss: 0.4173 +2024-12-25 10:16:33,551 - pyskl - INFO - Epoch [93][1700/2506] lr: 7.977e-03, eta: 9:59:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.4180, loss: 0.4180 +2024-12-25 10:16:57,607 - pyskl - INFO - Epoch [93][1800/2506] lr: 7.967e-03, eta: 9:58:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3766, loss: 0.3766 +2024-12-25 10:17:21,681 - pyskl - INFO - Epoch [93][1900/2506] lr: 7.957e-03, eta: 9:58:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.3929, loss: 0.3929 +2024-12-25 10:17:45,770 - pyskl - INFO - Epoch [93][2000/2506] lr: 7.948e-03, eta: 9:57:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 0.4407, loss: 0.4407 +2024-12-25 10:18:09,850 - pyskl - INFO - Epoch [93][2100/2506] lr: 7.938e-03, eta: 9:57:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 0.4531, loss: 0.4531 +2024-12-25 10:18:33,938 - pyskl - INFO - Epoch [93][2200/2506] lr: 7.928e-03, eta: 9:56:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9888, loss_cls: 0.4272, loss: 0.4272 +2024-12-25 10:18:58,020 - pyskl - INFO - Epoch [93][2300/2506] lr: 7.919e-03, eta: 9:56:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9912, loss_cls: 0.4160, loss: 0.4160 +2024-12-25 10:19:22,148 - pyskl - INFO - Epoch [93][2400/2506] lr: 7.909e-03, eta: 9:56:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4246, loss: 0.4246 +2024-12-25 10:19:46,255 - pyskl - INFO - Epoch [93][2500/2506] lr: 7.899e-03, eta: 9:55:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9094, top5_acc: 0.9950, loss_cls: 0.4489, loss: 0.4489 +2024-12-25 10:19:48,108 - pyskl - INFO - Saving checkpoint at 93 epochs +2024-12-25 10:21:10,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 10:21:10,432 - pyskl - INFO - +top1_acc 0.8453 +top5_acc 0.9791 +2024-12-25 10:21:10,435 - pyskl - INFO - Epoch(val) [93][1031] top1_acc: 0.8453, top5_acc: 0.9791 +2024-12-25 10:21:53,972 - pyskl - INFO - Epoch [94][100/2506] lr: 7.889e-03, eta: 9:55:26, time: 0.435, data_time: 0.191, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.3188, loss: 0.3188 +2024-12-25 10:22:18,067 - pyskl - INFO - Epoch [94][200/2506] lr: 7.879e-03, eta: 9:55:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3503, loss: 0.3503 +2024-12-25 10:22:42,148 - pyskl - INFO - Epoch [94][300/2506] lr: 7.869e-03, eta: 9:54:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.3440, loss: 0.3440 +2024-12-25 10:23:06,212 - pyskl - INFO - Epoch [94][400/2506] lr: 7.860e-03, eta: 9:54:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.3542, loss: 0.3542 +2024-12-25 10:23:30,257 - pyskl - INFO - Epoch [94][500/2506] lr: 7.850e-03, eta: 9:53:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.4358, loss: 0.4358 +2024-12-25 10:23:54,307 - pyskl - INFO - Epoch [94][600/2506] lr: 7.840e-03, eta: 9:53:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.3999, loss: 0.3999 +2024-12-25 10:24:18,356 - pyskl - INFO - Epoch [94][700/2506] lr: 7.831e-03, eta: 9:52:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9925, loss_cls: 0.3651, loss: 0.3651 +2024-12-25 10:24:42,412 - pyskl - INFO - Epoch [94][800/2506] lr: 7.821e-03, eta: 9:52:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9944, loss_cls: 0.3602, loss: 0.3602 +2024-12-25 10:25:06,478 - pyskl - INFO - Epoch [94][900/2506] lr: 7.811e-03, eta: 9:52:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 0.4354, loss: 0.4354 +2024-12-25 10:25:30,545 - pyskl - INFO - Epoch [94][1000/2506] lr: 7.802e-03, eta: 9:51:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3865, loss: 0.3865 +2024-12-25 10:25:54,635 - pyskl - INFO - Epoch [94][1100/2506] lr: 7.792e-03, eta: 9:51:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.4111, loss: 0.4111 +2024-12-25 10:26:18,721 - pyskl - INFO - Epoch [94][1200/2506] lr: 7.782e-03, eta: 9:50:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3944, loss: 0.3944 +2024-12-25 10:26:42,816 - pyskl - INFO - Epoch [94][1300/2506] lr: 7.773e-03, eta: 9:50:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3986, loss: 0.3986 +2024-12-25 10:27:06,910 - pyskl - INFO - Epoch [94][1400/2506] lr: 7.763e-03, eta: 9:49:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3814, loss: 0.3814 +2024-12-25 10:27:31,006 - pyskl - INFO - Epoch [94][1500/2506] lr: 7.753e-03, eta: 9:49:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4193, loss: 0.4193 +2024-12-25 10:27:55,076 - pyskl - INFO - Epoch [94][1600/2506] lr: 7.744e-03, eta: 9:49:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.4311, loss: 0.4311 +2024-12-25 10:28:19,164 - pyskl - INFO - Epoch [94][1700/2506] lr: 7.734e-03, eta: 9:48:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4231, loss: 0.4231 +2024-12-25 10:28:43,239 - pyskl - INFO - Epoch [94][1800/2506] lr: 7.724e-03, eta: 9:48:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9938, loss_cls: 0.3795, loss: 0.3795 +2024-12-25 10:29:07,323 - pyskl - INFO - Epoch [94][1900/2506] lr: 7.715e-03, eta: 9:47:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.4277, loss: 0.4277 +2024-12-25 10:29:31,386 - pyskl - INFO - Epoch [94][2000/2506] lr: 7.705e-03, eta: 9:47:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3299, loss: 0.3299 +2024-12-25 10:29:55,364 - pyskl - INFO - Epoch [94][2100/2506] lr: 7.695e-03, eta: 9:46:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9956, loss_cls: 0.4236, loss: 0.4236 +2024-12-25 10:30:19,385 - pyskl - INFO - Epoch [94][2200/2506] lr: 7.686e-03, eta: 9:46:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9862, loss_cls: 0.4293, loss: 0.4293 +2024-12-25 10:30:43,346 - pyskl - INFO - Epoch [94][2300/2506] lr: 7.676e-03, eta: 9:46:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9050, top5_acc: 0.9881, loss_cls: 0.4830, loss: 0.4830 +2024-12-25 10:31:07,323 - pyskl - INFO - Epoch [94][2400/2506] lr: 7.666e-03, eta: 9:45:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4262, loss: 0.4262 +2024-12-25 10:31:31,311 - pyskl - INFO - Epoch [94][2500/2506] lr: 7.657e-03, eta: 9:45:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4109, loss: 0.4109 +2024-12-25 10:31:33,184 - pyskl - INFO - Saving checkpoint at 94 epochs +2024-12-25 10:32:55,090 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 10:32:55,156 - pyskl - INFO - +top1_acc 0.8697 +top5_acc 0.9805 +2024-12-25 10:32:55,158 - pyskl - INFO - Epoch(val) [94][1031] top1_acc: 0.8697, top5_acc: 0.9805 +2024-12-25 10:33:38,377 - pyskl - INFO - Epoch [95][100/2506] lr: 7.647e-03, eta: 9:44:54, time: 0.432, data_time: 0.186, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.3569, loss: 0.3569 +2024-12-25 10:34:02,547 - pyskl - INFO - Epoch [95][200/2506] lr: 7.637e-03, eta: 9:44:29, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3788, loss: 0.3788 +2024-12-25 10:34:26,601 - pyskl - INFO - Epoch [95][300/2506] lr: 7.627e-03, eta: 9:44:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 0.3316, loss: 0.3316 +2024-12-25 10:34:50,686 - pyskl - INFO - Epoch [95][400/2506] lr: 7.618e-03, eta: 9:43:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9912, loss_cls: 0.3992, loss: 0.3992 +2024-12-25 10:35:14,814 - pyskl - INFO - Epoch [95][500/2506] lr: 7.608e-03, eta: 9:43:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4060, loss: 0.4060 +2024-12-25 10:35:38,941 - pyskl - INFO - Epoch [95][600/2506] lr: 7.598e-03, eta: 9:42:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9931, loss_cls: 0.3966, loss: 0.3966 +2024-12-25 10:36:03,033 - pyskl - INFO - Epoch [95][700/2506] lr: 7.589e-03, eta: 9:42:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3972, loss: 0.3972 +2024-12-25 10:36:27,164 - pyskl - INFO - Epoch [95][800/2506] lr: 7.579e-03, eta: 9:41:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3746, loss: 0.3746 +2024-12-25 10:36:51,249 - pyskl - INFO - Epoch [95][900/2506] lr: 7.570e-03, eta: 9:41:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3335, loss: 0.3335 +2024-12-25 10:37:15,283 - pyskl - INFO - Epoch [95][1000/2506] lr: 7.560e-03, eta: 9:41:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 0.3721, loss: 0.3721 +2024-12-25 10:37:39,329 - pyskl - INFO - Epoch [95][1100/2506] lr: 7.550e-03, eta: 9:40:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 0.3949, loss: 0.3949 +2024-12-25 10:38:03,310 - pyskl - INFO - Epoch [95][1200/2506] lr: 7.541e-03, eta: 9:40:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.4347, loss: 0.4347 +2024-12-25 10:38:27,308 - pyskl - INFO - Epoch [95][1300/2506] lr: 7.531e-03, eta: 9:39:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.3210, loss: 0.3210 +2024-12-25 10:38:51,305 - pyskl - INFO - Epoch [95][1400/2506] lr: 7.522e-03, eta: 9:39:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.4054, loss: 0.4054 +2024-12-25 10:39:15,295 - pyskl - INFO - Epoch [95][1500/2506] lr: 7.512e-03, eta: 9:38:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3932, loss: 0.3932 +2024-12-25 10:39:39,270 - pyskl - INFO - Epoch [95][1600/2506] lr: 7.502e-03, eta: 9:38:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 0.4097, loss: 0.4097 +2024-12-25 10:40:03,276 - pyskl - INFO - Epoch [95][1700/2506] lr: 7.493e-03, eta: 9:38:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9919, loss_cls: 0.4049, loss: 0.4049 +2024-12-25 10:40:27,259 - pyskl - INFO - Epoch [95][1800/2506] lr: 7.483e-03, eta: 9:37:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9950, loss_cls: 0.4001, loss: 0.4001 +2024-12-25 10:40:51,309 - pyskl - INFO - Epoch [95][1900/2506] lr: 7.474e-03, eta: 9:37:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.4054, loss: 0.4054 +2024-12-25 10:41:15,353 - pyskl - INFO - Epoch [95][2000/2506] lr: 7.464e-03, eta: 9:36:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9906, loss_cls: 0.4085, loss: 0.4085 +2024-12-25 10:41:39,544 - pyskl - INFO - Epoch [95][2100/2506] lr: 7.455e-03, eta: 9:36:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3802, loss: 0.3802 +2024-12-25 10:42:03,636 - pyskl - INFO - Epoch [95][2200/2506] lr: 7.445e-03, eta: 9:35:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.4357, loss: 0.4357 +2024-12-25 10:42:27,762 - pyskl - INFO - Epoch [95][2300/2506] lr: 7.436e-03, eta: 9:35:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.4078, loss: 0.4078 +2024-12-25 10:42:51,748 - pyskl - INFO - Epoch [95][2400/2506] lr: 7.426e-03, eta: 9:35:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9006, top5_acc: 0.9894, loss_cls: 0.5033, loss: 0.5033 +2024-12-25 10:43:15,721 - pyskl - INFO - Epoch [95][2500/2506] lr: 7.416e-03, eta: 9:34:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.4066, loss: 0.4066 +2024-12-25 10:43:17,563 - pyskl - INFO - Saving checkpoint at 95 epochs +2024-12-25 10:44:39,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 10:44:39,655 - pyskl - INFO - +top1_acc 0.8694 +top5_acc 0.9768 +2024-12-25 10:44:39,658 - pyskl - INFO - Epoch(val) [95][1031] top1_acc: 0.8694, top5_acc: 0.9768 +2024-12-25 10:45:23,413 - pyskl - INFO - Epoch [96][100/2506] lr: 7.406e-03, eta: 9:34:24, time: 0.438, data_time: 0.191, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3259, loss: 0.3259 +2024-12-25 10:45:47,542 - pyskl - INFO - Epoch [96][200/2506] lr: 7.397e-03, eta: 9:33:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9931, loss_cls: 0.3397, loss: 0.3397 +2024-12-25 10:46:11,669 - pyskl - INFO - Epoch [96][300/2506] lr: 7.387e-03, eta: 9:33:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3705, loss: 0.3705 +2024-12-25 10:46:35,809 - pyskl - INFO - Epoch [96][400/2506] lr: 7.378e-03, eta: 9:33:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.3372, loss: 0.3372 +2024-12-25 10:46:59,941 - pyskl - INFO - Epoch [96][500/2506] lr: 7.368e-03, eta: 9:32:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.3214, loss: 0.3214 +2024-12-25 10:47:24,074 - pyskl - INFO - Epoch [96][600/2506] lr: 7.359e-03, eta: 9:32:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9912, loss_cls: 0.3688, loss: 0.3688 +2024-12-25 10:47:48,163 - pyskl - INFO - Epoch [96][700/2506] lr: 7.349e-03, eta: 9:31:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3608, loss: 0.3608 +2024-12-25 10:48:12,250 - pyskl - INFO - Epoch [96][800/2506] lr: 7.340e-03, eta: 9:31:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3724, loss: 0.3724 +2024-12-25 10:48:36,385 - pyskl - INFO - Epoch [96][900/2506] lr: 7.330e-03, eta: 9:30:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9938, loss_cls: 0.3863, loss: 0.3863 +2024-12-25 10:49:00,537 - pyskl - INFO - Epoch [96][1000/2506] lr: 7.321e-03, eta: 9:30:34, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9925, loss_cls: 0.3947, loss: 0.3947 +2024-12-25 10:49:24,668 - pyskl - INFO - Epoch [96][1100/2506] lr: 7.311e-03, eta: 9:30:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9919, loss_cls: 0.3698, loss: 0.3698 +2024-12-25 10:49:48,733 - pyskl - INFO - Epoch [96][1200/2506] lr: 7.302e-03, eta: 9:29:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9919, loss_cls: 0.3580, loss: 0.3580 +2024-12-25 10:50:12,802 - pyskl - INFO - Epoch [96][1300/2506] lr: 7.292e-03, eta: 9:29:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3735, loss: 0.3735 +2024-12-25 10:50:36,809 - pyskl - INFO - Epoch [96][1400/2506] lr: 7.283e-03, eta: 9:28:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.4123, loss: 0.4123 +2024-12-25 10:51:00,786 - pyskl - INFO - Epoch [96][1500/2506] lr: 7.273e-03, eta: 9:28:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9956, loss_cls: 0.3629, loss: 0.3629 +2024-12-25 10:51:24,821 - pyskl - INFO - Epoch [96][1600/2506] lr: 7.264e-03, eta: 9:28:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.4135, loss: 0.4135 +2024-12-25 10:51:48,831 - pyskl - INFO - Epoch [96][1700/2506] lr: 7.254e-03, eta: 9:27:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.4019, loss: 0.4019 +2024-12-25 10:52:12,843 - pyskl - INFO - Epoch [96][1800/2506] lr: 7.245e-03, eta: 9:27:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9206, top5_acc: 0.9912, loss_cls: 0.4224, loss: 0.4224 +2024-12-25 10:52:36,841 - pyskl - INFO - Epoch [96][1900/2506] lr: 7.235e-03, eta: 9:26:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.4459, loss: 0.4459 +2024-12-25 10:53:00,901 - pyskl - INFO - Epoch [96][2000/2506] lr: 7.226e-03, eta: 9:26:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.3842, loss: 0.3842 +2024-12-25 10:53:24,896 - pyskl - INFO - Epoch [96][2100/2506] lr: 7.216e-03, eta: 9:25:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9862, loss_cls: 0.3877, loss: 0.3877 +2024-12-25 10:53:48,933 - pyskl - INFO - Epoch [96][2200/2506] lr: 7.207e-03, eta: 9:25:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9912, loss_cls: 0.3756, loss: 0.3756 +2024-12-25 10:54:12,921 - pyskl - INFO - Epoch [96][2300/2506] lr: 7.197e-03, eta: 9:25:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9925, loss_cls: 0.3919, loss: 0.3919 +2024-12-25 10:54:36,984 - pyskl - INFO - Epoch [96][2400/2506] lr: 7.188e-03, eta: 9:24:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9912, loss_cls: 0.3965, loss: 0.3965 +2024-12-25 10:55:01,066 - pyskl - INFO - Epoch [96][2500/2506] lr: 7.178e-03, eta: 9:24:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 0.4076, loss: 0.4076 +2024-12-25 10:55:02,914 - pyskl - INFO - Saving checkpoint at 96 epochs +2024-12-25 10:56:25,082 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 10:56:25,148 - pyskl - INFO - +top1_acc 0.8588 +top5_acc 0.9802 +2024-12-25 10:56:25,151 - pyskl - INFO - Epoch(val) [96][1031] top1_acc: 0.8588, top5_acc: 0.9802 +2024-12-25 10:57:09,016 - pyskl - INFO - Epoch [97][100/2506] lr: 7.168e-03, eta: 9:23:53, time: 0.439, data_time: 0.192, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3411, loss: 0.3411 +2024-12-25 10:57:33,289 - pyskl - INFO - Epoch [97][200/2506] lr: 7.159e-03, eta: 9:23:28, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3283, loss: 0.3283 +2024-12-25 10:57:57,530 - pyskl - INFO - Epoch [97][300/2506] lr: 7.150e-03, eta: 9:23:03, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3854, loss: 0.3854 +2024-12-25 10:58:21,652 - pyskl - INFO - Epoch [97][400/2506] lr: 7.140e-03, eta: 9:22:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2958, loss: 0.2958 +2024-12-25 10:58:45,798 - pyskl - INFO - Epoch [97][500/2506] lr: 7.131e-03, eta: 9:22:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.3378, loss: 0.3378 +2024-12-25 10:59:09,904 - pyskl - INFO - Epoch [97][600/2506] lr: 7.121e-03, eta: 9:21:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.3109, loss: 0.3109 +2024-12-25 10:59:34,017 - pyskl - INFO - Epoch [97][700/2506] lr: 7.112e-03, eta: 9:21:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9944, loss_cls: 0.3459, loss: 0.3459 +2024-12-25 10:59:58,236 - pyskl - INFO - Epoch [97][800/2506] lr: 7.102e-03, eta: 9:20:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.4126, loss: 0.4126 +2024-12-25 11:00:22,438 - pyskl - INFO - Epoch [97][900/2506] lr: 7.093e-03, eta: 9:20:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9237, top5_acc: 0.9931, loss_cls: 0.4104, loss: 0.4104 +2024-12-25 11:00:46,455 - pyskl - INFO - Epoch [97][1000/2506] lr: 7.084e-03, eta: 9:20:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3711, loss: 0.3711 +2024-12-25 11:01:10,531 - pyskl - INFO - Epoch [97][1100/2506] lr: 7.074e-03, eta: 9:19:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3377, loss: 0.3377 +2024-12-25 11:01:34,520 - pyskl - INFO - Epoch [97][1200/2506] lr: 7.065e-03, eta: 9:19:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4101, loss: 0.4101 +2024-12-25 11:01:58,461 - pyskl - INFO - Epoch [97][1300/2506] lr: 7.055e-03, eta: 9:18:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3609, loss: 0.3609 +2024-12-25 11:02:22,420 - pyskl - INFO - Epoch [97][1400/2506] lr: 7.046e-03, eta: 9:18:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9919, loss_cls: 0.4061, loss: 0.4061 +2024-12-25 11:02:46,410 - pyskl - INFO - Epoch [97][1500/2506] lr: 7.036e-03, eta: 9:17:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.3472, loss: 0.3472 +2024-12-25 11:03:10,399 - pyskl - INFO - Epoch [97][1600/2506] lr: 7.027e-03, eta: 9:17:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4265, loss: 0.4265 +2024-12-25 11:03:34,437 - pyskl - INFO - Epoch [97][1700/2506] lr: 7.018e-03, eta: 9:17:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.4050, loss: 0.4050 +2024-12-25 11:03:58,542 - pyskl - INFO - Epoch [97][1800/2506] lr: 7.008e-03, eta: 9:16:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4431, loss: 0.4431 +2024-12-25 11:04:22,650 - pyskl - INFO - Epoch [97][1900/2506] lr: 6.999e-03, eta: 9:16:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 0.3560, loss: 0.3560 +2024-12-25 11:04:46,682 - pyskl - INFO - Epoch [97][2000/2506] lr: 6.990e-03, eta: 9:15:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.3981, loss: 0.3981 +2024-12-25 11:05:10,656 - pyskl - INFO - Epoch [97][2100/2506] lr: 6.980e-03, eta: 9:15:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.3842, loss: 0.3842 +2024-12-25 11:05:34,634 - pyskl - INFO - Epoch [97][2200/2506] lr: 6.971e-03, eta: 9:14:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.3997, loss: 0.3997 +2024-12-25 11:05:58,651 - pyskl - INFO - Epoch [97][2300/2506] lr: 6.961e-03, eta: 9:14:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9137, top5_acc: 0.9950, loss_cls: 0.4186, loss: 0.4186 +2024-12-25 11:06:22,655 - pyskl - INFO - Epoch [97][2400/2506] lr: 6.952e-03, eta: 9:14:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3882, loss: 0.3882 +2024-12-25 11:06:46,618 - pyskl - INFO - Epoch [97][2500/2506] lr: 6.943e-03, eta: 9:13:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9919, loss_cls: 0.3903, loss: 0.3903 +2024-12-25 11:06:48,505 - pyskl - INFO - Saving checkpoint at 97 epochs +2024-12-25 11:08:10,633 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 11:08:10,700 - pyskl - INFO - +top1_acc 0.8811 +top5_acc 0.9824 +2024-12-25 11:08:10,704 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_88.pth was removed +2024-12-25 11:08:10,836 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_97.pth. +2024-12-25 11:08:10,836 - pyskl - INFO - Best top1_acc is 0.8811 at 97 epoch. +2024-12-25 11:08:10,838 - pyskl - INFO - Epoch(val) [97][1031] top1_acc: 0.8811, top5_acc: 0.9824 +2024-12-25 11:08:54,396 - pyskl - INFO - Epoch [98][100/2506] lr: 6.933e-03, eta: 9:13:23, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 0.3139, loss: 0.3139 +2024-12-25 11:09:18,380 - pyskl - INFO - Epoch [98][200/2506] lr: 6.923e-03, eta: 9:12:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2925, loss: 0.2925 +2024-12-25 11:09:42,370 - pyskl - INFO - Epoch [98][300/2506] lr: 6.914e-03, eta: 9:12:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.3223, loss: 0.3223 +2024-12-25 11:10:06,381 - pyskl - INFO - Epoch [98][400/2506] lr: 6.905e-03, eta: 9:12:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3337, loss: 0.3337 +2024-12-25 11:10:30,379 - pyskl - INFO - Epoch [98][500/2506] lr: 6.895e-03, eta: 9:11:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3214, loss: 0.3214 +2024-12-25 11:10:54,472 - pyskl - INFO - Epoch [98][600/2506] lr: 6.886e-03, eta: 9:11:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9925, loss_cls: 0.3827, loss: 0.3827 +2024-12-25 11:11:18,537 - pyskl - INFO - Epoch [98][700/2506] lr: 6.877e-03, eta: 9:10:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3679, loss: 0.3679 +2024-12-25 11:11:42,542 - pyskl - INFO - Epoch [98][800/2506] lr: 6.867e-03, eta: 9:10:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3591, loss: 0.3591 +2024-12-25 11:12:06,573 - pyskl - INFO - Epoch [98][900/2506] lr: 6.858e-03, eta: 9:09:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3627, loss: 0.3627 +2024-12-25 11:12:30,597 - pyskl - INFO - Epoch [98][1000/2506] lr: 6.849e-03, eta: 9:09:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3242, loss: 0.3242 +2024-12-25 11:12:54,599 - pyskl - INFO - Epoch [98][1100/2506] lr: 6.839e-03, eta: 9:09:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3641, loss: 0.3641 +2024-12-25 11:13:18,600 - pyskl - INFO - Epoch [98][1200/2506] lr: 6.830e-03, eta: 9:08:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3689, loss: 0.3689 +2024-12-25 11:13:42,589 - pyskl - INFO - Epoch [98][1300/2506] lr: 6.821e-03, eta: 9:08:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3917, loss: 0.3917 +2024-12-25 11:14:06,590 - pyskl - INFO - Epoch [98][1400/2506] lr: 6.812e-03, eta: 9:07:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9956, loss_cls: 0.3758, loss: 0.3758 +2024-12-25 11:14:30,796 - pyskl - INFO - Epoch [98][1500/2506] lr: 6.802e-03, eta: 9:07:26, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 0.3673, loss: 0.3673 +2024-12-25 11:14:55,058 - pyskl - INFO - Epoch [98][1600/2506] lr: 6.793e-03, eta: 9:07:00, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9900, loss_cls: 0.4160, loss: 0.4160 +2024-12-25 11:15:19,322 - pyskl - INFO - Epoch [98][1700/2506] lr: 6.784e-03, eta: 9:06:35, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4111, loss: 0.4111 +2024-12-25 11:15:43,526 - pyskl - INFO - Epoch [98][1800/2506] lr: 6.774e-03, eta: 9:06:09, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9925, loss_cls: 0.3496, loss: 0.3496 +2024-12-25 11:16:07,792 - pyskl - INFO - Epoch [98][1900/2506] lr: 6.765e-03, eta: 9:05:44, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9944, loss_cls: 0.3490, loss: 0.3490 +2024-12-25 11:16:32,028 - pyskl - INFO - Epoch [98][2000/2506] lr: 6.756e-03, eta: 9:05:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.4019, loss: 0.4019 +2024-12-25 11:16:56,264 - pyskl - INFO - Epoch [98][2100/2506] lr: 6.747e-03, eta: 9:04:53, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.3080, loss: 0.3080 +2024-12-25 11:17:20,480 - pyskl - INFO - Epoch [98][2200/2506] lr: 6.737e-03, eta: 9:04:28, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3620, loss: 0.3620 +2024-12-25 11:17:44,714 - pyskl - INFO - Epoch [98][2300/2506] lr: 6.728e-03, eta: 9:04:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9875, loss_cls: 0.3959, loss: 0.3959 +2024-12-25 11:18:08,956 - pyskl - INFO - Epoch [98][2400/2506] lr: 6.719e-03, eta: 9:03:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9888, loss_cls: 0.4319, loss: 0.4319 +2024-12-25 11:18:33,154 - pyskl - INFO - Epoch [98][2500/2506] lr: 6.709e-03, eta: 9:03:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.4022, loss: 0.4022 +2024-12-25 11:18:35,020 - pyskl - INFO - Saving checkpoint at 98 epochs +2024-12-25 11:19:56,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 11:19:56,993 - pyskl - INFO - +top1_acc 0.8721 +top5_acc 0.9822 +2024-12-25 11:19:56,995 - pyskl - INFO - Epoch(val) [98][1031] top1_acc: 0.8721, top5_acc: 0.9822 +2024-12-25 11:20:40,662 - pyskl - INFO - Epoch [99][100/2506] lr: 6.700e-03, eta: 9:02:54, time: 0.437, data_time: 0.191, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3274, loss: 0.3274 +2024-12-25 11:21:04,903 - pyskl - INFO - Epoch [99][200/2506] lr: 6.690e-03, eta: 9:02:28, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3619, loss: 0.3619 +2024-12-25 11:21:29,160 - pyskl - INFO - Epoch [99][300/2506] lr: 6.681e-03, eta: 9:02:03, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.3548, loss: 0.3548 +2024-12-25 11:21:53,414 - pyskl - INFO - Epoch [99][400/2506] lr: 6.672e-03, eta: 9:01:38, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3148, loss: 0.3148 +2024-12-25 11:22:17,538 - pyskl - INFO - Epoch [99][500/2506] lr: 6.663e-03, eta: 9:01:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3269, loss: 0.3269 +2024-12-25 11:22:41,594 - pyskl - INFO - Epoch [99][600/2506] lr: 6.653e-03, eta: 9:00:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2930, loss: 0.2930 +2024-12-25 11:23:05,673 - pyskl - INFO - Epoch [99][700/2506] lr: 6.644e-03, eta: 9:00:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9944, loss_cls: 0.3337, loss: 0.3337 +2024-12-25 11:23:29,820 - pyskl - INFO - Epoch [99][800/2506] lr: 6.635e-03, eta: 8:59:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3324, loss: 0.3324 +2024-12-25 11:23:53,976 - pyskl - INFO - Epoch [99][900/2506] lr: 6.626e-03, eta: 8:59:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3148, loss: 0.3148 +2024-12-25 11:24:18,123 - pyskl - INFO - Epoch [99][1000/2506] lr: 6.617e-03, eta: 8:59:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3567, loss: 0.3567 +2024-12-25 11:24:42,325 - pyskl - INFO - Epoch [99][1100/2506] lr: 6.607e-03, eta: 8:58:39, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3484, loss: 0.3484 +2024-12-25 11:25:06,477 - pyskl - INFO - Epoch [99][1200/2506] lr: 6.598e-03, eta: 8:58:14, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3719, loss: 0.3719 +2024-12-25 11:25:30,595 - pyskl - INFO - Epoch [99][1300/2506] lr: 6.589e-03, eta: 8:57:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9244, top5_acc: 0.9956, loss_cls: 0.3825, loss: 0.3825 +2024-12-25 11:25:54,715 - pyskl - INFO - Epoch [99][1400/2506] lr: 6.580e-03, eta: 8:57:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3744, loss: 0.3744 +2024-12-25 11:26:18,875 - pyskl - INFO - Epoch [99][1500/2506] lr: 6.570e-03, eta: 8:56:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.3418, loss: 0.3418 +2024-12-25 11:26:42,971 - pyskl - INFO - Epoch [99][1600/2506] lr: 6.561e-03, eta: 8:56:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.3065, loss: 0.3065 +2024-12-25 11:27:07,064 - pyskl - INFO - Epoch [99][1700/2506] lr: 6.552e-03, eta: 8:56:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9938, loss_cls: 0.3681, loss: 0.3681 +2024-12-25 11:27:31,048 - pyskl - INFO - Epoch [99][1800/2506] lr: 6.543e-03, eta: 8:55:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 0.3428, loss: 0.3428 +2024-12-25 11:27:55,052 - pyskl - INFO - Epoch [99][1900/2506] lr: 6.534e-03, eta: 8:55:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.3326, loss: 0.3326 +2024-12-25 11:28:19,092 - pyskl - INFO - Epoch [99][2000/2506] lr: 6.525e-03, eta: 8:54:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.3880, loss: 0.3880 +2024-12-25 11:28:43,206 - pyskl - INFO - Epoch [99][2100/2506] lr: 6.515e-03, eta: 8:54:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.3884, loss: 0.3884 +2024-12-25 11:29:07,269 - pyskl - INFO - Epoch [99][2200/2506] lr: 6.506e-03, eta: 8:53:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.3893, loss: 0.3893 +2024-12-25 11:29:31,267 - pyskl - INFO - Epoch [99][2300/2506] lr: 6.497e-03, eta: 8:53:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9894, loss_cls: 0.3516, loss: 0.3516 +2024-12-25 11:29:55,249 - pyskl - INFO - Epoch [99][2400/2506] lr: 6.488e-03, eta: 8:53:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9944, loss_cls: 0.3510, loss: 0.3510 +2024-12-25 11:30:19,301 - pyskl - INFO - Epoch [99][2500/2506] lr: 6.479e-03, eta: 8:52:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3587, loss: 0.3587 +2024-12-25 11:30:21,231 - pyskl - INFO - Saving checkpoint at 99 epochs +2024-12-25 11:31:43,597 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 11:31:43,675 - pyskl - INFO - +top1_acc 0.8738 +top5_acc 0.9840 +2024-12-25 11:31:43,677 - pyskl - INFO - Epoch(val) [99][1031] top1_acc: 0.8738, top5_acc: 0.9840 +2024-12-25 11:32:27,281 - pyskl - INFO - Epoch [100][100/2506] lr: 6.469e-03, eta: 8:52:25, time: 0.436, data_time: 0.190, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3353, loss: 0.3353 +2024-12-25 11:32:51,381 - pyskl - INFO - Epoch [100][200/2506] lr: 6.460e-03, eta: 8:51:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2934, loss: 0.2934 +2024-12-25 11:33:15,527 - pyskl - INFO - Epoch [100][300/2506] lr: 6.451e-03, eta: 8:51:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9938, loss_cls: 0.3085, loss: 0.3085 +2024-12-25 11:33:39,593 - pyskl - INFO - Epoch [100][400/2506] lr: 6.442e-03, eta: 8:51:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2891, loss: 0.2891 +2024-12-25 11:34:03,703 - pyskl - INFO - Epoch [100][500/2506] lr: 6.432e-03, eta: 8:50:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.3357, loss: 0.3357 +2024-12-25 11:34:27,764 - pyskl - INFO - Epoch [100][600/2506] lr: 6.423e-03, eta: 8:50:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9281, top5_acc: 0.9969, loss_cls: 0.3291, loss: 0.3291 +2024-12-25 11:34:51,839 - pyskl - INFO - Epoch [100][700/2506] lr: 6.414e-03, eta: 8:49:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3292, loss: 0.3292 +2024-12-25 11:35:15,911 - pyskl - INFO - Epoch [100][800/2506] lr: 6.405e-03, eta: 8:49:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9944, loss_cls: 0.3294, loss: 0.3294 +2024-12-25 11:35:39,972 - pyskl - INFO - Epoch [100][900/2506] lr: 6.396e-03, eta: 8:49:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 0.3498, loss: 0.3498 +2024-12-25 11:36:04,036 - pyskl - INFO - Epoch [100][1000/2506] lr: 6.387e-03, eta: 8:48:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3399, loss: 0.3399 +2024-12-25 11:36:28,120 - pyskl - INFO - Epoch [100][1100/2506] lr: 6.378e-03, eta: 8:48:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3508, loss: 0.3508 +2024-12-25 11:36:52,198 - pyskl - INFO - Epoch [100][1200/2506] lr: 6.369e-03, eta: 8:47:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.3837, loss: 0.3837 +2024-12-25 11:37:16,270 - pyskl - INFO - Epoch [100][1300/2506] lr: 6.360e-03, eta: 8:47:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3436, loss: 0.3436 +2024-12-25 11:37:40,339 - pyskl - INFO - Epoch [100][1400/2506] lr: 6.350e-03, eta: 8:46:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9994, loss_cls: 0.2989, loss: 0.2989 +2024-12-25 11:38:04,412 - pyskl - INFO - Epoch [100][1500/2506] lr: 6.341e-03, eta: 8:46:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3305, loss: 0.3305 +2024-12-25 11:38:28,472 - pyskl - INFO - Epoch [100][1600/2506] lr: 6.332e-03, eta: 8:46:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3511, loss: 0.3511 +2024-12-25 11:38:52,552 - pyskl - INFO - Epoch [100][1700/2506] lr: 6.323e-03, eta: 8:45:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.2961, loss: 0.2961 +2024-12-25 11:39:16,619 - pyskl - INFO - Epoch [100][1800/2506] lr: 6.314e-03, eta: 8:45:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3091, loss: 0.3091 +2024-12-25 11:39:40,706 - pyskl - INFO - Epoch [100][1900/2506] lr: 6.305e-03, eta: 8:44:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.3727, loss: 0.3727 +2024-12-25 11:40:04,698 - pyskl - INFO - Epoch [100][2000/2506] lr: 6.296e-03, eta: 8:44:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3730, loss: 0.3730 +2024-12-25 11:40:28,816 - pyskl - INFO - Epoch [100][2100/2506] lr: 6.287e-03, eta: 8:43:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9962, loss_cls: 0.3276, loss: 0.3276 +2024-12-25 11:40:52,930 - pyskl - INFO - Epoch [100][2200/2506] lr: 6.278e-03, eta: 8:43:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3978, loss: 0.3978 +2024-12-25 11:41:17,008 - pyskl - INFO - Epoch [100][2300/2506] lr: 6.269e-03, eta: 8:43:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3576, loss: 0.3576 +2024-12-25 11:41:41,016 - pyskl - INFO - Epoch [100][2400/2506] lr: 6.260e-03, eta: 8:42:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3318, loss: 0.3318 +2024-12-25 11:42:05,028 - pyskl - INFO - Epoch [100][2500/2506] lr: 6.251e-03, eta: 8:42:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3820, loss: 0.3820 +2024-12-25 11:42:06,882 - pyskl - INFO - Saving checkpoint at 100 epochs +2024-12-25 11:43:29,282 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 11:43:29,348 - pyskl - INFO - +top1_acc 0.8595 +top5_acc 0.9794 +2024-12-25 11:43:29,351 - pyskl - INFO - Epoch(val) [100][1031] top1_acc: 0.8595, top5_acc: 0.9794 +2024-12-25 11:44:12,800 - pyskl - INFO - Epoch [101][100/2506] lr: 6.241e-03, eta: 8:41:55, time: 0.434, data_time: 0.190, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3319, loss: 0.3319 +2024-12-25 11:44:36,821 - pyskl - INFO - Epoch [101][200/2506] lr: 6.232e-03, eta: 8:41:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.3183, loss: 0.3183 +2024-12-25 11:45:00,894 - pyskl - INFO - Epoch [101][300/2506] lr: 6.223e-03, eta: 8:41:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9944, loss_cls: 0.3517, loss: 0.3517 +2024-12-25 11:45:24,988 - pyskl - INFO - Epoch [101][400/2506] lr: 6.214e-03, eta: 8:40:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3546, loss: 0.3546 +2024-12-25 11:45:49,064 - pyskl - INFO - Epoch [101][500/2506] lr: 6.205e-03, eta: 8:40:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3357, loss: 0.3357 +2024-12-25 11:46:13,035 - pyskl - INFO - Epoch [101][600/2506] lr: 6.196e-03, eta: 8:39:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3054, loss: 0.3054 +2024-12-25 11:46:37,058 - pyskl - INFO - Epoch [101][700/2506] lr: 6.187e-03, eta: 8:39:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3375, loss: 0.3375 +2024-12-25 11:47:01,063 - pyskl - INFO - Epoch [101][800/2506] lr: 6.178e-03, eta: 8:38:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3328, loss: 0.3328 +2024-12-25 11:47:25,111 - pyskl - INFO - Epoch [101][900/2506] lr: 6.169e-03, eta: 8:38:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 0.3338, loss: 0.3338 +2024-12-25 11:47:49,123 - pyskl - INFO - Epoch [101][1000/2506] lr: 6.160e-03, eta: 8:38:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3310, loss: 0.3310 +2024-12-25 11:48:13,124 - pyskl - INFO - Epoch [101][1100/2506] lr: 6.151e-03, eta: 8:37:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9944, loss_cls: 0.3238, loss: 0.3238 +2024-12-25 11:48:37,122 - pyskl - INFO - Epoch [101][1200/2506] lr: 6.142e-03, eta: 8:37:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3709, loss: 0.3709 +2024-12-25 11:49:01,122 - pyskl - INFO - Epoch [101][1300/2506] lr: 6.133e-03, eta: 8:36:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.3736, loss: 0.3736 +2024-12-25 11:49:25,125 - pyskl - INFO - Epoch [101][1400/2506] lr: 6.124e-03, eta: 8:36:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.3296, loss: 0.3296 +2024-12-25 11:49:49,163 - pyskl - INFO - Epoch [101][1500/2506] lr: 6.115e-03, eta: 8:35:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9931, loss_cls: 0.3306, loss: 0.3306 +2024-12-25 11:50:13,182 - pyskl - INFO - Epoch [101][1600/2506] lr: 6.106e-03, eta: 8:35:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3170, loss: 0.3170 +2024-12-25 11:50:37,439 - pyskl - INFO - Epoch [101][1700/2506] lr: 6.097e-03, eta: 8:35:07, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.3172, loss: 0.3172 +2024-12-25 11:51:01,647 - pyskl - INFO - Epoch [101][1800/2506] lr: 6.088e-03, eta: 8:34:42, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9912, loss_cls: 0.3328, loss: 0.3328 +2024-12-25 11:51:25,894 - pyskl - INFO - Epoch [101][1900/2506] lr: 6.079e-03, eta: 8:34:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3564, loss: 0.3564 +2024-12-25 11:51:49,998 - pyskl - INFO - Epoch [101][2000/2506] lr: 6.070e-03, eta: 8:33:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9938, loss_cls: 0.3062, loss: 0.3062 +2024-12-25 11:52:14,098 - pyskl - INFO - Epoch [101][2100/2506] lr: 6.061e-03, eta: 8:33:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3472, loss: 0.3472 +2024-12-25 11:52:38,180 - pyskl - INFO - Epoch [101][2200/2506] lr: 6.052e-03, eta: 8:33:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3735, loss: 0.3735 +2024-12-25 11:53:02,262 - pyskl - INFO - Epoch [101][2300/2506] lr: 6.043e-03, eta: 8:32:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3394, loss: 0.3394 +2024-12-25 11:53:26,380 - pyskl - INFO - Epoch [101][2400/2506] lr: 6.034e-03, eta: 8:32:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3396, loss: 0.3396 +2024-12-25 11:53:50,494 - pyskl - INFO - Epoch [101][2500/2506] lr: 6.025e-03, eta: 8:31:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.3219, loss: 0.3219 +2024-12-25 11:53:52,355 - pyskl - INFO - Saving checkpoint at 101 epochs +2024-12-25 11:55:14,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 11:55:14,568 - pyskl - INFO - +top1_acc 0.8763 +top5_acc 0.9792 +2024-12-25 11:55:14,571 - pyskl - INFO - Epoch(val) [101][1031] top1_acc: 0.8763, top5_acc: 0.9792 +2024-12-25 11:55:58,148 - pyskl - INFO - Epoch [102][100/2506] lr: 6.016e-03, eta: 8:31:25, time: 0.436, data_time: 0.190, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9994, loss_cls: 0.3034, loss: 0.3034 +2024-12-25 11:56:22,315 - pyskl - INFO - Epoch [102][200/2506] lr: 6.007e-03, eta: 8:31:00, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.3122, loss: 0.3122 +2024-12-25 11:56:46,425 - pyskl - INFO - Epoch [102][300/2506] lr: 5.998e-03, eta: 8:30:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3138, loss: 0.3138 +2024-12-25 11:57:10,641 - pyskl - INFO - Epoch [102][400/2506] lr: 5.989e-03, eta: 8:30:09, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2582, loss: 0.2582 +2024-12-25 11:57:34,756 - pyskl - INFO - Epoch [102][500/2506] lr: 5.980e-03, eta: 8:29:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2943, loss: 0.2943 +2024-12-25 11:57:58,942 - pyskl - INFO - Epoch [102][600/2506] lr: 5.971e-03, eta: 8:29:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2749, loss: 0.2749 +2024-12-25 11:58:23,050 - pyskl - INFO - Epoch [102][700/2506] lr: 5.962e-03, eta: 8:28:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9925, loss_cls: 0.3372, loss: 0.3372 +2024-12-25 11:58:47,168 - pyskl - INFO - Epoch [102][800/2506] lr: 5.953e-03, eta: 8:28:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9956, loss_cls: 0.3328, loss: 0.3328 +2024-12-25 11:59:11,304 - pyskl - INFO - Epoch [102][900/2506] lr: 5.945e-03, eta: 8:28:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3342, loss: 0.3342 +2024-12-25 11:59:35,423 - pyskl - INFO - Epoch [102][1000/2506] lr: 5.936e-03, eta: 8:27:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9938, loss_cls: 0.3254, loss: 0.3254 +2024-12-25 11:59:59,693 - pyskl - INFO - Epoch [102][1100/2506] lr: 5.927e-03, eta: 8:27:11, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9981, loss_cls: 0.3044, loss: 0.3044 +2024-12-25 12:00:23,942 - pyskl - INFO - Epoch [102][1200/2506] lr: 5.918e-03, eta: 8:26:46, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 0.2979, loss: 0.2979 +2024-12-25 12:00:48,143 - pyskl - INFO - Epoch [102][1300/2506] lr: 5.909e-03, eta: 8:26:20, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9956, loss_cls: 0.2871, loss: 0.2871 +2024-12-25 12:01:12,302 - pyskl - INFO - Epoch [102][1400/2506] lr: 5.900e-03, eta: 8:25:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9969, loss_cls: 0.3366, loss: 0.3366 +2024-12-25 12:01:36,483 - pyskl - INFO - Epoch [102][1500/2506] lr: 5.891e-03, eta: 8:25:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9956, loss_cls: 0.3138, loss: 0.3138 +2024-12-25 12:02:00,656 - pyskl - INFO - Epoch [102][1600/2506] lr: 5.882e-03, eta: 8:25:04, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9950, loss_cls: 0.3295, loss: 0.3295 +2024-12-25 12:02:24,768 - pyskl - INFO - Epoch [102][1700/2506] lr: 5.873e-03, eta: 8:24:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9313, top5_acc: 0.9912, loss_cls: 0.3793, loss: 0.3793 +2024-12-25 12:02:48,839 - pyskl - INFO - Epoch [102][1800/2506] lr: 5.865e-03, eta: 8:24:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.2972, loss: 0.2972 +2024-12-25 12:03:12,896 - pyskl - INFO - Epoch [102][1900/2506] lr: 5.856e-03, eta: 8:23:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9300, top5_acc: 0.9894, loss_cls: 0.3678, loss: 0.3678 +2024-12-25 12:03:36,969 - pyskl - INFO - Epoch [102][2000/2506] lr: 5.847e-03, eta: 8:23:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9944, loss_cls: 0.3556, loss: 0.3556 +2024-12-25 12:04:01,146 - pyskl - INFO - Epoch [102][2100/2506] lr: 5.838e-03, eta: 8:22:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.3238, loss: 0.3238 +2024-12-25 12:04:25,445 - pyskl - INFO - Epoch [102][2200/2506] lr: 5.829e-03, eta: 8:22:32, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9912, loss_cls: 0.3663, loss: 0.3663 +2024-12-25 12:04:49,675 - pyskl - INFO - Epoch [102][2300/2506] lr: 5.820e-03, eta: 8:22:06, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3240, loss: 0.3240 +2024-12-25 12:05:13,906 - pyskl - INFO - Epoch [102][2400/2506] lr: 5.812e-03, eta: 8:21:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3974, loss: 0.3974 +2024-12-25 12:05:38,092 - pyskl - INFO - Epoch [102][2500/2506] lr: 5.803e-03, eta: 8:21:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.3313, loss: 0.3313 +2024-12-25 12:05:40,034 - pyskl - INFO - Saving checkpoint at 102 epochs +2024-12-25 12:07:02,216 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 12:07:02,283 - pyskl - INFO - +top1_acc 0.8760 +top5_acc 0.9823 +2024-12-25 12:07:02,285 - pyskl - INFO - Epoch(val) [102][1031] top1_acc: 0.8760, top5_acc: 0.9823 +2024-12-25 12:07:46,325 - pyskl - INFO - Epoch [103][100/2506] lr: 5.793e-03, eta: 8:20:57, time: 0.440, data_time: 0.193, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.3302, loss: 0.3302 +2024-12-25 12:08:10,538 - pyskl - INFO - Epoch [103][200/2506] lr: 5.785e-03, eta: 8:20:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2774, loss: 0.2774 +2024-12-25 12:08:34,753 - pyskl - INFO - Epoch [103][300/2506] lr: 5.776e-03, eta: 8:20:07, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2504, loss: 0.2504 +2024-12-25 12:08:59,001 - pyskl - INFO - Epoch [103][400/2506] lr: 5.767e-03, eta: 8:19:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9956, loss_cls: 0.3033, loss: 0.3033 +2024-12-25 12:09:23,243 - pyskl - INFO - Epoch [103][500/2506] lr: 5.758e-03, eta: 8:19:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2657, loss: 0.2657 +2024-12-25 12:09:47,467 - pyskl - INFO - Epoch [103][600/2506] lr: 5.749e-03, eta: 8:18:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9938, loss_cls: 0.2851, loss: 0.2851 +2024-12-25 12:10:11,565 - pyskl - INFO - Epoch [103][700/2506] lr: 5.741e-03, eta: 8:18:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9925, loss_cls: 0.3131, loss: 0.3131 +2024-12-25 12:10:35,718 - pyskl - INFO - Epoch [103][800/2506] lr: 5.732e-03, eta: 8:18:00, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9363, top5_acc: 0.9950, loss_cls: 0.3199, loss: 0.3199 +2024-12-25 12:10:59,720 - pyskl - INFO - Epoch [103][900/2506] lr: 5.723e-03, eta: 8:17:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3805, loss: 0.3805 +2024-12-25 12:11:23,717 - pyskl - INFO - Epoch [103][1000/2506] lr: 5.714e-03, eta: 8:17:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2999, loss: 0.2999 +2024-12-25 12:11:47,910 - pyskl - INFO - Epoch [103][1100/2506] lr: 5.706e-03, eta: 8:16:43, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.3173, loss: 0.3173 +2024-12-25 12:12:12,014 - pyskl - INFO - Epoch [103][1200/2506] lr: 5.697e-03, eta: 8:16:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9956, loss_cls: 0.3213, loss: 0.3213 +2024-12-25 12:12:36,132 - pyskl - INFO - Epoch [103][1300/2506] lr: 5.688e-03, eta: 8:15:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.3222, loss: 0.3222 +2024-12-25 12:13:00,293 - pyskl - INFO - Epoch [103][1400/2506] lr: 5.679e-03, eta: 8:15:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2881, loss: 0.2881 +2024-12-25 12:13:24,415 - pyskl - INFO - Epoch [103][1500/2506] lr: 5.670e-03, eta: 8:15:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9369, top5_acc: 0.9969, loss_cls: 0.3456, loss: 0.3456 +2024-12-25 12:13:48,624 - pyskl - INFO - Epoch [103][1600/2506] lr: 5.662e-03, eta: 8:14:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9925, loss_cls: 0.3256, loss: 0.3256 +2024-12-25 12:14:12,788 - pyskl - INFO - Epoch [103][1700/2506] lr: 5.653e-03, eta: 8:14:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3353, loss: 0.3353 +2024-12-25 12:14:36,928 - pyskl - INFO - Epoch [103][1800/2506] lr: 5.644e-03, eta: 8:13:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3116, loss: 0.3116 +2024-12-25 12:15:01,055 - pyskl - INFO - Epoch [103][1900/2506] lr: 5.636e-03, eta: 8:13:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3344, loss: 0.3344 +2024-12-25 12:15:25,189 - pyskl - INFO - Epoch [103][2000/2506] lr: 5.627e-03, eta: 8:12:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.2879, loss: 0.2879 +2024-12-25 12:15:49,270 - pyskl - INFO - Epoch [103][2100/2506] lr: 5.618e-03, eta: 8:12:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9394, top5_acc: 0.9919, loss_cls: 0.3361, loss: 0.3361 +2024-12-25 12:16:13,388 - pyskl - INFO - Epoch [103][2200/2506] lr: 5.609e-03, eta: 8:12:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2960, loss: 0.2960 +2024-12-25 12:16:37,616 - pyskl - INFO - Epoch [103][2300/2506] lr: 5.601e-03, eta: 8:11:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3001, loss: 0.3001 +2024-12-25 12:17:01,914 - pyskl - INFO - Epoch [103][2400/2506] lr: 5.592e-03, eta: 8:11:13, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9919, loss_cls: 0.3147, loss: 0.3147 +2024-12-25 12:17:26,244 - pyskl - INFO - Epoch [103][2500/2506] lr: 5.583e-03, eta: 8:10:48, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9962, loss_cls: 0.2815, loss: 0.2815 +2024-12-25 12:17:28,125 - pyskl - INFO - Saving checkpoint at 103 epochs +2024-12-25 12:18:50,395 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 12:18:50,461 - pyskl - INFO - +top1_acc 0.8791 +top5_acc 0.9819 +2024-12-25 12:18:50,464 - pyskl - INFO - Epoch(val) [103][1031] top1_acc: 0.8791, top5_acc: 0.9819 +2024-12-25 12:19:34,017 - pyskl - INFO - Epoch [104][100/2506] lr: 5.574e-03, eta: 8:10:29, time: 0.435, data_time: 0.190, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2918, loss: 0.2918 +2024-12-25 12:19:58,116 - pyskl - INFO - Epoch [104][200/2506] lr: 5.565e-03, eta: 8:10:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2738, loss: 0.2738 +2024-12-25 12:20:22,227 - pyskl - INFO - Epoch [104][300/2506] lr: 5.557e-03, eta: 8:09:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2840, loss: 0.2840 +2024-12-25 12:20:46,343 - pyskl - INFO - Epoch [104][400/2506] lr: 5.548e-03, eta: 8:09:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2616, loss: 0.2616 +2024-12-25 12:21:10,459 - pyskl - INFO - Epoch [104][500/2506] lr: 5.539e-03, eta: 8:08:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2655, loss: 0.2655 +2024-12-25 12:21:34,550 - pyskl - INFO - Epoch [104][600/2506] lr: 5.531e-03, eta: 8:08:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2809, loss: 0.2809 +2024-12-25 12:21:58,660 - pyskl - INFO - Epoch [104][700/2506] lr: 5.522e-03, eta: 8:07:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2611, loss: 0.2611 +2024-12-25 12:22:22,799 - pyskl - INFO - Epoch [104][800/2506] lr: 5.513e-03, eta: 8:07:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9306, top5_acc: 0.9975, loss_cls: 0.3249, loss: 0.3249 +2024-12-25 12:22:46,919 - pyskl - INFO - Epoch [104][900/2506] lr: 5.505e-03, eta: 8:07:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3525, loss: 0.3525 +2024-12-25 12:23:11,010 - pyskl - INFO - Epoch [104][1000/2506] lr: 5.496e-03, eta: 8:06:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.3072, loss: 0.3072 +2024-12-25 12:23:35,164 - pyskl - INFO - Epoch [104][1100/2506] lr: 5.487e-03, eta: 8:06:15, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9938, loss_cls: 0.2942, loss: 0.2942 +2024-12-25 12:23:59,435 - pyskl - INFO - Epoch [104][1200/2506] lr: 5.479e-03, eta: 8:05:50, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9956, loss_cls: 0.3054, loss: 0.3054 +2024-12-25 12:24:23,731 - pyskl - INFO - Epoch [104][1300/2506] lr: 5.470e-03, eta: 8:05:24, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2745, loss: 0.2745 +2024-12-25 12:24:47,820 - pyskl - INFO - Epoch [104][1400/2506] lr: 5.461e-03, eta: 8:04:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2676, loss: 0.2676 +2024-12-25 12:25:11,968 - pyskl - INFO - Epoch [104][1500/2506] lr: 5.453e-03, eta: 8:04:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2926, loss: 0.2926 +2024-12-25 12:25:36,053 - pyskl - INFO - Epoch [104][1600/2506] lr: 5.444e-03, eta: 8:04:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3110, loss: 0.3110 +2024-12-25 12:26:00,060 - pyskl - INFO - Epoch [104][1700/2506] lr: 5.435e-03, eta: 8:03:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2886, loss: 0.2886 +2024-12-25 12:26:24,100 - pyskl - INFO - Epoch [104][1800/2506] lr: 5.427e-03, eta: 8:03:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2888, loss: 0.2888 +2024-12-25 12:26:48,208 - pyskl - INFO - Epoch [104][1900/2506] lr: 5.418e-03, eta: 8:02:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.3126, loss: 0.3126 +2024-12-25 12:27:12,246 - pyskl - INFO - Epoch [104][2000/2506] lr: 5.410e-03, eta: 8:02:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3089, loss: 0.3089 +2024-12-25 12:27:36,250 - pyskl - INFO - Epoch [104][2100/2506] lr: 5.401e-03, eta: 8:02:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3357, loss: 0.3357 +2024-12-25 12:28:00,268 - pyskl - INFO - Epoch [104][2200/2506] lr: 5.392e-03, eta: 8:01:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.3169, loss: 0.3169 +2024-12-25 12:28:24,307 - pyskl - INFO - Epoch [104][2300/2506] lr: 5.384e-03, eta: 8:01:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.3032, loss: 0.3032 +2024-12-25 12:28:48,316 - pyskl - INFO - Epoch [104][2400/2506] lr: 5.375e-03, eta: 8:00:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9331, top5_acc: 0.9925, loss_cls: 0.3370, loss: 0.3370 +2024-12-25 12:29:12,362 - pyskl - INFO - Epoch [104][2500/2506] lr: 5.367e-03, eta: 8:00:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2817, loss: 0.2817 +2024-12-25 12:29:14,223 - pyskl - INFO - Saving checkpoint at 104 epochs +2024-12-25 12:30:36,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 12:30:36,716 - pyskl - INFO - +top1_acc 0.8769 +top5_acc 0.9810 +2024-12-25 12:30:36,718 - pyskl - INFO - Epoch(val) [104][1031] top1_acc: 0.8769, top5_acc: 0.9810 +2024-12-25 12:31:20,480 - pyskl - INFO - Epoch [105][100/2506] lr: 5.358e-03, eta: 8:00:00, time: 0.438, data_time: 0.192, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9950, loss_cls: 0.2498, loss: 0.2498 +2024-12-25 12:31:44,616 - pyskl - INFO - Epoch [105][200/2506] lr: 5.349e-03, eta: 7:59:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2500, loss: 0.2500 +2024-12-25 12:32:08,764 - pyskl - INFO - Epoch [105][300/2506] lr: 5.340e-03, eta: 7:59:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2691, loss: 0.2691 +2024-12-25 12:32:32,901 - pyskl - INFO - Epoch [105][400/2506] lr: 5.332e-03, eta: 7:58:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2807, loss: 0.2807 +2024-12-25 12:32:57,031 - pyskl - INFO - Epoch [105][500/2506] lr: 5.323e-03, eta: 7:58:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.3161, loss: 0.3161 +2024-12-25 12:33:21,189 - pyskl - INFO - Epoch [105][600/2506] lr: 5.315e-03, eta: 7:57:53, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9944, loss_cls: 0.2991, loss: 0.2991 +2024-12-25 12:33:45,307 - pyskl - INFO - Epoch [105][700/2506] lr: 5.306e-03, eta: 7:57:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2921, loss: 0.2921 +2024-12-25 12:34:09,400 - pyskl - INFO - Epoch [105][800/2506] lr: 5.298e-03, eta: 7:57:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.2937, loss: 0.2937 +2024-12-25 12:34:33,446 - pyskl - INFO - Epoch [105][900/2506] lr: 5.289e-03, eta: 7:56:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9981, loss_cls: 0.2568, loss: 0.2568 +2024-12-25 12:34:57,478 - pyskl - INFO - Epoch [105][1000/2506] lr: 5.281e-03, eta: 7:56:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2757, loss: 0.2757 +2024-12-25 12:35:21,525 - pyskl - INFO - Epoch [105][1100/2506] lr: 5.272e-03, eta: 7:55:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.3045, loss: 0.3045 +2024-12-25 12:35:45,593 - pyskl - INFO - Epoch [105][1200/2506] lr: 5.264e-03, eta: 7:55:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2936, loss: 0.2936 +2024-12-25 12:36:09,824 - pyskl - INFO - Epoch [105][1300/2506] lr: 5.255e-03, eta: 7:54:56, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9956, loss_cls: 0.2706, loss: 0.2706 +2024-12-25 12:36:34,011 - pyskl - INFO - Epoch [105][1400/2506] lr: 5.247e-03, eta: 7:54:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2848, loss: 0.2848 +2024-12-25 12:36:58,190 - pyskl - INFO - Epoch [105][1500/2506] lr: 5.238e-03, eta: 7:54:05, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9931, loss_cls: 0.2895, loss: 0.2895 +2024-12-25 12:37:22,338 - pyskl - INFO - Epoch [105][1600/2506] lr: 5.230e-03, eta: 7:53:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.3215, loss: 0.3215 +2024-12-25 12:37:46,512 - pyskl - INFO - Epoch [105][1700/2506] lr: 5.221e-03, eta: 7:53:14, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.3077, loss: 0.3077 +2024-12-25 12:38:10,652 - pyskl - INFO - Epoch [105][1800/2506] lr: 5.213e-03, eta: 7:52:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2867, loss: 0.2867 +2024-12-25 12:38:34,879 - pyskl - INFO - Epoch [105][1900/2506] lr: 5.204e-03, eta: 7:52:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.3163, loss: 0.3163 +2024-12-25 12:38:59,070 - pyskl - INFO - Epoch [105][2000/2506] lr: 5.196e-03, eta: 7:51:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9931, loss_cls: 0.3250, loss: 0.3250 +2024-12-25 12:39:23,217 - pyskl - INFO - Epoch [105][2100/2506] lr: 5.187e-03, eta: 7:51:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.3114, loss: 0.3114 +2024-12-25 12:39:47,339 - pyskl - INFO - Epoch [105][2200/2506] lr: 5.179e-03, eta: 7:51:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2700, loss: 0.2700 +2024-12-25 12:40:11,478 - pyskl - INFO - Epoch [105][2300/2506] lr: 5.170e-03, eta: 7:50:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2834, loss: 0.2834 +2024-12-25 12:40:35,586 - pyskl - INFO - Epoch [105][2400/2506] lr: 5.162e-03, eta: 7:50:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.2986, loss: 0.2986 +2024-12-25 12:40:59,681 - pyskl - INFO - Epoch [105][2500/2506] lr: 5.153e-03, eta: 7:49:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.3073, loss: 0.3073 +2024-12-25 12:41:01,562 - pyskl - INFO - Saving checkpoint at 105 epochs +2024-12-25 12:42:23,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 12:42:23,785 - pyskl - INFO - +top1_acc 0.8884 +top5_acc 0.9834 +2024-12-25 12:42:23,790 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_97.pth was removed +2024-12-25 12:42:23,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2024-12-25 12:42:23,920 - pyskl - INFO - Best top1_acc is 0.8884 at 105 epoch. +2024-12-25 12:42:23,923 - pyskl - INFO - Epoch(val) [105][1031] top1_acc: 0.8884, top5_acc: 0.9834 +2024-12-25 12:43:07,633 - pyskl - INFO - Epoch [106][100/2506] lr: 5.144e-03, eta: 7:49:32, time: 0.437, data_time: 0.191, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.2047, loss: 0.2047 +2024-12-25 12:43:31,853 - pyskl - INFO - Epoch [106][200/2506] lr: 5.136e-03, eta: 7:49:07, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.2013, loss: 0.2013 +2024-12-25 12:43:56,018 - pyskl - INFO - Epoch [106][300/2506] lr: 5.127e-03, eta: 7:48:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2224, loss: 0.2224 +2024-12-25 12:44:20,141 - pyskl - INFO - Epoch [106][400/2506] lr: 5.119e-03, eta: 7:48:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2411, loss: 0.2411 +2024-12-25 12:44:44,259 - pyskl - INFO - Epoch [106][500/2506] lr: 5.111e-03, eta: 7:47:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2281, loss: 0.2281 +2024-12-25 12:45:08,366 - pyskl - INFO - Epoch [106][600/2506] lr: 5.102e-03, eta: 7:47:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2622, loss: 0.2622 +2024-12-25 12:45:32,490 - pyskl - INFO - Epoch [106][700/2506] lr: 5.094e-03, eta: 7:47:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2300, loss: 0.2300 +2024-12-25 12:45:56,732 - pyskl - INFO - Epoch [106][800/2506] lr: 5.085e-03, eta: 7:46:35, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2893, loss: 0.2893 +2024-12-25 12:46:21,005 - pyskl - INFO - Epoch [106][900/2506] lr: 5.077e-03, eta: 7:46:09, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2855, loss: 0.2855 +2024-12-25 12:46:45,102 - pyskl - INFO - Epoch [106][1000/2506] lr: 5.069e-03, eta: 7:45:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9962, loss_cls: 0.2770, loss: 0.2770 +2024-12-25 12:47:09,147 - pyskl - INFO - Epoch [106][1100/2506] lr: 5.060e-03, eta: 7:45:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2282, loss: 0.2282 +2024-12-25 12:47:33,128 - pyskl - INFO - Epoch [106][1200/2506] lr: 5.052e-03, eta: 7:44:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.3246, loss: 0.3246 +2024-12-25 12:47:57,179 - pyskl - INFO - Epoch [106][1300/2506] lr: 5.043e-03, eta: 7:44:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.3145, loss: 0.3145 +2024-12-25 12:48:21,159 - pyskl - INFO - Epoch [106][1400/2506] lr: 5.035e-03, eta: 7:44:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9931, loss_cls: 0.2700, loss: 0.2700 +2024-12-25 12:48:45,145 - pyskl - INFO - Epoch [106][1500/2506] lr: 5.027e-03, eta: 7:43:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.3013, loss: 0.3013 +2024-12-25 12:49:09,117 - pyskl - INFO - Epoch [106][1600/2506] lr: 5.018e-03, eta: 7:43:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9406, top5_acc: 0.9931, loss_cls: 0.3136, loss: 0.3136 +2024-12-25 12:49:33,107 - pyskl - INFO - Epoch [106][1700/2506] lr: 5.010e-03, eta: 7:42:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2909, loss: 0.2909 +2024-12-25 12:49:57,091 - pyskl - INFO - Epoch [106][1800/2506] lr: 5.001e-03, eta: 7:42:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9944, loss_cls: 0.2536, loss: 0.2536 +2024-12-25 12:50:21,086 - pyskl - INFO - Epoch [106][1900/2506] lr: 4.993e-03, eta: 7:41:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2882, loss: 0.2882 +2024-12-25 12:50:45,122 - pyskl - INFO - Epoch [106][2000/2506] lr: 4.985e-03, eta: 7:41:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2747, loss: 0.2747 +2024-12-25 12:51:09,157 - pyskl - INFO - Epoch [106][2100/2506] lr: 4.976e-03, eta: 7:41:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3055, loss: 0.3055 +2024-12-25 12:51:33,136 - pyskl - INFO - Epoch [106][2200/2506] lr: 4.968e-03, eta: 7:40:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2974, loss: 0.2974 +2024-12-25 12:51:57,178 - pyskl - INFO - Epoch [106][2300/2506] lr: 4.960e-03, eta: 7:40:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2966, loss: 0.2966 +2024-12-25 12:52:21,232 - pyskl - INFO - Epoch [106][2400/2506] lr: 4.951e-03, eta: 7:39:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 0.3009, loss: 0.3009 +2024-12-25 12:52:45,349 - pyskl - INFO - Epoch [106][2500/2506] lr: 4.943e-03, eta: 7:39:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3356, loss: 0.3356 +2024-12-25 12:52:47,218 - pyskl - INFO - Saving checkpoint at 106 epochs +2024-12-25 12:54:09,961 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 12:54:10,028 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9803 +2024-12-25 12:54:10,030 - pyskl - INFO - Epoch(val) [106][1031] top1_acc: 0.8771, top5_acc: 0.9803 +2024-12-25 12:54:53,475 - pyskl - INFO - Epoch [107][100/2506] lr: 4.934e-03, eta: 7:39:03, time: 0.434, data_time: 0.189, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2488, loss: 0.2488 +2024-12-25 12:55:17,521 - pyskl - INFO - Epoch [107][200/2506] lr: 4.926e-03, eta: 7:38:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2211, loss: 0.2211 +2024-12-25 12:55:41,542 - pyskl - INFO - Epoch [107][300/2506] lr: 4.918e-03, eta: 7:38:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2393, loss: 0.2393 +2024-12-25 12:56:05,582 - pyskl - INFO - Epoch [107][400/2506] lr: 4.909e-03, eta: 7:37:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9944, loss_cls: 0.2317, loss: 0.2317 +2024-12-25 12:56:29,637 - pyskl - INFO - Epoch [107][500/2506] lr: 4.901e-03, eta: 7:37:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1874, loss: 0.1874 +2024-12-25 12:56:53,753 - pyskl - INFO - Epoch [107][600/2506] lr: 4.893e-03, eta: 7:36:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9975, loss_cls: 0.2192, loss: 0.2192 +2024-12-25 12:57:17,868 - pyskl - INFO - Epoch [107][700/2506] lr: 4.884e-03, eta: 7:36:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2537, loss: 0.2537 +2024-12-25 12:57:41,971 - pyskl - INFO - Epoch [107][800/2506] lr: 4.876e-03, eta: 7:36:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2345, loss: 0.2345 +2024-12-25 12:58:06,077 - pyskl - INFO - Epoch [107][900/2506] lr: 4.868e-03, eta: 7:35:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2618, loss: 0.2618 +2024-12-25 12:58:30,112 - pyskl - INFO - Epoch [107][1000/2506] lr: 4.860e-03, eta: 7:35:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9431, top5_acc: 0.9956, loss_cls: 0.2929, loss: 0.2929 +2024-12-25 12:58:54,222 - pyskl - INFO - Epoch [107][1100/2506] lr: 4.851e-03, eta: 7:34:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2663, loss: 0.2663 +2024-12-25 12:59:18,300 - pyskl - INFO - Epoch [107][1200/2506] lr: 4.843e-03, eta: 7:34:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2232, loss: 0.2232 +2024-12-25 12:59:42,360 - pyskl - INFO - Epoch [107][1300/2506] lr: 4.835e-03, eta: 7:33:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2427, loss: 0.2427 +2024-12-25 13:00:06,460 - pyskl - INFO - Epoch [107][1400/2506] lr: 4.827e-03, eta: 7:33:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2702, loss: 0.2702 +2024-12-25 13:00:30,574 - pyskl - INFO - Epoch [107][1500/2506] lr: 4.818e-03, eta: 7:33:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2583, loss: 0.2583 +2024-12-25 13:00:54,663 - pyskl - INFO - Epoch [107][1600/2506] lr: 4.810e-03, eta: 7:32:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9944, loss_cls: 0.2472, loss: 0.2472 +2024-12-25 13:01:18,714 - pyskl - INFO - Epoch [107][1700/2506] lr: 4.802e-03, eta: 7:32:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9962, loss_cls: 0.2718, loss: 0.2718 +2024-12-25 13:01:42,806 - pyskl - INFO - Epoch [107][1800/2506] lr: 4.794e-03, eta: 7:31:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9475, top5_acc: 0.9950, loss_cls: 0.2915, loss: 0.2915 +2024-12-25 13:02:06,874 - pyskl - INFO - Epoch [107][1900/2506] lr: 4.785e-03, eta: 7:31:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.3103, loss: 0.3103 +2024-12-25 13:02:30,949 - pyskl - INFO - Epoch [107][2000/2506] lr: 4.777e-03, eta: 7:31:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.2921, loss: 0.2921 +2024-12-25 13:02:55,017 - pyskl - INFO - Epoch [107][2100/2506] lr: 4.769e-03, eta: 7:30:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2621, loss: 0.2621 +2024-12-25 13:03:19,116 - pyskl - INFO - Epoch [107][2200/2506] lr: 4.761e-03, eta: 7:30:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2635, loss: 0.2635 +2024-12-25 13:03:43,137 - pyskl - INFO - Epoch [107][2300/2506] lr: 4.753e-03, eta: 7:29:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2738, loss: 0.2738 +2024-12-25 13:04:07,187 - pyskl - INFO - Epoch [107][2400/2506] lr: 4.744e-03, eta: 7:29:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2696, loss: 0.2696 +2024-12-25 13:04:31,244 - pyskl - INFO - Epoch [107][2500/2506] lr: 4.736e-03, eta: 7:28:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.3066, loss: 0.3066 +2024-12-25 13:04:33,064 - pyskl - INFO - Saving checkpoint at 107 epochs +2024-12-25 13:05:55,237 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 13:05:55,303 - pyskl - INFO - +top1_acc 0.8810 +top5_acc 0.9815 +2024-12-25 13:05:55,307 - pyskl - INFO - Epoch(val) [107][1031] top1_acc: 0.8810, top5_acc: 0.9815 +2024-12-25 13:06:38,591 - pyskl - INFO - Epoch [108][100/2506] lr: 4.728e-03, eta: 7:28:34, time: 0.433, data_time: 0.188, memory: 6430, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1884, loss: 0.1884 +2024-12-25 13:07:02,678 - pyskl - INFO - Epoch [108][200/2506] lr: 4.719e-03, eta: 7:28:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2164, loss: 0.2164 +2024-12-25 13:07:26,772 - pyskl - INFO - Epoch [108][300/2506] lr: 4.711e-03, eta: 7:27:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2562, loss: 0.2562 +2024-12-25 13:07:50,827 - pyskl - INFO - Epoch [108][400/2506] lr: 4.703e-03, eta: 7:27:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.2049, loss: 0.2049 +2024-12-25 13:08:14,867 - pyskl - INFO - Epoch [108][500/2506] lr: 4.695e-03, eta: 7:26:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2219, loss: 0.2219 +2024-12-25 13:08:39,012 - pyskl - INFO - Epoch [108][600/2506] lr: 4.687e-03, eta: 7:26:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2034, loss: 0.2034 +2024-12-25 13:09:03,170 - pyskl - INFO - Epoch [108][700/2506] lr: 4.679e-03, eta: 7:26:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2336, loss: 0.2336 +2024-12-25 13:09:27,296 - pyskl - INFO - Epoch [108][800/2506] lr: 4.670e-03, eta: 7:25:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2348, loss: 0.2348 +2024-12-25 13:09:51,423 - pyskl - INFO - Epoch [108][900/2506] lr: 4.662e-03, eta: 7:25:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.3155, loss: 0.3155 +2024-12-25 13:10:15,531 - pyskl - INFO - Epoch [108][1000/2506] lr: 4.654e-03, eta: 7:24:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2758, loss: 0.2758 +2024-12-25 13:10:39,655 - pyskl - INFO - Epoch [108][1100/2506] lr: 4.646e-03, eta: 7:24:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2543, loss: 0.2543 +2024-12-25 13:11:03,816 - pyskl - INFO - Epoch [108][1200/2506] lr: 4.638e-03, eta: 7:23:56, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.2418, loss: 0.2418 +2024-12-25 13:11:28,048 - pyskl - INFO - Epoch [108][1300/2506] lr: 4.630e-03, eta: 7:23:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2463, loss: 0.2463 +2024-12-25 13:11:52,217 - pyskl - INFO - Epoch [108][1400/2506] lr: 4.622e-03, eta: 7:23:05, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2504, loss: 0.2504 +2024-12-25 13:12:16,300 - pyskl - INFO - Epoch [108][1500/2506] lr: 4.614e-03, eta: 7:22:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.2910, loss: 0.2910 +2024-12-25 13:12:40,434 - pyskl - INFO - Epoch [108][1600/2506] lr: 4.605e-03, eta: 7:22:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2677, loss: 0.2677 +2024-12-25 13:13:04,584 - pyskl - INFO - Epoch [108][1700/2506] lr: 4.597e-03, eta: 7:21:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9950, loss_cls: 0.2484, loss: 0.2484 +2024-12-25 13:13:28,715 - pyskl - INFO - Epoch [108][1800/2506] lr: 4.589e-03, eta: 7:21:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2720, loss: 0.2720 +2024-12-25 13:13:52,851 - pyskl - INFO - Epoch [108][1900/2506] lr: 4.581e-03, eta: 7:20:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2676, loss: 0.2676 +2024-12-25 13:14:17,005 - pyskl - INFO - Epoch [108][2000/2506] lr: 4.573e-03, eta: 7:20:33, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9962, loss_cls: 0.2721, loss: 0.2721 +2024-12-25 13:14:41,132 - pyskl - INFO - Epoch [108][2100/2506] lr: 4.565e-03, eta: 7:20:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2436, loss: 0.2436 +2024-12-25 13:15:05,273 - pyskl - INFO - Epoch [108][2200/2506] lr: 4.557e-03, eta: 7:19:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2901, loss: 0.2901 +2024-12-25 13:15:29,406 - pyskl - INFO - Epoch [108][2300/2506] lr: 4.549e-03, eta: 7:19:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9925, loss_cls: 0.2994, loss: 0.2994 +2024-12-25 13:15:53,566 - pyskl - INFO - Epoch [108][2400/2506] lr: 4.541e-03, eta: 7:18:52, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2518, loss: 0.2518 +2024-12-25 13:16:17,713 - pyskl - INFO - Epoch [108][2500/2506] lr: 4.533e-03, eta: 7:18:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2926, loss: 0.2926 +2024-12-25 13:16:19,577 - pyskl - INFO - Saving checkpoint at 108 epochs +2024-12-25 13:17:41,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 13:17:41,618 - pyskl - INFO - +top1_acc 0.8834 +top5_acc 0.9828 +2024-12-25 13:17:41,620 - pyskl - INFO - Epoch(val) [108][1031] top1_acc: 0.8834, top5_acc: 0.9828 +2024-12-25 13:18:25,403 - pyskl - INFO - Epoch [109][100/2506] lr: 4.524e-03, eta: 7:18:07, time: 0.438, data_time: 0.193, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2459, loss: 0.2459 +2024-12-25 13:18:49,403 - pyskl - INFO - Epoch [109][200/2506] lr: 4.516e-03, eta: 7:17:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.2092, loss: 0.2092 +2024-12-25 13:19:13,428 - pyskl - INFO - Epoch [109][300/2506] lr: 4.508e-03, eta: 7:17:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.2069, loss: 0.2069 +2024-12-25 13:19:37,444 - pyskl - INFO - Epoch [109][400/2506] lr: 4.500e-03, eta: 7:16:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1857, loss: 0.1857 +2024-12-25 13:20:01,509 - pyskl - INFO - Epoch [109][500/2506] lr: 4.492e-03, eta: 7:16:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9981, loss_cls: 0.2107, loss: 0.2107 +2024-12-25 13:20:25,545 - pyskl - INFO - Epoch [109][600/2506] lr: 4.484e-03, eta: 7:16:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.2036, loss: 0.2036 +2024-12-25 13:20:49,610 - pyskl - INFO - Epoch [109][700/2506] lr: 4.476e-03, eta: 7:15:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9944, loss_cls: 0.2708, loss: 0.2708 +2024-12-25 13:21:13,724 - pyskl - INFO - Epoch [109][800/2506] lr: 4.468e-03, eta: 7:15:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2657, loss: 0.2657 +2024-12-25 13:21:37,856 - pyskl - INFO - Epoch [109][900/2506] lr: 4.460e-03, eta: 7:14:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2123, loss: 0.2123 +2024-12-25 13:22:01,988 - pyskl - INFO - Epoch [109][1000/2506] lr: 4.452e-03, eta: 7:14:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.2142, loss: 0.2142 +2024-12-25 13:22:26,129 - pyskl - INFO - Epoch [109][1100/2506] lr: 4.444e-03, eta: 7:13:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1930, loss: 0.1930 +2024-12-25 13:22:50,242 - pyskl - INFO - Epoch [109][1200/2506] lr: 4.436e-03, eta: 7:13:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1919, loss: 0.1919 +2024-12-25 13:23:14,366 - pyskl - INFO - Epoch [109][1300/2506] lr: 4.428e-03, eta: 7:13:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1695, loss: 0.1695 +2024-12-25 13:23:38,461 - pyskl - INFO - Epoch [109][1400/2506] lr: 4.420e-03, eta: 7:12:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.2494, loss: 0.2494 +2024-12-25 13:24:02,547 - pyskl - INFO - Epoch [109][1500/2506] lr: 4.412e-03, eta: 7:12:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2221, loss: 0.2221 +2024-12-25 13:24:26,615 - pyskl - INFO - Epoch [109][1600/2506] lr: 4.404e-03, eta: 7:11:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.2148, loss: 0.2148 +2024-12-25 13:24:50,655 - pyskl - INFO - Epoch [109][1700/2506] lr: 4.396e-03, eta: 7:11:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2282, loss: 0.2282 +2024-12-25 13:25:14,735 - pyskl - INFO - Epoch [109][1800/2506] lr: 4.388e-03, eta: 7:10:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9969, loss_cls: 0.2646, loss: 0.2646 +2024-12-25 13:25:38,782 - pyskl - INFO - Epoch [109][1900/2506] lr: 4.380e-03, eta: 7:10:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9969, loss_cls: 0.2487, loss: 0.2487 +2024-12-25 13:26:02,843 - pyskl - INFO - Epoch [109][2000/2506] lr: 4.372e-03, eta: 7:10:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.2085, loss: 0.2085 +2024-12-25 13:26:26,890 - pyskl - INFO - Epoch [109][2100/2506] lr: 4.364e-03, eta: 7:09:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2364, loss: 0.2364 +2024-12-25 13:26:50,919 - pyskl - INFO - Epoch [109][2200/2506] lr: 4.357e-03, eta: 7:09:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2359, loss: 0.2359 +2024-12-25 13:27:15,006 - pyskl - INFO - Epoch [109][2300/2506] lr: 4.349e-03, eta: 7:08:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2440, loss: 0.2440 +2024-12-25 13:27:39,050 - pyskl - INFO - Epoch [109][2400/2506] lr: 4.341e-03, eta: 7:08:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2400, loss: 0.2400 +2024-12-25 13:28:03,104 - pyskl - INFO - Epoch [109][2500/2506] lr: 4.333e-03, eta: 7:07:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 0.2531, loss: 0.2531 +2024-12-25 13:28:04,963 - pyskl - INFO - Saving checkpoint at 109 epochs +2024-12-25 13:29:27,392 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 13:29:27,458 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9833 +2024-12-25 13:29:27,460 - pyskl - INFO - Epoch(val) [109][1031] top1_acc: 0.8823, top5_acc: 0.9833 +2024-12-25 13:30:10,920 - pyskl - INFO - Epoch [110][100/2506] lr: 4.324e-03, eta: 7:07:38, time: 0.435, data_time: 0.190, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1986, loss: 0.1986 +2024-12-25 13:30:34,968 - pyskl - INFO - Epoch [110][200/2506] lr: 4.317e-03, eta: 7:07:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9994, loss_cls: 0.1913, loss: 0.1913 +2024-12-25 13:30:59,041 - pyskl - INFO - Epoch [110][300/2506] lr: 4.309e-03, eta: 7:06:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.2001, loss: 0.2001 +2024-12-25 13:31:23,144 - pyskl - INFO - Epoch [110][400/2506] lr: 4.301e-03, eta: 7:06:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1999, loss: 0.1999 +2024-12-25 13:31:47,177 - pyskl - INFO - Epoch [110][500/2506] lr: 4.293e-03, eta: 7:05:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2269, loss: 0.2269 +2024-12-25 13:32:11,188 - pyskl - INFO - Epoch [110][600/2506] lr: 4.285e-03, eta: 7:05:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2355, loss: 0.2355 +2024-12-25 13:32:35,219 - pyskl - INFO - Epoch [110][700/2506] lr: 4.277e-03, eta: 7:05:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9962, loss_cls: 0.1972, loss: 0.1972 +2024-12-25 13:32:59,248 - pyskl - INFO - Epoch [110][800/2506] lr: 4.269e-03, eta: 7:04:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9969, loss_cls: 0.2330, loss: 0.2330 +2024-12-25 13:33:23,264 - pyskl - INFO - Epoch [110][900/2506] lr: 4.261e-03, eta: 7:04:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2081, loss: 0.2081 +2024-12-25 13:33:47,403 - pyskl - INFO - Epoch [110][1000/2506] lr: 4.254e-03, eta: 7:03:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2408, loss: 0.2408 +2024-12-25 13:34:11,510 - pyskl - INFO - Epoch [110][1100/2506] lr: 4.246e-03, eta: 7:03:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2540, loss: 0.2540 +2024-12-25 13:34:35,577 - pyskl - INFO - Epoch [110][1200/2506] lr: 4.238e-03, eta: 7:02:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2299, loss: 0.2299 +2024-12-25 13:34:59,644 - pyskl - INFO - Epoch [110][1300/2506] lr: 4.230e-03, eta: 7:02:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2703, loss: 0.2703 +2024-12-25 13:35:23,700 - pyskl - INFO - Epoch [110][1400/2506] lr: 4.222e-03, eta: 7:02:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2620, loss: 0.2620 +2024-12-25 13:35:47,751 - pyskl - INFO - Epoch [110][1500/2506] lr: 4.214e-03, eta: 7:01:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.2377, loss: 0.2377 +2024-12-25 13:36:11,772 - pyskl - INFO - Epoch [110][1600/2506] lr: 4.207e-03, eta: 7:01:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2284, loss: 0.2284 +2024-12-25 13:36:35,805 - pyskl - INFO - Epoch [110][1700/2506] lr: 4.199e-03, eta: 7:00:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2201, loss: 0.2201 +2024-12-25 13:36:59,823 - pyskl - INFO - Epoch [110][1800/2506] lr: 4.191e-03, eta: 7:00:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2184, loss: 0.2184 +2024-12-25 13:37:23,859 - pyskl - INFO - Epoch [110][1900/2506] lr: 4.183e-03, eta: 7:00:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9437, top5_acc: 0.9950, loss_cls: 0.2811, loss: 0.2811 +2024-12-25 13:37:47,888 - pyskl - INFO - Epoch [110][2000/2506] lr: 4.175e-03, eta: 6:59:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2614, loss: 0.2614 +2024-12-25 13:38:11,903 - pyskl - INFO - Epoch [110][2100/2506] lr: 4.168e-03, eta: 6:59:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9413, top5_acc: 0.9956, loss_cls: 0.3055, loss: 0.3055 +2024-12-25 13:38:35,910 - pyskl - INFO - Epoch [110][2200/2506] lr: 4.160e-03, eta: 6:58:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9469, top5_acc: 0.9981, loss_cls: 0.2663, loss: 0.2663 +2024-12-25 13:38:59,939 - pyskl - INFO - Epoch [110][2300/2506] lr: 4.152e-03, eta: 6:58:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2442, loss: 0.2442 +2024-12-25 13:39:23,952 - pyskl - INFO - Epoch [110][2400/2506] lr: 4.144e-03, eta: 6:57:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2527, loss: 0.2527 +2024-12-25 13:39:47,942 - pyskl - INFO - Epoch [110][2500/2506] lr: 4.136e-03, eta: 6:57:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2580, loss: 0.2580 +2024-12-25 13:39:49,778 - pyskl - INFO - Saving checkpoint at 110 epochs +2024-12-25 13:41:11,790 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 13:41:11,857 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9804 +2024-12-25 13:41:11,860 - pyskl - INFO - Epoch(val) [110][1031] top1_acc: 0.8857, top5_acc: 0.9804 +2024-12-25 13:41:55,285 - pyskl - INFO - Epoch [111][100/2506] lr: 4.128e-03, eta: 6:57:09, time: 0.434, data_time: 0.189, memory: 6430, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1934, loss: 0.1934 +2024-12-25 13:42:19,362 - pyskl - INFO - Epoch [111][200/2506] lr: 4.120e-03, eta: 6:56:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1931, loss: 0.1931 +2024-12-25 13:42:43,435 - pyskl - INFO - Epoch [111][300/2506] lr: 4.113e-03, eta: 6:56:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1850, loss: 0.1850 +2024-12-25 13:43:07,562 - pyskl - INFO - Epoch [111][400/2506] lr: 4.105e-03, eta: 6:55:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.2003, loss: 0.2003 +2024-12-25 13:43:31,721 - pyskl - INFO - Epoch [111][500/2506] lr: 4.097e-03, eta: 6:55:28, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2466, loss: 0.2466 +2024-12-25 13:43:55,803 - pyskl - INFO - Epoch [111][600/2506] lr: 4.089e-03, eta: 6:55:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.2237, loss: 0.2237 +2024-12-25 13:44:19,909 - pyskl - INFO - Epoch [111][700/2506] lr: 4.082e-03, eta: 6:54:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9994, loss_cls: 0.2102, loss: 0.2102 +2024-12-25 13:44:44,007 - pyskl - INFO - Epoch [111][800/2506] lr: 4.074e-03, eta: 6:54:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2119, loss: 0.2119 +2024-12-25 13:45:08,089 - pyskl - INFO - Epoch [111][900/2506] lr: 4.066e-03, eta: 6:53:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1978, loss: 0.1978 +2024-12-25 13:45:32,172 - pyskl - INFO - Epoch [111][1000/2506] lr: 4.059e-03, eta: 6:53:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1998, loss: 0.1998 +2024-12-25 13:45:56,229 - pyskl - INFO - Epoch [111][1100/2506] lr: 4.051e-03, eta: 6:52:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.1957, loss: 0.1957 +2024-12-25 13:46:20,294 - pyskl - INFO - Epoch [111][1200/2506] lr: 4.043e-03, eta: 6:52:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9962, loss_cls: 0.2465, loss: 0.2465 +2024-12-25 13:46:44,343 - pyskl - INFO - Epoch [111][1300/2506] lr: 4.036e-03, eta: 6:52:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 1.0000, loss_cls: 0.2058, loss: 0.2058 +2024-12-25 13:47:08,429 - pyskl - INFO - Epoch [111][1400/2506] lr: 4.028e-03, eta: 6:51:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2280, loss: 0.2280 +2024-12-25 13:47:32,566 - pyskl - INFO - Epoch [111][1500/2506] lr: 4.020e-03, eta: 6:51:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1999, loss: 0.1999 +2024-12-25 13:47:56,661 - pyskl - INFO - Epoch [111][1600/2506] lr: 4.012e-03, eta: 6:50:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2403, loss: 0.2403 +2024-12-25 13:48:20,767 - pyskl - INFO - Epoch [111][1700/2506] lr: 4.005e-03, eta: 6:50:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2400, loss: 0.2400 +2024-12-25 13:48:44,882 - pyskl - INFO - Epoch [111][1800/2506] lr: 3.997e-03, eta: 6:49:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2206, loss: 0.2206 +2024-12-25 13:49:08,985 - pyskl - INFO - Epoch [111][1900/2506] lr: 3.989e-03, eta: 6:49:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.2142, loss: 0.2142 +2024-12-25 13:49:33,101 - pyskl - INFO - Epoch [111][2000/2506] lr: 3.982e-03, eta: 6:49:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2317, loss: 0.2317 +2024-12-25 13:49:57,207 - pyskl - INFO - Epoch [111][2100/2506] lr: 3.974e-03, eta: 6:48:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2576, loss: 0.2576 +2024-12-25 13:50:21,345 - pyskl - INFO - Epoch [111][2200/2506] lr: 3.967e-03, eta: 6:48:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2191, loss: 0.2191 +2024-12-25 13:50:45,440 - pyskl - INFO - Epoch [111][2300/2506] lr: 3.959e-03, eta: 6:47:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1879, loss: 0.1879 +2024-12-25 13:51:09,511 - pyskl - INFO - Epoch [111][2400/2506] lr: 3.951e-03, eta: 6:47:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2215, loss: 0.2215 +2024-12-25 13:51:33,672 - pyskl - INFO - Epoch [111][2500/2506] lr: 3.944e-03, eta: 6:47:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.2148, loss: 0.2148 +2024-12-25 13:51:35,562 - pyskl - INFO - Saving checkpoint at 111 epochs +2024-12-25 13:52:57,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 13:52:57,869 - pyskl - INFO - +top1_acc 0.8879 +top5_acc 0.9817 +2024-12-25 13:52:57,872 - pyskl - INFO - Epoch(val) [111][1031] top1_acc: 0.8879, top5_acc: 0.9817 +2024-12-25 13:53:41,764 - pyskl - INFO - Epoch [112][100/2506] lr: 3.936e-03, eta: 6:46:42, time: 0.439, data_time: 0.194, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1634, loss: 0.1634 +2024-12-25 13:54:05,886 - pyskl - INFO - Epoch [112][200/2506] lr: 3.928e-03, eta: 6:46:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1739, loss: 0.1739 +2024-12-25 13:54:30,046 - pyskl - INFO - Epoch [112][300/2506] lr: 3.920e-03, eta: 6:45:51, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1590, loss: 0.1590 +2024-12-25 13:54:54,172 - pyskl - INFO - Epoch [112][400/2506] lr: 3.913e-03, eta: 6:45:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1762, loss: 0.1762 +2024-12-25 13:55:18,257 - pyskl - INFO - Epoch [112][500/2506] lr: 3.905e-03, eta: 6:45:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1669, loss: 0.1669 +2024-12-25 13:55:42,400 - pyskl - INFO - Epoch [112][600/2506] lr: 3.898e-03, eta: 6:44:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9962, loss_cls: 0.1868, loss: 0.1868 +2024-12-25 13:56:06,502 - pyskl - INFO - Epoch [112][700/2506] lr: 3.890e-03, eta: 6:44:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2013, loss: 0.2013 +2024-12-25 13:56:30,593 - pyskl - INFO - Epoch [112][800/2506] lr: 3.883e-03, eta: 6:43:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2203, loss: 0.2203 +2024-12-25 13:56:54,691 - pyskl - INFO - Epoch [112][900/2506] lr: 3.875e-03, eta: 6:43:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2135, loss: 0.2135 +2024-12-25 13:57:18,799 - pyskl - INFO - Epoch [112][1000/2506] lr: 3.867e-03, eta: 6:42:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1961, loss: 0.1961 +2024-12-25 13:57:42,872 - pyskl - INFO - Epoch [112][1100/2506] lr: 3.860e-03, eta: 6:42:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9975, loss_cls: 0.2107, loss: 0.2107 +2024-12-25 13:58:06,904 - pyskl - INFO - Epoch [112][1200/2506] lr: 3.852e-03, eta: 6:42:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.1927, loss: 0.1927 +2024-12-25 13:58:30,919 - pyskl - INFO - Epoch [112][1300/2506] lr: 3.845e-03, eta: 6:41:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9975, loss_cls: 0.2059, loss: 0.2059 +2024-12-25 13:58:54,972 - pyskl - INFO - Epoch [112][1400/2506] lr: 3.837e-03, eta: 6:41:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2276, loss: 0.2276 +2024-12-25 13:59:19,000 - pyskl - INFO - Epoch [112][1500/2506] lr: 3.830e-03, eta: 6:40:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1936, loss: 0.1936 +2024-12-25 13:59:43,022 - pyskl - INFO - Epoch [112][1600/2506] lr: 3.822e-03, eta: 6:40:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1980, loss: 0.1980 +2024-12-25 14:00:07,086 - pyskl - INFO - Epoch [112][1700/2506] lr: 3.815e-03, eta: 6:39:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2128, loss: 0.2128 +2024-12-25 14:00:31,111 - pyskl - INFO - Epoch [112][1800/2506] lr: 3.807e-03, eta: 6:39:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 0.1821, loss: 0.1821 +2024-12-25 14:00:55,152 - pyskl - INFO - Epoch [112][1900/2506] lr: 3.800e-03, eta: 6:39:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2246, loss: 0.2246 +2024-12-25 14:01:19,173 - pyskl - INFO - Epoch [112][2000/2506] lr: 3.792e-03, eta: 6:38:41, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2307, loss: 0.2307 +2024-12-25 14:01:43,207 - pyskl - INFO - Epoch [112][2100/2506] lr: 3.785e-03, eta: 6:38:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.2290, loss: 0.2290 +2024-12-25 14:02:07,261 - pyskl - INFO - Epoch [112][2200/2506] lr: 3.777e-03, eta: 6:37:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2220, loss: 0.2220 +2024-12-25 14:02:31,325 - pyskl - INFO - Epoch [112][2300/2506] lr: 3.770e-03, eta: 6:37:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2270, loss: 0.2270 +2024-12-25 14:02:55,346 - pyskl - INFO - Epoch [112][2400/2506] lr: 3.762e-03, eta: 6:37:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2329, loss: 0.2329 +2024-12-25 14:03:19,391 - pyskl - INFO - Epoch [112][2500/2506] lr: 3.755e-03, eta: 6:36:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1873, loss: 0.1873 +2024-12-25 14:03:21,266 - pyskl - INFO - Saving checkpoint at 112 epochs +2024-12-25 14:04:43,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 14:04:43,662 - pyskl - INFO - +top1_acc 0.8803 +top5_acc 0.9838 +2024-12-25 14:04:43,664 - pyskl - INFO - Epoch(val) [112][1031] top1_acc: 0.8803, top5_acc: 0.9838 +2024-12-25 14:05:27,225 - pyskl - INFO - Epoch [113][100/2506] lr: 3.747e-03, eta: 6:36:14, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1670, loss: 0.1670 +2024-12-25 14:05:51,285 - pyskl - INFO - Epoch [113][200/2506] lr: 3.739e-03, eta: 6:35:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1859, loss: 0.1859 +2024-12-25 14:06:15,338 - pyskl - INFO - Epoch [113][300/2506] lr: 3.732e-03, eta: 6:35:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1702, loss: 0.1702 +2024-12-25 14:06:39,407 - pyskl - INFO - Epoch [113][400/2506] lr: 3.724e-03, eta: 6:34:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1893, loss: 0.1893 +2024-12-25 14:07:03,479 - pyskl - INFO - Epoch [113][500/2506] lr: 3.717e-03, eta: 6:34:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1706, loss: 0.1706 +2024-12-25 14:07:27,554 - pyskl - INFO - Epoch [113][600/2506] lr: 3.710e-03, eta: 6:34:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1657, loss: 0.1657 +2024-12-25 14:07:51,620 - pyskl - INFO - Epoch [113][700/2506] lr: 3.702e-03, eta: 6:33:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.2043, loss: 0.2043 +2024-12-25 14:08:15,686 - pyskl - INFO - Epoch [113][800/2506] lr: 3.695e-03, eta: 6:33:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 1.0000, loss_cls: 0.1843, loss: 0.1843 +2024-12-25 14:08:39,762 - pyskl - INFO - Epoch [113][900/2506] lr: 3.687e-03, eta: 6:32:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1884, loss: 0.1884 +2024-12-25 14:09:03,882 - pyskl - INFO - Epoch [113][1000/2506] lr: 3.680e-03, eta: 6:32:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2247, loss: 0.2247 +2024-12-25 14:09:28,043 - pyskl - INFO - Epoch [113][1100/2506] lr: 3.673e-03, eta: 6:32:01, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.2232, loss: 0.2232 +2024-12-25 14:09:52,148 - pyskl - INFO - Epoch [113][1200/2506] lr: 3.665e-03, eta: 6:31:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2223, loss: 0.2223 +2024-12-25 14:10:16,229 - pyskl - INFO - Epoch [113][1300/2506] lr: 3.658e-03, eta: 6:31:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1745, loss: 0.1745 +2024-12-25 14:10:40,315 - pyskl - INFO - Epoch [113][1400/2506] lr: 3.650e-03, eta: 6:30:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9581, top5_acc: 0.9975, loss_cls: 0.2119, loss: 0.2119 +2024-12-25 14:11:04,422 - pyskl - INFO - Epoch [113][1500/2506] lr: 3.643e-03, eta: 6:30:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9556, top5_acc: 0.9944, loss_cls: 0.2314, loss: 0.2314 +2024-12-25 14:11:28,515 - pyskl - INFO - Epoch [113][1600/2506] lr: 3.636e-03, eta: 6:29:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9969, loss_cls: 0.2093, loss: 0.2093 +2024-12-25 14:11:52,658 - pyskl - INFO - Epoch [113][1700/2506] lr: 3.628e-03, eta: 6:29:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.2220, loss: 0.2220 +2024-12-25 14:12:16,834 - pyskl - INFO - Epoch [113][1800/2506] lr: 3.621e-03, eta: 6:29:04, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9994, loss_cls: 0.1660, loss: 0.1660 +2024-12-25 14:12:40,974 - pyskl - INFO - Epoch [113][1900/2506] lr: 3.614e-03, eta: 6:28:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2362, loss: 0.2362 +2024-12-25 14:13:05,098 - pyskl - INFO - Epoch [113][2000/2506] lr: 3.606e-03, eta: 6:28:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.2170, loss: 0.2170 +2024-12-25 14:13:29,255 - pyskl - INFO - Epoch [113][2100/2506] lr: 3.599e-03, eta: 6:27:48, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1978, loss: 0.1978 +2024-12-25 14:13:53,396 - pyskl - INFO - Epoch [113][2200/2506] lr: 3.592e-03, eta: 6:27:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.2481, loss: 0.2481 +2024-12-25 14:14:17,483 - pyskl - INFO - Epoch [113][2300/2506] lr: 3.584e-03, eta: 6:26:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9962, loss_cls: 0.2055, loss: 0.2055 +2024-12-25 14:14:41,535 - pyskl - INFO - Epoch [113][2400/2506] lr: 3.577e-03, eta: 6:26:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.2027, loss: 0.2027 +2024-12-25 14:15:05,583 - pyskl - INFO - Epoch [113][2500/2506] lr: 3.570e-03, eta: 6:26:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9950, loss_cls: 0.2104, loss: 0.2104 +2024-12-25 14:15:07,516 - pyskl - INFO - Saving checkpoint at 113 epochs +2024-12-25 14:16:29,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 14:16:29,730 - pyskl - INFO - +top1_acc 0.8791 +top5_acc 0.9813 +2024-12-25 14:16:29,732 - pyskl - INFO - Epoch(val) [113][1031] top1_acc: 0.8791, top5_acc: 0.9813 +2024-12-25 14:17:13,291 - pyskl - INFO - Epoch [114][100/2506] lr: 3.562e-03, eta: 6:25:46, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1897, loss: 0.1897 +2024-12-25 14:17:37,322 - pyskl - INFO - Epoch [114][200/2506] lr: 3.555e-03, eta: 6:25:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1770, loss: 0.1770 +2024-12-25 14:18:01,339 - pyskl - INFO - Epoch [114][300/2506] lr: 3.547e-03, eta: 6:24:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1654, loss: 0.1654 +2024-12-25 14:18:25,411 - pyskl - INFO - Epoch [114][400/2506] lr: 3.540e-03, eta: 6:24:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1584, loss: 0.1584 +2024-12-25 14:18:49,437 - pyskl - INFO - Epoch [114][500/2506] lr: 3.533e-03, eta: 6:24:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1777, loss: 0.1777 +2024-12-25 14:19:13,492 - pyskl - INFO - Epoch [114][600/2506] lr: 3.525e-03, eta: 6:23:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1210, loss: 0.1210 +2024-12-25 14:19:37,536 - pyskl - INFO - Epoch [114][700/2506] lr: 3.518e-03, eta: 6:23:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1998, loss: 0.1998 +2024-12-25 14:20:01,600 - pyskl - INFO - Epoch [114][800/2506] lr: 3.511e-03, eta: 6:22:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1661, loss: 0.1661 +2024-12-25 14:20:25,702 - pyskl - INFO - Epoch [114][900/2506] lr: 3.504e-03, eta: 6:22:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1992, loss: 0.1992 +2024-12-25 14:20:49,743 - pyskl - INFO - Epoch [114][1000/2506] lr: 3.496e-03, eta: 6:21:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1998, loss: 0.1998 +2024-12-25 14:21:13,795 - pyskl - INFO - Epoch [114][1100/2506] lr: 3.489e-03, eta: 6:21:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1733, loss: 0.1733 +2024-12-25 14:21:37,833 - pyskl - INFO - Epoch [114][1200/2506] lr: 3.482e-03, eta: 6:21:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1657, loss: 0.1657 +2024-12-25 14:22:01,867 - pyskl - INFO - Epoch [114][1300/2506] lr: 3.475e-03, eta: 6:20:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1902, loss: 0.1902 +2024-12-25 14:22:25,927 - pyskl - INFO - Epoch [114][1400/2506] lr: 3.467e-03, eta: 6:20:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1483, loss: 0.1483 +2024-12-25 14:22:49,973 - pyskl - INFO - Epoch [114][1500/2506] lr: 3.460e-03, eta: 6:19:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1701, loss: 0.1701 +2024-12-25 14:23:13,997 - pyskl - INFO - Epoch [114][1600/2506] lr: 3.453e-03, eta: 6:19:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1673, loss: 0.1673 +2024-12-25 14:23:38,028 - pyskl - INFO - Epoch [114][1700/2506] lr: 3.446e-03, eta: 6:19:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.2042, loss: 0.2042 +2024-12-25 14:24:02,066 - pyskl - INFO - Epoch [114][1800/2506] lr: 3.439e-03, eta: 6:18:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1727, loss: 0.1727 +2024-12-25 14:24:26,101 - pyskl - INFO - Epoch [114][1900/2506] lr: 3.431e-03, eta: 6:18:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.2063, loss: 0.2063 +2024-12-25 14:24:50,115 - pyskl - INFO - Epoch [114][2000/2506] lr: 3.424e-03, eta: 6:17:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9956, loss_cls: 0.2092, loss: 0.2092 +2024-12-25 14:25:14,137 - pyskl - INFO - Epoch [114][2100/2506] lr: 3.417e-03, eta: 6:17:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.2058, loss: 0.2058 +2024-12-25 14:25:38,171 - pyskl - INFO - Epoch [114][2200/2506] lr: 3.410e-03, eta: 6:16:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.2025, loss: 0.2025 +2024-12-25 14:26:02,243 - pyskl - INFO - Epoch [114][2300/2506] lr: 3.403e-03, eta: 6:16:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.2302, loss: 0.2302 +2024-12-25 14:26:26,252 - pyskl - INFO - Epoch [114][2400/2506] lr: 3.396e-03, eta: 6:16:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1988, loss: 0.1988 +2024-12-25 14:26:50,281 - pyskl - INFO - Epoch [114][2500/2506] lr: 3.388e-03, eta: 6:15:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9975, loss_cls: 0.1808, loss: 0.1808 +2024-12-25 14:26:52,139 - pyskl - INFO - Saving checkpoint at 114 epochs +2024-12-25 14:28:14,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 14:28:14,392 - pyskl - INFO - +top1_acc 0.8919 +top5_acc 0.9830 +2024-12-25 14:28:14,396 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_105.pth was removed +2024-12-25 14:28:14,526 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_114.pth. +2024-12-25 14:28:14,526 - pyskl - INFO - Best top1_acc is 0.8919 at 114 epoch. +2024-12-25 14:28:14,528 - pyskl - INFO - Epoch(val) [114][1031] top1_acc: 0.8919, top5_acc: 0.9830 +2024-12-25 14:28:58,163 - pyskl - INFO - Epoch [115][100/2506] lr: 3.381e-03, eta: 6:15:18, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1314, loss: 0.1314 +2024-12-25 14:29:22,254 - pyskl - INFO - Epoch [115][200/2506] lr: 3.374e-03, eta: 6:14:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1437, loss: 0.1437 +2024-12-25 14:29:46,329 - pyskl - INFO - Epoch [115][300/2506] lr: 3.367e-03, eta: 6:14:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1400, loss: 0.1400 +2024-12-25 14:30:10,396 - pyskl - INFO - Epoch [115][400/2506] lr: 3.359e-03, eta: 6:14:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1123, loss: 0.1123 +2024-12-25 14:30:34,450 - pyskl - INFO - Epoch [115][500/2506] lr: 3.352e-03, eta: 6:13:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1588, loss: 0.1588 +2024-12-25 14:30:58,518 - pyskl - INFO - Epoch [115][600/2506] lr: 3.345e-03, eta: 6:13:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9969, loss_cls: 0.1688, loss: 0.1688 +2024-12-25 14:31:22,586 - pyskl - INFO - Epoch [115][700/2506] lr: 3.338e-03, eta: 6:12:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1773, loss: 0.1773 +2024-12-25 14:31:46,664 - pyskl - INFO - Epoch [115][800/2506] lr: 3.331e-03, eta: 6:12:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.1992, loss: 0.1992 +2024-12-25 14:32:10,696 - pyskl - INFO - Epoch [115][900/2506] lr: 3.324e-03, eta: 6:11:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1756, loss: 0.1756 +2024-12-25 14:32:34,785 - pyskl - INFO - Epoch [115][1000/2506] lr: 3.317e-03, eta: 6:11:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1541, loss: 0.1541 +2024-12-25 14:32:58,822 - pyskl - INFO - Epoch [115][1100/2506] lr: 3.310e-03, eta: 6:11:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1427, loss: 0.1427 +2024-12-25 14:33:22,854 - pyskl - INFO - Epoch [115][1200/2506] lr: 3.303e-03, eta: 6:10:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9981, loss_cls: 0.1715, loss: 0.1715 +2024-12-25 14:33:46,889 - pyskl - INFO - Epoch [115][1300/2506] lr: 3.296e-03, eta: 6:10:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1740, loss: 0.1740 +2024-12-25 14:34:10,899 - pyskl - INFO - Epoch [115][1400/2506] lr: 3.288e-03, eta: 6:09:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1304, loss: 0.1304 +2024-12-25 14:34:34,934 - pyskl - INFO - Epoch [115][1500/2506] lr: 3.281e-03, eta: 6:09:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1514, loss: 0.1514 +2024-12-25 14:34:58,975 - pyskl - INFO - Epoch [115][1600/2506] lr: 3.274e-03, eta: 6:08:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9669, top5_acc: 0.9969, loss_cls: 0.1742, loss: 0.1742 +2024-12-25 14:35:23,103 - pyskl - INFO - Epoch [115][1700/2506] lr: 3.267e-03, eta: 6:08:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9988, loss_cls: 0.2192, loss: 0.2192 +2024-12-25 14:35:47,189 - pyskl - INFO - Epoch [115][1800/2506] lr: 3.260e-03, eta: 6:08:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1943, loss: 0.1943 +2024-12-25 14:36:11,249 - pyskl - INFO - Epoch [115][1900/2506] lr: 3.253e-03, eta: 6:07:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2009, loss: 0.2009 +2024-12-25 14:36:35,326 - pyskl - INFO - Epoch [115][2000/2506] lr: 3.246e-03, eta: 6:07:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1889, loss: 0.1889 +2024-12-25 14:36:59,432 - pyskl - INFO - Epoch [115][2100/2506] lr: 3.239e-03, eta: 6:06:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1926, loss: 0.1926 +2024-12-25 14:37:23,535 - pyskl - INFO - Epoch [115][2200/2506] lr: 3.232e-03, eta: 6:06:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1723, loss: 0.1723 +2024-12-25 14:37:47,661 - pyskl - INFO - Epoch [115][2300/2506] lr: 3.225e-03, eta: 6:06:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 1.0000, loss_cls: 0.1782, loss: 0.1782 +2024-12-25 14:38:11,734 - pyskl - INFO - Epoch [115][2400/2506] lr: 3.218e-03, eta: 6:05:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.2143, loss: 0.2143 +2024-12-25 14:38:35,814 - pyskl - INFO - Epoch [115][2500/2506] lr: 3.211e-03, eta: 6:05:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9950, loss_cls: 0.1898, loss: 0.1898 +2024-12-25 14:38:37,688 - pyskl - INFO - Saving checkpoint at 115 epochs +2024-12-25 14:39:59,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 14:39:59,794 - pyskl - INFO - +top1_acc 0.8869 +top5_acc 0.9845 +2024-12-25 14:39:59,796 - pyskl - INFO - Epoch(val) [115][1031] top1_acc: 0.8869, top5_acc: 0.9845 +2024-12-25 14:40:43,458 - pyskl - INFO - Epoch [116][100/2506] lr: 3.204e-03, eta: 6:04:50, time: 0.437, data_time: 0.192, memory: 6430, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1437, loss: 0.1437 +2024-12-25 14:41:07,540 - pyskl - INFO - Epoch [116][200/2506] lr: 3.197e-03, eta: 6:04:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1354, loss: 0.1354 +2024-12-25 14:41:31,558 - pyskl - INFO - Epoch [116][300/2506] lr: 3.190e-03, eta: 6:04:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1132, loss: 0.1132 +2024-12-25 14:41:55,588 - pyskl - INFO - Epoch [116][400/2506] lr: 3.183e-03, eta: 6:03:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1353, loss: 0.1353 +2024-12-25 14:42:19,691 - pyskl - INFO - Epoch [116][500/2506] lr: 3.176e-03, eta: 6:03:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1587, loss: 0.1587 +2024-12-25 14:42:43,809 - pyskl - INFO - Epoch [116][600/2506] lr: 3.169e-03, eta: 6:02:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1874, loss: 0.1874 +2024-12-25 14:43:07,943 - pyskl - INFO - Epoch [116][700/2506] lr: 3.162e-03, eta: 6:02:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1547, loss: 0.1547 +2024-12-25 14:43:32,004 - pyskl - INFO - Epoch [116][800/2506] lr: 3.155e-03, eta: 6:01:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1173, loss: 0.1173 +2024-12-25 14:43:56,004 - pyskl - INFO - Epoch [116][900/2506] lr: 3.148e-03, eta: 6:01:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1399, loss: 0.1399 +2024-12-25 14:44:20,016 - pyskl - INFO - Epoch [116][1000/2506] lr: 3.141e-03, eta: 6:01:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1836, loss: 0.1836 +2024-12-25 14:44:44,053 - pyskl - INFO - Epoch [116][1100/2506] lr: 3.134e-03, eta: 6:00:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1873, loss: 0.1873 +2024-12-25 14:45:08,166 - pyskl - INFO - Epoch [116][1200/2506] lr: 3.127e-03, eta: 6:00:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1510, loss: 0.1510 +2024-12-25 14:45:32,268 - pyskl - INFO - Epoch [116][1300/2506] lr: 3.120e-03, eta: 5:59:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1409, loss: 0.1409 +2024-12-25 14:45:56,333 - pyskl - INFO - Epoch [116][1400/2506] lr: 3.114e-03, eta: 5:59:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1945, loss: 0.1945 +2024-12-25 14:46:20,372 - pyskl - INFO - Epoch [116][1500/2506] lr: 3.107e-03, eta: 5:58:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1655, loss: 0.1655 +2024-12-25 14:46:44,406 - pyskl - INFO - Epoch [116][1600/2506] lr: 3.100e-03, eta: 5:58:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1815, loss: 0.1815 +2024-12-25 14:47:08,484 - pyskl - INFO - Epoch [116][1700/2506] lr: 3.093e-03, eta: 5:58:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1763, loss: 0.1763 +2024-12-25 14:47:32,540 - pyskl - INFO - Epoch [116][1800/2506] lr: 3.086e-03, eta: 5:57:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9969, loss_cls: 0.1603, loss: 0.1603 +2024-12-25 14:47:56,569 - pyskl - INFO - Epoch [116][1900/2506] lr: 3.079e-03, eta: 5:57:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1672, loss: 0.1672 +2024-12-25 14:48:20,610 - pyskl - INFO - Epoch [116][2000/2506] lr: 3.072e-03, eta: 5:56:50, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1875, loss: 0.1875 +2024-12-25 14:48:44,623 - pyskl - INFO - Epoch [116][2100/2506] lr: 3.065e-03, eta: 5:56:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1562, loss: 0.1562 +2024-12-25 14:49:08,699 - pyskl - INFO - Epoch [116][2200/2506] lr: 3.059e-03, eta: 5:56:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1559, loss: 0.1559 +2024-12-25 14:49:32,814 - pyskl - INFO - Epoch [116][2300/2506] lr: 3.052e-03, eta: 5:55:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9969, loss_cls: 0.1807, loss: 0.1807 +2024-12-25 14:49:56,896 - pyskl - INFO - Epoch [116][2400/2506] lr: 3.045e-03, eta: 5:55:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1874, loss: 0.1874 +2024-12-25 14:50:20,989 - pyskl - INFO - Epoch [116][2500/2506] lr: 3.038e-03, eta: 5:54:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1884, loss: 0.1884 +2024-12-25 14:50:22,943 - pyskl - INFO - Saving checkpoint at 116 epochs +2024-12-25 14:51:45,583 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 14:51:45,649 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9823 +2024-12-25 14:51:45,651 - pyskl - INFO - Epoch(val) [116][1031] top1_acc: 0.8857, top5_acc: 0.9823 +2024-12-25 14:52:29,238 - pyskl - INFO - Epoch [117][100/2506] lr: 3.031e-03, eta: 5:54:22, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1251, loss: 0.1251 +2024-12-25 14:52:53,345 - pyskl - INFO - Epoch [117][200/2506] lr: 3.024e-03, eta: 5:53:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1265, loss: 0.1265 +2024-12-25 14:53:17,431 - pyskl - INFO - Epoch [117][300/2506] lr: 3.017e-03, eta: 5:53:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1388, loss: 0.1388 +2024-12-25 14:53:41,490 - pyskl - INFO - Epoch [117][400/2506] lr: 3.010e-03, eta: 5:53:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1320, loss: 0.1320 +2024-12-25 14:54:05,555 - pyskl - INFO - Epoch [117][500/2506] lr: 3.004e-03, eta: 5:52:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1409, loss: 0.1409 +2024-12-25 14:54:29,553 - pyskl - INFO - Epoch [117][600/2506] lr: 2.997e-03, eta: 5:52:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.1057, loss: 0.1057 +2024-12-25 14:54:53,504 - pyskl - INFO - Epoch [117][700/2506] lr: 2.990e-03, eta: 5:51:51, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1188, loss: 0.1188 +2024-12-25 14:55:17,463 - pyskl - INFO - Epoch [117][800/2506] lr: 2.983e-03, eta: 5:51:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1195, loss: 0.1195 +2024-12-25 14:55:41,417 - pyskl - INFO - Epoch [117][900/2506] lr: 2.976e-03, eta: 5:51:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1114, loss: 0.1114 +2024-12-25 14:56:05,377 - pyskl - INFO - Epoch [117][1000/2506] lr: 2.970e-03, eta: 5:50:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9975, loss_cls: 0.1423, loss: 0.1423 +2024-12-25 14:56:29,340 - pyskl - INFO - Epoch [117][1100/2506] lr: 2.963e-03, eta: 5:50:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1296, loss: 0.1296 +2024-12-25 14:56:53,360 - pyskl - INFO - Epoch [117][1200/2506] lr: 2.956e-03, eta: 5:49:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1298, loss: 0.1298 +2024-12-25 14:57:17,465 - pyskl - INFO - Epoch [117][1300/2506] lr: 2.949e-03, eta: 5:49:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1721, loss: 0.1721 +2024-12-25 14:57:41,595 - pyskl - INFO - Epoch [117][1400/2506] lr: 2.943e-03, eta: 5:48:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1231, loss: 0.1231 +2024-12-25 14:58:05,661 - pyskl - INFO - Epoch [117][1500/2506] lr: 2.936e-03, eta: 5:48:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1334, loss: 0.1334 +2024-12-25 14:58:29,772 - pyskl - INFO - Epoch [117][1600/2506] lr: 2.929e-03, eta: 5:48:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1527, loss: 0.1527 +2024-12-25 14:58:53,787 - pyskl - INFO - Epoch [117][1700/2506] lr: 2.923e-03, eta: 5:47:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.1816, loss: 0.1816 +2024-12-25 14:59:17,771 - pyskl - INFO - Epoch [117][1800/2506] lr: 2.916e-03, eta: 5:47:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1409, loss: 0.1409 +2024-12-25 14:59:41,773 - pyskl - INFO - Epoch [117][1900/2506] lr: 2.909e-03, eta: 5:46:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1742, loss: 0.1742 +2024-12-25 15:00:05,728 - pyskl - INFO - Epoch [117][2000/2506] lr: 2.902e-03, eta: 5:46:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1367, loss: 0.1367 +2024-12-25 15:00:29,723 - pyskl - INFO - Epoch [117][2100/2506] lr: 2.896e-03, eta: 5:45:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9663, top5_acc: 0.9988, loss_cls: 0.1766, loss: 0.1766 +2024-12-25 15:00:53,666 - pyskl - INFO - Epoch [117][2200/2506] lr: 2.889e-03, eta: 5:45:32, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9637, top5_acc: 0.9975, loss_cls: 0.1946, loss: 0.1946 +2024-12-25 15:01:17,629 - pyskl - INFO - Epoch [117][2300/2506] lr: 2.882e-03, eta: 5:45:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1533, loss: 0.1533 +2024-12-25 15:01:41,722 - pyskl - INFO - Epoch [117][2400/2506] lr: 2.876e-03, eta: 5:44:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1489, loss: 0.1489 +2024-12-25 15:02:05,784 - pyskl - INFO - Epoch [117][2500/2506] lr: 2.869e-03, eta: 5:44:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9988, loss_cls: 0.1623, loss: 0.1623 +2024-12-25 15:02:07,703 - pyskl - INFO - Saving checkpoint at 117 epochs +2024-12-25 15:03:29,595 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 15:03:29,662 - pyskl - INFO - +top1_acc 0.8840 +top5_acc 0.9823 +2024-12-25 15:03:29,665 - pyskl - INFO - Epoch(val) [117][1031] top1_acc: 0.8840, top5_acc: 0.9823 +2024-12-25 15:04:13,048 - pyskl - INFO - Epoch [118][100/2506] lr: 2.862e-03, eta: 5:43:55, time: 0.434, data_time: 0.191, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1527, loss: 0.1527 +2024-12-25 15:04:36,954 - pyskl - INFO - Epoch [118][200/2506] lr: 2.855e-03, eta: 5:43:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1184, loss: 0.1184 +2024-12-25 15:05:00,850 - pyskl - INFO - Epoch [118][300/2506] lr: 2.849e-03, eta: 5:43:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1261, loss: 0.1261 +2024-12-25 15:05:24,748 - pyskl - INFO - Epoch [118][400/2506] lr: 2.842e-03, eta: 5:42:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1274, loss: 0.1274 +2024-12-25 15:05:48,689 - pyskl - INFO - Epoch [118][500/2506] lr: 2.835e-03, eta: 5:42:13, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1114, loss: 0.1114 +2024-12-25 15:06:12,626 - pyskl - INFO - Epoch [118][600/2506] lr: 2.829e-03, eta: 5:41:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1525, loss: 0.1525 +2024-12-25 15:06:36,647 - pyskl - INFO - Epoch [118][700/2506] lr: 2.822e-03, eta: 5:41:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1406, loss: 0.1406 +2024-12-25 15:07:00,654 - pyskl - INFO - Epoch [118][800/2506] lr: 2.816e-03, eta: 5:40:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1389, loss: 0.1389 +2024-12-25 15:07:24,687 - pyskl - INFO - Epoch [118][900/2506] lr: 2.809e-03, eta: 5:40:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1254, loss: 0.1254 +2024-12-25 15:07:48,706 - pyskl - INFO - Epoch [118][1000/2506] lr: 2.802e-03, eta: 5:40:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1101, loss: 0.1101 +2024-12-25 15:08:12,742 - pyskl - INFO - Epoch [118][1100/2506] lr: 2.796e-03, eta: 5:39:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 1.0000, loss_cls: 0.1347, loss: 0.1347 +2024-12-25 15:08:36,763 - pyskl - INFO - Epoch [118][1200/2506] lr: 2.789e-03, eta: 5:39:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1377, loss: 0.1377 +2024-12-25 15:09:00,862 - pyskl - INFO - Epoch [118][1300/2506] lr: 2.783e-03, eta: 5:38:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0962, loss: 0.0962 +2024-12-25 15:09:24,811 - pyskl - INFO - Epoch [118][1400/2506] lr: 2.776e-03, eta: 5:38:26, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1467, loss: 0.1467 +2024-12-25 15:09:48,767 - pyskl - INFO - Epoch [118][1500/2506] lr: 2.770e-03, eta: 5:38:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1441, loss: 0.1441 +2024-12-25 15:10:12,755 - pyskl - INFO - Epoch [118][1600/2506] lr: 2.763e-03, eta: 5:37:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1390, loss: 0.1390 +2024-12-25 15:10:36,702 - pyskl - INFO - Epoch [118][1700/2506] lr: 2.756e-03, eta: 5:37:10, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1329, loss: 0.1329 +2024-12-25 15:11:00,699 - pyskl - INFO - Epoch [118][1800/2506] lr: 2.750e-03, eta: 5:36:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9706, top5_acc: 0.9994, loss_cls: 0.1445, loss: 0.1445 +2024-12-25 15:11:24,670 - pyskl - INFO - Epoch [118][1900/2506] lr: 2.743e-03, eta: 5:36:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1740, loss: 0.1740 +2024-12-25 15:11:48,562 - pyskl - INFO - Epoch [118][2000/2506] lr: 2.737e-03, eta: 5:35:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1215, loss: 0.1215 +2024-12-25 15:12:12,531 - pyskl - INFO - Epoch [118][2100/2506] lr: 2.730e-03, eta: 5:35:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1350, loss: 0.1350 +2024-12-25 15:12:36,449 - pyskl - INFO - Epoch [118][2200/2506] lr: 2.724e-03, eta: 5:35:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1605, loss: 0.1605 +2024-12-25 15:13:00,393 - pyskl - INFO - Epoch [118][2300/2506] lr: 2.717e-03, eta: 5:34:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1382, loss: 0.1382 +2024-12-25 15:13:24,285 - pyskl - INFO - Epoch [118][2400/2506] lr: 2.711e-03, eta: 5:34:14, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1517, loss: 0.1517 +2024-12-25 15:13:48,195 - pyskl - INFO - Epoch [118][2500/2506] lr: 2.704e-03, eta: 5:33:48, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1588, loss: 0.1588 +2024-12-25 15:13:50,053 - pyskl - INFO - Saving checkpoint at 118 epochs +2024-12-25 15:15:11,688 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 15:15:11,754 - pyskl - INFO - +top1_acc 0.8964 +top5_acc 0.9844 +2024-12-25 15:15:11,758 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_114.pth was removed +2024-12-25 15:15:11,887 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_118.pth. +2024-12-25 15:15:11,887 - pyskl - INFO - Best top1_acc is 0.8964 at 118 epoch. +2024-12-25 15:15:11,889 - pyskl - INFO - Epoch(val) [118][1031] top1_acc: 0.8964, top5_acc: 0.9844 +2024-12-25 15:15:55,902 - pyskl - INFO - Epoch [119][100/2506] lr: 2.697e-03, eta: 5:33:27, time: 0.440, data_time: 0.195, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1076, loss: 0.1076 +2024-12-25 15:16:20,028 - pyskl - INFO - Epoch [119][200/2506] lr: 2.691e-03, eta: 5:33:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1209, loss: 0.1209 +2024-12-25 15:16:44,214 - pyskl - INFO - Epoch [119][300/2506] lr: 2.684e-03, eta: 5:32:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1224, loss: 0.1224 +2024-12-25 15:17:08,351 - pyskl - INFO - Epoch [119][400/2506] lr: 2.678e-03, eta: 5:32:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1022, loss: 0.1022 +2024-12-25 15:17:32,466 - pyskl - INFO - Epoch [119][500/2506] lr: 2.672e-03, eta: 5:31:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1154, loss: 0.1154 +2024-12-25 15:17:56,539 - pyskl - INFO - Epoch [119][600/2506] lr: 2.665e-03, eta: 5:31:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 +2024-12-25 15:18:20,599 - pyskl - INFO - Epoch [119][700/2506] lr: 2.659e-03, eta: 5:30:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1025, loss: 0.1025 +2024-12-25 15:18:44,649 - pyskl - INFO - Epoch [119][800/2506] lr: 2.652e-03, eta: 5:30:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1093, loss: 0.1093 +2024-12-25 15:19:08,679 - pyskl - INFO - Epoch [119][900/2506] lr: 2.646e-03, eta: 5:30:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1087, loss: 0.1087 +2024-12-25 15:19:32,687 - pyskl - INFO - Epoch [119][1000/2506] lr: 2.639e-03, eta: 5:29:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0870, loss: 0.0870 +2024-12-25 15:19:56,710 - pyskl - INFO - Epoch [119][1100/2506] lr: 2.633e-03, eta: 5:29:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1036, loss: 0.1036 +2024-12-25 15:20:20,762 - pyskl - INFO - Epoch [119][1200/2506] lr: 2.627e-03, eta: 5:28:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870 +2024-12-25 15:20:44,802 - pyskl - INFO - Epoch [119][1300/2506] lr: 2.620e-03, eta: 5:28:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9981, loss_cls: 0.1311, loss: 0.1311 +2024-12-25 15:21:08,818 - pyskl - INFO - Epoch [119][1400/2506] lr: 2.614e-03, eta: 5:27:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 +2024-12-25 15:21:32,807 - pyskl - INFO - Epoch [119][1500/2506] lr: 2.607e-03, eta: 5:27:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0805, loss: 0.0805 +2024-12-25 15:21:56,838 - pyskl - INFO - Epoch [119][1600/2506] lr: 2.601e-03, eta: 5:27:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1190, loss: 0.1190 +2024-12-25 15:22:20,873 - pyskl - INFO - Epoch [119][1700/2506] lr: 2.595e-03, eta: 5:26:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0979, loss: 0.0979 +2024-12-25 15:22:44,927 - pyskl - INFO - Epoch [119][1800/2506] lr: 2.588e-03, eta: 5:26:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1371, loss: 0.1371 +2024-12-25 15:23:08,954 - pyskl - INFO - Epoch [119][1900/2506] lr: 2.582e-03, eta: 5:25:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1510, loss: 0.1510 +2024-12-25 15:23:32,976 - pyskl - INFO - Epoch [119][2000/2506] lr: 2.575e-03, eta: 5:25:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2024-12-25 15:23:56,984 - pyskl - INFO - Epoch [119][2100/2506] lr: 2.569e-03, eta: 5:25:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1465, loss: 0.1465 +2024-12-25 15:24:20,993 - pyskl - INFO - Epoch [119][2200/2506] lr: 2.563e-03, eta: 5:24:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1469, loss: 0.1469 +2024-12-25 15:24:44,985 - pyskl - INFO - Epoch [119][2300/2506] lr: 2.556e-03, eta: 5:24:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1474, loss: 0.1474 +2024-12-25 15:25:09,030 - pyskl - INFO - Epoch [119][2400/2506] lr: 2.550e-03, eta: 5:23:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1131, loss: 0.1131 +2024-12-25 15:25:33,047 - pyskl - INFO - Epoch [119][2500/2506] lr: 2.544e-03, eta: 5:23:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 +2024-12-25 15:25:34,913 - pyskl - INFO - Saving checkpoint at 119 epochs +2024-12-25 15:26:57,161 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 15:26:57,227 - pyskl - INFO - +top1_acc 0.9040 +top5_acc 0.9847 +2024-12-25 15:26:57,231 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_118.pth was removed +2024-12-25 15:26:57,360 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2024-12-25 15:26:57,361 - pyskl - INFO - Best top1_acc is 0.9040 at 119 epoch. +2024-12-25 15:26:57,363 - pyskl - INFO - Epoch(val) [119][1031] top1_acc: 0.9040, top5_acc: 0.9847 +2024-12-25 15:27:40,968 - pyskl - INFO - Epoch [120][100/2506] lr: 2.537e-03, eta: 5:22:59, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0835, loss: 0.0835 +2024-12-25 15:28:05,076 - pyskl - INFO - Epoch [120][200/2506] lr: 2.531e-03, eta: 5:22:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954 +2024-12-25 15:28:29,157 - pyskl - INFO - Epoch [120][300/2506] lr: 2.525e-03, eta: 5:22:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1148, loss: 0.1148 +2024-12-25 15:28:53,250 - pyskl - INFO - Epoch [120][400/2506] lr: 2.518e-03, eta: 5:21:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0796, loss: 0.0796 +2024-12-25 15:29:17,348 - pyskl - INFO - Epoch [120][500/2506] lr: 2.512e-03, eta: 5:21:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.1041, loss: 0.1041 +2024-12-25 15:29:41,458 - pyskl - INFO - Epoch [120][600/2506] lr: 2.506e-03, eta: 5:20:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1344, loss: 0.1344 +2024-12-25 15:30:05,563 - pyskl - INFO - Epoch [120][700/2506] lr: 2.499e-03, eta: 5:20:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0854, loss: 0.0854 +2024-12-25 15:30:29,659 - pyskl - INFO - Epoch [120][800/2506] lr: 2.493e-03, eta: 5:20:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1070, loss: 0.1070 +2024-12-25 15:30:53,732 - pyskl - INFO - Epoch [120][900/2506] lr: 2.487e-03, eta: 5:19:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1206, loss: 0.1206 +2024-12-25 15:31:17,836 - pyskl - INFO - Epoch [120][1000/2506] lr: 2.481e-03, eta: 5:19:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1228, loss: 0.1228 +2024-12-25 15:31:41,964 - pyskl - INFO - Epoch [120][1100/2506] lr: 2.474e-03, eta: 5:18:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1375, loss: 0.1375 +2024-12-25 15:32:06,007 - pyskl - INFO - Epoch [120][1200/2506] lr: 2.468e-03, eta: 5:18:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.1045, loss: 0.1045 +2024-12-25 15:32:30,040 - pyskl - INFO - Epoch [120][1300/2506] lr: 2.462e-03, eta: 5:17:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1234, loss: 0.1234 +2024-12-25 15:32:54,080 - pyskl - INFO - Epoch [120][1400/2506] lr: 2.456e-03, eta: 5:17:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1157, loss: 0.1157 +2024-12-25 15:33:18,150 - pyskl - INFO - Epoch [120][1500/2506] lr: 2.449e-03, eta: 5:17:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0830, loss: 0.0830 +2024-12-25 15:33:42,249 - pyskl - INFO - Epoch [120][1600/2506] lr: 2.443e-03, eta: 5:16:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0771, loss: 0.0771 +2024-12-25 15:34:06,338 - pyskl - INFO - Epoch [120][1700/2506] lr: 2.437e-03, eta: 5:16:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.1101, loss: 0.1101 +2024-12-25 15:34:30,429 - pyskl - INFO - Epoch [120][1800/2506] lr: 2.431e-03, eta: 5:15:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1114, loss: 0.1114 +2024-12-25 15:34:54,486 - pyskl - INFO - Epoch [120][1900/2506] lr: 2.425e-03, eta: 5:15:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1128, loss: 0.1128 +2024-12-25 15:35:18,584 - pyskl - INFO - Epoch [120][2000/2506] lr: 2.419e-03, eta: 5:15:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1245, loss: 0.1245 +2024-12-25 15:35:42,685 - pyskl - INFO - Epoch [120][2100/2506] lr: 2.412e-03, eta: 5:14:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1251, loss: 0.1251 +2024-12-25 15:36:06,792 - pyskl - INFO - Epoch [120][2200/2506] lr: 2.406e-03, eta: 5:14:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1027, loss: 0.1027 +2024-12-25 15:36:30,862 - pyskl - INFO - Epoch [120][2300/2506] lr: 2.400e-03, eta: 5:13:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1289, loss: 0.1289 +2024-12-25 15:36:54,920 - pyskl - INFO - Epoch [120][2400/2506] lr: 2.394e-03, eta: 5:13:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1470, loss: 0.1470 +2024-12-25 15:37:19,002 - pyskl - INFO - Epoch [120][2500/2506] lr: 2.388e-03, eta: 5:12:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1216, loss: 0.1216 +2024-12-25 15:37:20,854 - pyskl - INFO - Saving checkpoint at 120 epochs +2024-12-25 15:38:43,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 15:38:43,242 - pyskl - INFO - +top1_acc 0.8986 +top5_acc 0.9831 +2024-12-25 15:38:43,244 - pyskl - INFO - Epoch(val) [120][1031] top1_acc: 0.8986, top5_acc: 0.9831 +2024-12-25 15:39:26,892 - pyskl - INFO - Epoch [121][100/2506] lr: 2.381e-03, eta: 5:12:32, time: 0.436, data_time: 0.192, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0880, loss: 0.0880 +2024-12-25 15:39:50,936 - pyskl - INFO - Epoch [121][200/2506] lr: 2.375e-03, eta: 5:12:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0847, loss: 0.0847 +2024-12-25 15:40:14,971 - pyskl - INFO - Epoch [121][300/2506] lr: 2.369e-03, eta: 5:11:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 +2024-12-25 15:40:39,017 - pyskl - INFO - Epoch [121][400/2506] lr: 2.363e-03, eta: 5:11:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0991, loss: 0.0991 +2024-12-25 15:41:03,053 - pyskl - INFO - Epoch [121][500/2506] lr: 2.357e-03, eta: 5:10:51, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0871, loss: 0.0871 +2024-12-25 15:41:27,131 - pyskl - INFO - Epoch [121][600/2506] lr: 2.351e-03, eta: 5:10:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0998, loss: 0.0998 +2024-12-25 15:41:51,194 - pyskl - INFO - Epoch [121][700/2506] lr: 2.345e-03, eta: 5:10:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0839, loss: 0.0839 +2024-12-25 15:42:15,220 - pyskl - INFO - Epoch [121][800/2506] lr: 2.338e-03, eta: 5:09:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.1022, loss: 0.1022 +2024-12-25 15:42:39,235 - pyskl - INFO - Epoch [121][900/2506] lr: 2.332e-03, eta: 5:09:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.1001, loss: 0.1001 +2024-12-25 15:43:03,277 - pyskl - INFO - Epoch [121][1000/2506] lr: 2.326e-03, eta: 5:08:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0777, loss: 0.0777 +2024-12-25 15:43:27,323 - pyskl - INFO - Epoch [121][1100/2506] lr: 2.320e-03, eta: 5:08:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2024-12-25 15:43:51,384 - pyskl - INFO - Epoch [121][1200/2506] lr: 2.314e-03, eta: 5:07:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0908, loss: 0.0908 +2024-12-25 15:44:15,409 - pyskl - INFO - Epoch [121][1300/2506] lr: 2.308e-03, eta: 5:07:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1161, loss: 0.1161 +2024-12-25 15:44:39,459 - pyskl - INFO - Epoch [121][1400/2506] lr: 2.302e-03, eta: 5:07:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1077, loss: 0.1077 +2024-12-25 15:45:03,512 - pyskl - INFO - Epoch [121][1500/2506] lr: 2.296e-03, eta: 5:06:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0853, loss: 0.0853 +2024-12-25 15:45:27,559 - pyskl - INFO - Epoch [121][1600/2506] lr: 2.290e-03, eta: 5:06:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0832, loss: 0.0832 +2024-12-25 15:45:51,591 - pyskl - INFO - Epoch [121][1700/2506] lr: 2.284e-03, eta: 5:05:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0915, loss: 0.0915 +2024-12-25 15:46:15,582 - pyskl - INFO - Epoch [121][1800/2506] lr: 2.278e-03, eta: 5:05:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0956, loss: 0.0956 +2024-12-25 15:46:39,648 - pyskl - INFO - Epoch [121][1900/2506] lr: 2.272e-03, eta: 5:04:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1433, loss: 0.1433 +2024-12-25 15:47:03,714 - pyskl - INFO - Epoch [121][2000/2506] lr: 2.266e-03, eta: 5:04:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0924, loss: 0.0924 +2024-12-25 15:47:27,767 - pyskl - INFO - Epoch [121][2100/2506] lr: 2.260e-03, eta: 5:04:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0908, loss: 0.0908 +2024-12-25 15:47:51,784 - pyskl - INFO - Epoch [121][2200/2506] lr: 2.254e-03, eta: 5:03:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1209, loss: 0.1209 +2024-12-25 15:48:15,825 - pyskl - INFO - Epoch [121][2300/2506] lr: 2.248e-03, eta: 5:03:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1059, loss: 0.1059 +2024-12-25 15:48:39,841 - pyskl - INFO - Epoch [121][2400/2506] lr: 2.242e-03, eta: 5:02:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1043, loss: 0.1043 +2024-12-25 15:49:03,841 - pyskl - INFO - Epoch [121][2500/2506] lr: 2.236e-03, eta: 5:02:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0936, loss: 0.0936 +2024-12-25 15:49:05,669 - pyskl - INFO - Saving checkpoint at 121 epochs +2024-12-25 15:50:28,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 15:50:28,604 - pyskl - INFO - +top1_acc 0.8962 +top5_acc 0.9841 +2024-12-25 15:50:28,607 - pyskl - INFO - Epoch(val) [121][1031] top1_acc: 0.8962, top5_acc: 0.9841 +2024-12-25 15:51:12,531 - pyskl - INFO - Epoch [122][100/2506] lr: 2.230e-03, eta: 5:02:05, time: 0.439, data_time: 0.195, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0850, loss: 0.0850 +2024-12-25 15:51:36,587 - pyskl - INFO - Epoch [122][200/2506] lr: 2.224e-03, eta: 5:01:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0738, loss: 0.0738 +2024-12-25 15:52:00,656 - pyskl - INFO - Epoch [122][300/2506] lr: 2.218e-03, eta: 5:01:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0816, loss: 0.0816 +2024-12-25 15:52:24,861 - pyskl - INFO - Epoch [122][400/2506] lr: 2.212e-03, eta: 5:00:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0937, loss: 0.0937 +2024-12-25 15:52:49,000 - pyskl - INFO - Epoch [122][500/2506] lr: 2.206e-03, eta: 5:00:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0853, loss: 0.0853 +2024-12-25 15:53:13,054 - pyskl - INFO - Epoch [122][600/2506] lr: 2.200e-03, eta: 4:59:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0917, loss: 0.0917 +2024-12-25 15:53:37,105 - pyskl - INFO - Epoch [122][700/2506] lr: 2.194e-03, eta: 4:59:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0936, loss: 0.0936 +2024-12-25 15:54:01,148 - pyskl - INFO - Epoch [122][800/2506] lr: 2.188e-03, eta: 4:59:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1052, loss: 0.1052 +2024-12-25 15:54:25,193 - pyskl - INFO - Epoch [122][900/2506] lr: 2.182e-03, eta: 4:58:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0958, loss: 0.0958 +2024-12-25 15:54:49,265 - pyskl - INFO - Epoch [122][1000/2506] lr: 2.176e-03, eta: 4:58:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0995, loss: 0.0995 +2024-12-25 15:55:13,390 - pyskl - INFO - Epoch [122][1100/2506] lr: 2.171e-03, eta: 4:57:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0990, loss: 0.0990 +2024-12-25 15:55:37,399 - pyskl - INFO - Epoch [122][1200/2506] lr: 2.165e-03, eta: 4:57:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1051, loss: 0.1051 +2024-12-25 15:56:01,447 - pyskl - INFO - Epoch [122][1300/2506] lr: 2.159e-03, eta: 4:57:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1129, loss: 0.1129 +2024-12-25 15:56:25,656 - pyskl - INFO - Epoch [122][1400/2506] lr: 2.153e-03, eta: 4:56:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0898, loss: 0.0898 +2024-12-25 15:56:49,858 - pyskl - INFO - Epoch [122][1500/2506] lr: 2.147e-03, eta: 4:56:13, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1018, loss: 0.1018 +2024-12-25 15:57:14,036 - pyskl - INFO - Epoch [122][1600/2506] lr: 2.141e-03, eta: 4:55:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1012, loss: 0.1012 +2024-12-25 15:57:38,213 - pyskl - INFO - Epoch [122][1700/2506] lr: 2.135e-03, eta: 4:55:22, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0959, loss: 0.0959 +2024-12-25 15:58:02,244 - pyskl - INFO - Epoch [122][1800/2506] lr: 2.130e-03, eta: 4:54:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0765, loss: 0.0765 +2024-12-25 15:58:26,287 - pyskl - INFO - Epoch [122][1900/2506] lr: 2.124e-03, eta: 4:54:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1106, loss: 0.1106 +2024-12-25 15:58:50,337 - pyskl - INFO - Epoch [122][2000/2506] lr: 2.118e-03, eta: 4:54:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0930, loss: 0.0930 +2024-12-25 15:59:14,413 - pyskl - INFO - Epoch [122][2100/2506] lr: 2.112e-03, eta: 4:53:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1007, loss: 0.1007 +2024-12-25 15:59:38,434 - pyskl - INFO - Epoch [122][2200/2506] lr: 2.106e-03, eta: 4:53:16, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0776, loss: 0.0776 +2024-12-25 16:00:02,498 - pyskl - INFO - Epoch [122][2300/2506] lr: 2.100e-03, eta: 4:52:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0785, loss: 0.0785 +2024-12-25 16:00:26,588 - pyskl - INFO - Epoch [122][2400/2506] lr: 2.095e-03, eta: 4:52:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1275, loss: 0.1275 +2024-12-25 16:00:50,698 - pyskl - INFO - Epoch [122][2500/2506] lr: 2.089e-03, eta: 4:52:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1162, loss: 0.1162 +2024-12-25 16:00:52,638 - pyskl - INFO - Saving checkpoint at 122 epochs +2024-12-25 16:02:15,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 16:02:15,775 - pyskl - INFO - +top1_acc 0.8952 +top5_acc 0.9844 +2024-12-25 16:02:15,778 - pyskl - INFO - Epoch(val) [122][1031] top1_acc: 0.8952, top5_acc: 0.9844 +2024-12-25 16:02:59,816 - pyskl - INFO - Epoch [123][100/2506] lr: 2.083e-03, eta: 4:51:38, time: 0.440, data_time: 0.194, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0798, loss: 0.0798 +2024-12-25 16:03:23,947 - pyskl - INFO - Epoch [123][200/2506] lr: 2.077e-03, eta: 4:51:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-12-25 16:03:48,020 - pyskl - INFO - Epoch [123][300/2506] lr: 2.071e-03, eta: 4:50:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2024-12-25 16:04:12,101 - pyskl - INFO - Epoch [123][400/2506] lr: 2.065e-03, eta: 4:50:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0617, loss: 0.0617 +2024-12-25 16:04:36,216 - pyskl - INFO - Epoch [123][500/2506] lr: 2.060e-03, eta: 4:49:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2024-12-25 16:05:00,275 - pyskl - INFO - Epoch [123][600/2506] lr: 2.054e-03, eta: 4:49:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0554, loss: 0.0554 +2024-12-25 16:05:24,343 - pyskl - INFO - Epoch [123][700/2506] lr: 2.048e-03, eta: 4:49:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2024-12-25 16:05:48,391 - pyskl - INFO - Epoch [123][800/2506] lr: 2.043e-03, eta: 4:48:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1059, loss: 0.1059 +2024-12-25 16:06:12,468 - pyskl - INFO - Epoch [123][900/2506] lr: 2.037e-03, eta: 4:48:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0863, loss: 0.0863 +2024-12-25 16:06:36,590 - pyskl - INFO - Epoch [123][1000/2506] lr: 2.031e-03, eta: 4:47:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0729, loss: 0.0729 +2024-12-25 16:07:00,742 - pyskl - INFO - Epoch [123][1100/2506] lr: 2.025e-03, eta: 4:47:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0780, loss: 0.0780 +2024-12-25 16:07:24,876 - pyskl - INFO - Epoch [123][1200/2506] lr: 2.020e-03, eta: 4:47:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0671, loss: 0.0671 +2024-12-25 16:07:48,917 - pyskl - INFO - Epoch [123][1300/2506] lr: 2.014e-03, eta: 4:46:36, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0894, loss: 0.0894 +2024-12-25 16:08:12,980 - pyskl - INFO - Epoch [123][1400/2506] lr: 2.008e-03, eta: 4:46:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0887, loss: 0.0887 +2024-12-25 16:08:37,073 - pyskl - INFO - Epoch [123][1500/2506] lr: 2.003e-03, eta: 4:45:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0897, loss: 0.0897 +2024-12-25 16:09:01,119 - pyskl - INFO - Epoch [123][1600/2506] lr: 1.997e-03, eta: 4:45:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0816, loss: 0.0816 +2024-12-25 16:09:25,195 - pyskl - INFO - Epoch [123][1700/2506] lr: 1.991e-03, eta: 4:44:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0744, loss: 0.0744 +2024-12-25 16:09:49,244 - pyskl - INFO - Epoch [123][1800/2506] lr: 1.986e-03, eta: 4:44:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0666, loss: 0.0666 +2024-12-25 16:10:13,333 - pyskl - INFO - Epoch [123][1900/2506] lr: 1.980e-03, eta: 4:44:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2024-12-25 16:10:37,410 - pyskl - INFO - Epoch [123][2000/2506] lr: 1.974e-03, eta: 4:43:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2024-12-25 16:11:01,441 - pyskl - INFO - Epoch [123][2100/2506] lr: 1.969e-03, eta: 4:43:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0702, loss: 0.0702 +2024-12-25 16:11:25,512 - pyskl - INFO - Epoch [123][2200/2506] lr: 1.963e-03, eta: 4:42:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0794, loss: 0.0794 +2024-12-25 16:11:49,562 - pyskl - INFO - Epoch [123][2300/2506] lr: 1.958e-03, eta: 4:42:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0851, loss: 0.0851 +2024-12-25 16:12:13,668 - pyskl - INFO - Epoch [123][2400/2506] lr: 1.952e-03, eta: 4:41:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0716, loss: 0.0716 +2024-12-25 16:12:37,920 - pyskl - INFO - Epoch [123][2500/2506] lr: 1.946e-03, eta: 4:41:34, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0895, loss: 0.0895 +2024-12-25 16:12:39,826 - pyskl - INFO - Saving checkpoint at 123 epochs +2024-12-25 16:14:02,374 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 16:14:02,441 - pyskl - INFO - +top1_acc 0.8905 +top5_acc 0.9830 +2024-12-25 16:14:02,444 - pyskl - INFO - Epoch(val) [123][1031] top1_acc: 0.8905, top5_acc: 0.9830 +2024-12-25 16:14:46,450 - pyskl - INFO - Epoch [124][100/2506] lr: 1.940e-03, eta: 4:41:12, time: 0.440, data_time: 0.194, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0776, loss: 0.0776 +2024-12-25 16:15:10,595 - pyskl - INFO - Epoch [124][200/2506] lr: 1.935e-03, eta: 4:40:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2024-12-25 16:15:34,749 - pyskl - INFO - Epoch [124][300/2506] lr: 1.929e-03, eta: 4:40:21, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0793, loss: 0.0793 +2024-12-25 16:15:58,793 - pyskl - INFO - Epoch [124][400/2506] lr: 1.924e-03, eta: 4:39:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0625, loss: 0.0625 +2024-12-25 16:16:22,907 - pyskl - INFO - Epoch [124][500/2506] lr: 1.918e-03, eta: 4:39:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521 +2024-12-25 16:16:46,954 - pyskl - INFO - Epoch [124][600/2506] lr: 1.913e-03, eta: 4:39:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2024-12-25 16:17:11,048 - pyskl - INFO - Epoch [124][700/2506] lr: 1.907e-03, eta: 4:38:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2024-12-25 16:17:35,128 - pyskl - INFO - Epoch [124][800/2506] lr: 1.901e-03, eta: 4:38:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0560, loss: 0.0560 +2024-12-25 16:17:59,193 - pyskl - INFO - Epoch [124][900/2506] lr: 1.896e-03, eta: 4:37:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2024-12-25 16:18:23,255 - pyskl - INFO - Epoch [124][1000/2506] lr: 1.890e-03, eta: 4:37:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0652, loss: 0.0652 +2024-12-25 16:18:47,305 - pyskl - INFO - Epoch [124][1100/2506] lr: 1.885e-03, eta: 4:37:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0572, loss: 0.0572 +2024-12-25 16:19:11,368 - pyskl - INFO - Epoch [124][1200/2506] lr: 1.879e-03, eta: 4:36:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0661, loss: 0.0661 +2024-12-25 16:19:35,452 - pyskl - INFO - Epoch [124][1300/2506] lr: 1.874e-03, eta: 4:36:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2024-12-25 16:19:59,533 - pyskl - INFO - Epoch [124][1400/2506] lr: 1.868e-03, eta: 4:35:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0677, loss: 0.0677 +2024-12-25 16:20:23,572 - pyskl - INFO - Epoch [124][1500/2506] lr: 1.863e-03, eta: 4:35:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 +2024-12-25 16:20:47,643 - pyskl - INFO - Epoch [124][1600/2506] lr: 1.857e-03, eta: 4:34:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0526, loss: 0.0526 +2024-12-25 16:21:11,739 - pyskl - INFO - Epoch [124][1700/2506] lr: 1.852e-03, eta: 4:34:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2024-12-25 16:21:35,821 - pyskl - INFO - Epoch [124][1800/2506] lr: 1.846e-03, eta: 4:34:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714 +2024-12-25 16:21:59,931 - pyskl - INFO - Epoch [124][1900/2506] lr: 1.841e-03, eta: 4:33:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0765, loss: 0.0765 +2024-12-25 16:22:23,976 - pyskl - INFO - Epoch [124][2000/2506] lr: 1.835e-03, eta: 4:33:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803 +2024-12-25 16:22:48,070 - pyskl - INFO - Epoch [124][2100/2506] lr: 1.830e-03, eta: 4:32:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2024-12-25 16:23:12,157 - pyskl - INFO - Epoch [124][2200/2506] lr: 1.825e-03, eta: 4:32:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0814, loss: 0.0814 +2024-12-25 16:23:36,234 - pyskl - INFO - Epoch [124][2300/2506] lr: 1.819e-03, eta: 4:31:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0732, loss: 0.0732 +2024-12-25 16:24:00,305 - pyskl - INFO - Epoch [124][2400/2506] lr: 1.814e-03, eta: 4:31:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0831, loss: 0.0831 +2024-12-25 16:24:24,355 - pyskl - INFO - Epoch [124][2500/2506] lr: 1.808e-03, eta: 4:31:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0750, loss: 0.0750 +2024-12-25 16:24:26,275 - pyskl - INFO - Saving checkpoint at 124 epochs +2024-12-25 16:25:48,844 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 16:25:48,910 - pyskl - INFO - +top1_acc 0.9021 +top5_acc 0.9844 +2024-12-25 16:25:48,913 - pyskl - INFO - Epoch(val) [124][1031] top1_acc: 0.9021, top5_acc: 0.9844 +2024-12-25 16:26:32,534 - pyskl - INFO - Epoch [125][100/2506] lr: 1.803e-03, eta: 4:30:45, time: 0.436, data_time: 0.191, memory: 6430, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694 +2024-12-25 16:26:56,666 - pyskl - INFO - Epoch [125][200/2506] lr: 1.797e-03, eta: 4:30:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0645, loss: 0.0645 +2024-12-25 16:27:20,783 - pyskl - INFO - Epoch [125][300/2506] lr: 1.792e-03, eta: 4:29:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0616, loss: 0.0616 +2024-12-25 16:27:44,924 - pyskl - INFO - Epoch [125][400/2506] lr: 1.786e-03, eta: 4:29:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2024-12-25 16:28:09,068 - pyskl - INFO - Epoch [125][500/2506] lr: 1.781e-03, eta: 4:29:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 +2024-12-25 16:28:33,220 - pyskl - INFO - Epoch [125][600/2506] lr: 1.776e-03, eta: 4:28:39, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0739, loss: 0.0739 +2024-12-25 16:28:57,343 - pyskl - INFO - Epoch [125][700/2506] lr: 1.770e-03, eta: 4:28:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0511, loss: 0.0511 +2024-12-25 16:29:21,492 - pyskl - INFO - Epoch [125][800/2506] lr: 1.765e-03, eta: 4:27:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2024-12-25 16:29:45,659 - pyskl - INFO - Epoch [125][900/2506] lr: 1.760e-03, eta: 4:27:24, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0573, loss: 0.0573 +2024-12-25 16:30:09,809 - pyskl - INFO - Epoch [125][1000/2506] lr: 1.754e-03, eta: 4:26:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2024-12-25 16:30:33,935 - pyskl - INFO - Epoch [125][1100/2506] lr: 1.749e-03, eta: 4:26:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2024-12-25 16:30:58,036 - pyskl - INFO - Epoch [125][1200/2506] lr: 1.744e-03, eta: 4:26:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2024-12-25 16:31:22,130 - pyskl - INFO - Epoch [125][1300/2506] lr: 1.738e-03, eta: 4:25:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0530, loss: 0.0530 +2024-12-25 16:31:46,226 - pyskl - INFO - Epoch [125][1400/2506] lr: 1.733e-03, eta: 4:25:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2024-12-25 16:32:10,359 - pyskl - INFO - Epoch [125][1500/2506] lr: 1.728e-03, eta: 4:24:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0821, loss: 0.0821 +2024-12-25 16:32:34,465 - pyskl - INFO - Epoch [125][1600/2506] lr: 1.722e-03, eta: 4:24:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759 +2024-12-25 16:32:58,534 - pyskl - INFO - Epoch [125][1700/2506] lr: 1.717e-03, eta: 4:24:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633 +2024-12-25 16:33:22,612 - pyskl - INFO - Epoch [125][1800/2506] lr: 1.712e-03, eta: 4:23:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0570, loss: 0.0570 +2024-12-25 16:33:46,692 - pyskl - INFO - Epoch [125][1900/2506] lr: 1.707e-03, eta: 4:23:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0588, loss: 0.0588 +2024-12-25 16:34:10,775 - pyskl - INFO - Epoch [125][2000/2506] lr: 1.701e-03, eta: 4:22:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0678, loss: 0.0678 +2024-12-25 16:34:34,852 - pyskl - INFO - Epoch [125][2100/2506] lr: 1.696e-03, eta: 4:22:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0713, loss: 0.0713 +2024-12-25 16:34:58,946 - pyskl - INFO - Epoch [125][2200/2506] lr: 1.691e-03, eta: 4:21:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2024-12-25 16:35:23,037 - pyskl - INFO - Epoch [125][2300/2506] lr: 1.686e-03, eta: 4:21:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0651, loss: 0.0651 +2024-12-25 16:35:47,138 - pyskl - INFO - Epoch [125][2400/2506] lr: 1.680e-03, eta: 4:21:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0556, loss: 0.0556 +2024-12-25 16:36:11,218 - pyskl - INFO - Epoch [125][2500/2506] lr: 1.675e-03, eta: 4:20:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2024-12-25 16:36:13,143 - pyskl - INFO - Saving checkpoint at 125 epochs +2024-12-25 16:37:35,935 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 16:37:36,002 - pyskl - INFO - +top1_acc 0.8991 +top5_acc 0.9832 +2024-12-25 16:37:36,004 - pyskl - INFO - Epoch(val) [125][1031] top1_acc: 0.8991, top5_acc: 0.9832 +2024-12-25 16:38:19,923 - pyskl - INFO - Epoch [126][100/2506] lr: 1.670e-03, eta: 4:20:19, time: 0.439, data_time: 0.194, memory: 6430, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0643, loss: 0.0643 +2024-12-25 16:38:44,058 - pyskl - INFO - Epoch [126][200/2506] lr: 1.664e-03, eta: 4:19:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2024-12-25 16:39:08,203 - pyskl - INFO - Epoch [126][300/2506] lr: 1.659e-03, eta: 4:19:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0533, loss: 0.0533 +2024-12-25 16:39:32,336 - pyskl - INFO - Epoch [126][400/2506] lr: 1.654e-03, eta: 4:19:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2024-12-25 16:39:56,440 - pyskl - INFO - Epoch [126][500/2506] lr: 1.649e-03, eta: 4:18:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-12-25 16:40:20,532 - pyskl - INFO - Epoch [126][600/2506] lr: 1.644e-03, eta: 4:18:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0569, loss: 0.0569 +2024-12-25 16:40:44,640 - pyskl - INFO - Epoch [126][700/2506] lr: 1.638e-03, eta: 4:17:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0462, loss: 0.0462 +2024-12-25 16:41:08,683 - pyskl - INFO - Epoch [126][800/2506] lr: 1.633e-03, eta: 4:17:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0532, loss: 0.0532 +2024-12-25 16:41:32,736 - pyskl - INFO - Epoch [126][900/2506] lr: 1.628e-03, eta: 4:16:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0438, loss: 0.0438 +2024-12-25 16:41:56,803 - pyskl - INFO - Epoch [126][1000/2506] lr: 1.623e-03, eta: 4:16:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0410, loss: 0.0410 +2024-12-25 16:42:20,858 - pyskl - INFO - Epoch [126][1100/2506] lr: 1.618e-03, eta: 4:16:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 +2024-12-25 16:42:44,925 - pyskl - INFO - Epoch [126][1200/2506] lr: 1.613e-03, eta: 4:15:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0484, loss: 0.0484 +2024-12-25 16:43:08,995 - pyskl - INFO - Epoch [126][1300/2506] lr: 1.607e-03, eta: 4:15:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-12-25 16:43:33,066 - pyskl - INFO - Epoch [126][1400/2506] lr: 1.602e-03, eta: 4:14:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445 +2024-12-25 16:43:57,190 - pyskl - INFO - Epoch [126][1500/2506] lr: 1.597e-03, eta: 4:14:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515 +2024-12-25 16:44:21,314 - pyskl - INFO - Epoch [126][1600/2506] lr: 1.592e-03, eta: 4:14:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0457, loss: 0.0457 +2024-12-25 16:44:45,424 - pyskl - INFO - Epoch [126][1700/2506] lr: 1.587e-03, eta: 4:13:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0516, loss: 0.0516 +2024-12-25 16:45:09,526 - pyskl - INFO - Epoch [126][1800/2506] lr: 1.582e-03, eta: 4:13:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-12-25 16:45:33,636 - pyskl - INFO - Epoch [126][1900/2506] lr: 1.577e-03, eta: 4:12:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2024-12-25 16:45:57,741 - pyskl - INFO - Epoch [126][2000/2506] lr: 1.572e-03, eta: 4:12:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672 +2024-12-25 16:46:21,854 - pyskl - INFO - Epoch [126][2100/2506] lr: 1.567e-03, eta: 4:11:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0680, loss: 0.0680 +2024-12-25 16:46:45,972 - pyskl - INFO - Epoch [126][2200/2506] lr: 1.562e-03, eta: 4:11:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0886, loss: 0.0886 +2024-12-25 16:47:10,058 - pyskl - INFO - Epoch [126][2300/2506] lr: 1.557e-03, eta: 4:11:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0631, loss: 0.0631 +2024-12-25 16:47:34,150 - pyskl - INFO - Epoch [126][2400/2506] lr: 1.552e-03, eta: 4:10:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0519, loss: 0.0519 +2024-12-25 16:47:58,229 - pyskl - INFO - Epoch [126][2500/2506] lr: 1.547e-03, eta: 4:10:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0667, loss: 0.0667 +2024-12-25 16:48:00,137 - pyskl - INFO - Saving checkpoint at 126 epochs +2024-12-25 16:49:22,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 16:49:22,793 - pyskl - INFO - +top1_acc 0.9002 +top5_acc 0.9833 +2024-12-25 16:49:22,796 - pyskl - INFO - Epoch(val) [126][1031] top1_acc: 0.9002, top5_acc: 0.9833 +2024-12-25 16:50:07,407 - pyskl - INFO - Epoch [127][100/2506] lr: 1.541e-03, eta: 4:09:52, time: 0.446, data_time: 0.200, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2024-12-25 16:50:31,520 - pyskl - INFO - Epoch [127][200/2506] lr: 1.536e-03, eta: 4:09:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0517, loss: 0.0517 +2024-12-25 16:50:55,595 - pyskl - INFO - Epoch [127][300/2506] lr: 1.531e-03, eta: 4:09:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0636, loss: 0.0636 +2024-12-25 16:51:19,629 - pyskl - INFO - Epoch [127][400/2506] lr: 1.526e-03, eta: 4:08:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501 +2024-12-25 16:51:43,688 - pyskl - INFO - Epoch [127][500/2506] lr: 1.521e-03, eta: 4:08:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624 +2024-12-25 16:52:07,719 - pyskl - INFO - Epoch [127][600/2506] lr: 1.516e-03, eta: 4:07:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0489, loss: 0.0489 +2024-12-25 16:52:31,764 - pyskl - INFO - Epoch [127][700/2506] lr: 1.511e-03, eta: 4:07:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0461, loss: 0.0461 +2024-12-25 16:52:55,819 - pyskl - INFO - Epoch [127][800/2506] lr: 1.506e-03, eta: 4:06:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392 +2024-12-25 16:53:19,878 - pyskl - INFO - Epoch [127][900/2506] lr: 1.501e-03, eta: 4:06:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2024-12-25 16:53:43,975 - pyskl - INFO - Epoch [127][1000/2506] lr: 1.496e-03, eta: 4:06:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0376, loss: 0.0376 +2024-12-25 16:54:08,048 - pyskl - INFO - Epoch [127][1100/2506] lr: 1.491e-03, eta: 4:05:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0514, loss: 0.0514 +2024-12-25 16:54:32,110 - pyskl - INFO - Epoch [127][1200/2506] lr: 1.486e-03, eta: 4:05:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503 +2024-12-25 16:54:56,191 - pyskl - INFO - Epoch [127][1300/2506] lr: 1.481e-03, eta: 4:04:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0599, loss: 0.0599 +2024-12-25 16:55:20,274 - pyskl - INFO - Epoch [127][1400/2506] lr: 1.477e-03, eta: 4:04:25, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2024-12-25 16:55:44,338 - pyskl - INFO - Epoch [127][1500/2506] lr: 1.472e-03, eta: 4:04:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373 +2024-12-25 16:56:08,389 - pyskl - INFO - Epoch [127][1600/2506] lr: 1.467e-03, eta: 4:03:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2024-12-25 16:56:32,454 - pyskl - INFO - Epoch [127][1700/2506] lr: 1.462e-03, eta: 4:03:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2024-12-25 16:56:56,528 - pyskl - INFO - Epoch [127][1800/2506] lr: 1.457e-03, eta: 4:02:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0404, loss: 0.0404 +2024-12-25 16:57:20,619 - pyskl - INFO - Epoch [127][1900/2506] lr: 1.452e-03, eta: 4:02:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2024-12-25 16:57:44,691 - pyskl - INFO - Epoch [127][2000/2506] lr: 1.447e-03, eta: 4:01:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2024-12-25 16:58:08,720 - pyskl - INFO - Epoch [127][2100/2506] lr: 1.442e-03, eta: 4:01:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0566, loss: 0.0566 +2024-12-25 16:58:32,755 - pyskl - INFO - Epoch [127][2200/2506] lr: 1.437e-03, eta: 4:01:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2024-12-25 16:58:56,948 - pyskl - INFO - Epoch [127][2300/2506] lr: 1.432e-03, eta: 4:00:39, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498 +2024-12-25 16:59:21,134 - pyskl - INFO - Epoch [127][2400/2506] lr: 1.428e-03, eta: 4:00:14, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516 +2024-12-25 16:59:45,365 - pyskl - INFO - Epoch [127][2500/2506] lr: 1.423e-03, eta: 3:59:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-12-25 16:59:47,375 - pyskl - INFO - Saving checkpoint at 127 epochs +2024-12-25 17:01:10,387 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 17:01:10,454 - pyskl - INFO - +top1_acc 0.9054 +top5_acc 0.9851 +2024-12-25 17:01:10,458 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_119.pth was removed +2024-12-25 17:01:10,587 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2024-12-25 17:01:10,587 - pyskl - INFO - Best top1_acc is 0.9054 at 127 epoch. +2024-12-25 17:01:10,589 - pyskl - INFO - Epoch(val) [127][1031] top1_acc: 0.9054, top5_acc: 0.9851 +2024-12-25 17:01:54,396 - pyskl - INFO - Epoch [128][100/2506] lr: 1.418e-03, eta: 3:59:26, time: 0.438, data_time: 0.193, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285 +2024-12-25 17:02:18,524 - pyskl - INFO - Epoch [128][200/2506] lr: 1.413e-03, eta: 3:59:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2024-12-25 17:02:42,636 - pyskl - INFO - Epoch [128][300/2506] lr: 1.408e-03, eta: 3:58:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2024-12-25 17:03:06,733 - pyskl - INFO - Epoch [128][400/2506] lr: 1.403e-03, eta: 3:58:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2024-12-25 17:03:30,949 - pyskl - INFO - Epoch [128][500/2506] lr: 1.398e-03, eta: 3:57:45, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2024-12-25 17:03:55,139 - pyskl - INFO - Epoch [128][600/2506] lr: 1.394e-03, eta: 3:57:20, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2024-12-25 17:04:19,269 - pyskl - INFO - Epoch [128][700/2506] lr: 1.389e-03, eta: 3:56:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2024-12-25 17:04:43,331 - pyskl - INFO - Epoch [128][800/2506] lr: 1.384e-03, eta: 3:56:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 +2024-12-25 17:05:07,402 - pyskl - INFO - Epoch [128][900/2506] lr: 1.379e-03, eta: 3:56:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2024-12-25 17:05:31,525 - pyskl - INFO - Epoch [128][1000/2506] lr: 1.374e-03, eta: 3:55:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0406, loss: 0.0406 +2024-12-25 17:05:55,677 - pyskl - INFO - Epoch [128][1100/2506] lr: 1.370e-03, eta: 3:55:15, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-12-25 17:06:19,775 - pyskl - INFO - Epoch [128][1200/2506] lr: 1.365e-03, eta: 3:54:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2024-12-25 17:06:43,871 - pyskl - INFO - Epoch [128][1300/2506] lr: 1.360e-03, eta: 3:54:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2024-12-25 17:07:07,973 - pyskl - INFO - Epoch [128][1400/2506] lr: 1.356e-03, eta: 3:53:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0380, loss: 0.0380 +2024-12-25 17:07:32,072 - pyskl - INFO - Epoch [128][1500/2506] lr: 1.351e-03, eta: 3:53:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2024-12-25 17:07:56,239 - pyskl - INFO - Epoch [128][1600/2506] lr: 1.346e-03, eta: 3:53:09, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0362, loss: 0.0362 +2024-12-25 17:08:20,332 - pyskl - INFO - Epoch [128][1700/2506] lr: 1.341e-03, eta: 3:52:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2024-12-25 17:08:44,351 - pyskl - INFO - Epoch [128][1800/2506] lr: 1.337e-03, eta: 3:52:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2024-12-25 17:09:08,380 - pyskl - INFO - Epoch [128][1900/2506] lr: 1.332e-03, eta: 3:51:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2024-12-25 17:09:32,426 - pyskl - INFO - Epoch [128][2000/2506] lr: 1.327e-03, eta: 3:51:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2024-12-25 17:09:56,448 - pyskl - INFO - Epoch [128][2100/2506] lr: 1.323e-03, eta: 3:51:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2024-12-25 17:10:20,512 - pyskl - INFO - Epoch [128][2200/2506] lr: 1.318e-03, eta: 3:50:38, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2024-12-25 17:10:44,554 - pyskl - INFO - Epoch [128][2300/2506] lr: 1.313e-03, eta: 3:50:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2024-12-25 17:11:08,610 - pyskl - INFO - Epoch [128][2400/2506] lr: 1.309e-03, eta: 3:49:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2024-12-25 17:11:32,837 - pyskl - INFO - Epoch [128][2500/2506] lr: 1.304e-03, eta: 3:49:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426 +2024-12-25 17:11:34,763 - pyskl - INFO - Saving checkpoint at 128 epochs +2024-12-25 17:12:58,087 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 17:12:58,154 - pyskl - INFO - +top1_acc 0.9055 +top5_acc 0.9837 +2024-12-25 17:12:58,158 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_127.pth was removed +2024-12-25 17:12:58,288 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2024-12-25 17:12:58,289 - pyskl - INFO - Best top1_acc is 0.9055 at 128 epoch. +2024-12-25 17:12:58,292 - pyskl - INFO - Epoch(val) [128][1031] top1_acc: 0.9055, top5_acc: 0.9837 +2024-12-25 17:13:42,512 - pyskl - INFO - Epoch [129][100/2506] lr: 1.299e-03, eta: 3:49:00, time: 0.442, data_time: 0.196, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2024-12-25 17:14:06,805 - pyskl - INFO - Epoch [129][200/2506] lr: 1.294e-03, eta: 3:48:34, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2024-12-25 17:14:30,936 - pyskl - INFO - Epoch [129][300/2506] lr: 1.290e-03, eta: 3:48:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272 +2024-12-25 17:14:55,078 - pyskl - INFO - Epoch [129][400/2506] lr: 1.285e-03, eta: 3:47:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-12-25 17:15:19,262 - pyskl - INFO - Epoch [129][500/2506] lr: 1.281e-03, eta: 3:47:19, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2024-12-25 17:15:43,437 - pyskl - INFO - Epoch [129][600/2506] lr: 1.276e-03, eta: 3:46:54, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2024-12-25 17:16:07,602 - pyskl - INFO - Epoch [129][700/2506] lr: 1.271e-03, eta: 3:46:29, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0315, loss: 0.0315 +2024-12-25 17:16:31,900 - pyskl - INFO - Epoch [129][800/2506] lr: 1.267e-03, eta: 3:46:04, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330 +2024-12-25 17:16:56,225 - pyskl - INFO - Epoch [129][900/2506] lr: 1.262e-03, eta: 3:45:39, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2024-12-25 17:17:20,533 - pyskl - INFO - Epoch [129][1000/2506] lr: 1.258e-03, eta: 3:45:14, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 +2024-12-25 17:17:44,755 - pyskl - INFO - Epoch [129][1100/2506] lr: 1.253e-03, eta: 3:44:49, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2024-12-25 17:18:08,928 - pyskl - INFO - Epoch [129][1200/2506] lr: 1.248e-03, eta: 3:44:24, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2024-12-25 17:18:32,983 - pyskl - INFO - Epoch [129][1300/2506] lr: 1.244e-03, eta: 3:43:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2024-12-25 17:18:57,030 - pyskl - INFO - Epoch [129][1400/2506] lr: 1.239e-03, eta: 3:43:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0408, loss: 0.0408 +2024-12-25 17:19:21,153 - pyskl - INFO - Epoch [129][1500/2506] lr: 1.235e-03, eta: 3:43:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2024-12-25 17:19:45,274 - pyskl - INFO - Epoch [129][1600/2506] lr: 1.230e-03, eta: 3:42:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2024-12-25 17:20:09,456 - pyskl - INFO - Epoch [129][1700/2506] lr: 1.226e-03, eta: 3:42:18, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2024-12-25 17:20:33,430 - pyskl - INFO - Epoch [129][1800/2506] lr: 1.221e-03, eta: 3:41:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2024-12-25 17:20:57,409 - pyskl - INFO - Epoch [129][1900/2506] lr: 1.217e-03, eta: 3:41:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292 +2024-12-25 17:21:21,418 - pyskl - INFO - Epoch [129][2000/2506] lr: 1.212e-03, eta: 3:41:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2024-12-25 17:21:45,575 - pyskl - INFO - Epoch [129][2100/2506] lr: 1.208e-03, eta: 3:40:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2024-12-25 17:22:09,670 - pyskl - INFO - Epoch [129][2200/2506] lr: 1.203e-03, eta: 3:40:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2024-12-25 17:22:33,609 - pyskl - INFO - Epoch [129][2300/2506] lr: 1.199e-03, eta: 3:39:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2024-12-25 17:22:57,566 - pyskl - INFO - Epoch [129][2400/2506] lr: 1.194e-03, eta: 3:39:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2024-12-25 17:23:21,537 - pyskl - INFO - Epoch [129][2500/2506] lr: 1.190e-03, eta: 3:38:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2024-12-25 17:23:23,547 - pyskl - INFO - Saving checkpoint at 129 epochs +2024-12-25 17:24:46,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 17:24:46,171 - pyskl - INFO - +top1_acc 0.9092 +top5_acc 0.9853 +2024-12-25 17:24:46,176 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_128.pth was removed +2024-12-25 17:24:46,426 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_129.pth. +2024-12-25 17:24:46,426 - pyskl - INFO - Best top1_acc is 0.9092 at 129 epoch. +2024-12-25 17:24:46,429 - pyskl - INFO - Epoch(val) [129][1031] top1_acc: 0.9092, top5_acc: 0.9853 +2024-12-25 17:25:30,966 - pyskl - INFO - Epoch [130][100/2506] lr: 1.185e-03, eta: 3:38:34, time: 0.445, data_time: 0.200, memory: 6430, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0210, loss: 0.0210 +2024-12-25 17:25:55,034 - pyskl - INFO - Epoch [130][200/2506] lr: 1.181e-03, eta: 3:38:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-12-25 17:26:19,047 - pyskl - INFO - Epoch [130][300/2506] lr: 1.176e-03, eta: 3:37:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2024-12-25 17:26:43,058 - pyskl - INFO - Epoch [130][400/2506] lr: 1.172e-03, eta: 3:37:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2024-12-25 17:27:07,033 - pyskl - INFO - Epoch [130][500/2506] lr: 1.168e-03, eta: 3:36:53, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0175, loss: 0.0175 +2024-12-25 17:27:30,999 - pyskl - INFO - Epoch [130][600/2506] lr: 1.163e-03, eta: 3:36:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2024-12-25 17:27:55,003 - pyskl - INFO - Epoch [130][700/2506] lr: 1.159e-03, eta: 3:36:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2024-12-25 17:28:18,940 - pyskl - INFO - Epoch [130][800/2506] lr: 1.154e-03, eta: 3:35:38, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-12-25 17:28:42,893 - pyskl - INFO - Epoch [130][900/2506] lr: 1.150e-03, eta: 3:35:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-12-25 17:29:07,043 - pyskl - INFO - Epoch [130][1000/2506] lr: 1.146e-03, eta: 3:34:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-12-25 17:29:31,147 - pyskl - INFO - Epoch [130][1100/2506] lr: 1.141e-03, eta: 3:34:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-12-25 17:29:55,256 - pyskl - INFO - Epoch [130][1200/2506] lr: 1.137e-03, eta: 3:33:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2024-12-25 17:30:19,316 - pyskl - INFO - Epoch [130][1300/2506] lr: 1.133e-03, eta: 3:33:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2024-12-25 17:30:43,360 - pyskl - INFO - Epoch [130][1400/2506] lr: 1.128e-03, eta: 3:33:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2024-12-25 17:31:07,388 - pyskl - INFO - Epoch [130][1500/2506] lr: 1.124e-03, eta: 3:32:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0339, loss: 0.0339 +2024-12-25 17:31:31,363 - pyskl - INFO - Epoch [130][1600/2506] lr: 1.120e-03, eta: 3:32:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350 +2024-12-25 17:31:55,326 - pyskl - INFO - Epoch [130][1700/2506] lr: 1.115e-03, eta: 3:31:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2024-12-25 17:32:19,309 - pyskl - INFO - Epoch [130][1800/2506] lr: 1.111e-03, eta: 3:31:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0178, loss: 0.0178 +2024-12-25 17:32:43,271 - pyskl - INFO - Epoch [130][1900/2506] lr: 1.107e-03, eta: 3:31:01, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2024-12-25 17:33:07,324 - pyskl - INFO - Epoch [130][2000/2506] lr: 1.102e-03, eta: 3:30:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2024-12-25 17:33:31,322 - pyskl - INFO - Epoch [130][2100/2506] lr: 1.098e-03, eta: 3:30:11, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2024-12-25 17:33:55,340 - pyskl - INFO - Epoch [130][2200/2506] lr: 1.094e-03, eta: 3:29:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2024-12-25 17:34:19,313 - pyskl - INFO - Epoch [130][2300/2506] lr: 1.089e-03, eta: 3:29:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-12-25 17:34:43,367 - pyskl - INFO - Epoch [130][2400/2506] lr: 1.085e-03, eta: 3:28:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2024-12-25 17:35:07,351 - pyskl - INFO - Epoch [130][2500/2506] lr: 1.081e-03, eta: 3:28:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2024-12-25 17:35:09,451 - pyskl - INFO - Saving checkpoint at 130 epochs +2024-12-25 17:36:32,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 17:36:32,825 - pyskl - INFO - +top1_acc 0.9075 +top5_acc 0.9851 +2024-12-25 17:36:32,828 - pyskl - INFO - Epoch(val) [130][1031] top1_acc: 0.9075, top5_acc: 0.9851 +2024-12-25 17:37:17,787 - pyskl - INFO - Epoch [131][100/2506] lr: 1.076e-03, eta: 3:28:07, time: 0.450, data_time: 0.204, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2024-12-25 17:37:41,821 - pyskl - INFO - Epoch [131][200/2506] lr: 1.072e-03, eta: 3:27:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0150, loss: 0.0150 +2024-12-25 17:38:05,917 - pyskl - INFO - Epoch [131][300/2506] lr: 1.068e-03, eta: 3:27:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0173, loss: 0.0173 +2024-12-25 17:38:29,967 - pyskl - INFO - Epoch [131][400/2506] lr: 1.064e-03, eta: 3:26:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0149, loss: 0.0149 +2024-12-25 17:38:54,028 - pyskl - INFO - Epoch [131][500/2506] lr: 1.060e-03, eta: 3:26:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0139, loss: 0.0139 +2024-12-25 17:39:18,187 - pyskl - INFO - Epoch [131][600/2506] lr: 1.055e-03, eta: 3:26:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2024-12-25 17:39:42,290 - pyskl - INFO - Epoch [131][700/2506] lr: 1.051e-03, eta: 3:25:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0163, loss: 0.0163 +2024-12-25 17:40:06,356 - pyskl - INFO - Epoch [131][800/2506] lr: 1.047e-03, eta: 3:25:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-12-25 17:40:30,509 - pyskl - INFO - Epoch [131][900/2506] lr: 1.043e-03, eta: 3:24:46, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2024-12-25 17:40:54,421 - pyskl - INFO - Epoch [131][1000/2506] lr: 1.039e-03, eta: 3:24:21, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0146, loss: 0.0146 +2024-12-25 17:41:18,400 - pyskl - INFO - Epoch [131][1100/2506] lr: 1.034e-03, eta: 3:23:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 0.9994, loss_cls: 0.0196, loss: 0.0196 +2024-12-25 17:41:42,390 - pyskl - INFO - Epoch [131][1200/2506] lr: 1.030e-03, eta: 3:23:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179 +2024-12-25 17:42:06,363 - pyskl - INFO - Epoch [131][1300/2506] lr: 1.026e-03, eta: 3:23:06, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0159, loss: 0.0159 +2024-12-25 17:42:30,308 - pyskl - INFO - Epoch [131][1400/2506] lr: 1.022e-03, eta: 3:22:41, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2024-12-25 17:42:54,251 - pyskl - INFO - Epoch [131][1500/2506] lr: 1.018e-03, eta: 3:22:16, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-12-25 17:43:18,345 - pyskl - INFO - Epoch [131][1600/2506] lr: 1.014e-03, eta: 3:21:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-12-25 17:43:42,508 - pyskl - INFO - Epoch [131][1700/2506] lr: 1.010e-03, eta: 3:21:26, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180 +2024-12-25 17:44:06,638 - pyskl - INFO - Epoch [131][1800/2506] lr: 1.006e-03, eta: 3:21:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0145, loss: 0.0145 +2024-12-25 17:44:30,755 - pyskl - INFO - Epoch [131][1900/2506] lr: 1.001e-03, eta: 3:20:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210 +2024-12-25 17:44:54,729 - pyskl - INFO - Epoch [131][2000/2506] lr: 9.973e-04, eta: 3:20:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-12-25 17:45:18,727 - pyskl - INFO - Epoch [131][2100/2506] lr: 9.933e-04, eta: 3:19:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2024-12-25 17:45:42,696 - pyskl - INFO - Epoch [131][2200/2506] lr: 9.892e-04, eta: 3:19:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-12-25 17:46:06,708 - pyskl - INFO - Epoch [131][2300/2506] lr: 9.851e-04, eta: 3:18:55, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-12-25 17:46:30,728 - pyskl - INFO - Epoch [131][2400/2506] lr: 9.810e-04, eta: 3:18:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0151, loss: 0.0151 +2024-12-25 17:46:54,758 - pyskl - INFO - Epoch [131][2500/2506] lr: 9.770e-04, eta: 3:18:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-12-25 17:46:56,709 - pyskl - INFO - Saving checkpoint at 131 epochs +2024-12-25 17:48:19,062 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 17:48:19,130 - pyskl - INFO - +top1_acc 0.9087 +top5_acc 0.9860 +2024-12-25 17:48:19,132 - pyskl - INFO - Epoch(val) [131][1031] top1_acc: 0.9087, top5_acc: 0.9860 +2024-12-25 17:49:03,127 - pyskl - INFO - Epoch [132][100/2506] lr: 9.727e-04, eta: 3:17:41, time: 0.440, data_time: 0.195, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0166, loss: 0.0166 +2024-12-25 17:49:27,206 - pyskl - INFO - Epoch [132][200/2506] lr: 9.687e-04, eta: 3:17:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-12-25 17:49:51,260 - pyskl - INFO - Epoch [132][300/2506] lr: 9.646e-04, eta: 3:16:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-12-25 17:50:15,290 - pyskl - INFO - Epoch [132][400/2506] lr: 9.606e-04, eta: 3:16:26, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0181, loss: 0.0181 +2024-12-25 17:50:39,332 - pyskl - INFO - Epoch [132][500/2506] lr: 9.566e-04, eta: 3:16:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0106, loss: 0.0106 +2024-12-25 17:51:03,359 - pyskl - INFO - Epoch [132][600/2506] lr: 9.526e-04, eta: 3:15:35, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-12-25 17:51:27,358 - pyskl - INFO - Epoch [132][700/2506] lr: 9.486e-04, eta: 3:15:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0158, loss: 0.0158 +2024-12-25 17:51:51,336 - pyskl - INFO - Epoch [132][800/2506] lr: 9.446e-04, eta: 3:14:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-12-25 17:52:15,326 - pyskl - INFO - Epoch [132][900/2506] lr: 9.406e-04, eta: 3:14:20, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0140, loss: 0.0140 +2024-12-25 17:52:39,272 - pyskl - INFO - Epoch [132][1000/2506] lr: 9.367e-04, eta: 3:13:55, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-12-25 17:53:03,234 - pyskl - INFO - Epoch [132][1100/2506] lr: 9.327e-04, eta: 3:13:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-12-25 17:53:27,202 - pyskl - INFO - Epoch [132][1200/2506] lr: 9.288e-04, eta: 3:13:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-12-25 17:53:51,151 - pyskl - INFO - Epoch [132][1300/2506] lr: 9.248e-04, eta: 3:12:40, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0197, loss: 0.0197 +2024-12-25 17:54:15,133 - pyskl - INFO - Epoch [132][1400/2506] lr: 9.209e-04, eta: 3:12:15, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2024-12-25 17:54:39,169 - pyskl - INFO - Epoch [132][1500/2506] lr: 9.169e-04, eta: 3:11:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-12-25 17:55:03,148 - pyskl - INFO - Epoch [132][1600/2506] lr: 9.130e-04, eta: 3:11:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212 +2024-12-25 17:55:27,103 - pyskl - INFO - Epoch [132][1700/2506] lr: 9.091e-04, eta: 3:10:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-12-25 17:55:51,115 - pyskl - INFO - Epoch [132][1800/2506] lr: 9.052e-04, eta: 3:10:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-12-25 17:56:15,145 - pyskl - INFO - Epoch [132][1900/2506] lr: 9.013e-04, eta: 3:10:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-12-25 17:56:39,138 - pyskl - INFO - Epoch [132][2000/2506] lr: 8.974e-04, eta: 3:09:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190 +2024-12-25 17:57:03,161 - pyskl - INFO - Epoch [132][2100/2506] lr: 8.935e-04, eta: 3:09:19, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189 +2024-12-25 17:57:27,246 - pyskl - INFO - Epoch [132][2200/2506] lr: 8.896e-04, eta: 3:08:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0168, loss: 0.0168 +2024-12-25 17:57:51,201 - pyskl - INFO - Epoch [132][2300/2506] lr: 8.858e-04, eta: 3:08:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160 +2024-12-25 17:58:15,183 - pyskl - INFO - Epoch [132][2400/2506] lr: 8.819e-04, eta: 3:08:04, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0174, loss: 0.0174 +2024-12-25 17:58:39,235 - pyskl - INFO - Epoch [132][2500/2506] lr: 8.781e-04, eta: 3:07:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0161, loss: 0.0161 +2024-12-25 17:58:41,139 - pyskl - INFO - Saving checkpoint at 132 epochs +2024-12-25 18:00:03,534 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 18:00:03,601 - pyskl - INFO - +top1_acc 0.9126 +top5_acc 0.9862 +2024-12-25 18:00:03,605 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_129.pth was removed +2024-12-25 18:00:03,740 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2024-12-25 18:00:03,741 - pyskl - INFO - Best top1_acc is 0.9126 at 132 epoch. +2024-12-25 18:00:03,744 - pyskl - INFO - Epoch(val) [132][1031] top1_acc: 0.9126, top5_acc: 0.9862 +2024-12-25 18:00:48,198 - pyskl - INFO - Epoch [133][100/2506] lr: 8.740e-04, eta: 3:07:15, time: 0.444, data_time: 0.201, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0129, loss: 0.0129 +2024-12-25 18:01:12,255 - pyskl - INFO - Epoch [133][200/2506] lr: 8.702e-04, eta: 3:06:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0143, loss: 0.0143 +2024-12-25 18:01:36,342 - pyskl - INFO - Epoch [133][300/2506] lr: 8.663e-04, eta: 3:06:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0115, loss: 0.0115 +2024-12-25 18:02:00,324 - pyskl - INFO - Epoch [133][400/2506] lr: 8.625e-04, eta: 3:05:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185 +2024-12-25 18:02:24,371 - pyskl - INFO - Epoch [133][500/2506] lr: 8.587e-04, eta: 3:05:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0123, loss: 0.0123 +2024-12-25 18:02:48,380 - pyskl - INFO - Epoch [133][600/2506] lr: 8.549e-04, eta: 3:05:09, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-12-25 18:03:12,355 - pyskl - INFO - Epoch [133][700/2506] lr: 8.511e-04, eta: 3:04:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0094, loss: 0.0094 +2024-12-25 18:03:36,266 - pyskl - INFO - Epoch [133][800/2506] lr: 8.473e-04, eta: 3:04:19, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-12-25 18:04:00,204 - pyskl - INFO - Epoch [133][900/2506] lr: 8.435e-04, eta: 3:03:54, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0127, loss: 0.0127 +2024-12-25 18:04:24,125 - pyskl - INFO - Epoch [133][1000/2506] lr: 8.398e-04, eta: 3:03:29, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0128, loss: 0.0128 +2024-12-25 18:04:48,064 - pyskl - INFO - Epoch [133][1100/2506] lr: 8.360e-04, eta: 3:03:04, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0131, loss: 0.0131 +2024-12-25 18:05:11,977 - pyskl - INFO - Epoch [133][1200/2506] lr: 8.323e-04, eta: 3:02:39, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-12-25 18:05:35,942 - pyskl - INFO - Epoch [133][1300/2506] lr: 8.285e-04, eta: 3:02:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 18:05:59,894 - pyskl - INFO - Epoch [133][1400/2506] lr: 8.248e-04, eta: 3:01:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0144, loss: 0.0144 +2024-12-25 18:06:23,879 - pyskl - INFO - Epoch [133][1500/2506] lr: 8.211e-04, eta: 3:01:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-12-25 18:06:47,845 - pyskl - INFO - Epoch [133][1600/2506] lr: 8.173e-04, eta: 3:00:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184 +2024-12-25 18:07:11,757 - pyskl - INFO - Epoch [133][1700/2506] lr: 8.136e-04, eta: 3:00:33, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-12-25 18:07:35,745 - pyskl - INFO - Epoch [133][1800/2506] lr: 8.099e-04, eta: 3:00:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0137, loss: 0.0137 +2024-12-25 18:07:59,714 - pyskl - INFO - Epoch [133][1900/2506] lr: 8.062e-04, eta: 2:59:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-12-25 18:08:23,721 - pyskl - INFO - Epoch [133][2000/2506] lr: 8.025e-04, eta: 2:59:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0136, loss: 0.0136 +2024-12-25 18:08:47,638 - pyskl - INFO - Epoch [133][2100/2506] lr: 7.989e-04, eta: 2:58:53, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0111, loss: 0.0111 +2024-12-25 18:09:11,554 - pyskl - INFO - Epoch [133][2200/2506] lr: 7.952e-04, eta: 2:58:28, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0099, loss: 0.0099 +2024-12-25 18:09:35,523 - pyskl - INFO - Epoch [133][2300/2506] lr: 7.915e-04, eta: 2:58:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-12-25 18:09:59,504 - pyskl - INFO - Epoch [133][2400/2506] lr: 7.879e-04, eta: 2:57:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0154, loss: 0.0154 +2024-12-25 18:10:23,448 - pyskl - INFO - Epoch [133][2500/2506] lr: 7.842e-04, eta: 2:57:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0170, loss: 0.0170 +2024-12-25 18:10:25,341 - pyskl - INFO - Saving checkpoint at 133 epochs +2024-12-25 18:11:47,960 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 18:11:48,027 - pyskl - INFO - +top1_acc 0.9107 +top5_acc 0.9865 +2024-12-25 18:11:48,029 - pyskl - INFO - Epoch(val) [133][1031] top1_acc: 0.9107, top5_acc: 0.9865 +2024-12-25 18:12:32,311 - pyskl - INFO - Epoch [134][100/2506] lr: 7.804e-04, eta: 2:56:48, time: 0.443, data_time: 0.198, memory: 6430, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2024-12-25 18:12:56,313 - pyskl - INFO - Epoch [134][200/2506] lr: 7.767e-04, eta: 2:56:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-12-25 18:13:20,326 - pyskl - INFO - Epoch [134][300/2506] lr: 7.731e-04, eta: 2:55:58, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0135, loss: 0.0135 +2024-12-25 18:13:44,319 - pyskl - INFO - Epoch [134][400/2506] lr: 7.695e-04, eta: 2:55:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0153, loss: 0.0153 +2024-12-25 18:14:08,321 - pyskl - INFO - Epoch [134][500/2506] lr: 7.659e-04, eta: 2:55:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192 +2024-12-25 18:14:32,274 - pyskl - INFO - Epoch [134][600/2506] lr: 7.623e-04, eta: 2:54:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-12-25 18:14:56,224 - pyskl - INFO - Epoch [134][700/2506] lr: 7.587e-04, eta: 2:54:18, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0131, loss: 0.0131 +2024-12-25 18:15:20,467 - pyskl - INFO - Epoch [134][800/2506] lr: 7.551e-04, eta: 2:53:53, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-12-25 18:15:44,800 - pyskl - INFO - Epoch [134][900/2506] lr: 7.516e-04, eta: 2:53:28, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-12-25 18:16:09,135 - pyskl - INFO - Epoch [134][1000/2506] lr: 7.480e-04, eta: 2:53:03, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-12-25 18:16:33,292 - pyskl - INFO - Epoch [134][1100/2506] lr: 7.444e-04, eta: 2:52:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-12-25 18:16:57,261 - pyskl - INFO - Epoch [134][1200/2506] lr: 7.409e-04, eta: 2:52:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-12-25 18:17:21,190 - pyskl - INFO - Epoch [134][1300/2506] lr: 7.374e-04, eta: 2:51:47, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-12-25 18:17:45,172 - pyskl - INFO - Epoch [134][1400/2506] lr: 7.338e-04, eta: 2:51:22, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0111, loss: 0.0111 +2024-12-25 18:18:09,144 - pyskl - INFO - Epoch [134][1500/2506] lr: 7.303e-04, eta: 2:50:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-12-25 18:18:33,142 - pyskl - INFO - Epoch [134][1600/2506] lr: 7.268e-04, eta: 2:50:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-12-25 18:18:57,124 - pyskl - INFO - Epoch [134][1700/2506] lr: 7.233e-04, eta: 2:50:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-12-25 18:19:21,149 - pyskl - INFO - Epoch [134][1800/2506] lr: 7.198e-04, eta: 2:49:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-12-25 18:19:45,155 - pyskl - INFO - Epoch [134][1900/2506] lr: 7.163e-04, eta: 2:49:17, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0120, loss: 0.0120 +2024-12-25 18:20:09,163 - pyskl - INFO - Epoch [134][2000/2506] lr: 7.128e-04, eta: 2:48:52, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0157, loss: 0.0157 +2024-12-25 18:20:33,133 - pyskl - INFO - Epoch [134][2100/2506] lr: 7.093e-04, eta: 2:48:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-12-25 18:20:57,092 - pyskl - INFO - Epoch [134][2200/2506] lr: 7.059e-04, eta: 2:48:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0118, loss: 0.0118 +2024-12-25 18:21:21,047 - pyskl - INFO - Epoch [134][2300/2506] lr: 7.024e-04, eta: 2:47:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0101, loss: 0.0101 +2024-12-25 18:21:44,994 - pyskl - INFO - Epoch [134][2400/2506] lr: 6.990e-04, eta: 2:47:12, time: 0.239, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-12-25 18:22:08,966 - pyskl - INFO - Epoch [134][2500/2506] lr: 6.955e-04, eta: 2:46:47, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-12-25 18:22:10,873 - pyskl - INFO - Saving checkpoint at 134 epochs +2024-12-25 18:23:33,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 18:23:33,434 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9867 +2024-12-25 18:23:33,436 - pyskl - INFO - Epoch(val) [134][1031] top1_acc: 0.9112, top5_acc: 0.9867 +2024-12-25 18:24:17,550 - pyskl - INFO - Epoch [135][100/2506] lr: 6.919e-04, eta: 2:46:22, time: 0.441, data_time: 0.197, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-12-25 18:24:41,552 - pyskl - INFO - Epoch [135][200/2506] lr: 6.885e-04, eta: 2:45:57, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-12-25 18:25:05,524 - pyskl - INFO - Epoch [135][300/2506] lr: 6.851e-04, eta: 2:45:32, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-12-25 18:25:29,528 - pyskl - INFO - Epoch [135][400/2506] lr: 6.817e-04, eta: 2:45:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-12-25 18:25:53,508 - pyskl - INFO - Epoch [135][500/2506] lr: 6.783e-04, eta: 2:44:42, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-12-25 18:26:17,689 - pyskl - INFO - Epoch [135][600/2506] lr: 6.749e-04, eta: 2:44:17, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-12-25 18:26:42,013 - pyskl - INFO - Epoch [135][700/2506] lr: 6.715e-04, eta: 2:43:52, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-12-25 18:27:06,027 - pyskl - INFO - Epoch [135][800/2506] lr: 6.681e-04, eta: 2:43:27, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0114, loss: 0.0114 +2024-12-25 18:27:30,055 - pyskl - INFO - Epoch [135][900/2506] lr: 6.647e-04, eta: 2:43:02, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-12-25 18:27:54,049 - pyskl - INFO - Epoch [135][1000/2506] lr: 6.614e-04, eta: 2:42:37, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-12-25 18:28:18,049 - pyskl - INFO - Epoch [135][1100/2506] lr: 6.580e-04, eta: 2:42:12, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 18:28:42,015 - pyskl - INFO - Epoch [135][1200/2506] lr: 6.547e-04, eta: 2:41:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0124, loss: 0.0124 +2024-12-25 18:29:06,099 - pyskl - INFO - Epoch [135][1300/2506] lr: 6.514e-04, eta: 2:41:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0107, loss: 0.0107 +2024-12-25 18:29:30,102 - pyskl - INFO - Epoch [135][1400/2506] lr: 6.480e-04, eta: 2:40:56, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-12-25 18:29:54,123 - pyskl - INFO - Epoch [135][1500/2506] lr: 6.447e-04, eta: 2:40:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-12-25 18:30:18,266 - pyskl - INFO - Epoch [135][1600/2506] lr: 6.414e-04, eta: 2:40:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-12-25 18:30:42,392 - pyskl - INFO - Epoch [135][1700/2506] lr: 6.381e-04, eta: 2:39:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-12-25 18:31:06,451 - pyskl - INFO - Epoch [135][1800/2506] lr: 6.348e-04, eta: 2:39:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-12-25 18:31:30,528 - pyskl - INFO - Epoch [135][1900/2506] lr: 6.315e-04, eta: 2:38:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-12-25 18:31:54,611 - pyskl - INFO - Epoch [135][2000/2506] lr: 6.283e-04, eta: 2:38:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-12-25 18:32:18,698 - pyskl - INFO - Epoch [135][2100/2506] lr: 6.250e-04, eta: 2:38:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0117, loss: 0.0117 +2024-12-25 18:32:42,752 - pyskl - INFO - Epoch [135][2200/2506] lr: 6.217e-04, eta: 2:37:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-12-25 18:33:06,873 - pyskl - INFO - Epoch [135][2300/2506] lr: 6.185e-04, eta: 2:37:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0100, loss: 0.0100 +2024-12-25 18:33:30,857 - pyskl - INFO - Epoch [135][2400/2506] lr: 6.153e-04, eta: 2:36:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-12-25 18:33:54,828 - pyskl - INFO - Epoch [135][2500/2506] lr: 6.120e-04, eta: 2:36:21, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0138, loss: 0.0138 +2024-12-25 18:33:56,706 - pyskl - INFO - Saving checkpoint at 135 epochs +2024-12-25 18:35:20,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 18:35:20,320 - pyskl - INFO - +top1_acc 0.9123 +top5_acc 0.9865 +2024-12-25 18:35:20,323 - pyskl - INFO - Epoch(val) [135][1031] top1_acc: 0.9123, top5_acc: 0.9865 +2024-12-25 18:36:05,099 - pyskl - INFO - Epoch [136][100/2506] lr: 6.086e-04, eta: 2:35:56, time: 0.448, data_time: 0.202, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-12-25 18:36:29,247 - pyskl - INFO - Epoch [136][200/2506] lr: 6.054e-04, eta: 2:35:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0108, loss: 0.0108 +2024-12-25 18:36:53,407 - pyskl - INFO - Epoch [136][300/2506] lr: 6.022e-04, eta: 2:35:06, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-12-25 18:37:17,609 - pyskl - INFO - Epoch [136][400/2506] lr: 5.990e-04, eta: 2:34:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-12-25 18:37:41,695 - pyskl - INFO - Epoch [136][500/2506] lr: 5.958e-04, eta: 2:34:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-12-25 18:38:05,784 - pyskl - INFO - Epoch [136][600/2506] lr: 5.926e-04, eta: 2:33:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-12-25 18:38:30,082 - pyskl - INFO - Epoch [136][700/2506] lr: 5.894e-04, eta: 2:33:26, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-12-25 18:38:54,277 - pyskl - INFO - Epoch [136][800/2506] lr: 5.863e-04, eta: 2:33:01, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0119, loss: 0.0119 +2024-12-25 18:39:18,480 - pyskl - INFO - Epoch [136][900/2506] lr: 5.831e-04, eta: 2:32:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-12-25 18:39:42,702 - pyskl - INFO - Epoch [136][1000/2506] lr: 5.800e-04, eta: 2:32:11, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0121, loss: 0.0121 +2024-12-25 18:40:06,862 - pyskl - INFO - Epoch [136][1100/2506] lr: 5.768e-04, eta: 2:31:46, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-12-25 18:40:31,009 - pyskl - INFO - Epoch [136][1200/2506] lr: 5.737e-04, eta: 2:31:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0105, loss: 0.0105 +2024-12-25 18:40:55,188 - pyskl - INFO - Epoch [136][1300/2506] lr: 5.706e-04, eta: 2:30:56, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-12-25 18:41:19,371 - pyskl - INFO - Epoch [136][1400/2506] lr: 5.674e-04, eta: 2:30:31, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 18:41:43,621 - pyskl - INFO - Epoch [136][1500/2506] lr: 5.643e-04, eta: 2:30:06, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 18:42:07,805 - pyskl - INFO - Epoch [136][1600/2506] lr: 5.612e-04, eta: 2:29:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-12-25 18:42:32,007 - pyskl - INFO - Epoch [136][1700/2506] lr: 5.581e-04, eta: 2:29:16, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-12-25 18:42:56,262 - pyskl - INFO - Epoch [136][1800/2506] lr: 5.551e-04, eta: 2:28:51, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0075, loss: 0.0075 +2024-12-25 18:43:20,556 - pyskl - INFO - Epoch [136][1900/2506] lr: 5.520e-04, eta: 2:28:26, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0113, loss: 0.0113 +2024-12-25 18:43:44,786 - pyskl - INFO - Epoch [136][2000/2506] lr: 5.489e-04, eta: 2:28:01, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-12-25 18:44:08,885 - pyskl - INFO - Epoch [136][2100/2506] lr: 5.459e-04, eta: 2:27:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-12-25 18:44:32,976 - pyskl - INFO - Epoch [136][2200/2506] lr: 5.428e-04, eta: 2:27:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-12-25 18:44:57,106 - pyskl - INFO - Epoch [136][2300/2506] lr: 5.398e-04, eta: 2:26:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0122, loss: 0.0122 +2024-12-25 18:45:21,225 - pyskl - INFO - Epoch [136][2400/2506] lr: 5.367e-04, eta: 2:26:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-12-25 18:45:45,341 - pyskl - INFO - Epoch [136][2500/2506] lr: 5.337e-04, eta: 2:25:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 18:45:47,252 - pyskl - INFO - Saving checkpoint at 136 epochs +2024-12-25 18:47:10,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 18:47:10,740 - pyskl - INFO - +top1_acc 0.9134 +top5_acc 0.9860 +2024-12-25 18:47:10,744 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_132.pth was removed +2024-12-25 18:47:10,873 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2024-12-25 18:47:10,874 - pyskl - INFO - Best top1_acc is 0.9134 at 136 epoch. +2024-12-25 18:47:10,876 - pyskl - INFO - Epoch(val) [136][1031] top1_acc: 0.9134, top5_acc: 0.9860 +2024-12-25 18:47:55,601 - pyskl - INFO - Epoch [137][100/2506] lr: 5.305e-04, eta: 2:25:31, time: 0.447, data_time: 0.202, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-12-25 18:48:19,700 - pyskl - INFO - Epoch [137][200/2506] lr: 5.275e-04, eta: 2:25:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-12-25 18:48:44,407 - pyskl - INFO - Epoch [137][300/2506] lr: 5.245e-04, eta: 2:24:41, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 18:49:09,253 - pyskl - INFO - Epoch [137][400/2506] lr: 5.215e-04, eta: 2:24:16, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-12-25 18:49:34,043 - pyskl - INFO - Epoch [137][500/2506] lr: 5.185e-04, eta: 2:23:51, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 18:49:58,920 - pyskl - INFO - Epoch [137][600/2506] lr: 5.156e-04, eta: 2:23:26, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-12-25 18:50:23,754 - pyskl - INFO - Epoch [137][700/2506] lr: 5.126e-04, eta: 2:23:01, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-12-25 18:50:48,641 - pyskl - INFO - Epoch [137][800/2506] lr: 5.096e-04, eta: 2:22:36, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-12-25 18:51:13,538 - pyskl - INFO - Epoch [137][900/2506] lr: 5.067e-04, eta: 2:22:11, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 18:51:38,447 - pyskl - INFO - Epoch [137][1000/2506] lr: 5.038e-04, eta: 2:21:46, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0133, loss: 0.0133 +2024-12-25 18:52:03,414 - pyskl - INFO - Epoch [137][1100/2506] lr: 5.008e-04, eta: 2:21:21, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0092, loss: 0.0092 +2024-12-25 18:52:28,231 - pyskl - INFO - Epoch [137][1200/2506] lr: 4.979e-04, eta: 2:20:56, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0087, loss: 0.0087 +2024-12-25 18:52:52,348 - pyskl - INFO - Epoch [137][1300/2506] lr: 4.950e-04, eta: 2:20:31, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0103, loss: 0.0103 +2024-12-25 18:53:16,459 - pyskl - INFO - Epoch [137][1400/2506] lr: 4.921e-04, eta: 2:20:06, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 18:53:40,543 - pyskl - INFO - Epoch [137][1500/2506] lr: 4.892e-04, eta: 2:19:41, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-12-25 18:54:04,651 - pyskl - INFO - Epoch [137][1600/2506] lr: 4.863e-04, eta: 2:19:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0102, loss: 0.0102 +2024-12-25 18:54:28,730 - pyskl - INFO - Epoch [137][1700/2506] lr: 4.834e-04, eta: 2:18:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-12-25 18:54:52,841 - pyskl - INFO - Epoch [137][1800/2506] lr: 4.805e-04, eta: 2:18:26, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-12-25 18:55:17,034 - pyskl - INFO - Epoch [137][1900/2506] lr: 4.777e-04, eta: 2:18:01, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-12-25 18:55:41,194 - pyskl - INFO - Epoch [137][2000/2506] lr: 4.748e-04, eta: 2:17:36, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-12-25 18:56:05,272 - pyskl - INFO - Epoch [137][2100/2506] lr: 4.720e-04, eta: 2:17:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 18:56:29,290 - pyskl - INFO - Epoch [137][2200/2506] lr: 4.691e-04, eta: 2:16:46, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0169, loss: 0.0169 +2024-12-25 18:56:53,360 - pyskl - INFO - Epoch [137][2300/2506] lr: 4.663e-04, eta: 2:16:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-12-25 18:57:17,422 - pyskl - INFO - Epoch [137][2400/2506] lr: 4.635e-04, eta: 2:15:56, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-12-25 18:57:41,463 - pyskl - INFO - Epoch [137][2500/2506] lr: 4.607e-04, eta: 2:15:31, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 18:57:43,352 - pyskl - INFO - Saving checkpoint at 137 epochs +2024-12-25 18:59:06,653 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 18:59:06,720 - pyskl - INFO - +top1_acc 0.9144 +top5_acc 0.9867 +2024-12-25 18:59:06,724 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_136.pth was removed +2024-12-25 18:59:06,860 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_137.pth. +2024-12-25 18:59:06,861 - pyskl - INFO - Best top1_acc is 0.9144 at 137 epoch. +2024-12-25 18:59:06,863 - pyskl - INFO - Epoch(val) [137][1031] top1_acc: 0.9144, top5_acc: 0.9867 +2024-12-25 18:59:51,680 - pyskl - INFO - Epoch [138][100/2506] lr: 4.577e-04, eta: 2:15:06, time: 0.448, data_time: 0.203, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0085, loss: 0.0085 +2024-12-25 19:00:15,851 - pyskl - INFO - Epoch [138][200/2506] lr: 4.549e-04, eta: 2:14:41, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 19:00:39,955 - pyskl - INFO - Epoch [138][300/2506] lr: 4.521e-04, eta: 2:14:16, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 19:01:04,100 - pyskl - INFO - Epoch [138][400/2506] lr: 4.493e-04, eta: 2:13:51, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-12-25 19:01:28,286 - pyskl - INFO - Epoch [138][500/2506] lr: 4.466e-04, eta: 2:13:26, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 19:01:52,410 - pyskl - INFO - Epoch [138][600/2506] lr: 4.438e-04, eta: 2:13:01, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-12-25 19:02:16,513 - pyskl - INFO - Epoch [138][700/2506] lr: 4.410e-04, eta: 2:12:36, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-12-25 19:02:40,624 - pyskl - INFO - Epoch [138][800/2506] lr: 4.383e-04, eta: 2:12:11, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-12-25 19:03:04,738 - pyskl - INFO - Epoch [138][900/2506] lr: 4.356e-04, eta: 2:11:46, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 19:03:28,816 - pyskl - INFO - Epoch [138][1000/2506] lr: 4.328e-04, eta: 2:11:21, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-12-25 19:03:52,906 - pyskl - INFO - Epoch [138][1100/2506] lr: 4.301e-04, eta: 2:10:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 19:04:17,020 - pyskl - INFO - Epoch [138][1200/2506] lr: 4.274e-04, eta: 2:10:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 19:04:41,175 - pyskl - INFO - Epoch [138][1300/2506] lr: 4.247e-04, eta: 2:10:05, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 19:05:05,302 - pyskl - INFO - Epoch [138][1400/2506] lr: 4.220e-04, eta: 2:09:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 19:05:29,390 - pyskl - INFO - Epoch [138][1500/2506] lr: 4.193e-04, eta: 2:09:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 19:05:53,636 - pyskl - INFO - Epoch [138][1600/2506] lr: 4.166e-04, eta: 2:08:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-12-25 19:06:18,408 - pyskl - INFO - Epoch [138][1700/2506] lr: 4.140e-04, eta: 2:08:25, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 19:06:43,194 - pyskl - INFO - Epoch [138][1800/2506] lr: 4.113e-04, eta: 2:08:00, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 19:07:07,977 - pyskl - INFO - Epoch [138][1900/2506] lr: 4.086e-04, eta: 2:07:35, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 19:07:32,416 - pyskl - INFO - Epoch [138][2000/2506] lr: 4.060e-04, eta: 2:07:10, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 19:07:56,506 - pyskl - INFO - Epoch [138][2100/2506] lr: 4.034e-04, eta: 2:06:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-12-25 19:08:20,602 - pyskl - INFO - Epoch [138][2200/2506] lr: 4.007e-04, eta: 2:06:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0084, loss: 0.0084 +2024-12-25 19:08:44,759 - pyskl - INFO - Epoch [138][2300/2506] lr: 3.981e-04, eta: 2:05:55, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-12-25 19:09:08,929 - pyskl - INFO - Epoch [138][2400/2506] lr: 3.955e-04, eta: 2:05:30, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 19:09:33,052 - pyskl - INFO - Epoch [138][2500/2506] lr: 3.929e-04, eta: 2:05:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 19:09:34,985 - pyskl - INFO - Saving checkpoint at 138 epochs +2024-12-25 19:10:58,673 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 19:10:58,740 - pyskl - INFO - +top1_acc 0.9148 +top5_acc 0.9863 +2024-12-25 19:10:58,744 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_137.pth was removed +2024-12-25 19:10:58,876 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2024-12-25 19:10:58,876 - pyskl - INFO - Best top1_acc is 0.9148 at 138 epoch. +2024-12-25 19:10:58,878 - pyskl - INFO - Epoch(val) [138][1031] top1_acc: 0.9148, top5_acc: 0.9863 +2024-12-25 19:11:44,008 - pyskl - INFO - Epoch [139][100/2506] lr: 3.901e-04, eta: 2:04:40, time: 0.451, data_time: 0.205, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 19:12:08,133 - pyskl - INFO - Epoch [139][200/2506] lr: 3.876e-04, eta: 2:04:15, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 19:12:32,323 - pyskl - INFO - Epoch [139][300/2506] lr: 3.850e-04, eta: 2:03:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 19:12:56,532 - pyskl - INFO - Epoch [139][400/2506] lr: 3.824e-04, eta: 2:03:25, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 19:13:20,680 - pyskl - INFO - Epoch [139][500/2506] lr: 3.799e-04, eta: 2:03:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-12-25 19:13:44,807 - pyskl - INFO - Epoch [139][600/2506] lr: 3.773e-04, eta: 2:02:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:14:08,922 - pyskl - INFO - Epoch [139][700/2506] lr: 3.748e-04, eta: 2:02:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-12-25 19:14:33,038 - pyskl - INFO - Epoch [139][800/2506] lr: 3.722e-04, eta: 2:01:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 19:14:57,182 - pyskl - INFO - Epoch [139][900/2506] lr: 3.697e-04, eta: 2:01:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 19:15:21,311 - pyskl - INFO - Epoch [139][1000/2506] lr: 3.672e-04, eta: 2:00:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-12-25 19:15:45,454 - pyskl - INFO - Epoch [139][1100/2506] lr: 3.647e-04, eta: 2:00:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-12-25 19:16:09,572 - pyskl - INFO - Epoch [139][1200/2506] lr: 3.622e-04, eta: 2:00:05, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 19:16:33,720 - pyskl - INFO - Epoch [139][1300/2506] lr: 3.597e-04, eta: 1:59:40, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 19:16:57,890 - pyskl - INFO - Epoch [139][1400/2506] lr: 3.572e-04, eta: 1:59:15, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 19:17:21,986 - pyskl - INFO - Epoch [139][1500/2506] lr: 3.547e-04, eta: 1:58:50, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 19:17:45,986 - pyskl - INFO - Epoch [139][1600/2506] lr: 3.523e-04, eta: 1:58:25, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-12-25 19:18:10,002 - pyskl - INFO - Epoch [139][1700/2506] lr: 3.498e-04, eta: 1:58:00, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-12-25 19:18:34,070 - pyskl - INFO - Epoch [139][1800/2506] lr: 3.473e-04, eta: 1:57:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 19:18:58,100 - pyskl - INFO - Epoch [139][1900/2506] lr: 3.449e-04, eta: 1:57:10, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-12-25 19:19:22,142 - pyskl - INFO - Epoch [139][2000/2506] lr: 3.425e-04, eta: 1:56:45, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-12-25 19:19:46,198 - pyskl - INFO - Epoch [139][2100/2506] lr: 3.400e-04, eta: 1:56:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-12-25 19:20:10,262 - pyskl - INFO - Epoch [139][2200/2506] lr: 3.376e-04, eta: 1:55:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0090, loss: 0.0090 +2024-12-25 19:20:34,348 - pyskl - INFO - Epoch [139][2300/2506] lr: 3.352e-04, eta: 1:55:30, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:20:58,364 - pyskl - INFO - Epoch [139][2400/2506] lr: 3.328e-04, eta: 1:55:05, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 19:21:22,355 - pyskl - INFO - Epoch [139][2500/2506] lr: 3.304e-04, eta: 1:54:40, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 19:21:24,273 - pyskl - INFO - Saving checkpoint at 139 epochs +2024-12-25 19:22:46,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 19:22:47,008 - pyskl - INFO - +top1_acc 0.9147 +top5_acc 0.9869 +2024-12-25 19:22:47,011 - pyskl - INFO - Epoch(val) [139][1031] top1_acc: 0.9147, top5_acc: 0.9869 +2024-12-25 19:23:30,960 - pyskl - INFO - Epoch [140][100/2506] lr: 3.279e-04, eta: 1:54:15, time: 0.439, data_time: 0.193, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 19:23:55,157 - pyskl - INFO - Epoch [140][200/2506] lr: 3.255e-04, eta: 1:53:50, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 19:24:19,460 - pyskl - INFO - Epoch [140][300/2506] lr: 3.232e-04, eta: 1:53:25, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-12-25 19:24:43,589 - pyskl - INFO - Epoch [140][400/2506] lr: 3.208e-04, eta: 1:53:00, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 19:25:07,651 - pyskl - INFO - Epoch [140][500/2506] lr: 3.185e-04, eta: 1:52:35, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0095, loss: 0.0095 +2024-12-25 19:25:31,730 - pyskl - INFO - Epoch [140][600/2506] lr: 3.161e-04, eta: 1:52:10, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 19:25:55,807 - pyskl - INFO - Epoch [140][700/2506] lr: 3.138e-04, eta: 1:51:45, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-12-25 19:26:19,909 - pyskl - INFO - Epoch [140][800/2506] lr: 3.115e-04, eta: 1:51:20, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0112, loss: 0.0112 +2024-12-25 19:26:43,967 - pyskl - INFO - Epoch [140][900/2506] lr: 3.092e-04, eta: 1:50:55, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-12-25 19:27:08,018 - pyskl - INFO - Epoch [140][1000/2506] lr: 3.069e-04, eta: 1:50:30, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 19:27:32,108 - pyskl - INFO - Epoch [140][1100/2506] lr: 3.046e-04, eta: 1:50:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-12-25 19:27:56,156 - pyskl - INFO - Epoch [140][1200/2506] lr: 3.023e-04, eta: 1:49:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0093, loss: 0.0093 +2024-12-25 19:28:20,195 - pyskl - INFO - Epoch [140][1300/2506] lr: 3.000e-04, eta: 1:49:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 19:28:44,204 - pyskl - INFO - Epoch [140][1400/2506] lr: 2.977e-04, eta: 1:48:49, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 19:29:08,239 - pyskl - INFO - Epoch [140][1500/2506] lr: 2.955e-04, eta: 1:48:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 19:29:32,251 - pyskl - INFO - Epoch [140][1600/2506] lr: 2.932e-04, eta: 1:47:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 19:29:56,304 - pyskl - INFO - Epoch [140][1700/2506] lr: 2.910e-04, eta: 1:47:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 19:30:20,537 - pyskl - INFO - Epoch [140][1800/2506] lr: 2.887e-04, eta: 1:47:09, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-12-25 19:30:44,654 - pyskl - INFO - Epoch [140][1900/2506] lr: 2.865e-04, eta: 1:46:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0089, loss: 0.0089 +2024-12-25 19:31:08,751 - pyskl - INFO - Epoch [140][2000/2506] lr: 2.843e-04, eta: 1:46:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 19:31:32,896 - pyskl - INFO - Epoch [140][2100/2506] lr: 2.821e-04, eta: 1:45:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 19:31:56,994 - pyskl - INFO - Epoch [140][2200/2506] lr: 2.799e-04, eta: 1:45:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 19:32:21,100 - pyskl - INFO - Epoch [140][2300/2506] lr: 2.777e-04, eta: 1:45:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 19:32:45,228 - pyskl - INFO - Epoch [140][2400/2506] lr: 2.755e-04, eta: 1:44:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 19:33:09,308 - pyskl - INFO - Epoch [140][2500/2506] lr: 2.733e-04, eta: 1:44:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 19:33:11,204 - pyskl - INFO - Saving checkpoint at 140 epochs +2024-12-25 19:34:34,301 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 19:34:34,368 - pyskl - INFO - +top1_acc 0.9156 +top5_acc 0.9865 +2024-12-25 19:34:34,372 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_138.pth was removed +2024-12-25 19:34:34,502 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_140.pth. +2024-12-25 19:34:34,502 - pyskl - INFO - Best top1_acc is 0.9156 at 140 epoch. +2024-12-25 19:34:34,505 - pyskl - INFO - Epoch(val) [140][1031] top1_acc: 0.9156, top5_acc: 0.9865 +2024-12-25 19:35:18,880 - pyskl - INFO - Epoch [141][100/2506] lr: 2.710e-04, eta: 1:43:49, time: 0.444, data_time: 0.200, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 19:35:42,963 - pyskl - INFO - Epoch [141][200/2506] lr: 2.688e-04, eta: 1:43:24, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 19:36:06,987 - pyskl - INFO - Epoch [141][300/2506] lr: 2.667e-04, eta: 1:42:59, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 19:36:31,026 - pyskl - INFO - Epoch [141][400/2506] lr: 2.646e-04, eta: 1:42:34, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:36:55,087 - pyskl - INFO - Epoch [141][500/2506] lr: 2.624e-04, eta: 1:42:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 19:37:19,168 - pyskl - INFO - Epoch [141][600/2506] lr: 2.603e-04, eta: 1:41:44, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 19:37:43,232 - pyskl - INFO - Epoch [141][700/2506] lr: 2.582e-04, eta: 1:41:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 19:38:07,280 - pyskl - INFO - Epoch [141][800/2506] lr: 2.561e-04, eta: 1:40:54, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-12-25 19:38:31,256 - pyskl - INFO - Epoch [141][900/2506] lr: 2.540e-04, eta: 1:40:29, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-12-25 19:38:55,322 - pyskl - INFO - Epoch [141][1000/2506] lr: 2.519e-04, eta: 1:40:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-12-25 19:39:19,308 - pyskl - INFO - Epoch [141][1100/2506] lr: 2.498e-04, eta: 1:39:39, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 19:39:43,318 - pyskl - INFO - Epoch [141][1200/2506] lr: 2.477e-04, eta: 1:39:14, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 19:40:07,395 - pyskl - INFO - Epoch [141][1300/2506] lr: 2.457e-04, eta: 1:38:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-12-25 19:40:31,396 - pyskl - INFO - Epoch [141][1400/2506] lr: 2.436e-04, eta: 1:38:24, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-12-25 19:40:55,463 - pyskl - INFO - Epoch [141][1500/2506] lr: 2.416e-04, eta: 1:37:59, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 19:41:19,548 - pyskl - INFO - Epoch [141][1600/2506] lr: 2.395e-04, eta: 1:37:34, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-12-25 19:41:43,663 - pyskl - INFO - Epoch [141][1700/2506] lr: 2.375e-04, eta: 1:37:09, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:42:07,685 - pyskl - INFO - Epoch [141][1800/2506] lr: 2.355e-04, eta: 1:36:44, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 19:42:31,739 - pyskl - INFO - Epoch [141][1900/2506] lr: 2.334e-04, eta: 1:36:19, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0076, loss: 0.0076 +2024-12-25 19:42:55,849 - pyskl - INFO - Epoch [141][2000/2506] lr: 2.314e-04, eta: 1:35:54, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0081, loss: 0.0081 +2024-12-25 19:43:19,950 - pyskl - INFO - Epoch [141][2100/2506] lr: 2.294e-04, eta: 1:35:29, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 19:43:44,005 - pyskl - INFO - Epoch [141][2200/2506] lr: 2.275e-04, eta: 1:35:04, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-12-25 19:44:08,105 - pyskl - INFO - Epoch [141][2300/2506] lr: 2.255e-04, eta: 1:34:39, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-12-25 19:44:32,178 - pyskl - INFO - Epoch [141][2400/2506] lr: 2.235e-04, eta: 1:34:14, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 19:44:56,282 - pyskl - INFO - Epoch [141][2500/2506] lr: 2.215e-04, eta: 1:33:49, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 19:44:58,178 - pyskl - INFO - Saving checkpoint at 141 epochs +2024-12-25 19:46:21,157 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 19:46:21,224 - pyskl - INFO - +top1_acc 0.9149 +top5_acc 0.9873 +2024-12-25 19:46:21,226 - pyskl - INFO - Epoch(val) [141][1031] top1_acc: 0.9149, top5_acc: 0.9873 +2024-12-25 19:47:05,236 - pyskl - INFO - Epoch [142][100/2506] lr: 2.195e-04, eta: 1:33:23, time: 0.440, data_time: 0.196, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 19:47:29,316 - pyskl - INFO - Epoch [142][200/2506] lr: 2.175e-04, eta: 1:32:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 19:47:53,387 - pyskl - INFO - Epoch [142][300/2506] lr: 2.156e-04, eta: 1:32:33, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 19:48:17,522 - pyskl - INFO - Epoch [142][400/2506] lr: 2.137e-04, eta: 1:32:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0073, loss: 0.0073 +2024-12-25 19:48:41,620 - pyskl - INFO - Epoch [142][500/2506] lr: 2.117e-04, eta: 1:31:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 19:49:05,649 - pyskl - INFO - Epoch [142][600/2506] lr: 2.098e-04, eta: 1:31:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0078, loss: 0.0078 +2024-12-25 19:49:29,759 - pyskl - INFO - Epoch [142][700/2506] lr: 2.079e-04, eta: 1:30:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 19:49:53,885 - pyskl - INFO - Epoch [142][800/2506] lr: 2.060e-04, eta: 1:30:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 19:50:18,008 - pyskl - INFO - Epoch [142][900/2506] lr: 2.042e-04, eta: 1:30:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 19:50:42,243 - pyskl - INFO - Epoch [142][1000/2506] lr: 2.023e-04, eta: 1:29:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0037, loss: 0.0037 +2024-12-25 19:51:06,358 - pyskl - INFO - Epoch [142][1100/2506] lr: 2.004e-04, eta: 1:29:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 19:51:30,401 - pyskl - INFO - Epoch [142][1200/2506] lr: 1.986e-04, eta: 1:28:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-12-25 19:51:54,381 - pyskl - INFO - Epoch [142][1300/2506] lr: 1.967e-04, eta: 1:28:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-12-25 19:52:18,540 - pyskl - INFO - Epoch [142][1400/2506] lr: 1.949e-04, eta: 1:27:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-12-25 19:52:42,535 - pyskl - INFO - Epoch [142][1500/2506] lr: 1.930e-04, eta: 1:27:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 19:53:06,549 - pyskl - INFO - Epoch [142][1600/2506] lr: 1.912e-04, eta: 1:27:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:53:30,579 - pyskl - INFO - Epoch [142][1700/2506] lr: 1.894e-04, eta: 1:26:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:53:54,536 - pyskl - INFO - Epoch [142][1800/2506] lr: 1.876e-04, eta: 1:26:18, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-12-25 19:54:18,642 - pyskl - INFO - Epoch [142][1900/2506] lr: 1.858e-04, eta: 1:25:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:54:42,639 - pyskl - INFO - Epoch [142][2000/2506] lr: 1.840e-04, eta: 1:25:28, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0036, loss: 0.0036 +2024-12-25 19:55:06,650 - pyskl - INFO - Epoch [142][2100/2506] lr: 1.822e-04, eta: 1:25:03, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 19:55:30,660 - pyskl - INFO - Epoch [142][2200/2506] lr: 1.804e-04, eta: 1:24:38, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-12-25 19:55:54,710 - pyskl - INFO - Epoch [142][2300/2506] lr: 1.787e-04, eta: 1:24:13, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 19:56:18,753 - pyskl - INFO - Epoch [142][2400/2506] lr: 1.769e-04, eta: 1:23:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 19:56:42,770 - pyskl - INFO - Epoch [142][2500/2506] lr: 1.752e-04, eta: 1:23:23, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 19:56:44,661 - pyskl - INFO - Saving checkpoint at 142 epochs +2024-12-25 19:58:07,559 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 19:58:07,626 - pyskl - INFO - +top1_acc 0.9130 +top5_acc 0.9865 +2024-12-25 19:58:07,629 - pyskl - INFO - Epoch(val) [142][1031] top1_acc: 0.9130, top5_acc: 0.9865 +2024-12-25 19:58:52,042 - pyskl - INFO - Epoch [143][100/2506] lr: 1.733e-04, eta: 1:22:58, time: 0.444, data_time: 0.198, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 19:59:16,228 - pyskl - INFO - Epoch [143][200/2506] lr: 1.716e-04, eta: 1:22:33, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 19:59:40,371 - pyskl - INFO - Epoch [143][300/2506] lr: 1.699e-04, eta: 1:22:08, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 20:00:04,487 - pyskl - INFO - Epoch [143][400/2506] lr: 1.682e-04, eta: 1:21:43, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 20:00:28,615 - pyskl - INFO - Epoch [143][500/2506] lr: 1.665e-04, eta: 1:21:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-12-25 20:00:52,762 - pyskl - INFO - Epoch [143][600/2506] lr: 1.648e-04, eta: 1:20:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 20:01:16,940 - pyskl - INFO - Epoch [143][700/2506] lr: 1.631e-04, eta: 1:20:28, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 20:01:41,033 - pyskl - INFO - Epoch [143][800/2506] lr: 1.614e-04, eta: 1:20:03, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0079, loss: 0.0079 +2024-12-25 20:02:05,254 - pyskl - INFO - Epoch [143][900/2506] lr: 1.597e-04, eta: 1:19:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-12-25 20:02:29,307 - pyskl - INFO - Epoch [143][1000/2506] lr: 1.581e-04, eta: 1:19:13, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 20:02:53,353 - pyskl - INFO - Epoch [143][1100/2506] lr: 1.564e-04, eta: 1:18:48, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:03:17,412 - pyskl - INFO - Epoch [143][1200/2506] lr: 1.548e-04, eta: 1:18:23, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-12-25 20:03:41,491 - pyskl - INFO - Epoch [143][1300/2506] lr: 1.531e-04, eta: 1:17:58, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 20:04:05,534 - pyskl - INFO - Epoch [143][1400/2506] lr: 1.515e-04, eta: 1:17:33, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 20:04:29,553 - pyskl - INFO - Epoch [143][1500/2506] lr: 1.499e-04, eta: 1:17:08, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 20:04:53,558 - pyskl - INFO - Epoch [143][1600/2506] lr: 1.483e-04, eta: 1:16:43, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 20:05:17,643 - pyskl - INFO - Epoch [143][1700/2506] lr: 1.467e-04, eta: 1:16:18, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-12-25 20:05:41,739 - pyskl - INFO - Epoch [143][1800/2506] lr: 1.451e-04, eta: 1:15:53, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 20:06:05,791 - pyskl - INFO - Epoch [143][1900/2506] lr: 1.435e-04, eta: 1:15:28, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 20:06:29,957 - pyskl - INFO - Epoch [143][2000/2506] lr: 1.419e-04, eta: 1:15:03, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 20:06:54,200 - pyskl - INFO - Epoch [143][2100/2506] lr: 1.404e-04, eta: 1:14:38, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 20:07:18,365 - pyskl - INFO - Epoch [143][2200/2506] lr: 1.388e-04, eta: 1:14:13, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 20:07:42,497 - pyskl - INFO - Epoch [143][2300/2506] lr: 1.373e-04, eta: 1:13:48, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 20:08:06,658 - pyskl - INFO - Epoch [143][2400/2506] lr: 1.357e-04, eta: 1:13:23, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0080, loss: 0.0080 +2024-12-25 20:08:30,815 - pyskl - INFO - Epoch [143][2500/2506] lr: 1.342e-04, eta: 1:12:58, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-12-25 20:08:32,740 - pyskl - INFO - Saving checkpoint at 143 epochs +2024-12-25 20:09:55,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 20:09:55,794 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9865 +2024-12-25 20:09:55,797 - pyskl - INFO - Epoch(val) [143][1031] top1_acc: 0.9153, top5_acc: 0.9865 +2024-12-25 20:10:39,877 - pyskl - INFO - Epoch [144][100/2506] lr: 1.326e-04, eta: 1:12:32, time: 0.441, data_time: 0.197, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 20:11:03,898 - pyskl - INFO - Epoch [144][200/2506] lr: 1.311e-04, eta: 1:12:07, time: 0.240, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 20:11:27,964 - pyskl - INFO - Epoch [144][300/2506] lr: 1.296e-04, eta: 1:11:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0074, loss: 0.0074 +2024-12-25 20:11:52,031 - pyskl - INFO - Epoch [144][400/2506] lr: 1.281e-04, eta: 1:11:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-12-25 20:12:16,160 - pyskl - INFO - Epoch [144][500/2506] lr: 1.266e-04, eta: 1:10:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 20:12:40,302 - pyskl - INFO - Epoch [144][600/2506] lr: 1.251e-04, eta: 1:10:27, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 20:13:04,429 - pyskl - INFO - Epoch [144][700/2506] lr: 1.236e-04, eta: 1:10:02, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 20:13:28,571 - pyskl - INFO - Epoch [144][800/2506] lr: 1.222e-04, eta: 1:09:37, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:13:52,701 - pyskl - INFO - Epoch [144][900/2506] lr: 1.207e-04, eta: 1:09:12, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:14:16,848 - pyskl - INFO - Epoch [144][1000/2506] lr: 1.193e-04, eta: 1:08:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 20:14:40,964 - pyskl - INFO - Epoch [144][1100/2506] lr: 1.178e-04, eta: 1:08:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-12-25 20:15:05,081 - pyskl - INFO - Epoch [144][1200/2506] lr: 1.164e-04, eta: 1:07:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 20:15:29,235 - pyskl - INFO - Epoch [144][1300/2506] lr: 1.150e-04, eta: 1:07:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 20:15:53,880 - pyskl - INFO - Epoch [144][1400/2506] lr: 1.136e-04, eta: 1:07:07, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 20:16:18,637 - pyskl - INFO - Epoch [144][1500/2506] lr: 1.122e-04, eta: 1:06:42, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 20:16:43,624 - pyskl - INFO - Epoch [144][1600/2506] lr: 1.108e-04, eta: 1:06:17, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 20:17:08,461 - pyskl - INFO - Epoch [144][1700/2506] lr: 1.094e-04, eta: 1:05:52, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:17:33,245 - pyskl - INFO - Epoch [144][1800/2506] lr: 1.080e-04, eta: 1:05:27, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0088, loss: 0.0088 +2024-12-25 20:17:58,065 - pyskl - INFO - Epoch [144][1900/2506] lr: 1.067e-04, eta: 1:05:03, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-12-25 20:18:22,831 - pyskl - INFO - Epoch [144][2000/2506] lr: 1.053e-04, eta: 1:04:38, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 20:18:47,605 - pyskl - INFO - Epoch [144][2100/2506] lr: 1.040e-04, eta: 1:04:13, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 20:19:12,423 - pyskl - INFO - Epoch [144][2200/2506] lr: 1.026e-04, eta: 1:03:48, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 20:19:37,247 - pyskl - INFO - Epoch [144][2300/2506] lr: 1.013e-04, eta: 1:03:23, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 20:20:02,045 - pyskl - INFO - Epoch [144][2400/2506] lr: 9.997e-05, eta: 1:02:58, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 20:20:26,949 - pyskl - INFO - Epoch [144][2500/2506] lr: 9.866e-05, eta: 1:02:33, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-12-25 20:20:28,932 - pyskl - INFO - Saving checkpoint at 144 epochs +2024-12-25 20:21:53,062 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 20:21:53,132 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9867 +2024-12-25 20:21:53,136 - pyskl - INFO - The previous best checkpoint /home/lhd/c_action/pyskl_mine/work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_140.pth was removed +2024-12-25 20:21:53,273 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2024-12-25 20:21:53,274 - pyskl - INFO - Best top1_acc is 0.9162 at 144 epoch. +2024-12-25 20:21:53,276 - pyskl - INFO - Epoch(val) [144][1031] top1_acc: 0.9162, top5_acc: 0.9867 +2024-12-25 20:22:38,417 - pyskl - INFO - Epoch [145][100/2506] lr: 9.727e-05, eta: 1:02:07, time: 0.451, data_time: 0.203, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 20:23:02,660 - pyskl - INFO - Epoch [145][200/2506] lr: 9.598e-05, eta: 1:01:42, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 20:23:26,792 - pyskl - INFO - Epoch [145][300/2506] lr: 9.469e-05, eta: 1:01:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 20:23:50,937 - pyskl - INFO - Epoch [145][400/2506] lr: 9.341e-05, eta: 1:00:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 20:24:15,186 - pyskl - INFO - Epoch [145][500/2506] lr: 9.214e-05, eta: 1:00:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 20:24:39,384 - pyskl - INFO - Epoch [145][600/2506] lr: 9.088e-05, eta: 1:00:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 20:25:03,546 - pyskl - INFO - Epoch [145][700/2506] lr: 8.963e-05, eta: 0:59:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 20:25:27,710 - pyskl - INFO - Epoch [145][800/2506] lr: 8.838e-05, eta: 0:59:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0038, loss: 0.0038 +2024-12-25 20:25:51,936 - pyskl - INFO - Epoch [145][900/2506] lr: 8.715e-05, eta: 0:58:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-12-25 20:26:16,127 - pyskl - INFO - Epoch [145][1000/2506] lr: 8.592e-05, eta: 0:58:22, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0036, loss: 0.0036 +2024-12-25 20:26:40,357 - pyskl - INFO - Epoch [145][1100/2506] lr: 8.470e-05, eta: 0:57:57, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0059, loss: 0.0059 +2024-12-25 20:27:04,497 - pyskl - INFO - Epoch [145][1200/2506] lr: 8.349e-05, eta: 0:57:32, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0097, loss: 0.0097 +2024-12-25 20:27:28,652 - pyskl - INFO - Epoch [145][1300/2506] lr: 8.229e-05, eta: 0:57:07, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-12-25 20:27:52,798 - pyskl - INFO - Epoch [145][1400/2506] lr: 8.110e-05, eta: 0:56:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 20:28:17,031 - pyskl - INFO - Epoch [145][1500/2506] lr: 7.991e-05, eta: 0:56:17, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 20:28:41,259 - pyskl - INFO - Epoch [145][1600/2506] lr: 7.874e-05, eta: 0:55:52, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 20:29:05,494 - pyskl - INFO - Epoch [145][1700/2506] lr: 7.757e-05, eta: 0:55:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 20:29:29,657 - pyskl - INFO - Epoch [145][1800/2506] lr: 7.641e-05, eta: 0:55:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 20:29:53,863 - pyskl - INFO - Epoch [145][1900/2506] lr: 7.526e-05, eta: 0:54:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 20:30:18,088 - pyskl - INFO - Epoch [145][2000/2506] lr: 7.412e-05, eta: 0:54:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 20:30:42,235 - pyskl - INFO - Epoch [145][2100/2506] lr: 7.299e-05, eta: 0:53:47, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 20:31:06,369 - pyskl - INFO - Epoch [145][2200/2506] lr: 7.187e-05, eta: 0:53:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-12-25 20:31:30,509 - pyskl - INFO - Epoch [145][2300/2506] lr: 7.076e-05, eta: 0:52:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 20:31:54,691 - pyskl - INFO - Epoch [145][2400/2506] lr: 6.965e-05, eta: 0:52:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 20:32:18,847 - pyskl - INFO - Epoch [145][2500/2506] lr: 6.855e-05, eta: 0:52:07, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0104, loss: 0.0104 +2024-12-25 20:32:20,894 - pyskl - INFO - Saving checkpoint at 145 epochs +2024-12-25 20:33:45,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 20:33:45,093 - pyskl - INFO - +top1_acc 0.9153 +top5_acc 0.9869 +2024-12-25 20:33:45,096 - pyskl - INFO - Epoch(val) [145][1031] top1_acc: 0.9153, top5_acc: 0.9869 +2024-12-25 20:34:30,017 - pyskl - INFO - Epoch [146][100/2506] lr: 6.740e-05, eta: 0:51:42, time: 0.449, data_time: 0.203, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 20:34:54,215 - pyskl - INFO - Epoch [146][200/2506] lr: 6.632e-05, eta: 0:51:17, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-12-25 20:35:18,426 - pyskl - INFO - Epoch [146][300/2506] lr: 6.525e-05, eta: 0:50:52, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 20:35:42,658 - pyskl - INFO - Epoch [146][400/2506] lr: 6.419e-05, eta: 0:50:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 20:36:06,866 - pyskl - INFO - Epoch [146][500/2506] lr: 6.314e-05, eta: 0:50:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0039, loss: 0.0039 +2024-12-25 20:36:31,041 - pyskl - INFO - Epoch [146][600/2506] lr: 6.209e-05, eta: 0:49:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:36:55,258 - pyskl - INFO - Epoch [146][700/2506] lr: 6.106e-05, eta: 0:49:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 20:37:19,463 - pyskl - INFO - Epoch [146][800/2506] lr: 6.003e-05, eta: 0:48:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-12-25 20:37:43,605 - pyskl - INFO - Epoch [146][900/2506] lr: 5.901e-05, eta: 0:48:22, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-12-25 20:38:07,738 - pyskl - INFO - Epoch [146][1000/2506] lr: 5.800e-05, eta: 0:47:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 20:38:32,000 - pyskl - INFO - Epoch [146][1100/2506] lr: 5.700e-05, eta: 0:47:32, time: 0.243, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-12-25 20:38:56,117 - pyskl - INFO - Epoch [146][1200/2506] lr: 5.601e-05, eta: 0:47:07, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-12-25 20:39:20,198 - pyskl - INFO - Epoch [146][1300/2506] lr: 5.502e-05, eta: 0:46:42, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-12-25 20:39:44,313 - pyskl - INFO - Epoch [146][1400/2506] lr: 5.405e-05, eta: 0:46:17, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 20:40:08,453 - pyskl - INFO - Epoch [146][1500/2506] lr: 5.308e-05, eta: 0:45:52, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 20:40:32,616 - pyskl - INFO - Epoch [146][1600/2506] lr: 5.213e-05, eta: 0:45:27, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 20:40:56,797 - pyskl - INFO - Epoch [146][1700/2506] lr: 5.118e-05, eta: 0:45:02, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 20:41:20,981 - pyskl - INFO - Epoch [146][1800/2506] lr: 5.024e-05, eta: 0:44:37, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 20:41:45,214 - pyskl - INFO - Epoch [146][1900/2506] lr: 4.931e-05, eta: 0:44:12, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 20:42:09,401 - pyskl - INFO - Epoch [146][2000/2506] lr: 4.838e-05, eta: 0:43:47, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 20:42:33,757 - pyskl - INFO - Epoch [146][2100/2506] lr: 4.747e-05, eta: 0:43:22, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 20:42:57,850 - pyskl - INFO - Epoch [146][2200/2506] lr: 4.656e-05, eta: 0:42:57, time: 0.241, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-12-25 20:43:22,053 - pyskl - INFO - Epoch [146][2300/2506] lr: 4.567e-05, eta: 0:42:32, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 20:43:46,259 - pyskl - INFO - Epoch [146][2400/2506] lr: 4.478e-05, eta: 0:42:07, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 20:44:10,437 - pyskl - INFO - Epoch [146][2500/2506] lr: 4.390e-05, eta: 0:41:42, time: 0.242, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 20:44:12,367 - pyskl - INFO - Saving checkpoint at 146 epochs +2024-12-25 20:45:36,164 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 20:45:36,233 - pyskl - INFO - +top1_acc 0.9152 +top5_acc 0.9861 +2024-12-25 20:45:36,235 - pyskl - INFO - Epoch(val) [146][1031] top1_acc: 0.9152, top5_acc: 0.9861 +2024-12-25 20:46:21,123 - pyskl - INFO - Epoch [147][100/2506] lr: 4.298e-05, eta: 0:41:16, time: 0.449, data_time: 0.203, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 20:46:46,057 - pyskl - INFO - Epoch [147][200/2506] lr: 4.212e-05, eta: 0:40:51, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 20:47:11,024 - pyskl - INFO - Epoch [147][300/2506] lr: 4.126e-05, eta: 0:40:26, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 20:47:35,720 - pyskl - INFO - Epoch [147][400/2506] lr: 4.042e-05, eta: 0:40:01, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-12-25 20:48:00,566 - pyskl - INFO - Epoch [147][500/2506] lr: 3.959e-05, eta: 0:39:36, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-12-25 20:48:25,402 - pyskl - INFO - Epoch [147][600/2506] lr: 3.876e-05, eta: 0:39:11, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 20:48:50,170 - pyskl - INFO - Epoch [147][700/2506] lr: 3.794e-05, eta: 0:38:46, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 20:49:15,007 - pyskl - INFO - Epoch [147][800/2506] lr: 3.713e-05, eta: 0:38:22, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:49:39,874 - pyskl - INFO - Epoch [147][900/2506] lr: 3.633e-05, eta: 0:37:57, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 20:50:04,576 - pyskl - INFO - Epoch [147][1000/2506] lr: 3.554e-05, eta: 0:37:32, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0109, loss: 0.0109 +2024-12-25 20:50:29,262 - pyskl - INFO - Epoch [147][1100/2506] lr: 3.476e-05, eta: 0:37:07, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 20:50:54,042 - pyskl - INFO - Epoch [147][1200/2506] lr: 3.398e-05, eta: 0:36:42, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-12-25 20:51:18,845 - pyskl - INFO - Epoch [147][1300/2506] lr: 3.322e-05, eta: 0:36:17, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:51:43,595 - pyskl - INFO - Epoch [147][1400/2506] lr: 3.246e-05, eta: 0:35:52, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0071, loss: 0.0071 +2024-12-25 20:52:08,485 - pyskl - INFO - Epoch [147][1500/2506] lr: 3.171e-05, eta: 0:35:27, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 20:52:33,293 - pyskl - INFO - Epoch [147][1600/2506] lr: 3.097e-05, eta: 0:35:02, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0049, loss: 0.0049 +2024-12-25 20:52:57,928 - pyskl - INFO - Epoch [147][1700/2506] lr: 3.024e-05, eta: 0:34:37, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-12-25 20:53:22,347 - pyskl - INFO - Epoch [147][1800/2506] lr: 2.952e-05, eta: 0:34:12, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 20:53:46,911 - pyskl - INFO - Epoch [147][1900/2506] lr: 2.881e-05, eta: 0:33:47, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0065, loss: 0.0065 +2024-12-25 20:54:11,612 - pyskl - INFO - Epoch [147][2000/2506] lr: 2.810e-05, eta: 0:33:22, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 20:54:36,327 - pyskl - INFO - Epoch [147][2100/2506] lr: 2.741e-05, eta: 0:32:57, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0072, loss: 0.0072 +2024-12-25 20:55:01,027 - pyskl - INFO - Epoch [147][2200/2506] lr: 2.672e-05, eta: 0:32:32, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 20:55:25,547 - pyskl - INFO - Epoch [147][2300/2506] lr: 2.604e-05, eta: 0:32:07, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-12-25 20:55:50,006 - pyskl - INFO - Epoch [147][2400/2506] lr: 2.537e-05, eta: 0:31:42, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0042, loss: 0.0042 +2024-12-25 20:56:14,642 - pyskl - INFO - Epoch [147][2500/2506] lr: 2.471e-05, eta: 0:31:17, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 20:56:16,558 - pyskl - INFO - Saving checkpoint at 147 epochs +2024-12-25 20:57:41,965 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 20:57:42,049 - pyskl - INFO - +top1_acc 0.9138 +top5_acc 0.9865 +2024-12-25 20:57:42,053 - pyskl - INFO - Epoch(val) [147][1031] top1_acc: 0.9138, top5_acc: 0.9865 +2024-12-25 20:58:29,502 - pyskl - INFO - Epoch [148][100/2506] lr: 2.402e-05, eta: 0:30:51, time: 0.474, data_time: 0.222, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 20:58:54,156 - pyskl - INFO - Epoch [148][200/2506] lr: 2.338e-05, eta: 0:30:26, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 20:59:19,021 - pyskl - INFO - Epoch [148][300/2506] lr: 2.274e-05, eta: 0:30:01, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 20:59:43,832 - pyskl - INFO - Epoch [148][400/2506] lr: 2.212e-05, eta: 0:29:36, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 21:00:08,575 - pyskl - INFO - Epoch [148][500/2506] lr: 2.150e-05, eta: 0:29:11, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-12-25 21:00:32,974 - pyskl - INFO - Epoch [148][600/2506] lr: 2.089e-05, eta: 0:28:46, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 21:00:57,715 - pyskl - INFO - Epoch [148][700/2506] lr: 2.029e-05, eta: 0:28:21, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-12-25 21:01:22,419 - pyskl - INFO - Epoch [148][800/2506] lr: 1.970e-05, eta: 0:27:56, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 21:01:47,263 - pyskl - INFO - Epoch [148][900/2506] lr: 1.912e-05, eta: 0:27:31, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0061, loss: 0.0061 +2024-12-25 21:02:12,027 - pyskl - INFO - Epoch [148][1000/2506] lr: 1.855e-05, eta: 0:27:06, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0077, loss: 0.0077 +2024-12-25 21:02:36,522 - pyskl - INFO - Epoch [148][1100/2506] lr: 1.798e-05, eta: 0:26:41, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0037, loss: 0.0037 +2024-12-25 21:03:01,269 - pyskl - INFO - Epoch [148][1200/2506] lr: 1.743e-05, eta: 0:26:17, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 21:03:25,983 - pyskl - INFO - Epoch [148][1300/2506] lr: 1.688e-05, eta: 0:25:52, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 21:03:50,659 - pyskl - INFO - Epoch [148][1400/2506] lr: 1.634e-05, eta: 0:25:27, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 21:04:15,187 - pyskl - INFO - Epoch [148][1500/2506] lr: 1.581e-05, eta: 0:25:02, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 21:04:39,838 - pyskl - INFO - Epoch [148][1600/2506] lr: 1.529e-05, eta: 0:24:37, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 21:05:04,486 - pyskl - INFO - Epoch [148][1700/2506] lr: 1.478e-05, eta: 0:24:12, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 21:05:29,180 - pyskl - INFO - Epoch [148][1800/2506] lr: 1.428e-05, eta: 0:23:47, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 21:05:53,949 - pyskl - INFO - Epoch [148][1900/2506] lr: 1.378e-05, eta: 0:23:22, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 21:06:18,810 - pyskl - INFO - Epoch [148][2000/2506] lr: 1.329e-05, eta: 0:22:57, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 21:06:43,717 - pyskl - INFO - Epoch [148][2100/2506] lr: 1.282e-05, eta: 0:22:32, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0063, loss: 0.0063 +2024-12-25 21:07:08,400 - pyskl - INFO - Epoch [148][2200/2506] lr: 1.235e-05, eta: 0:22:07, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 21:07:32,846 - pyskl - INFO - Epoch [148][2300/2506] lr: 1.189e-05, eta: 0:21:42, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 21:07:57,374 - pyskl - INFO - Epoch [148][2400/2506] lr: 1.144e-05, eta: 0:21:17, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 21:08:22,085 - pyskl - INFO - Epoch [148][2500/2506] lr: 1.100e-05, eta: 0:20:52, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-12-25 21:08:24,120 - pyskl - INFO - Saving checkpoint at 148 epochs +2024-12-25 21:09:51,614 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 21:09:51,684 - pyskl - INFO - +top1_acc 0.9151 +top5_acc 0.9865 +2024-12-25 21:09:51,687 - pyskl - INFO - Epoch(val) [148][1031] top1_acc: 0.9151, top5_acc: 0.9865 +2024-12-25 21:10:38,896 - pyskl - INFO - Epoch [149][100/2506] lr: 1.054e-05, eta: 0:20:26, time: 0.472, data_time: 0.219, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 21:11:03,610 - pyskl - INFO - Epoch [149][200/2506] lr: 1.011e-05, eta: 0:20:01, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 21:11:28,406 - pyskl - INFO - Epoch [149][300/2506] lr: 9.696e-06, eta: 0:19:36, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0051, loss: 0.0051 +2024-12-25 21:11:53,159 - pyskl - INFO - Epoch [149][400/2506] lr: 9.289e-06, eta: 0:19:11, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 21:12:17,898 - pyskl - INFO - Epoch [149][500/2506] lr: 8.890e-06, eta: 0:18:46, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 +2024-12-25 21:12:42,689 - pyskl - INFO - Epoch [149][600/2506] lr: 8.501e-06, eta: 0:18:21, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 21:13:07,624 - pyskl - INFO - Epoch [149][700/2506] lr: 8.120e-06, eta: 0:17:56, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 21:13:32,342 - pyskl - INFO - Epoch [149][800/2506] lr: 7.748e-06, eta: 0:17:31, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0052, loss: 0.0052 +2024-12-25 21:13:57,160 - pyskl - INFO - Epoch [149][900/2506] lr: 7.384e-06, eta: 0:17:06, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 21:14:21,678 - pyskl - INFO - Epoch [149][1000/2506] lr: 7.030e-06, eta: 0:16:41, time: 0.245, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 21:14:46,081 - pyskl - INFO - Epoch [149][1100/2506] lr: 6.684e-06, eta: 0:16:16, time: 0.244, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0068, loss: 0.0068 +2024-12-25 21:15:10,791 - pyskl - INFO - Epoch [149][1200/2506] lr: 6.346e-06, eta: 0:15:51, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0070, loss: 0.0070 +2024-12-25 21:15:35,702 - pyskl - INFO - Epoch [149][1300/2506] lr: 6.018e-06, eta: 0:15:26, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 21:16:00,640 - pyskl - INFO - Epoch [149][1400/2506] lr: 5.698e-06, eta: 0:15:01, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 21:16:25,359 - pyskl - INFO - Epoch [149][1500/2506] lr: 5.387e-06, eta: 0:14:36, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 21:16:50,305 - pyskl - INFO - Epoch [149][1600/2506] lr: 5.085e-06, eta: 0:14:11, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0062, loss: 0.0062 +2024-12-25 21:17:15,099 - pyskl - INFO - Epoch [149][1700/2506] lr: 4.791e-06, eta: 0:13:46, time: 0.248, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0086, loss: 0.0086 +2024-12-25 21:17:39,820 - pyskl - INFO - Epoch [149][1800/2506] lr: 4.506e-06, eta: 0:13:21, time: 0.247, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0069, loss: 0.0069 +2024-12-25 21:18:04,444 - pyskl - INFO - Epoch [149][1900/2506] lr: 4.230e-06, eta: 0:12:56, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0048, loss: 0.0048 +2024-12-25 21:18:29,074 - pyskl - INFO - Epoch [149][2000/2506] lr: 3.963e-06, eta: 0:12:31, time: 0.246, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0096, loss: 0.0096 +2024-12-25 21:18:54,062 - pyskl - INFO - Epoch [149][2100/2506] lr: 3.704e-06, eta: 0:12:06, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0083, loss: 0.0083 +2024-12-25 21:19:19,185 - pyskl - INFO - Epoch [149][2200/2506] lr: 3.454e-06, eta: 0:11:41, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0039, loss: 0.0039 +2024-12-25 21:19:44,306 - pyskl - INFO - Epoch [149][2300/2506] lr: 3.213e-06, eta: 0:11:17, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0044, loss: 0.0044 +2024-12-25 21:20:09,774 - pyskl - INFO - Epoch [149][2400/2506] lr: 2.981e-06, eta: 0:10:52, time: 0.255, data_time: 0.001, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0050, loss: 0.0050 +2024-12-25 21:20:34,838 - pyskl - INFO - Epoch [149][2500/2506] lr: 2.757e-06, eta: 0:10:27, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 21:20:36,836 - pyskl - INFO - Saving checkpoint at 149 epochs +2024-12-25 21:22:02,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 21:22:02,521 - pyskl - INFO - +top1_acc 0.9162 +top5_acc 0.9872 +2024-12-25 21:22:02,524 - pyskl - INFO - Epoch(val) [149][1031] top1_acc: 0.9162, top5_acc: 0.9872 +2024-12-25 21:22:49,873 - pyskl - INFO - Epoch [150][100/2506] lr: 2.529e-06, eta: 0:10:00, time: 0.473, data_time: 0.219, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 21:23:14,737 - pyskl - INFO - Epoch [150][200/2506] lr: 2.323e-06, eta: 0:09:35, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 21:23:39,842 - pyskl - INFO - Epoch [150][300/2506] lr: 2.126e-06, eta: 0:09:10, time: 0.251, data_time: 0.001, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 21:24:04,889 - pyskl - INFO - Epoch [150][400/2506] lr: 1.938e-06, eta: 0:08:45, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0040, loss: 0.0040 +2024-12-25 21:24:30,391 - pyskl - INFO - Epoch [150][500/2506] lr: 1.758e-06, eta: 0:08:20, time: 0.255, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0057, loss: 0.0057 +2024-12-25 21:24:55,594 - pyskl - INFO - Epoch [150][600/2506] lr: 1.588e-06, eta: 0:07:55, time: 0.252, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-12-25 21:25:20,615 - pyskl - INFO - Epoch [150][700/2506] lr: 1.425e-06, eta: 0:07:30, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-12-25 21:25:45,674 - pyskl - INFO - Epoch [150][800/2506] lr: 1.272e-06, eta: 0:07:05, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-12-25 21:26:11,011 - pyskl - INFO - Epoch [150][900/2506] lr: 1.127e-06, eta: 0:06:41, time: 0.253, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0056, loss: 0.0056 +2024-12-25 21:26:36,328 - pyskl - INFO - Epoch [150][1000/2506] lr: 9.914e-07, eta: 0:06:16, time: 0.253, data_time: 0.000, memory: 6430, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0091, loss: 0.0091 +2024-12-25 21:27:01,556 - pyskl - INFO - Epoch [150][1100/2506] lr: 8.642e-07, eta: 0:05:51, time: 0.252, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0045, loss: 0.0045 +2024-12-25 21:27:26,546 - pyskl - INFO - Epoch [150][1200/2506] lr: 7.457e-07, eta: 0:05:26, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0067, loss: 0.0067 +2024-12-25 21:27:51,686 - pyskl - INFO - Epoch [150][1300/2506] lr: 6.360e-07, eta: 0:05:01, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 21:28:16,890 - pyskl - INFO - Epoch [150][1400/2506] lr: 5.350e-07, eta: 0:04:36, time: 0.252, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0058, loss: 0.0058 +2024-12-25 21:28:41,976 - pyskl - INFO - Epoch [150][1500/2506] lr: 4.427e-07, eta: 0:04:11, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0054, loss: 0.0054 +2024-12-25 21:29:07,048 - pyskl - INFO - Epoch [150][1600/2506] lr: 3.591e-07, eta: 0:03:46, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0053, loss: 0.0053 +2024-12-25 21:29:32,101 - pyskl - INFO - Epoch [150][1700/2506] lr: 2.843e-07, eta: 0:03:21, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 21:29:57,034 - pyskl - INFO - Epoch [150][1800/2506] lr: 2.182e-07, eta: 0:02:56, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 21:30:22,180 - pyskl - INFO - Epoch [150][1900/2506] lr: 1.608e-07, eta: 0:02:31, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0055, loss: 0.0055 +2024-12-25 21:30:47,571 - pyskl - INFO - Epoch [150][2000/2506] lr: 1.122e-07, eta: 0:02:06, time: 0.254, data_time: 0.001, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0043, loss: 0.0043 +2024-12-25 21:31:13,109 - pyskl - INFO - Epoch [150][2100/2506] lr: 7.231e-08, eta: 0:01:41, time: 0.255, data_time: 0.001, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0060, loss: 0.0060 +2024-12-25 21:31:38,301 - pyskl - INFO - Epoch [150][2200/2506] lr: 4.114e-08, eta: 0:01:16, time: 0.252, data_time: 0.001, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0066, loss: 0.0066 +2024-12-25 21:32:03,267 - pyskl - INFO - Epoch [150][2300/2506] lr: 1.871e-08, eta: 0:00:51, time: 0.250, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0046, loss: 0.0046 +2024-12-25 21:32:28,166 - pyskl - INFO - Epoch [150][2400/2506] lr: 4.998e-09, eta: 0:00:26, time: 0.249, data_time: 0.000, memory: 6430, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0047, loss: 0.0047 +2024-12-25 21:32:53,287 - pyskl - INFO - Epoch [150][2500/2506] lr: 2.139e-11, eta: 0:00:01, time: 0.251, data_time: 0.000, memory: 6430, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0064, loss: 0.0064 +2024-12-25 21:32:55,246 - pyskl - INFO - Saving checkpoint at 150 epochs +2024-12-25 21:34:21,214 - pyskl - INFO - Evaluating top_k_accuracy ... +2024-12-25 21:34:21,284 - pyskl - INFO - +top1_acc 0.9161 +top5_acc 0.9867 +2024-12-25 21:34:21,287 - pyskl - INFO - Epoch(val) [150][1031] top1_acc: 0.9161, top5_acc: 0.9867 +2024-12-25 21:34:32,544 - pyskl - INFO - 16487 videos remain after valid thresholding +2024-12-25 21:45:30,637 - pyskl - INFO - Testing results of the last checkpoint +2024-12-25 21:45:30,637 - pyskl - INFO - top1_acc: 0.9181 +2024-12-25 21:45:30,637 - pyskl - INFO - top5_acc: 0.9873 +2024-12-25 21:45:30,639 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_aclnet/ntu60_xsub/b_1/best_top1_acc_epoch_144.pth +2024-12-25 21:56:29,693 - pyskl - INFO - Testing results of the best checkpoint +2024-12-25 21:56:29,693 - pyskl - INFO - top1_acc: 0.9171 +2024-12-25 21:56:29,693 - pyskl - INFO - top5_acc: 0.9873