diff --git "a/ntu60_xview/j_1/20231227_154044.log" "b/ntu60_xview/j_1/20231227_154044.log" new file mode 100644--- /dev/null +++ "b/ntu60_xview/j_1/20231227_154044.log" @@ -0,0 +1,4666 @@ +2023-12-27 15:40:45,036 - 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+ +------------------------------------------------------------ + +2023-12-27 15:40:45,304 - pyskl - INFO - Config: modality = 'j' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xview/j_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_2', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_2', 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='GenSkeFeat', feats=['j']), + 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=['j']), + 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=['j']), + 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='GenSkeFeat', feats=['j']), + dict(type='UniformSampleDecode', clip_len=100), + dict(type='FormatGCNInput'), + dict(type='Collect', keys=['keypoint', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['keypoint']) + ], + split='xview_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=['j']), + 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='xview_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=['j']), + 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='xview_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) + +2023-12-27 15:40:45,304 - pyskl - INFO - Set random seed to 1145157716, deterministic: False +2023-12-27 15:40:50,056 - pyskl - INFO - 37646 videos remain after valid thresholding +2023-12-27 15:41:06,066 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-27 15:41:06,070 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1 +2023-12-27 15:41:06,070 - pyskl - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistSamplerSeedHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) CosineAnnealingLrUpdaterHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(NORMAL ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(NORMAL ) DistSamplerSeedHook +(LOW ) IterTimerHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_iter: +(LOW ) IterTimerHook + -------------------- +after_val_epoch: +(VERY_LOW ) TextLoggerHook + -------------------- +after_run: +(VERY_LOW ) TextLoggerHook + -------------------- +2023-12-27 15:41:06,070 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-27 15:41:06,070 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1 by HardDiskBackend. +2023-12-27 15:41:46,816 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 1 day, 15:55:57, time: 0.407, data_time: 0.173, memory: 6525, top1_acc: 0.0325, top5_acc: 0.1588, loss_cls: 5.6608, loss: 5.6608 +2023-12-27 15:42:09,359 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 1 day, 7:00:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.0737, top5_acc: 0.2800, loss_cls: 5.2680, loss: 5.2680 +2023-12-27 15:42:31,848 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 1 day, 4:00:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.0794, top5_acc: 0.3019, loss_cls: 5.4588, loss: 5.4588 +2023-12-27 15:42:54,300 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 2:29:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.1150, top5_acc: 0.3912, loss_cls: 5.6759, loss: 5.6759 +2023-12-27 15:43:16,723 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 1:34:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.1294, top5_acc: 0.4131, loss_cls: 5.9860, loss: 5.9860 +2023-12-27 15:43:39,161 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 0:58:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.1575, top5_acc: 0.4300, loss_cls: 5.6813, loss: 5.6813 +2023-12-27 15:44:01,696 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 0:32:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.1550, top5_acc: 0.4800, loss_cls: 5.5536, loss: 5.5536 +2023-12-27 15:44:24,179 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 0:13:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.1744, top5_acc: 0.5188, loss_cls: 4.9724, loss: 4.9724 +2023-12-27 15:44:46,738 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 23:58:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.1900, top5_acc: 0.5581, loss_cls: 4.5901, loss: 4.5901 +2023-12-27 15:45:09,216 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 23:46:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.2244, top5_acc: 0.5744, loss_cls: 4.3931, loss: 4.3931 +2023-12-27 15:45:31,642 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 23:35:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.2387, top5_acc: 0.6069, loss_cls: 4.1824, loss: 4.1824 +2023-12-27 15:45:54,085 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 23:27:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.2894, top5_acc: 0.6556, loss_cls: 3.9192, loss: 3.9192 +2023-12-27 15:46:16,623 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 23:20:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.2881, top5_acc: 0.6719, loss_cls: 3.9016, loss: 3.9016 +2023-12-27 15:46:39,288 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 23:14:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3044, top5_acc: 0.7075, loss_cls: 3.7103, loss: 3.7103 +2023-12-27 15:47:01,977 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 23:09:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.3394, top5_acc: 0.7150, loss_cls: 3.6767, loss: 3.6767 +2023-12-27 15:47:24,459 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 23:04:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.3519, top5_acc: 0.7506, loss_cls: 3.5479, loss: 3.5479 +2023-12-27 15:47:46,981 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 23:00:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.3750, top5_acc: 0.7756, loss_cls: 3.4539, loss: 3.4539 +2023-12-27 15:48:09,527 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 22:56:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.3513, top5_acc: 0.7588, loss_cls: 3.4513, loss: 3.4513 +2023-12-27 15:48:32,215 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 22:53:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.4056, top5_acc: 0.7719, loss_cls: 3.3836, loss: 3.3836 +2023-12-27 15:48:54,807 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 22:50:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4000, top5_acc: 0.7869, loss_cls: 3.3211, loss: 3.3211 +2023-12-27 15:49:17,312 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 22:47:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.3894, top5_acc: 0.7925, loss_cls: 3.2630, loss: 3.2630 +2023-12-27 15:49:40,108 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 22:45:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.3944, top5_acc: 0.7781, loss_cls: 3.3109, loss: 3.3109 +2023-12-27 15:50:02,702 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 22:43:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4175, top5_acc: 0.8019, loss_cls: 3.1821, loss: 3.1821 +2023-12-27 15:50:15,292 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-27 15:51:42,980 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:51:43,061 - pyskl - INFO - +top1_acc 0.4855 +top5_acc 0.8432 +2023-12-27 15:51:43,199 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-27 15:51:43,200 - pyskl - INFO - Best top1_acc is 0.4855 at 1 epoch. +2023-12-27 15:51:43,204 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.4855, top5_acc: 0.8432 +2023-12-27 15:52:22,662 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 22:51:51, time: 0.395, data_time: 0.167, memory: 6525, top1_acc: 0.4350, top5_acc: 0.8031, loss_cls: 3.1162, loss: 3.1162 +2023-12-27 15:52:45,240 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 22:49:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4487, top5_acc: 0.8237, loss_cls: 2.9855, loss: 2.9855 +2023-12-27 15:53:07,758 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 22:46:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4594, top5_acc: 0.8337, loss_cls: 2.9097, loss: 2.9097 +2023-12-27 15:53:30,332 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 22:44:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4888, top5_acc: 0.8281, loss_cls: 2.8593, loss: 2.8593 +2023-12-27 15:53:52,921 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 22:42:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4650, top5_acc: 0.8444, loss_cls: 2.8366, loss: 2.8366 +2023-12-27 15:54:15,484 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 22:40:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4763, top5_acc: 0.8369, loss_cls: 2.7831, loss: 2.7831 +2023-12-27 15:54:38,023 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 22:38:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.4881, top5_acc: 0.8519, loss_cls: 2.7158, loss: 2.7158 +2023-12-27 15:55:00,601 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 22:37:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.4775, top5_acc: 0.8331, loss_cls: 2.7907, loss: 2.7907 +2023-12-27 15:55:23,188 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 22:35:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5169, top5_acc: 0.8544, loss_cls: 2.5813, loss: 2.5813 +2023-12-27 15:55:45,754 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 22:33:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5131, top5_acc: 0.8606, loss_cls: 2.6244, loss: 2.6244 +2023-12-27 15:56:08,490 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 22:32:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5294, top5_acc: 0.8594, loss_cls: 2.4671, loss: 2.4671 +2023-12-27 15:56:31,136 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 22:31:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5319, top5_acc: 0.8525, loss_cls: 2.5084, loss: 2.5084 +2023-12-27 15:56:53,678 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 22:29:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5206, top5_acc: 0.8756, loss_cls: 2.4381, loss: 2.4381 +2023-12-27 15:57:16,386 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 22:28:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5463, top5_acc: 0.8662, loss_cls: 2.3811, loss: 2.3811 +2023-12-27 15:57:39,005 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 22:27:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5394, top5_acc: 0.8725, loss_cls: 2.3870, loss: 2.3870 +2023-12-27 15:58:01,571 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 22:26:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5631, top5_acc: 0.8806, loss_cls: 2.2233, loss: 2.2233 +2023-12-27 15:58:24,155 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 22:25:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5531, top5_acc: 0.8819, loss_cls: 2.3108, loss: 2.3108 +2023-12-27 15:58:46,739 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 22:23:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5587, top5_acc: 0.8894, loss_cls: 2.2297, loss: 2.2297 +2023-12-27 15:59:09,326 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 22:22:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5669, top5_acc: 0.8881, loss_cls: 2.1684, loss: 2.1684 +2023-12-27 15:59:31,933 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 22:21:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5694, top5_acc: 0.8869, loss_cls: 2.1553, loss: 2.1553 +2023-12-27 15:59:54,537 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 22:20:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5925, top5_acc: 0.9019, loss_cls: 2.0441, loss: 2.0441 +2023-12-27 16:00:17,209 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 22:19:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.5787, top5_acc: 0.8956, loss_cls: 2.1294, loss: 2.1294 +2023-12-27 16:00:40,011 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 22:19:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6012, top5_acc: 0.9006, loss_cls: 2.0665, loss: 2.0665 +2023-12-27 16:00:52,487 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-27 16:02:20,233 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:02:20,315 - pyskl - INFO - +top1_acc 0.6607 +top5_acc 0.9407 +2023-12-27 16:02:20,320 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_1.pth was removed +2023-12-27 16:02:20,454 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-27 16:02:20,454 - pyskl - INFO - Best top1_acc is 0.6607 at 2 epoch. +2023-12-27 16:02:20,458 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.6607, top5_acc: 0.9407 +2023-12-27 16:03:00,081 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 22:23:46, time: 0.396, data_time: 0.169, memory: 6525, top1_acc: 0.6012, top5_acc: 0.9062, loss_cls: 1.9441, loss: 1.9441 +2023-12-27 16:03:22,677 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 22:22:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5600, top5_acc: 0.8919, loss_cls: 2.0899, loss: 2.0899 +2023-12-27 16:03:45,217 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 22:21:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5919, top5_acc: 0.9031, loss_cls: 2.0410, loss: 2.0410 +2023-12-27 16:04:07,774 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 22:20:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5919, top5_acc: 0.8988, loss_cls: 1.9969, loss: 1.9969 +2023-12-27 16:04:30,470 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 22:19:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6081, top5_acc: 0.8994, loss_cls: 1.9850, loss: 1.9850 +2023-12-27 16:04:53,094 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 22:18:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6038, top5_acc: 0.9000, loss_cls: 2.0032, loss: 2.0032 +2023-12-27 16:05:15,697 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 22:17:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.5925, top5_acc: 0.9137, loss_cls: 1.9327, loss: 1.9327 +2023-12-27 16:05:38,247 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 22:16:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5850, top5_acc: 0.8975, loss_cls: 2.0141, loss: 2.0141 +2023-12-27 16:06:00,763 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 22:15:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.5900, top5_acc: 0.9150, loss_cls: 1.9318, loss: 1.9318 +2023-12-27 16:06:23,206 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 22:14:55, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6062, top5_acc: 0.9100, loss_cls: 1.8488, loss: 1.8488 +2023-12-27 16:06:45,858 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 22:14:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6156, top5_acc: 0.9187, loss_cls: 1.8783, loss: 1.8783 +2023-12-27 16:07:08,326 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 22:13:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6050, top5_acc: 0.9056, loss_cls: 1.9717, loss: 1.9717 +2023-12-27 16:07:30,819 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 22:12:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6294, top5_acc: 0.9206, loss_cls: 1.7887, loss: 1.7887 +2023-12-27 16:07:53,281 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 22:11:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6200, top5_acc: 0.9269, loss_cls: 1.7972, loss: 1.7972 +2023-12-27 16:08:15,822 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 22:10:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6356, top5_acc: 0.9206, loss_cls: 1.7663, loss: 1.7663 +2023-12-27 16:08:38,437 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 22:09:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6456, top5_acc: 0.9294, loss_cls: 1.7254, loss: 1.7254 +2023-12-27 16:09:01,015 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 22:08:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6306, top5_acc: 0.9237, loss_cls: 1.7867, loss: 1.7867 +2023-12-27 16:09:23,777 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 22:08:19, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6412, top5_acc: 0.9175, loss_cls: 1.8291, loss: 1.8291 +2023-12-27 16:09:46,521 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 22:07:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6406, top5_acc: 0.9137, loss_cls: 1.7864, loss: 1.7864 +2023-12-27 16:10:09,287 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 22:07:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.6350, top5_acc: 0.9319, loss_cls: 1.7416, loss: 1.7416 +2023-12-27 16:10:31,956 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 22:06:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6369, top5_acc: 0.9150, loss_cls: 1.7789, loss: 1.7789 +2023-12-27 16:10:54,634 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 22:05:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6462, top5_acc: 0.9244, loss_cls: 1.7576, loss: 1.7576 +2023-12-27 16:11:17,284 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 22:05:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6494, top5_acc: 0.9225, loss_cls: 1.7213, loss: 1.7213 +2023-12-27 16:11:29,741 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-27 16:12:57,449 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:12:57,531 - pyskl - INFO - +top1_acc 0.6900 +top5_acc 0.9576 +2023-12-27 16:12:57,536 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_2.pth was removed +2023-12-27 16:12:57,676 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-27 16:12:57,676 - pyskl - INFO - Best top1_acc is 0.6900 at 3 epoch. +2023-12-27 16:12:57,681 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6900, top5_acc: 0.9576 +2023-12-27 16:13:36,971 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 22:07:53, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.6687, top5_acc: 0.9275, loss_cls: 1.6498, loss: 1.6498 +2023-12-27 16:13:59,550 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 22:07:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6538, top5_acc: 0.9325, loss_cls: 1.6770, loss: 1.6770 +2023-12-27 16:14:22,200 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 22:06:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6312, top5_acc: 0.9263, loss_cls: 1.7260, loss: 1.7260 +2023-12-27 16:14:44,867 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 22:05:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6500, top5_acc: 0.9231, loss_cls: 1.6944, loss: 1.6944 +2023-12-27 16:15:07,467 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 22:05:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6562, top5_acc: 0.9325, loss_cls: 1.6809, loss: 1.6809 +2023-12-27 16:15:30,070 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 22:04:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6450, top5_acc: 0.9213, loss_cls: 1.7145, loss: 1.7145 +2023-12-27 16:15:52,689 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 22:03:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6431, top5_acc: 0.9375, loss_cls: 1.6566, loss: 1.6566 +2023-12-27 16:16:15,334 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 22:03:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6425, top5_acc: 0.9269, loss_cls: 1.6831, loss: 1.6831 +2023-12-27 16:16:37,956 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 22:02:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6519, top5_acc: 0.9150, loss_cls: 1.6625, loss: 1.6625 +2023-12-27 16:17:00,578 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 22:01:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6362, top5_acc: 0.9237, loss_cls: 1.6948, loss: 1.6948 +2023-12-27 16:17:23,253 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 22:01:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6750, top5_acc: 0.9331, loss_cls: 1.6474, loss: 1.6474 +2023-12-27 16:17:45,862 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 22:00:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6544, top5_acc: 0.9344, loss_cls: 1.6133, loss: 1.6133 +2023-12-27 16:18:08,353 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 21:59:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6650, top5_acc: 0.9287, loss_cls: 1.6471, loss: 1.6471 +2023-12-27 16:18:30,872 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 21:59:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6956, top5_acc: 0.9337, loss_cls: 1.5497, loss: 1.5497 +2023-12-27 16:18:53,563 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 21:58:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6813, top5_acc: 0.9475, loss_cls: 1.5110, loss: 1.5110 +2023-12-27 16:19:16,249 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 21:57:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6763, top5_acc: 0.9356, loss_cls: 1.5998, loss: 1.5998 +2023-12-27 16:19:38,886 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 21:57:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6781, top5_acc: 0.9363, loss_cls: 1.5549, loss: 1.5549 +2023-12-27 16:20:01,525 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 21:56:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6787, top5_acc: 0.9406, loss_cls: 1.5720, loss: 1.5720 +2023-12-27 16:20:24,122 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 21:56:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6744, top5_acc: 0.9344, loss_cls: 1.6124, loss: 1.6124 +2023-12-27 16:20:46,811 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 21:55:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.6600, top5_acc: 0.9369, loss_cls: 1.6131, loss: 1.6131 +2023-12-27 16:21:09,420 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 21:54:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6844, top5_acc: 0.9306, loss_cls: 1.5488, loss: 1.5488 +2023-12-27 16:21:31,973 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 21:54:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6725, top5_acc: 0.9437, loss_cls: 1.5472, loss: 1.5472 +2023-12-27 16:21:54,495 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 21:53:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6994, top5_acc: 0.9481, loss_cls: 1.4704, loss: 1.4704 +2023-12-27 16:22:06,935 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-27 16:23:34,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:23:34,469 - pyskl - INFO - +top1_acc 0.7483 +top5_acc 0.9681 +2023-12-27 16:23:34,473 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_3.pth was removed +2023-12-27 16:23:34,606 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-27 16:23:34,607 - pyskl - INFO - Best top1_acc is 0.7483 at 4 epoch. +2023-12-27 16:23:34,611 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7483, top5_acc: 0.9681 +2023-12-27 16:24:13,983 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 21:55:40, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.6931, top5_acc: 0.9381, loss_cls: 1.4813, loss: 1.4813 +2023-12-27 16:24:36,386 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 21:54:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6813, top5_acc: 0.9363, loss_cls: 1.5817, loss: 1.5817 +2023-12-27 16:24:59,035 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 21:54:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6806, top5_acc: 0.9406, loss_cls: 1.4929, loss: 1.4929 +2023-12-27 16:25:21,558 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 21:53:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6987, top5_acc: 0.9487, loss_cls: 1.4594, loss: 1.4594 +2023-12-27 16:25:44,016 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 21:53:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6713, top5_acc: 0.9419, loss_cls: 1.5755, loss: 1.5755 +2023-12-27 16:26:06,481 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 21:52:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6719, top5_acc: 0.9344, loss_cls: 1.5468, loss: 1.5468 +2023-12-27 16:26:28,973 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 21:51:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6837, top5_acc: 0.9413, loss_cls: 1.4931, loss: 1.4931 +2023-12-27 16:26:51,472 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 21:51:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6937, top5_acc: 0.9413, loss_cls: 1.4529, loss: 1.4529 +2023-12-27 16:27:13,968 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 21:50:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7019, top5_acc: 0.9394, loss_cls: 1.4817, loss: 1.4817 +2023-12-27 16:27:36,482 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 21:49:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6869, top5_acc: 0.9531, loss_cls: 1.4148, loss: 1.4148 +2023-12-27 16:27:58,997 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 21:49:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7119, top5_acc: 0.9431, loss_cls: 1.4370, loss: 1.4370 +2023-12-27 16:28:21,617 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 21:48:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.6844, top5_acc: 0.9344, loss_cls: 1.5465, loss: 1.5465 +2023-12-27 16:28:44,176 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 21:48:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7025, top5_acc: 0.9400, loss_cls: 1.4785, loss: 1.4785 +2023-12-27 16:29:06,699 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 21:47:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7119, top5_acc: 0.9406, loss_cls: 1.4827, loss: 1.4827 +2023-12-27 16:29:29,210 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 21:46:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6913, top5_acc: 0.9344, loss_cls: 1.5422, loss: 1.5422 +2023-12-27 16:29:51,648 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 21:46:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6894, top5_acc: 0.9337, loss_cls: 1.5312, loss: 1.5312 +2023-12-27 16:30:14,109 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 21:45:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6906, top5_acc: 0.9563, loss_cls: 1.4361, loss: 1.4361 +2023-12-27 16:30:36,571 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 21:45:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7312, top5_acc: 0.9550, loss_cls: 1.3203, loss: 1.3203 +2023-12-27 16:30:59,013 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 21:44:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.6925, top5_acc: 0.9356, loss_cls: 1.4825, loss: 1.4825 +2023-12-27 16:31:21,463 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 21:43:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7212, top5_acc: 0.9475, loss_cls: 1.3418, loss: 1.3418 +2023-12-27 16:31:43,947 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 21:43:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7188, top5_acc: 0.9419, loss_cls: 1.4001, loss: 1.4001 +2023-12-27 16:32:06,411 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 21:42:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9513, loss_cls: 1.4074, loss: 1.4074 +2023-12-27 16:32:28,893 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 21:42:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6869, top5_acc: 0.9425, loss_cls: 1.4918, loss: 1.4918 +2023-12-27 16:32:41,243 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-27 16:34:08,340 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:34:08,423 - pyskl - INFO - +top1_acc 0.7626 +top5_acc 0.9709 +2023-12-27 16:34:08,428 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_4.pth was removed +2023-12-27 16:34:08,569 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-27 16:34:08,569 - pyskl - INFO - Best top1_acc is 0.7626 at 5 epoch. +2023-12-27 16:34:08,573 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7626, top5_acc: 0.9709 +2023-12-27 16:34:47,469 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 21:43:17, time: 0.389, data_time: 0.164, memory: 6525, top1_acc: 0.7394, top5_acc: 0.9531, loss_cls: 1.3349, loss: 1.3349 +2023-12-27 16:35:09,920 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 21:42:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7094, top5_acc: 0.9475, loss_cls: 1.3438, loss: 1.3438 +2023-12-27 16:35:32,573 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 21:42:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9556, loss_cls: 1.3788, loss: 1.3788 +2023-12-27 16:35:55,220 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 21:41:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7188, top5_acc: 0.9587, loss_cls: 1.3528, loss: 1.3528 +2023-12-27 16:36:17,692 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 21:41:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7000, top5_acc: 0.9419, loss_cls: 1.4733, loss: 1.4733 +2023-12-27 16:36:40,217 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 21:40:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7231, top5_acc: 0.9494, loss_cls: 1.3460, loss: 1.3460 +2023-12-27 16:37:02,734 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 21:39:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7306, top5_acc: 0.9563, loss_cls: 1.3178, loss: 1.3178 +2023-12-27 16:37:25,273 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 21:39:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7137, top5_acc: 0.9556, loss_cls: 1.3373, loss: 1.3373 +2023-12-27 16:37:47,928 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 21:38:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7000, top5_acc: 0.9450, loss_cls: 1.4492, loss: 1.4492 +2023-12-27 16:38:10,594 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 21:38:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7044, top5_acc: 0.9313, loss_cls: 1.4414, loss: 1.4414 +2023-12-27 16:38:33,209 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 21:37:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7100, top5_acc: 0.9456, loss_cls: 1.4464, loss: 1.4464 +2023-12-27 16:38:55,667 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 21:37:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7056, top5_acc: 0.9569, loss_cls: 1.3672, loss: 1.3672 +2023-12-27 16:39:18,139 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 21:36:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7144, top5_acc: 0.9569, loss_cls: 1.3348, loss: 1.3348 +2023-12-27 16:39:40,646 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 21:36:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9581, loss_cls: 1.3261, loss: 1.3261 +2023-12-27 16:40:03,130 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 21:35:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7050, top5_acc: 0.9437, loss_cls: 1.4268, loss: 1.4268 +2023-12-27 16:40:25,610 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 21:35:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.6987, top5_acc: 0.9450, loss_cls: 1.4667, loss: 1.4667 +2023-12-27 16:40:48,135 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 21:34:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9569, loss_cls: 1.2750, loss: 1.2750 +2023-12-27 16:41:10,654 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 21:34:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 1.3510, loss: 1.3510 +2023-12-27 16:41:33,144 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 21:33:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9487, loss_cls: 1.3532, loss: 1.3532 +2023-12-27 16:41:55,662 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 21:32:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9469, loss_cls: 1.3464, loss: 1.3464 +2023-12-27 16:42:18,165 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 21:32:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7075, top5_acc: 0.9537, loss_cls: 1.3601, loss: 1.3601 +2023-12-27 16:42:40,710 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 21:31:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7119, top5_acc: 0.9469, loss_cls: 1.4001, loss: 1.4001 +2023-12-27 16:43:03,211 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 21:31:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9406, loss_cls: 1.3601, loss: 1.3601 +2023-12-27 16:43:15,614 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-27 16:44:42,645 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:44:42,728 - pyskl - INFO - +top1_acc 0.7707 +top5_acc 0.9707 +2023-12-27 16:44:42,733 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_5.pth was removed +2023-12-27 16:44:42,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-27 16:44:42,870 - pyskl - INFO - Best top1_acc is 0.7707 at 6 epoch. +2023-12-27 16:44:42,874 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7707, top5_acc: 0.9707 +2023-12-27 16:45:22,294 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 21:32:35, time: 0.394, data_time: 0.170, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9637, loss_cls: 1.2640, loss: 1.2640 +2023-12-27 16:45:44,705 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 21:32:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7144, top5_acc: 0.9531, loss_cls: 1.3302, loss: 1.3302 +2023-12-27 16:46:07,221 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 21:31:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7331, top5_acc: 0.9456, loss_cls: 1.3691, loss: 1.3691 +2023-12-27 16:46:29,735 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 21:30:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7175, top5_acc: 0.9531, loss_cls: 1.3475, loss: 1.3475 +2023-12-27 16:46:52,371 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 21:30:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9619, loss_cls: 1.2982, loss: 1.2982 +2023-12-27 16:47:14,828 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 21:29:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9569, loss_cls: 1.2976, loss: 1.2976 +2023-12-27 16:47:37,291 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 21:29:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9481, loss_cls: 1.3332, loss: 1.3332 +2023-12-27 16:47:59,779 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 21:28:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7181, top5_acc: 0.9556, loss_cls: 1.3000, loss: 1.3000 +2023-12-27 16:48:22,286 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 21:28:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.2745, loss: 1.2745 +2023-12-27 16:48:44,783 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 21:27:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9513, loss_cls: 1.2921, loss: 1.2921 +2023-12-27 16:49:07,324 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 21:27:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7288, top5_acc: 0.9481, loss_cls: 1.3406, loss: 1.3406 +2023-12-27 16:49:29,855 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 21:26:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7125, top5_acc: 0.9469, loss_cls: 1.3137, loss: 1.3137 +2023-12-27 16:49:52,357 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 21:26:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7244, top5_acc: 0.9494, loss_cls: 1.3227, loss: 1.3227 +2023-12-27 16:50:15,069 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 21:25:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7300, top5_acc: 0.9544, loss_cls: 1.2894, loss: 1.2894 +2023-12-27 16:50:37,695 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 21:25:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7206, top5_acc: 0.9513, loss_cls: 1.3243, loss: 1.3243 +2023-12-27 16:51:00,345 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 21:24:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7419, top5_acc: 0.9513, loss_cls: 1.2947, loss: 1.2947 +2023-12-27 16:51:23,019 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 21:24:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9494, loss_cls: 1.2721, loss: 1.2721 +2023-12-27 16:51:45,575 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 21:23:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7137, top5_acc: 0.9444, loss_cls: 1.3706, loss: 1.3706 +2023-12-27 16:52:08,125 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 21:23:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7256, top5_acc: 0.9487, loss_cls: 1.3262, loss: 1.3262 +2023-12-27 16:52:30,607 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 21:22:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7225, top5_acc: 0.9525, loss_cls: 1.3580, loss: 1.3580 +2023-12-27 16:52:53,086 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 21:22:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 1.2647, loss: 1.2647 +2023-12-27 16:53:15,596 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 21:21:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.2771, loss: 1.2771 +2023-12-27 16:53:38,127 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 21:21:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9531, loss_cls: 1.2882, loss: 1.2882 +2023-12-27 16:53:50,550 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-27 16:55:18,095 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:55:18,179 - pyskl - INFO - +top1_acc 0.7722 +top5_acc 0.9692 +2023-12-27 16:55:18,185 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_6.pth was removed +2023-12-27 16:55:18,322 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-27 16:55:18,323 - pyskl - INFO - Best top1_acc is 0.7722 at 7 epoch. +2023-12-27 16:55:18,328 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7722, top5_acc: 0.9692 +2023-12-27 16:55:57,953 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 21:22:29, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9513, loss_cls: 1.3224, loss: 1.3224 +2023-12-27 16:56:20,543 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 21:22:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9450, loss_cls: 1.3015, loss: 1.3015 +2023-12-27 16:56:43,101 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 21:21:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9669, loss_cls: 1.2067, loss: 1.2067 +2023-12-27 16:57:05,683 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 21:21:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9519, loss_cls: 1.2850, loss: 1.2850 +2023-12-27 16:57:28,339 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 21:20:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9575, loss_cls: 1.2297, loss: 1.2297 +2023-12-27 16:57:50,950 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 21:20:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7231, top5_acc: 0.9456, loss_cls: 1.3359, loss: 1.3359 +2023-12-27 16:58:13,746 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 21:19:43, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7350, top5_acc: 0.9569, loss_cls: 1.2797, loss: 1.2797 +2023-12-27 16:58:36,390 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 21:19:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9537, loss_cls: 1.2541, loss: 1.2541 +2023-12-27 16:58:59,125 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 21:18:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9531, loss_cls: 1.2631, loss: 1.2631 +2023-12-27 16:59:21,860 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 21:18:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9531, loss_cls: 1.2299, loss: 1.2299 +2023-12-27 16:59:44,509 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 21:17:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9594, loss_cls: 1.1859, loss: 1.1859 +2023-12-27 17:00:07,110 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 21:17:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9494, loss_cls: 1.3214, loss: 1.3214 +2023-12-27 17:00:29,637 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 21:17:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7294, top5_acc: 0.9425, loss_cls: 1.3493, loss: 1.3493 +2023-12-27 17:00:52,252 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 21:16:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 1.1911, loss: 1.1911 +2023-12-27 17:01:14,859 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 21:16:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9669, loss_cls: 1.1255, loss: 1.1255 +2023-12-27 17:01:37,346 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 21:15:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7325, top5_acc: 0.9656, loss_cls: 1.2533, loss: 1.2533 +2023-12-27 17:01:59,825 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 21:15:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7375, top5_acc: 0.9537, loss_cls: 1.2562, loss: 1.2562 +2023-12-27 17:02:22,267 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 21:14:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7381, top5_acc: 0.9663, loss_cls: 1.2379, loss: 1.2379 +2023-12-27 17:02:44,718 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 21:14:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9600, loss_cls: 1.2256, loss: 1.2256 +2023-12-27 17:03:07,149 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 21:13:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7431, top5_acc: 0.9594, loss_cls: 1.2281, loss: 1.2281 +2023-12-27 17:03:29,612 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 21:13:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9494, loss_cls: 1.2639, loss: 1.2639 +2023-12-27 17:03:52,126 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 21:12:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7362, top5_acc: 0.9550, loss_cls: 1.2710, loss: 1.2710 +2023-12-27 17:04:14,634 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 21:12:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7175, top5_acc: 0.9450, loss_cls: 1.3416, loss: 1.3416 +2023-12-27 17:04:26,997 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-27 17:05:54,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:05:54,359 - pyskl - INFO - +top1_acc 0.7852 +top5_acc 0.9753 +2023-12-27 17:05:54,363 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_7.pth was removed +2023-12-27 17:05:54,495 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-27 17:05:54,495 - pyskl - INFO - Best top1_acc is 0.7852 at 8 epoch. +2023-12-27 17:05:54,499 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7852, top5_acc: 0.9753 +2023-12-27 17:06:33,860 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 21:12:51, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9675, loss_cls: 1.1292, loss: 1.1292 +2023-12-27 17:06:56,402 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 21:12:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9550, loss_cls: 1.2042, loss: 1.2042 +2023-12-27 17:07:18,864 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 21:11:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7338, top5_acc: 0.9525, loss_cls: 1.2793, loss: 1.2793 +2023-12-27 17:07:41,395 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 21:11:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9537, loss_cls: 1.2269, loss: 1.2269 +2023-12-27 17:08:04,064 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 21:10:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9506, loss_cls: 1.2264, loss: 1.2264 +2023-12-27 17:08:26,797 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 21:10:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9544, loss_cls: 1.2197, loss: 1.2197 +2023-12-27 17:08:49,317 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 21:10:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9581, loss_cls: 1.2027, loss: 1.2027 +2023-12-27 17:09:11,847 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 21:09:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7388, top5_acc: 0.9606, loss_cls: 1.2363, loss: 1.2363 +2023-12-27 17:09:34,345 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 21:09:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7469, top5_acc: 0.9513, loss_cls: 1.2528, loss: 1.2528 +2023-12-27 17:09:56,843 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 21:08:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9594, loss_cls: 1.2302, loss: 1.2302 +2023-12-27 17:10:19,325 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 21:08:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 1.1805, loss: 1.1805 +2023-12-27 17:10:41,814 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 21:07:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7262, top5_acc: 0.9563, loss_cls: 1.2999, loss: 1.2999 +2023-12-27 17:11:04,323 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 21:07:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7556, top5_acc: 0.9519, loss_cls: 1.2191, loss: 1.2191 +2023-12-27 17:11:26,739 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 21:06:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 1.2292, loss: 1.2292 +2023-12-27 17:11:49,121 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 21:06:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9619, loss_cls: 1.1642, loss: 1.1642 +2023-12-27 17:12:11,522 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 21:05:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9506, loss_cls: 1.2241, loss: 1.2241 +2023-12-27 17:12:33,915 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 21:05:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7488, top5_acc: 0.9556, loss_cls: 1.2135, loss: 1.2135 +2023-12-27 17:12:56,315 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 21:04:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9600, loss_cls: 1.1811, loss: 1.1811 +2023-12-27 17:13:18,703 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 21:04:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9575, loss_cls: 1.1999, loss: 1.1999 +2023-12-27 17:13:41,111 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 21:03:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7588, top5_acc: 0.9563, loss_cls: 1.1883, loss: 1.1883 +2023-12-27 17:14:03,592 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 21:03:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9637, loss_cls: 1.1624, loss: 1.1624 +2023-12-27 17:14:26,235 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 21:02:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7456, top5_acc: 0.9600, loss_cls: 1.2231, loss: 1.2231 +2023-12-27 17:14:48,758 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 21:02:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7381, top5_acc: 0.9594, loss_cls: 1.2235, loss: 1.2235 +2023-12-27 17:15:01,161 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-27 17:16:28,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:16:28,889 - pyskl - INFO - +top1_acc 0.8009 +top5_acc 0.9788 +2023-12-27 17:16:28,893 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_8.pth was removed +2023-12-27 17:16:29,032 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-27 17:16:29,033 - pyskl - INFO - Best top1_acc is 0.8009 at 9 epoch. +2023-12-27 17:16:29,037 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.8009, top5_acc: 0.9788 +2023-12-27 17:17:08,366 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 21:02:54, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.7475, top5_acc: 0.9556, loss_cls: 1.2283, loss: 1.2283 +2023-12-27 17:17:30,772 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 21:02:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7525, top5_acc: 0.9613, loss_cls: 1.1931, loss: 1.1931 +2023-12-27 17:17:53,232 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 21:01:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9631, loss_cls: 1.1447, loss: 1.1447 +2023-12-27 17:18:15,691 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 21:01:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7381, top5_acc: 0.9537, loss_cls: 1.2480, loss: 1.2480 +2023-12-27 17:18:38,170 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 21:00:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9650, loss_cls: 1.1264, loss: 1.1264 +2023-12-27 17:19:00,655 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 21:00:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9694, loss_cls: 1.1535, loss: 1.1535 +2023-12-27 17:19:23,350 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 21:00:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9563, loss_cls: 1.2149, loss: 1.2149 +2023-12-27 17:19:45,820 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 20:59:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 1.1135, loss: 1.1135 +2023-12-27 17:20:08,298 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 20:59:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.1706, loss: 1.1706 +2023-12-27 17:20:30,810 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 20:58:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9663, loss_cls: 1.1338, loss: 1.1338 +2023-12-27 17:20:53,317 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 20:58:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9719, loss_cls: 1.1219, loss: 1.1219 +2023-12-27 17:21:15,821 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 20:57:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7431, top5_acc: 0.9688, loss_cls: 1.2051, loss: 1.2051 +2023-12-27 17:21:38,350 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 20:57:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9663, loss_cls: 1.1290, loss: 1.1290 +2023-12-27 17:22:00,794 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 20:56:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7269, top5_acc: 0.9575, loss_cls: 1.2724, loss: 1.2724 +2023-12-27 17:22:23,280 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 20:56:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9600, loss_cls: 1.1966, loss: 1.1966 +2023-12-27 17:22:45,791 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 20:55:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7281, top5_acc: 0.9637, loss_cls: 1.2206, loss: 1.2206 +2023-12-27 17:23:08,270 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 20:55:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9563, loss_cls: 1.1476, loss: 1.1476 +2023-12-27 17:23:30,781 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 20:55:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.1471, loss: 1.1471 +2023-12-27 17:23:53,236 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 20:54:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7606, top5_acc: 0.9731, loss_cls: 1.1083, loss: 1.1083 +2023-12-27 17:24:15,681 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 20:54:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9625, loss_cls: 1.1919, loss: 1.1919 +2023-12-27 17:24:38,140 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 20:53:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9606, loss_cls: 1.1328, loss: 1.1328 +2023-12-27 17:25:00,596 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 20:53:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7581, top5_acc: 0.9563, loss_cls: 1.1670, loss: 1.1670 +2023-12-27 17:25:23,240 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 20:52:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9606, loss_cls: 1.1513, loss: 1.1513 +2023-12-27 17:25:35,645 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-27 17:27:03,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:27:03,213 - pyskl - INFO - +top1_acc 0.7953 +top5_acc 0.9756 +2023-12-27 17:27:03,217 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.7953, top5_acc: 0.9756 +2023-12-27 17:27:43,110 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 20:53:18, time: 0.399, data_time: 0.174, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9581, loss_cls: 1.0903, loss: 1.0903 +2023-12-27 17:28:05,631 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 20:52:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9681, loss_cls: 1.1609, loss: 1.1609 +2023-12-27 17:28:28,179 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 20:52:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9613, loss_cls: 1.1295, loss: 1.1295 +2023-12-27 17:28:50,725 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 20:51:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 1.1780, loss: 1.1780 +2023-12-27 17:29:13,245 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 20:51:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 1.1023, loss: 1.1023 +2023-12-27 17:29:35,840 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 20:51:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7462, top5_acc: 0.9644, loss_cls: 1.1537, loss: 1.1537 +2023-12-27 17:29:58,430 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 20:50:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 1.1569, loss: 1.1569 +2023-12-27 17:30:20,975 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 20:50:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7444, top5_acc: 0.9669, loss_cls: 1.1538, loss: 1.1538 +2023-12-27 17:30:43,715 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 20:49:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9625, loss_cls: 1.1382, loss: 1.1382 +2023-12-27 17:31:06,373 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 20:49:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7619, top5_acc: 0.9637, loss_cls: 1.0945, loss: 1.0945 +2023-12-27 17:31:28,975 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 20:48:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9481, loss_cls: 1.2358, loss: 1.2358 +2023-12-27 17:31:51,552 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 20:48:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9587, loss_cls: 1.1492, loss: 1.1492 +2023-12-27 17:32:14,166 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 20:48:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7344, top5_acc: 0.9613, loss_cls: 1.1921, loss: 1.1921 +2023-12-27 17:32:36,792 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 20:47:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7356, top5_acc: 0.9444, loss_cls: 1.2427, loss: 1.2427 +2023-12-27 17:32:59,451 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 20:47:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9675, loss_cls: 1.0565, loss: 1.0565 +2023-12-27 17:33:22,279 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 20:46:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7544, top5_acc: 0.9544, loss_cls: 1.1549, loss: 1.1549 +2023-12-27 17:33:45,014 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 20:46:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9513, loss_cls: 1.2240, loss: 1.2240 +2023-12-27 17:34:07,594 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 20:46:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9613, loss_cls: 1.1223, loss: 1.1223 +2023-12-27 17:34:30,136 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 20:45:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9556, loss_cls: 1.1415, loss: 1.1415 +2023-12-27 17:34:52,680 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 20:45:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9706, loss_cls: 1.0530, loss: 1.0530 +2023-12-27 17:35:15,289 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 20:44:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9594, loss_cls: 1.1538, loss: 1.1538 +2023-12-27 17:35:37,965 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 20:44:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9688, loss_cls: 1.1458, loss: 1.1458 +2023-12-27 17:36:00,551 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 20:43:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7500, top5_acc: 0.9644, loss_cls: 1.1399, loss: 1.1399 +2023-12-27 17:36:12,981 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-27 17:37:40,328 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:37:40,410 - pyskl - INFO - +top1_acc 0.7833 +top5_acc 0.9761 +2023-12-27 17:37:40,414 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7833, top5_acc: 0.9761 +2023-12-27 17:38:19,623 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 20:44:12, time: 0.392, data_time: 0.168, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9556, loss_cls: 1.1007, loss: 1.1007 +2023-12-27 17:38:42,038 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 20:43:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9581, loss_cls: 1.0825, loss: 1.0825 +2023-12-27 17:39:04,603 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 20:43:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9619, loss_cls: 1.1044, loss: 1.1044 +2023-12-27 17:39:27,234 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 20:42:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9712, loss_cls: 1.0134, loss: 1.0134 +2023-12-27 17:39:49,894 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 20:42:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 1.0967, loss: 1.0967 +2023-12-27 17:40:12,475 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 20:42:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 1.0648, loss: 1.0648 +2023-12-27 17:40:35,025 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 20:41:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9606, loss_cls: 1.1383, loss: 1.1383 +2023-12-27 17:40:57,673 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 20:41:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7494, top5_acc: 0.9637, loss_cls: 1.1401, loss: 1.1401 +2023-12-27 17:41:20,231 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 20:40:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7519, top5_acc: 0.9594, loss_cls: 1.2100, loss: 1.2100 +2023-12-27 17:41:42,765 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 20:40:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9513, loss_cls: 1.1801, loss: 1.1801 +2023-12-27 17:42:05,271 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 20:39:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9619, loss_cls: 1.1259, loss: 1.1259 +2023-12-27 17:42:27,755 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 20:39:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9669, loss_cls: 1.1157, loss: 1.1157 +2023-12-27 17:42:50,267 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 20:38:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9481, loss_cls: 1.1833, loss: 1.1833 +2023-12-27 17:43:12,814 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 20:38:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7425, top5_acc: 0.9606, loss_cls: 1.2198, loss: 1.2198 +2023-12-27 17:43:35,356 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 20:38:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7625, top5_acc: 0.9581, loss_cls: 1.1116, loss: 1.1116 +2023-12-27 17:43:57,841 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 20:37:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9706, loss_cls: 1.0866, loss: 1.0866 +2023-12-27 17:44:20,331 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 20:37:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7506, top5_acc: 0.9537, loss_cls: 1.1689, loss: 1.1689 +2023-12-27 17:44:42,800 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 20:36:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7550, top5_acc: 0.9544, loss_cls: 1.1448, loss: 1.1448 +2023-12-27 17:45:05,282 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 20:36:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7712, top5_acc: 0.9675, loss_cls: 1.0901, loss: 1.0901 +2023-12-27 17:45:27,753 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 20:35:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9637, loss_cls: 1.1080, loss: 1.1080 +2023-12-27 17:45:50,268 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 20:35:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9663, loss_cls: 1.0924, loss: 1.0924 +2023-12-27 17:46:12,756 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 20:34:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9563, loss_cls: 1.0908, loss: 1.0908 +2023-12-27 17:46:35,244 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 20:34:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9600, loss_cls: 1.1612, loss: 1.1612 +2023-12-27 17:46:47,634 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-27 17:48:14,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:48:15,036 - pyskl - INFO - +top1_acc 0.8010 +top5_acc 0.9781 +2023-12-27 17:48:15,045 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_9.pth was removed +2023-12-27 17:48:15,187 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. +2023-12-27 17:48:15,187 - pyskl - INFO - Best top1_acc is 0.8010 at 12 epoch. +2023-12-27 17:48:15,194 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.8010, top5_acc: 0.9781 +2023-12-27 17:48:54,434 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 20:34:47, time: 0.392, data_time: 0.167, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9644, loss_cls: 1.0851, loss: 1.0851 +2023-12-27 17:49:16,885 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 20:34:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9613, loss_cls: 1.0915, loss: 1.0915 +2023-12-27 17:49:39,340 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 20:33:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9719, loss_cls: 1.0680, loss: 1.0680 +2023-12-27 17:50:01,809 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 20:33:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9681, loss_cls: 1.0985, loss: 1.0985 +2023-12-27 17:50:24,367 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 20:33:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9650, loss_cls: 1.1004, loss: 1.1004 +2023-12-27 17:50:46,933 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 20:32:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.0931, loss: 1.0931 +2023-12-27 17:51:09,525 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 20:32:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9625, loss_cls: 1.0466, loss: 1.0466 +2023-12-27 17:51:32,055 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 20:31:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 1.1464, loss: 1.1464 +2023-12-27 17:51:54,741 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 20:31:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7619, top5_acc: 0.9625, loss_cls: 1.1341, loss: 1.1341 +2023-12-27 17:52:17,286 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 20:30:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9587, loss_cls: 1.1101, loss: 1.1101 +2023-12-27 17:52:39,788 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 20:30:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9587, loss_cls: 1.1702, loss: 1.1702 +2023-12-27 17:53:02,373 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 20:30:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9694, loss_cls: 1.0675, loss: 1.0675 +2023-12-27 17:53:24,877 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 20:29:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7562, top5_acc: 0.9625, loss_cls: 1.1016, loss: 1.1016 +2023-12-27 17:53:47,375 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 20:29:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7512, top5_acc: 0.9569, loss_cls: 1.1665, loss: 1.1665 +2023-12-27 17:54:09,873 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 20:28:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9556, loss_cls: 1.1050, loss: 1.1050 +2023-12-27 17:54:32,386 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 20:28:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9663, loss_cls: 1.1532, loss: 1.1532 +2023-12-27 17:54:54,914 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 20:27:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 1.1133, loss: 1.1133 +2023-12-27 17:55:17,439 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 20:27:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 1.0729, loss: 1.0729 +2023-12-27 17:55:39,954 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 20:27:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9719, loss_cls: 1.0030, loss: 1.0030 +2023-12-27 17:56:02,408 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 20:26:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7481, top5_acc: 0.9581, loss_cls: 1.1656, loss: 1.1656 +2023-12-27 17:56:24,901 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 20:26:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 1.1902, loss: 1.1902 +2023-12-27 17:56:47,545 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 20:25:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9606, loss_cls: 1.1026, loss: 1.1026 +2023-12-27 17:57:10,224 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 20:25:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9681, loss_cls: 1.0254, loss: 1.0254 +2023-12-27 17:57:22,645 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-27 17:58:50,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:58:50,211 - pyskl - INFO - +top1_acc 0.8293 +top5_acc 0.9787 +2023-12-27 17:58:50,215 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_12.pth was removed +2023-12-27 17:58:50,348 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2023-12-27 17:58:50,349 - pyskl - INFO - Best top1_acc is 0.8293 at 13 epoch. +2023-12-27 17:58:50,353 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8293, top5_acc: 0.9787 +2023-12-27 17:59:29,339 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 20:25:26, time: 0.390, data_time: 0.165, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9669, loss_cls: 1.0724, loss: 1.0724 +2023-12-27 17:59:51,826 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 20:25:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 1.0611, loss: 1.0611 +2023-12-27 18:00:14,330 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 20:24:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 1.1091, loss: 1.1091 +2023-12-27 18:00:36,809 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 20:24:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 1.0460, loss: 1.0460 +2023-12-27 18:00:59,301 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 20:23:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9656, loss_cls: 1.0429, loss: 1.0429 +2023-12-27 18:01:21,861 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 20:23:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 1.0199, loss: 1.0199 +2023-12-27 18:01:44,417 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 20:22:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 1.0293, loss: 1.0293 +2023-12-27 18:02:06,919 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 20:22:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9600, loss_cls: 1.0271, loss: 1.0271 +2023-12-27 18:02:29,367 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 20:21:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7638, top5_acc: 0.9644, loss_cls: 1.1596, loss: 1.1596 +2023-12-27 18:02:51,883 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 20:21:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7538, top5_acc: 0.9594, loss_cls: 1.1925, loss: 1.1925 +2023-12-27 18:03:14,451 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 20:21:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9637, loss_cls: 1.1011, loss: 1.1011 +2023-12-27 18:03:37,037 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 20:20:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9569, loss_cls: 1.1280, loss: 1.1280 +2023-12-27 18:03:59,668 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 20:20:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7631, top5_acc: 0.9706, loss_cls: 1.1129, loss: 1.1129 +2023-12-27 18:04:22,274 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 20:19:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9637, loss_cls: 1.0937, loss: 1.0937 +2023-12-27 18:04:44,893 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 20:19:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9625, loss_cls: 1.1290, loss: 1.1290 +2023-12-27 18:05:07,503 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 20:19:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9675, loss_cls: 1.0717, loss: 1.0717 +2023-12-27 18:05:30,068 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 20:18:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7594, top5_acc: 0.9637, loss_cls: 1.1029, loss: 1.1029 +2023-12-27 18:05:52,657 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 20:18:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7656, top5_acc: 0.9575, loss_cls: 1.1719, loss: 1.1719 +2023-12-27 18:06:15,250 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 20:17:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7531, top5_acc: 0.9600, loss_cls: 1.1483, loss: 1.1483 +2023-12-27 18:06:37,781 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 20:17:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9694, loss_cls: 1.0587, loss: 1.0587 +2023-12-27 18:07:00,371 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 20:16:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9631, loss_cls: 1.0021, loss: 1.0021 +2023-12-27 18:07:22,874 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 20:16:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9669, loss_cls: 1.0155, loss: 1.0155 +2023-12-27 18:07:45,315 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 20:16:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 1.0475, loss: 1.0475 +2023-12-27 18:07:57,671 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-27 18:09:25,121 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:09:25,203 - pyskl - INFO - +top1_acc 0.8032 +top5_acc 0.9794 +2023-12-27 18:09:25,207 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.8032, top5_acc: 0.9794 +2023-12-27 18:10:05,233 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 20:16:21, time: 0.400, data_time: 0.175, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9694, loss_cls: 1.0430, loss: 1.0430 +2023-12-27 18:10:27,687 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 20:15:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9688, loss_cls: 1.0715, loss: 1.0715 +2023-12-27 18:10:50,312 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 20:15:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9700, loss_cls: 1.0337, loss: 1.0337 +2023-12-27 18:11:12,861 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 20:15:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9606, loss_cls: 1.0329, loss: 1.0329 +2023-12-27 18:11:35,386 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 20:14:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 1.1090, loss: 1.1090 +2023-12-27 18:11:58,010 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 20:14:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9600, loss_cls: 1.0605, loss: 1.0605 +2023-12-27 18:12:20,542 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 20:13:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 1.1083, loss: 1.1083 +2023-12-27 18:12:43,279 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 20:13:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 1.0890, loss: 1.0890 +2023-12-27 18:13:06,058 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 20:13:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 1.1103, loss: 1.1103 +2023-12-27 18:13:28,623 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 20:12:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9663, loss_cls: 1.0276, loss: 1.0276 +2023-12-27 18:13:51,295 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 20:12:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9700, loss_cls: 1.0210, loss: 1.0210 +2023-12-27 18:14:13,838 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 20:11:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9625, loss_cls: 1.0989, loss: 1.0989 +2023-12-27 18:14:36,367 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 20:11:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9681, loss_cls: 1.0638, loss: 1.0638 +2023-12-27 18:14:58,890 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 20:10:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7575, top5_acc: 0.9644, loss_cls: 1.1082, loss: 1.1082 +2023-12-27 18:15:21,427 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 20:10:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7675, top5_acc: 0.9594, loss_cls: 1.1006, loss: 1.1006 +2023-12-27 18:15:43,983 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 20:10:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7569, top5_acc: 0.9537, loss_cls: 1.1451, loss: 1.1451 +2023-12-27 18:16:06,480 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 20:09:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9688, loss_cls: 1.0210, loss: 1.0210 +2023-12-27 18:16:29,012 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 20:09:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9694, loss_cls: 0.9959, loss: 0.9959 +2023-12-27 18:16:51,555 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 20:08:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9681, loss_cls: 1.0909, loss: 1.0909 +2023-12-27 18:17:14,111 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 20:08:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7706, top5_acc: 0.9731, loss_cls: 1.0457, loss: 1.0457 +2023-12-27 18:17:36,671 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 20:08:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9650, loss_cls: 1.0337, loss: 1.0337 +2023-12-27 18:17:59,188 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 20:07:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 1.0546, loss: 1.0546 +2023-12-27 18:18:21,666 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 20:07:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9600, loss_cls: 1.0701, loss: 1.0701 +2023-12-27 18:18:34,007 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-27 18:20:01,488 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:20:01,570 - pyskl - INFO - +top1_acc 0.7828 +top5_acc 0.9736 +2023-12-27 18:20:01,574 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.7828, top5_acc: 0.9736 +2023-12-27 18:20:41,354 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 20:07:19, time: 0.398, data_time: 0.173, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.9125, loss: 0.9125 +2023-12-27 18:21:03,953 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 20:06:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 1.0318, loss: 1.0318 +2023-12-27 18:21:26,489 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 20:06:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9587, loss_cls: 1.0980, loss: 1.0980 +2023-12-27 18:21:49,053 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 20:06:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9669, loss_cls: 1.0591, loss: 1.0591 +2023-12-27 18:22:11,567 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 20:05:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 1.0652, loss: 1.0652 +2023-12-27 18:22:34,047 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 20:05:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9637, loss_cls: 1.0216, loss: 1.0216 +2023-12-27 18:22:56,632 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 20:04:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 1.0151, loss: 1.0151 +2023-12-27 18:23:19,200 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 20:04:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 1.0545, loss: 1.0545 +2023-12-27 18:23:41,735 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 20:03:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9700, loss_cls: 1.0163, loss: 1.0163 +2023-12-27 18:24:04,280 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 20:03:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9712, loss_cls: 0.9855, loss: 0.9855 +2023-12-27 18:24:26,952 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 20:03:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9706, loss_cls: 1.0314, loss: 1.0314 +2023-12-27 18:24:49,535 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 20:02:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9569, loss_cls: 1.0883, loss: 1.0883 +2023-12-27 18:25:12,091 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 20:02:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 1.0322, loss: 1.0322 +2023-12-27 18:25:34,613 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 20:01:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9675, loss_cls: 1.0121, loss: 1.0121 +2023-12-27 18:25:57,097 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 20:01:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 1.0451, loss: 1.0451 +2023-12-27 18:26:19,598 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 20:01:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9625, loss_cls: 1.0780, loss: 1.0780 +2023-12-27 18:26:42,066 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 20:00:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9637, loss_cls: 1.0747, loss: 1.0747 +2023-12-27 18:27:04,560 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 20:00:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9694, loss_cls: 1.0132, loss: 1.0132 +2023-12-27 18:27:27,052 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 19:59:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 1.0166, loss: 1.0166 +2023-12-27 18:27:49,645 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 19:59:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9600, loss_cls: 1.0289, loss: 1.0289 +2023-12-27 18:28:12,098 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 19:58:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9619, loss_cls: 1.0410, loss: 1.0410 +2023-12-27 18:28:34,633 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 19:58:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9656, loss_cls: 1.0971, loss: 1.0971 +2023-12-27 18:28:57,170 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 19:58:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9619, loss_cls: 1.0485, loss: 1.0485 +2023-12-27 18:29:09,669 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-27 18:30:36,937 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:30:37,022 - pyskl - INFO - +top1_acc 0.8318 +top5_acc 0.9825 +2023-12-27 18:30:37,026 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_13.pth was removed +2023-12-27 18:30:37,165 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-27 18:30:37,166 - pyskl - INFO - Best top1_acc is 0.8318 at 16 epoch. +2023-12-27 18:30:37,170 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8318, top5_acc: 0.9825 +2023-12-27 18:31:16,841 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 19:58:12, time: 0.397, data_time: 0.171, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 0.9711, loss: 0.9711 +2023-12-27 18:31:39,357 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 19:57:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7750, top5_acc: 0.9700, loss_cls: 1.0336, loss: 1.0336 +2023-12-27 18:32:01,855 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 19:57:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9731, loss_cls: 1.0007, loss: 1.0007 +2023-12-27 18:32:24,357 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 19:56:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 1.0309, loss: 1.0309 +2023-12-27 18:32:46,870 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 19:56:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 0.9522, loss: 0.9522 +2023-12-27 18:33:09,359 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 19:56:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 1.0651, loss: 1.0651 +2023-12-27 18:33:31,855 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 19:55:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9675, loss_cls: 0.9902, loss: 0.9902 +2023-12-27 18:33:54,339 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 19:55:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9706, loss_cls: 0.9757, loss: 0.9757 +2023-12-27 18:34:17,131 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 19:54:51, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9663, loss_cls: 1.0227, loss: 1.0227 +2023-12-27 18:34:39,823 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 19:54:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9656, loss_cls: 1.0568, loss: 1.0568 +2023-12-27 18:35:02,440 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 19:54:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7688, top5_acc: 0.9644, loss_cls: 1.0656, loss: 1.0656 +2023-12-27 18:35:25,018 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 19:53:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.0403, loss: 1.0403 +2023-12-27 18:35:47,550 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 19:53:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9725, loss_cls: 1.0760, loss: 1.0760 +2023-12-27 18:36:10,121 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 19:52:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 1.0372, loss: 1.0372 +2023-12-27 18:36:32,795 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 19:52:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 1.0073, loss: 1.0073 +2023-12-27 18:36:55,305 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 19:52:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9663, loss_cls: 1.0138, loss: 1.0138 +2023-12-27 18:37:17,857 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 19:51:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9750, loss_cls: 0.9759, loss: 0.9759 +2023-12-27 18:37:40,450 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 19:51:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9663, loss_cls: 1.0341, loss: 1.0341 +2023-12-27 18:38:03,014 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 19:50:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9725, loss_cls: 0.9662, loss: 0.9662 +2023-12-27 18:38:25,511 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 19:50:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9619, loss_cls: 1.0425, loss: 1.0425 +2023-12-27 18:38:48,316 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 19:49:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9669, loss_cls: 1.0209, loss: 1.0209 +2023-12-27 18:39:10,989 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 19:49:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 1.0211, loss: 1.0211 +2023-12-27 18:39:33,634 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 19:49:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9625, loss_cls: 1.0815, loss: 1.0815 +2023-12-27 18:39:46,058 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-27 18:41:13,795 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:41:13,878 - pyskl - INFO - +top1_acc 0.8240 +top5_acc 0.9800 +2023-12-27 18:41:13,883 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.8240, top5_acc: 0.9800 +2023-12-27 18:41:53,270 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 19:49:11, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9675, loss_cls: 1.0023, loss: 1.0023 +2023-12-27 18:42:15,774 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 19:48:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 1.0083, loss: 1.0083 +2023-12-27 18:42:38,343 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 19:48:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9644, loss_cls: 1.0788, loss: 1.0788 +2023-12-27 18:43:00,957 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 19:47:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 1.0273, loss: 1.0273 +2023-12-27 18:43:23,512 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 19:47:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9675, loss_cls: 1.0149, loss: 1.0149 +2023-12-27 18:43:46,052 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 19:47:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.9344, loss: 0.9344 +2023-12-27 18:44:08,523 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 19:46:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 0.9771, loss: 0.9771 +2023-12-27 18:44:31,057 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 19:46:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9631, loss_cls: 1.0123, loss: 1.0123 +2023-12-27 18:44:53,715 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 19:45:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9756, loss_cls: 0.9330, loss: 0.9330 +2023-12-27 18:45:16,243 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 19:45:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9637, loss_cls: 1.0187, loss: 1.0187 +2023-12-27 18:45:39,049 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 19:45:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9606, loss_cls: 1.0470, loss: 1.0470 +2023-12-27 18:46:01,712 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 19:44:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 0.9779, loss: 0.9779 +2023-12-27 18:46:24,358 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 19:44:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9719, loss_cls: 0.9246, loss: 0.9246 +2023-12-27 18:46:46,881 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 19:43:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9694, loss_cls: 1.0232, loss: 1.0232 +2023-12-27 18:47:09,436 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 19:43:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9619, loss_cls: 1.0482, loss: 1.0482 +2023-12-27 18:47:31,972 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 19:43:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9644, loss_cls: 1.0092, loss: 1.0092 +2023-12-27 18:47:54,524 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 19:42:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.9858, loss: 0.9858 +2023-12-27 18:48:17,077 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 19:42:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9700, loss_cls: 0.9629, loss: 0.9629 +2023-12-27 18:48:39,646 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 19:41:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 1.0562, loss: 1.0562 +2023-12-27 18:49:02,260 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 19:41:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7694, top5_acc: 0.9719, loss_cls: 1.0549, loss: 1.0549 +2023-12-27 18:49:24,782 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 19:41:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9688, loss_cls: 0.9752, loss: 0.9752 +2023-12-27 18:49:47,352 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 19:40:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9719, loss_cls: 1.0066, loss: 1.0066 +2023-12-27 18:50:09,923 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 19:40:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9663, loss_cls: 0.9891, loss: 0.9891 +2023-12-27 18:50:22,337 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-27 18:51:49,803 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:51:49,887 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9787 +2023-12-27 18:51:49,892 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8063, top5_acc: 0.9787 +2023-12-27 18:52:29,367 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 19:40:10, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.7725, top5_acc: 0.9656, loss_cls: 1.0487, loss: 1.0487 +2023-12-27 18:52:51,808 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 19:39:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.9316, loss: 0.9316 +2023-12-27 18:53:14,265 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 19:39:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9637, loss_cls: 0.9954, loss: 0.9954 +2023-12-27 18:53:36,757 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 19:38:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 1.0191, loss: 1.0191 +2023-12-27 18:53:59,268 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 19:38:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9656, loss_cls: 1.0620, loss: 1.0620 +2023-12-27 18:54:21,795 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 19:38:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 0.9887, loss: 0.9887 +2023-12-27 18:54:44,349 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 19:37:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 1.0047, loss: 1.0047 +2023-12-27 18:55:06,968 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 19:37:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9669, loss_cls: 1.0358, loss: 1.0358 +2023-12-27 18:55:29,617 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 19:36:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9675, loss_cls: 0.9749, loss: 0.9749 +2023-12-27 18:55:52,216 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 19:36:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9719, loss_cls: 1.0153, loss: 1.0153 +2023-12-27 18:56:14,864 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 19:36:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9694, loss_cls: 0.9960, loss: 0.9960 +2023-12-27 18:56:37,517 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 19:35:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 0.9606, loss: 0.9606 +2023-12-27 18:57:00,097 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 19:35:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.9529, loss: 0.9529 +2023-12-27 18:57:22,662 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 19:34:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9650, loss_cls: 0.9668, loss: 0.9668 +2023-12-27 18:57:45,210 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 19:34:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7650, top5_acc: 0.9669, loss_cls: 1.0588, loss: 1.0588 +2023-12-27 18:58:07,754 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 19:34:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7856, top5_acc: 0.9694, loss_cls: 0.9982, loss: 0.9982 +2023-12-27 18:58:30,260 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 19:33:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9712, loss_cls: 0.9727, loss: 0.9727 +2023-12-27 18:58:52,781 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 19:33:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9675, loss_cls: 0.9964, loss: 0.9964 +2023-12-27 18:59:15,306 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 19:32:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7788, top5_acc: 0.9712, loss_cls: 1.0596, loss: 1.0596 +2023-12-27 18:59:37,797 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 19:32:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9744, loss_cls: 0.9835, loss: 0.9835 +2023-12-27 19:00:00,257 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 19:31:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 0.9997, loss: 0.9997 +2023-12-27 19:00:22,741 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 19:31:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9669, loss_cls: 1.0657, loss: 1.0657 +2023-12-27 19:00:45,203 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 19:31:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9669, loss_cls: 0.9962, loss: 0.9962 +2023-12-27 19:00:57,591 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-27 19:02:24,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:02:25,029 - pyskl - INFO - +top1_acc 0.8300 +top5_acc 0.9820 +2023-12-27 19:02:25,033 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8300, top5_acc: 0.9820 +2023-12-27 19:03:04,663 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 19:31:06, time: 0.396, data_time: 0.170, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 0.9848, loss: 0.9848 +2023-12-27 19:03:27,156 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 19:30:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9725, loss_cls: 0.9465, loss: 0.9465 +2023-12-27 19:03:49,653 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 19:30:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9694, loss_cls: 1.0031, loss: 1.0031 +2023-12-27 19:04:12,185 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 19:29:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9775, loss_cls: 0.9432, loss: 0.9432 +2023-12-27 19:04:34,656 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 19:29:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.9695, loss: 0.9695 +2023-12-27 19:04:57,135 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 19:29:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.9768, loss: 0.9768 +2023-12-27 19:05:19,740 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 19:28:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9650, loss_cls: 0.9200, loss: 0.9200 +2023-12-27 19:05:42,240 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 19:28:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.8968, loss: 0.8968 +2023-12-27 19:06:04,690 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 19:27:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7662, top5_acc: 0.9587, loss_cls: 1.0960, loss: 1.0960 +2023-12-27 19:06:27,395 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 19:27:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7756, top5_acc: 0.9656, loss_cls: 1.0257, loss: 1.0257 +2023-12-27 19:06:50,047 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 19:27:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9688, loss_cls: 0.9848, loss: 0.9848 +2023-12-27 19:07:12,661 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 19:26:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9712, loss_cls: 0.9962, loss: 0.9962 +2023-12-27 19:07:35,337 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 19:26:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.9883, loss: 0.9883 +2023-12-27 19:07:57,849 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 19:25:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9694, loss_cls: 0.9400, loss: 0.9400 +2023-12-27 19:08:20,370 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 19:25:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9725, loss_cls: 1.0143, loss: 1.0143 +2023-12-27 19:08:42,859 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 19:24:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 0.9703, loss: 0.9703 +2023-12-27 19:09:05,346 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 19:24:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 0.9673, loss: 0.9673 +2023-12-27 19:09:27,865 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 19:24:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9656, loss_cls: 1.0067, loss: 1.0067 +2023-12-27 19:09:50,342 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 19:23:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7612, top5_acc: 0.9600, loss_cls: 1.0707, loss: 1.0707 +2023-12-27 19:10:12,820 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 19:23:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9706, loss_cls: 0.9320, loss: 0.9320 +2023-12-27 19:10:35,433 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 19:22:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9725, loss_cls: 1.0190, loss: 1.0190 +2023-12-27 19:10:58,005 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 19:22:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 1.0044, loss: 1.0044 +2023-12-27 19:11:20,560 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 19:22:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7769, top5_acc: 0.9644, loss_cls: 1.0220, loss: 1.0220 +2023-12-27 19:11:32,969 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-27 19:13:00,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:13:00,709 - pyskl - INFO - +top1_acc 0.8275 +top5_acc 0.9811 +2023-12-27 19:13:00,713 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8275, top5_acc: 0.9811 +2023-12-27 19:13:39,703 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 19:21:58, time: 0.390, data_time: 0.165, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.9445, loss: 0.9445 +2023-12-27 19:14:02,112 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 19:21:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9675, loss_cls: 1.0084, loss: 1.0084 +2023-12-27 19:14:24,512 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 19:21:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 0.9468, loss: 0.9468 +2023-12-27 19:14:46,977 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 19:20:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9613, loss_cls: 1.0705, loss: 1.0705 +2023-12-27 19:15:09,475 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 19:20:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 0.9752, loss: 0.9752 +2023-12-27 19:15:31,945 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 19:19:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9719, loss_cls: 0.9456, loss: 0.9456 +2023-12-27 19:15:54,362 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 19:19:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7775, top5_acc: 0.9688, loss_cls: 0.9863, loss: 0.9863 +2023-12-27 19:16:16,803 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 19:19:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7819, top5_acc: 0.9631, loss_cls: 1.0454, loss: 1.0454 +2023-12-27 19:16:39,251 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 19:18:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9700, loss_cls: 0.9656, loss: 0.9656 +2023-12-27 19:17:01,667 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 19:18:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 0.9212, loss: 0.9212 +2023-12-27 19:17:24,255 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 19:17:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 0.9451, loss: 0.9451 +2023-12-27 19:17:46,802 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 19:17:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9681, loss_cls: 1.0132, loss: 1.0132 +2023-12-27 19:18:09,329 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 19:17:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.9409, loss: 0.9409 +2023-12-27 19:18:31,847 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 19:16:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9731, loss_cls: 0.9273, loss: 0.9273 +2023-12-27 19:18:54,521 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 19:16:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 1.0055, loss: 1.0055 +2023-12-27 19:19:17,186 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 19:15:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 0.9515, loss: 0.9515 +2023-12-27 19:19:39,734 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 19:15:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 1.0255, loss: 1.0255 +2023-12-27 19:20:02,286 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 19:14:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7731, top5_acc: 0.9637, loss_cls: 1.0582, loss: 1.0582 +2023-12-27 19:20:24,839 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 19:14:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9744, loss_cls: 0.9261, loss: 0.9261 +2023-12-27 19:20:47,379 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 19:14:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.9461, loss: 0.9461 +2023-12-27 19:21:09,882 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 19:13:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 1.0052, loss: 1.0052 +2023-12-27 19:21:32,432 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 19:13:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 1.0610, loss: 1.0610 +2023-12-27 19:21:54,908 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 19:12:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7600, top5_acc: 0.9600, loss_cls: 1.1125, loss: 1.1125 +2023-12-27 19:22:07,381 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-27 19:23:34,650 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:23:34,732 - pyskl - INFO - +top1_acc 0.8106 +top5_acc 0.9812 +2023-12-27 19:23:34,736 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8106, top5_acc: 0.9812 +2023-12-27 19:24:14,339 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 19:12:51, time: 0.396, data_time: 0.170, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 0.9821, loss: 0.9821 +2023-12-27 19:24:36,880 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 19:12:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7794, top5_acc: 0.9637, loss_cls: 1.0232, loss: 1.0232 +2023-12-27 19:24:59,497 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 19:12:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9669, loss_cls: 0.8977, loss: 0.8977 +2023-12-27 19:25:22,016 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 19:11:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9650, loss_cls: 1.0112, loss: 1.0112 +2023-12-27 19:25:44,463 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 19:11:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 0.9476, loss: 0.9476 +2023-12-27 19:26:06,973 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 19:10:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 1.0142, loss: 1.0142 +2023-12-27 19:26:29,558 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 19:10:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.9159, loss: 0.9159 +2023-12-27 19:26:52,156 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 19:10:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9681, loss_cls: 0.9619, loss: 0.9619 +2023-12-27 19:27:14,783 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 19:09:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 0.9857, loss: 0.9857 +2023-12-27 19:27:37,412 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 19:09:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9712, loss_cls: 0.8964, loss: 0.8964 +2023-12-27 19:27:59,988 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 19:08:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9706, loss_cls: 0.9952, loss: 0.9952 +2023-12-27 19:28:22,671 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 19:08:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9606, loss_cls: 0.9916, loss: 0.9916 +2023-12-27 19:28:45,161 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 19:08:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.9965, loss: 0.9965 +2023-12-27 19:29:07,643 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 19:07:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.9116, loss: 0.9116 +2023-12-27 19:29:30,103 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 19:07:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.9526, loss: 0.9526 +2023-12-27 19:29:52,774 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 19:06:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.9957, loss: 0.9957 +2023-12-27 19:30:15,376 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 19:06:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 0.9620, loss: 0.9620 +2023-12-27 19:30:37,991 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 19:06:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.9067, loss: 0.9067 +2023-12-27 19:31:00,523 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 19:05:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 1.0029, loss: 1.0029 +2023-12-27 19:31:23,050 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 19:05:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 1.0689, loss: 1.0689 +2023-12-27 19:31:45,556 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 19:04:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9631, loss_cls: 1.0391, loss: 1.0391 +2023-12-27 19:32:08,122 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 19:04:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9688, loss_cls: 0.9989, loss: 0.9989 +2023-12-27 19:32:30,668 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 19:04:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.9507, loss: 0.9507 +2023-12-27 19:32:43,119 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-27 19:34:10,600 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:34:10,683 - pyskl - INFO - +top1_acc 0.8101 +top5_acc 0.9824 +2023-12-27 19:34:10,688 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.8101, top5_acc: 0.9824 +2023-12-27 19:34:50,073 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 19:03:51, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 0.9651, loss: 0.9651 +2023-12-27 19:35:12,630 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 19:03:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.9330, loss: 0.9330 +2023-12-27 19:35:35,165 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 19:03:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.8817, loss: 0.8817 +2023-12-27 19:35:57,727 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 19:02:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9688, loss_cls: 0.9651, loss: 0.9651 +2023-12-27 19:36:20,316 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 19:02:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9650, loss_cls: 0.9712, loss: 0.9712 +2023-12-27 19:36:42,894 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 19:01:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.9071, loss: 0.9071 +2023-12-27 19:37:05,406 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 19:01:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9625, loss_cls: 0.9599, loss: 0.9599 +2023-12-27 19:37:27,894 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 19:01:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.8942, loss: 0.8942 +2023-12-27 19:37:50,367 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 19:00:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9706, loss_cls: 0.8920, loss: 0.8920 +2023-12-27 19:38:12,835 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 19:00:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9706, loss_cls: 0.9001, loss: 0.9001 +2023-12-27 19:38:35,380 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 18:59:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 1.0067, loss: 1.0067 +2023-12-27 19:38:58,002 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 18:59:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9663, loss_cls: 0.9964, loss: 0.9964 +2023-12-27 19:39:20,591 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 18:59:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9656, loss_cls: 0.9892, loss: 0.9892 +2023-12-27 19:39:43,183 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 18:58:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.9333, loss: 0.9333 +2023-12-27 19:40:05,789 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 18:58:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9681, loss_cls: 0.9210, loss: 0.9210 +2023-12-27 19:40:28,331 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 18:57:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9688, loss_cls: 0.9685, loss: 0.9685 +2023-12-27 19:40:50,997 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 18:57:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 0.9864, loss: 0.9864 +2023-12-27 19:41:13,498 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 18:57:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.9285, loss: 0.9285 +2023-12-27 19:41:36,040 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 18:56:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7762, top5_acc: 0.9681, loss_cls: 1.0391, loss: 1.0391 +2023-12-27 19:41:58,555 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 18:56:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9712, loss_cls: 0.9563, loss: 0.9563 +2023-12-27 19:42:21,054 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 18:55:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9644, loss_cls: 1.0323, loss: 1.0323 +2023-12-27 19:42:43,725 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 18:55:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7806, top5_acc: 0.9594, loss_cls: 1.0331, loss: 1.0331 +2023-12-27 19:43:06,363 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 18:55:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9719, loss_cls: 0.9661, loss: 0.9661 +2023-12-27 19:43:18,877 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-27 19:44:46,271 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:44:46,352 - pyskl - INFO - +top1_acc 0.7388 +top5_acc 0.9586 +2023-12-27 19:44:46,357 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.7388, top5_acc: 0.9586 +2023-12-27 19:45:25,570 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 18:54:50, time: 0.392, data_time: 0.167, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.9288, loss: 0.9288 +2023-12-27 19:45:48,109 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 18:54:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8638, loss: 0.8638 +2023-12-27 19:46:10,637 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 18:54:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 0.9688, loss: 0.9688 +2023-12-27 19:46:33,334 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 18:53:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.9607, loss: 0.9607 +2023-12-27 19:46:55,955 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 18:53:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9794, loss_cls: 0.9336, loss: 0.9336 +2023-12-27 19:47:18,501 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 18:52:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9719, loss_cls: 0.9495, loss: 0.9495 +2023-12-27 19:47:41,049 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 18:52:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7825, top5_acc: 0.9650, loss_cls: 1.0058, loss: 1.0058 +2023-12-27 19:48:03,720 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 18:52:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9756, loss_cls: 0.9563, loss: 0.9563 +2023-12-27 19:48:26,279 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 18:51:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.9384, loss: 0.9384 +2023-12-27 19:48:48,829 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 18:51:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9750, loss_cls: 0.9671, loss: 0.9671 +2023-12-27 19:49:11,378 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 18:50:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9738, loss_cls: 0.9396, loss: 0.9396 +2023-12-27 19:49:33,892 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 18:50:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9675, loss_cls: 0.9308, loss: 0.9308 +2023-12-27 19:49:56,398 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 18:50:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9669, loss_cls: 0.9603, loss: 0.9603 +2023-12-27 19:50:18,845 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 18:49:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9644, loss_cls: 0.9698, loss: 0.9698 +2023-12-27 19:50:41,325 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 18:49:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9794, loss_cls: 0.8906, loss: 0.8906 +2023-12-27 19:51:03,787 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 18:48:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7869, top5_acc: 0.9675, loss_cls: 0.9545, loss: 0.9545 +2023-12-27 19:51:26,382 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 18:48:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 1.0568, loss: 1.0568 +2023-12-27 19:51:49,046 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 18:48:01, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9663, loss_cls: 0.9557, loss: 0.9557 +2023-12-27 19:52:11,571 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 18:47:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7844, top5_acc: 0.9706, loss_cls: 0.9780, loss: 0.9780 +2023-12-27 19:52:34,206 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 18:47:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9644, loss_cls: 0.9252, loss: 0.9252 +2023-12-27 19:52:56,906 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 18:46:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.9062, loss: 0.9062 +2023-12-27 19:53:19,573 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 18:46:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 0.9587, loss: 0.9587 +2023-12-27 19:53:42,206 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 18:46:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7700, top5_acc: 0.9619, loss_cls: 1.0729, loss: 1.0729 +2023-12-27 19:53:54,655 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-27 19:55:21,897 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:55:21,978 - pyskl - INFO - +top1_acc 0.8255 +top5_acc 0.9806 +2023-12-27 19:55:21,983 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8255, top5_acc: 0.9806 +2023-12-27 19:56:01,327 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 18:45:52, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.8698, loss: 0.8698 +2023-12-27 19:56:23,801 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 18:45:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9756, loss_cls: 0.8690, loss: 0.8690 +2023-12-27 19:56:46,290 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 18:45:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9706, loss_cls: 0.9589, loss: 0.9589 +2023-12-27 19:57:08,751 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 18:44:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.8910, loss: 0.8910 +2023-12-27 19:57:31,323 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 18:44:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9694, loss_cls: 0.9516, loss: 0.9516 +2023-12-27 19:57:53,774 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 18:43:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9769, loss_cls: 0.8834, loss: 0.8834 +2023-12-27 19:58:16,226 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 18:43:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9769, loss_cls: 0.9101, loss: 0.9101 +2023-12-27 19:58:38,766 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 18:43:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.8993, loss: 0.8993 +2023-12-27 19:59:01,296 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 18:42:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 1.0048, loss: 1.0048 +2023-12-27 19:59:23,872 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 18:42:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9738, loss_cls: 0.9453, loss: 0.9453 +2023-12-27 19:59:46,389 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 18:41:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9663, loss_cls: 0.9487, loss: 0.9487 +2023-12-27 20:00:08,948 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 18:41:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 0.8875, loss: 0.8875 +2023-12-27 20:00:31,515 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 18:41:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9669, loss_cls: 0.9490, loss: 0.9490 +2023-12-27 20:00:54,346 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 18:40:38, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9663, loss_cls: 0.9302, loss: 0.9302 +2023-12-27 20:01:17,015 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 18:40:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9706, loss_cls: 0.9493, loss: 0.9493 +2023-12-27 20:01:39,596 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 18:39:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.9283, loss: 0.9283 +2023-12-27 20:02:02,321 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 18:39:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9606, loss_cls: 0.9995, loss: 0.9995 +2023-12-27 20:02:24,884 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 18:39:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9725, loss_cls: 0.9406, loss: 0.9406 +2023-12-27 20:02:47,505 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 18:38:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7837, top5_acc: 0.9631, loss_cls: 1.0382, loss: 1.0382 +2023-12-27 20:03:10,098 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 18:38:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 1.0044, loss: 1.0044 +2023-12-27 20:03:32,638 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 18:37:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 0.9516, loss: 0.9516 +2023-12-27 20:03:55,184 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 18:37:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9613, loss_cls: 1.0056, loss: 1.0056 +2023-12-27 20:04:17,720 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 18:37:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9706, loss_cls: 0.9006, loss: 0.9006 +2023-12-27 20:04:30,151 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-27 20:05:57,767 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:05:57,847 - pyskl - INFO - +top1_acc 0.7999 +top5_acc 0.9779 +2023-12-27 20:05:57,851 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.7999, top5_acc: 0.9779 +2023-12-27 20:06:37,612 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 18:36:54, time: 0.398, data_time: 0.172, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9688, loss_cls: 0.9624, loss: 0.9624 +2023-12-27 20:07:00,204 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 18:36:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.8463, loss: 0.8463 +2023-12-27 20:07:22,888 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 18:36:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.9111, loss: 0.9111 +2023-12-27 20:07:45,391 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 18:35:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.9750, loss: 0.9750 +2023-12-27 20:08:07,911 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 18:35:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 0.8608, loss: 0.8608 +2023-12-27 20:08:30,459 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 18:34:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9644, loss_cls: 0.8944, loss: 0.8944 +2023-12-27 20:08:53,036 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 18:34:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9750, loss_cls: 0.9187, loss: 0.9187 +2023-12-27 20:09:15,624 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 18:34:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.8988, loss: 0.8988 +2023-12-27 20:09:38,264 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 18:33:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.9532, loss: 0.9532 +2023-12-27 20:10:00,877 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 18:33:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9769, loss_cls: 0.9045, loss: 0.9045 +2023-12-27 20:10:23,505 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 18:32:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9756, loss_cls: 0.9442, loss: 0.9442 +2023-12-27 20:10:46,067 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 18:32:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9625, loss_cls: 0.9405, loss: 0.9405 +2023-12-27 20:11:08,599 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 18:32:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9712, loss_cls: 0.9623, loss: 0.9623 +2023-12-27 20:11:31,173 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 18:31:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9750, loss_cls: 0.9097, loss: 0.9097 +2023-12-27 20:11:53,820 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 18:31:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 0.9725, loss: 0.9725 +2023-12-27 20:12:16,417 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 18:30:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9750, loss_cls: 0.9236, loss: 0.9236 +2023-12-27 20:12:38,983 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 18:30:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9688, loss_cls: 0.9069, loss: 0.9069 +2023-12-27 20:13:01,582 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 18:30:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9675, loss_cls: 0.9875, loss: 0.9875 +2023-12-27 20:13:24,210 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 18:29:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9694, loss_cls: 0.9503, loss: 0.9503 +2023-12-27 20:13:46,778 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 18:29:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7887, top5_acc: 0.9694, loss_cls: 0.9542, loss: 0.9542 +2023-12-27 20:14:09,368 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 18:28:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 1.0217, loss: 1.0217 +2023-12-27 20:14:31,997 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 18:28:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9706, loss_cls: 0.9748, loss: 0.9748 +2023-12-27 20:14:54,608 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 18:28:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9712, loss_cls: 0.8851, loss: 0.8851 +2023-12-27 20:15:07,170 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-27 20:16:34,739 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:16:34,820 - pyskl - INFO - +top1_acc 0.8501 +top5_acc 0.9841 +2023-12-27 20:16:34,824 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_16.pth was removed +2023-12-27 20:16:34,958 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. +2023-12-27 20:16:34,958 - pyskl - INFO - Best top1_acc is 0.8501 at 26 epoch. +2023-12-27 20:16:34,963 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8501, top5_acc: 0.9841 +2023-12-27 20:17:14,279 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 18:27:58, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.8347, loss: 0.8347 +2023-12-27 20:17:36,706 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 18:27:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9712, loss_cls: 0.9352, loss: 0.9352 +2023-12-27 20:17:59,117 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 18:27:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.9323, loss: 0.9323 +2023-12-27 20:18:21,591 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 18:26:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9794, loss_cls: 0.9074, loss: 0.9074 +2023-12-27 20:18:44,106 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 18:26:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9775, loss_cls: 0.8954, loss: 0.8954 +2023-12-27 20:19:06,667 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 18:25:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9712, loss_cls: 0.9321, loss: 0.9321 +2023-12-27 20:19:29,267 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 18:25:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9706, loss_cls: 0.9883, loss: 0.9883 +2023-12-27 20:19:51,800 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 18:25:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.9015, loss: 0.9015 +2023-12-27 20:20:14,260 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 18:24:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.8947, loss: 0.8947 +2023-12-27 20:20:36,750 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 18:24:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9756, loss_cls: 0.8646, loss: 0.8646 +2023-12-27 20:20:59,241 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 18:23:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.8396, loss: 0.8396 +2023-12-27 20:21:21,751 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 18:23:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.9562, loss: 0.9562 +2023-12-27 20:21:44,278 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 18:23:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9669, loss_cls: 0.9318, loss: 0.9318 +2023-12-27 20:22:06,827 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 18:22:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.9315, loss: 0.9315 +2023-12-27 20:22:29,381 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 18:22:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9694, loss_cls: 0.9276, loss: 0.9276 +2023-12-27 20:22:51,853 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 18:21:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7963, top5_acc: 0.9637, loss_cls: 0.9866, loss: 0.9866 +2023-12-27 20:23:14,356 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 18:21:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 1.0554, loss: 1.0554 +2023-12-27 20:23:36,793 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 18:21:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 0.9157, loss: 0.9157 +2023-12-27 20:23:59,502 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 18:20:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7944, top5_acc: 0.9637, loss_cls: 1.0069, loss: 1.0069 +2023-12-27 20:24:22,064 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 18:20:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.9000, loss: 0.9000 +2023-12-27 20:24:44,689 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 18:19:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9700, loss_cls: 0.8985, loss: 0.8985 +2023-12-27 20:25:07,280 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 18:19:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9762, loss_cls: 0.8685, loss: 0.8685 +2023-12-27 20:25:29,919 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 18:19:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9637, loss_cls: 0.9684, loss: 0.9684 +2023-12-27 20:25:42,282 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-27 20:27:09,978 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:27:10,059 - pyskl - INFO - +top1_acc 0.8524 +top5_acc 0.9837 +2023-12-27 20:27:10,063 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_26.pth was removed +2023-12-27 20:27:10,196 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2023-12-27 20:27:10,197 - pyskl - INFO - Best top1_acc is 0.8524 at 27 epoch. +2023-12-27 20:27:10,201 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8524, top5_acc: 0.9837 +2023-12-27 20:27:49,328 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 18:18:55, time: 0.391, data_time: 0.166, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9700, loss_cls: 0.9067, loss: 0.9067 +2023-12-27 20:28:11,743 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 18:18:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.8760, loss: 0.8760 +2023-12-27 20:28:34,212 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 18:18:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9706, loss_cls: 0.9476, loss: 0.9476 +2023-12-27 20:28:56,730 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 18:17:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9694, loss_cls: 0.9209, loss: 0.9209 +2023-12-27 20:29:19,343 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 18:17:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9712, loss_cls: 0.8683, loss: 0.8683 +2023-12-27 20:29:41,966 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 18:16:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.8675, loss: 0.8675 +2023-12-27 20:30:04,502 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 18:16:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 0.8692, loss: 0.8692 +2023-12-27 20:30:27,126 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 18:16:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.8897, loss: 0.8897 +2023-12-27 20:30:49,836 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 18:15:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.9277, loss: 0.9277 +2023-12-27 20:31:12,443 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 18:15:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.9012, loss: 0.9012 +2023-12-27 20:31:34,966 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 18:14:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9775, loss_cls: 0.8456, loss: 0.8456 +2023-12-27 20:31:57,595 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 18:14:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9762, loss_cls: 0.8826, loss: 0.8826 +2023-12-27 20:32:20,157 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 18:14:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9756, loss_cls: 0.8824, loss: 0.8824 +2023-12-27 20:32:42,731 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 18:13:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 0.9211, loss: 0.9211 +2023-12-27 20:33:05,291 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 18:13:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.9255, loss: 0.9255 +2023-12-27 20:33:27,977 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 18:12:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 0.9349, loss: 0.9349 +2023-12-27 20:33:50,701 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 18:12:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 0.9820, loss: 0.9820 +2023-12-27 20:34:13,315 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 18:12:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9681, loss_cls: 0.9991, loss: 0.9991 +2023-12-27 20:34:35,893 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 18:11:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.9348, loss: 0.9348 +2023-12-27 20:34:58,539 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 18:11:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.8647, loss: 0.8647 +2023-12-27 20:35:21,261 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 18:11:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 0.9870, loss: 0.9870 +2023-12-27 20:35:43,854 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 18:10:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9650, loss_cls: 0.9181, loss: 0.9181 +2023-12-27 20:36:06,436 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 18:10:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9756, loss_cls: 0.9223, loss: 0.9223 +2023-12-27 20:36:18,875 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-27 20:37:46,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:37:46,367 - pyskl - INFO - +top1_acc 0.8323 +top5_acc 0.9846 +2023-12-27 20:37:46,373 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8323, top5_acc: 0.9846 +2023-12-27 20:38:25,765 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 18:10:00, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9800, loss_cls: 0.8608, loss: 0.8608 +2023-12-27 20:38:48,284 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 18:09:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9725, loss_cls: 0.8517, loss: 0.8517 +2023-12-27 20:39:10,747 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 18:09:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9756, loss_cls: 0.8643, loss: 0.8643 +2023-12-27 20:39:33,247 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 18:08:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.8751, loss: 0.8751 +2023-12-27 20:39:55,766 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 18:08:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9694, loss_cls: 0.9059, loss: 0.9059 +2023-12-27 20:40:18,282 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 18:07:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9712, loss_cls: 0.8969, loss: 0.8969 +2023-12-27 20:40:40,788 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 18:07:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9819, loss_cls: 0.8135, loss: 0.8135 +2023-12-27 20:41:03,306 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 18:07:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7931, top5_acc: 0.9700, loss_cls: 0.9533, loss: 0.9533 +2023-12-27 20:41:25,782 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 18:06:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9712, loss_cls: 0.9065, loss: 0.9065 +2023-12-27 20:41:48,289 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 18:06:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9650, loss_cls: 0.9339, loss: 0.9339 +2023-12-27 20:42:10,814 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 18:05:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.8683, loss: 0.8683 +2023-12-27 20:42:33,339 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 18:05:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 0.9324, loss: 0.9324 +2023-12-27 20:42:55,919 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 18:05:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.8636, loss: 0.8636 +2023-12-27 20:43:18,453 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 18:04:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9756, loss_cls: 0.9189, loss: 0.9189 +2023-12-27 20:43:40,998 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 18:04:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 0.9057, loss: 0.9057 +2023-12-27 20:44:03,572 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 18:04:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 0.8729, loss: 0.8729 +2023-12-27 20:44:26,167 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 18:03:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.8843, loss: 0.8843 +2023-12-27 20:44:48,899 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 18:03:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7800, top5_acc: 0.9706, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 20:45:11,496 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 18:02:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.9109, loss: 0.9109 +2023-12-27 20:45:34,077 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 18:02:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9719, loss_cls: 0.8950, loss: 0.8950 +2023-12-27 20:45:56,749 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 18:02:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9681, loss_cls: 0.9311, loss: 0.9311 +2023-12-27 20:46:19,309 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 18:01:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9725, loss_cls: 0.9745, loss: 0.9745 +2023-12-27 20:46:41,896 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 18:01:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9725, loss_cls: 0.8893, loss: 0.8893 +2023-12-27 20:46:54,364 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-27 20:48:21,791 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:48:21,870 - pyskl - INFO - +top1_acc 0.8500 +top5_acc 0.9830 +2023-12-27 20:48:21,874 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8500, top5_acc: 0.9830 +2023-12-27 20:49:01,285 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 18:01:00, time: 0.394, data_time: 0.170, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9756, loss_cls: 0.8690, loss: 0.8690 +2023-12-27 20:49:23,669 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 18:00:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9650, loss_cls: 0.9335, loss: 0.9335 +2023-12-27 20:49:46,108 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 18:00:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9825, loss_cls: 0.8237, loss: 0.8237 +2023-12-27 20:50:08,696 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 17:59:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9788, loss_cls: 0.8664, loss: 0.8664 +2023-12-27 20:50:31,111 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 17:59:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.8561, loss: 0.8561 +2023-12-27 20:50:53,599 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 17:59:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9781, loss_cls: 0.8268, loss: 0.8268 +2023-12-27 20:51:16,152 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 17:58:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9663, loss_cls: 0.8929, loss: 0.8929 +2023-12-27 20:51:38,669 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 17:58:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9762, loss_cls: 0.8949, loss: 0.8949 +2023-12-27 20:52:01,153 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 17:57:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9700, loss_cls: 0.9211, loss: 0.9211 +2023-12-27 20:52:23,644 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 17:57:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9650, loss_cls: 1.0431, loss: 1.0431 +2023-12-27 20:52:46,129 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 17:57:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9700, loss_cls: 0.8941, loss: 0.8941 +2023-12-27 20:53:08,688 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 17:56:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9681, loss_cls: 0.8992, loss: 0.8992 +2023-12-27 20:53:31,214 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 17:56:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9663, loss_cls: 0.9410, loss: 0.9410 +2023-12-27 20:53:53,704 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 17:55:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9781, loss_cls: 0.9023, loss: 0.9023 +2023-12-27 20:54:16,176 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 17:55:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9750, loss_cls: 0.8593, loss: 0.8593 +2023-12-27 20:54:38,643 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 17:55:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 0.9546, loss: 0.9546 +2023-12-27 20:55:01,227 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 17:54:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9756, loss_cls: 0.9045, loss: 0.9045 +2023-12-27 20:55:23,828 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 17:54:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9762, loss_cls: 0.9327, loss: 0.9327 +2023-12-27 20:55:46,362 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 17:53:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.9445, loss: 0.9445 +2023-12-27 20:56:08,932 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 17:53:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9731, loss_cls: 0.8873, loss: 0.8873 +2023-12-27 20:56:31,505 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 17:53:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8584, loss: 0.8584 +2023-12-27 20:56:54,003 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 17:52:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.8787, loss: 0.8787 +2023-12-27 20:57:16,472 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 17:52:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9625, loss_cls: 0.9977, loss: 0.9977 +2023-12-27 20:57:28,886 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-27 20:58:56,505 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:58:56,585 - pyskl - INFO - +top1_acc 0.8326 +top5_acc 0.9828 +2023-12-27 20:58:56,589 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8326, top5_acc: 0.9828 +2023-12-27 20:59:36,203 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 17:51:58, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.8615, loss: 0.8615 +2023-12-27 20:59:58,652 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 17:51:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.8380, loss: 0.8380 +2023-12-27 21:00:21,142 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 17:51:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9669, loss_cls: 0.9179, loss: 0.9179 +2023-12-27 21:00:43,627 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 17:50:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.8754, loss: 0.8754 +2023-12-27 21:01:06,188 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 17:50:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.9078, loss: 0.9078 +2023-12-27 21:01:28,679 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 17:49:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9719, loss_cls: 0.9283, loss: 0.9283 +2023-12-27 21:01:51,153 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 17:49:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9700, loss_cls: 0.9113, loss: 0.9113 +2023-12-27 21:02:13,633 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 17:49:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9700, loss_cls: 0.8601, loss: 0.8601 +2023-12-27 21:02:36,080 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 17:48:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9706, loss_cls: 0.9006, loss: 0.9006 +2023-12-27 21:02:58,526 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 17:48:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9744, loss_cls: 0.8669, loss: 0.8669 +2023-12-27 21:03:20,985 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 17:47:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9775, loss_cls: 0.8870, loss: 0.8870 +2023-12-27 21:03:43,463 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 17:47:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 0.8962, loss: 0.8962 +2023-12-27 21:04:05,909 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 17:47:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9738, loss_cls: 0.9168, loss: 0.9168 +2023-12-27 21:04:28,348 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 17:46:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.8767, loss: 0.8767 +2023-12-27 21:04:50,786 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 17:46:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9756, loss_cls: 0.8949, loss: 0.8949 +2023-12-27 21:05:13,235 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 17:45:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.9046, loss: 0.9046 +2023-12-27 21:05:35,719 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 17:45:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9656, loss_cls: 0.9233, loss: 0.9233 +2023-12-27 21:05:58,218 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 17:45:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7919, top5_acc: 0.9744, loss_cls: 0.9036, loss: 0.9036 +2023-12-27 21:06:20,748 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 17:44:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.9301, loss: 0.9301 +2023-12-27 21:06:43,209 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 17:44:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.8940, loss: 0.8940 +2023-12-27 21:07:05,706 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 17:43:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9688, loss_cls: 0.8883, loss: 0.8883 +2023-12-27 21:07:28,326 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 17:43:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.8376, loss: 0.8376 +2023-12-27 21:07:50,922 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 17:43:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9681, loss_cls: 0.9444, loss: 0.9444 +2023-12-27 21:08:03,367 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-27 21:09:31,124 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:09:31,203 - pyskl - INFO - +top1_acc 0.8518 +top5_acc 0.9829 +2023-12-27 21:09:31,207 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8518, top5_acc: 0.9829 +2023-12-27 21:10:10,718 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 17:42:55, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9812, loss_cls: 0.8449, loss: 0.8449 +2023-12-27 21:10:33,154 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 17:42:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9800, loss_cls: 0.8378, loss: 0.8378 +2023-12-27 21:10:55,612 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 17:42:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9762, loss_cls: 0.8272, loss: 0.8272 +2023-12-27 21:11:18,133 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 17:41:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9700, loss_cls: 0.9326, loss: 0.9326 +2023-12-27 21:11:40,690 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 17:41:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.9216, loss: 0.9216 +2023-12-27 21:12:03,205 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 17:40:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9756, loss_cls: 0.8615, loss: 0.8615 +2023-12-27 21:12:25,689 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 17:40:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8590, loss: 0.8590 +2023-12-27 21:12:48,137 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 17:40:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9725, loss_cls: 0.8748, loss: 0.8748 +2023-12-27 21:13:10,627 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 17:39:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 0.8875, loss: 0.8875 +2023-12-27 21:13:33,130 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 17:39:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9694, loss_cls: 0.8531, loss: 0.8531 +2023-12-27 21:13:55,680 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 17:38:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9694, loss_cls: 0.8945, loss: 0.8945 +2023-12-27 21:14:18,361 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 17:38:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9706, loss_cls: 0.9101, loss: 0.9101 +2023-12-27 21:14:41,062 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 17:38:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9744, loss_cls: 0.8981, loss: 0.8981 +2023-12-27 21:15:03,748 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 17:37:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.8731, loss: 0.8731 +2023-12-27 21:15:26,369 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 17:37:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9831, loss_cls: 0.8918, loss: 0.8918 +2023-12-27 21:15:49,046 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 17:37:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9738, loss_cls: 0.8656, loss: 0.8656 +2023-12-27 21:16:11,688 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 17:36:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9750, loss_cls: 0.8565, loss: 0.8565 +2023-12-27 21:16:34,299 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 17:36:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 0.9116, loss: 0.9116 +2023-12-27 21:16:56,896 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 17:35:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.8912, loss: 0.8912 +2023-12-27 21:17:19,484 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 17:35:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9825, loss_cls: 0.8364, loss: 0.8364 +2023-12-27 21:17:42,072 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 17:35:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 0.9868, loss: 0.9868 +2023-12-27 21:18:04,653 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 17:34:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.9040, loss: 0.9040 +2023-12-27 21:18:27,314 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 17:34:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9644, loss_cls: 0.9310, loss: 0.9310 +2023-12-27 21:18:39,797 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-27 21:20:08,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:20:08,087 - pyskl - INFO - +top1_acc 0.8465 +top5_acc 0.9842 +2023-12-27 21:20:08,091 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8465, top5_acc: 0.9842 +2023-12-27 21:20:48,272 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 17:34:01, time: 0.402, data_time: 0.177, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8126, loss: 0.8126 +2023-12-27 21:21:10,758 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 17:33:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 0.8587, loss: 0.8587 +2023-12-27 21:21:33,293 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 17:33:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.8654, loss: 0.8654 +2023-12-27 21:21:56,032 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 17:32:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.8271, loss: 0.8271 +2023-12-27 21:22:18,711 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 17:32:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.8487, loss: 0.8487 +2023-12-27 21:22:41,301 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 17:32:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.8926, loss: 0.8926 +2023-12-27 21:23:03,886 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 17:31:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9706, loss_cls: 0.8891, loss: 0.8891 +2023-12-27 21:23:26,570 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 17:31:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9681, loss_cls: 0.8781, loss: 0.8781 +2023-12-27 21:23:49,092 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 17:30:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.9162, loss: 0.9162 +2023-12-27 21:24:11,743 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 17:30:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9712, loss_cls: 0.8808, loss: 0.8808 +2023-12-27 21:24:34,454 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 17:30:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.8846, loss: 0.8846 +2023-12-27 21:24:57,182 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 17:29:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9738, loss_cls: 0.8781, loss: 0.8781 +2023-12-27 21:25:19,853 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 17:29:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 0.8277, loss: 0.8277 +2023-12-27 21:25:42,399 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 17:28:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9719, loss_cls: 0.8720, loss: 0.8720 +2023-12-27 21:26:04,932 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 17:28:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.8878, loss: 0.8878 +2023-12-27 21:26:27,352 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 17:28:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.8849, loss: 0.8849 +2023-12-27 21:26:49,867 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 17:27:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9738, loss_cls: 0.8539, loss: 0.8539 +2023-12-27 21:27:12,527 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 17:27:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9731, loss_cls: 0.9364, loss: 0.9364 +2023-12-27 21:27:35,070 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 17:26:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9750, loss_cls: 0.8782, loss: 0.8782 +2023-12-27 21:27:57,756 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 17:26:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9775, loss_cls: 0.9028, loss: 0.9028 +2023-12-27 21:28:20,447 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 17:26:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.8961, loss: 0.8961 +2023-12-27 21:28:43,047 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 17:25:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9669, loss_cls: 0.9303, loss: 0.9303 +2023-12-27 21:29:05,661 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 17:25:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.8882, loss: 0.8882 +2023-12-27 21:29:18,105 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-27 21:30:45,793 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:30:45,874 - pyskl - INFO - +top1_acc 0.8353 +top5_acc 0.9790 +2023-12-27 21:30:45,878 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8353, top5_acc: 0.9790 +2023-12-27 21:31:25,089 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 17:25:06, time: 0.392, data_time: 0.168, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9738, loss_cls: 0.8589, loss: 0.8589 +2023-12-27 21:31:47,571 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 17:24:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9731, loss_cls: 0.8838, loss: 0.8838 +2023-12-27 21:32:10,085 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 17:24:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9762, loss_cls: 0.8454, loss: 0.8454 +2023-12-27 21:32:32,564 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 17:23:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9738, loss_cls: 0.8974, loss: 0.8974 +2023-12-27 21:32:55,008 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 17:23:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9750, loss_cls: 0.8525, loss: 0.8525 +2023-12-27 21:33:17,467 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 17:23:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.9405, loss: 0.9405 +2023-12-27 21:33:40,021 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 17:22:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8474, loss: 0.8474 +2023-12-27 21:34:02,523 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 17:22:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9706, loss_cls: 0.8892, loss: 0.8892 +2023-12-27 21:34:25,027 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 17:21:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9688, loss_cls: 0.8804, loss: 0.8804 +2023-12-27 21:34:47,533 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 17:21:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9812, loss_cls: 0.8231, loss: 0.8231 +2023-12-27 21:35:10,055 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 17:21:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9706, loss_cls: 0.8231, loss: 0.8231 +2023-12-27 21:35:32,612 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 17:20:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.8171, loss: 0.8171 +2023-12-27 21:35:55,151 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 17:20:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9756, loss_cls: 0.8772, loss: 0.8772 +2023-12-27 21:36:17,708 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 17:19:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8094, top5_acc: 0.9775, loss_cls: 0.8638, loss: 0.8638 +2023-12-27 21:36:40,224 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 17:19:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9756, loss_cls: 0.8805, loss: 0.8805 +2023-12-27 21:37:02,774 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 17:19:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9738, loss_cls: 0.8705, loss: 0.8705 +2023-12-27 21:37:25,280 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 17:18:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.8491, loss: 0.8491 +2023-12-27 21:37:47,853 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 17:18:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9725, loss_cls: 0.9135, loss: 0.9135 +2023-12-27 21:38:10,402 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 17:17:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8013, top5_acc: 0.9706, loss_cls: 0.9039, loss: 0.9039 +2023-12-27 21:38:33,041 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 17:17:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.8442, loss: 0.8442 +2023-12-27 21:38:55,734 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 17:17:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9781, loss_cls: 0.8591, loss: 0.8591 +2023-12-27 21:39:18,381 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 17:16:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9738, loss_cls: 0.8772, loss: 0.8772 +2023-12-27 21:39:40,977 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 17:16:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7956, top5_acc: 0.9762, loss_cls: 0.8976, loss: 0.8976 +2023-12-27 21:39:53,399 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-27 21:41:20,972 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:41:21,054 - pyskl - INFO - +top1_acc 0.8473 +top5_acc 0.9845 +2023-12-27 21:41:21,058 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8473, top5_acc: 0.9845 +2023-12-27 21:42:00,461 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 17:16:07, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.7950, loss: 0.7950 +2023-12-27 21:42:22,915 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 17:15:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9750, loss_cls: 0.8866, loss: 0.8866 +2023-12-27 21:42:45,448 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 17:15:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.8929, loss: 0.8929 +2023-12-27 21:43:07,971 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 17:14:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7863, top5_acc: 0.9700, loss_cls: 0.9794, loss: 0.9794 +2023-12-27 21:43:30,631 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 17:14:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9794, loss_cls: 0.8211, loss: 0.8211 +2023-12-27 21:43:53,274 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 17:14:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9750, loss_cls: 0.8247, loss: 0.8247 +2023-12-27 21:44:15,764 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 17:13:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.7948, loss: 0.7948 +2023-12-27 21:44:38,308 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 17:13:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9669, loss_cls: 0.8741, loss: 0.8741 +2023-12-27 21:45:00,743 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 17:12:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9756, loss_cls: 0.8600, loss: 0.8600 +2023-12-27 21:45:23,198 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 17:12:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 0.7995, loss: 0.7995 +2023-12-27 21:45:45,642 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 17:12:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 0.9956, loss: 0.9956 +2023-12-27 21:46:08,195 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 17:11:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.8349, loss: 0.8349 +2023-12-27 21:46:30,805 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 17:11:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9806, loss_cls: 0.8024, loss: 0.8024 +2023-12-27 21:46:53,351 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 17:11:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9731, loss_cls: 0.8544, loss: 0.8544 +2023-12-27 21:47:15,875 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 17:10:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9775, loss_cls: 0.8824, loss: 0.8824 +2023-12-27 21:47:38,376 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 17:10:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8000, top5_acc: 0.9675, loss_cls: 0.9196, loss: 0.9196 +2023-12-27 21:48:00,995 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 17:09:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9781, loss_cls: 0.8777, loss: 0.8777 +2023-12-27 21:48:23,600 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 17:09:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9762, loss_cls: 0.8696, loss: 0.8696 +2023-12-27 21:48:46,183 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 17:09:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9719, loss_cls: 0.9033, loss: 0.9033 +2023-12-27 21:49:08,733 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 17:08:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8100, top5_acc: 0.9769, loss_cls: 0.9188, loss: 0.9188 +2023-12-27 21:49:31,272 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 17:08:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.8326, loss: 0.8326 +2023-12-27 21:49:53,948 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 17:07:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.8251, loss: 0.8251 +2023-12-27 21:50:16,512 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 17:07:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7875, top5_acc: 0.9675, loss_cls: 0.9767, loss: 0.9767 +2023-12-27 21:50:28,950 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-27 21:51:56,565 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:51:56,644 - pyskl - INFO - +top1_acc 0.8471 +top5_acc 0.9830 +2023-12-27 21:51:56,648 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8471, top5_acc: 0.9830 +2023-12-27 21:52:36,098 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 17:07:09, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9775, loss_cls: 0.8006, loss: 0.8006 +2023-12-27 21:52:58,669 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 17:06:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.8289, loss: 0.8289 +2023-12-27 21:53:21,217 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 17:06:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9738, loss_cls: 0.8583, loss: 0.8583 +2023-12-27 21:53:43,894 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 17:05:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9744, loss_cls: 0.8617, loss: 0.8617 +2023-12-27 21:54:06,507 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 17:05:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9731, loss_cls: 0.8799, loss: 0.8799 +2023-12-27 21:54:29,157 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 17:05:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.9055, loss: 0.9055 +2023-12-27 21:54:51,720 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 17:04:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.8367, loss: 0.8367 +2023-12-27 21:55:14,427 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 17:04:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8708, loss: 0.8708 +2023-12-27 21:55:37,025 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 17:04:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9825, loss_cls: 0.7861, loss: 0.7861 +2023-12-27 21:55:59,743 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 17:03:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9712, loss_cls: 0.8830, loss: 0.8830 +2023-12-27 21:56:22,334 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 17:03:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.8129, loss: 0.8129 +2023-12-27 21:56:44,851 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 17:02:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.9074, loss: 0.9074 +2023-12-27 21:57:07,333 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 17:02:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.8490, loss: 0.8490 +2023-12-27 21:57:29,767 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 17:02:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.9035, loss: 0.9035 +2023-12-27 21:57:52,422 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 17:01:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9675, loss_cls: 0.8734, loss: 0.8734 +2023-12-27 21:58:14,969 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 17:01:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.8312, loss: 0.8312 +2023-12-27 21:58:37,493 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 17:00:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.8817, loss: 0.8817 +2023-12-27 21:59:00,041 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 17:00:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.8730, loss: 0.8730 +2023-12-27 21:59:22,622 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 17:00:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7913, top5_acc: 0.9706, loss_cls: 0.9418, loss: 0.9418 +2023-12-27 21:59:45,191 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 16:59:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8223, loss: 0.8223 +2023-12-27 22:00:07,726 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 16:59:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7969, top5_acc: 0.9725, loss_cls: 0.9426, loss: 0.9426 +2023-12-27 22:00:30,510 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 16:58:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.7994, top5_acc: 0.9750, loss_cls: 0.9030, loss: 0.9030 +2023-12-27 22:00:53,146 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 16:58:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 0.9027, loss: 0.9027 +2023-12-27 22:01:05,701 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-27 22:02:33,388 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:02:33,470 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9807 +2023-12-27 22:02:33,474 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8285, top5_acc: 0.9807 +2023-12-27 22:03:13,155 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 16:58:15, time: 0.397, data_time: 0.171, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9712, loss_cls: 0.8657, loss: 0.8657 +2023-12-27 22:03:35,647 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 16:57:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7987, top5_acc: 0.9762, loss_cls: 0.9484, loss: 0.9484 +2023-12-27 22:03:58,125 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 16:57:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9794, loss_cls: 0.7958, loss: 0.7958 +2023-12-27 22:04:20,618 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 16:57:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9669, loss_cls: 0.9014, loss: 0.9014 +2023-12-27 22:04:43,118 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 16:56:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9769, loss_cls: 0.8300, loss: 0.8300 +2023-12-27 22:05:05,624 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 16:56:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9806, loss_cls: 0.8630, loss: 0.8630 +2023-12-27 22:05:28,152 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 16:55:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9700, loss_cls: 0.9347, loss: 0.9347 +2023-12-27 22:05:50,680 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 16:55:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9738, loss_cls: 0.8843, loss: 0.8843 +2023-12-27 22:06:13,221 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 16:55:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.8685, loss: 0.8685 +2023-12-27 22:06:35,816 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 16:54:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7694, loss: 0.7694 +2023-12-27 22:06:58,501 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 16:54:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9762, loss_cls: 0.7917, loss: 0.7917 +2023-12-27 22:07:21,090 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 16:53:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.8526, loss: 0.8526 +2023-12-27 22:07:43,574 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 16:53:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9731, loss_cls: 0.8424, loss: 0.8424 +2023-12-27 22:08:06,084 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 16:53:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8165, loss: 0.8165 +2023-12-27 22:08:28,577 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 16:52:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9719, loss_cls: 0.8230, loss: 0.8230 +2023-12-27 22:08:51,091 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 16:52:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8031, top5_acc: 0.9738, loss_cls: 0.9172, loss: 0.9172 +2023-12-27 22:09:13,586 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 16:51:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9769, loss_cls: 0.8847, loss: 0.8847 +2023-12-27 22:09:36,135 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 16:51:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.8100, loss: 0.8100 +2023-12-27 22:09:58,616 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 16:51:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9712, loss_cls: 0.8537, loss: 0.8537 +2023-12-27 22:10:21,143 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 16:50:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.8943, loss: 0.8943 +2023-12-27 22:10:43,656 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 16:50:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8254, loss: 0.8254 +2023-12-27 22:11:06,140 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 16:49:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9819, loss_cls: 0.8155, loss: 0.8155 +2023-12-27 22:11:28,719 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 16:49:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.8457, loss: 0.8457 +2023-12-27 22:11:41,127 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-27 22:13:08,196 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:13:08,278 - pyskl - INFO - +top1_acc 0.8314 +top5_acc 0.9796 +2023-12-27 22:13:08,283 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8314, top5_acc: 0.9796 +2023-12-27 22:13:48,261 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 16:49:17, time: 0.400, data_time: 0.173, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.8294, loss: 0.8294 +2023-12-27 22:14:10,875 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 16:48:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.7542, loss: 0.7542 +2023-12-27 22:14:33,622 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 16:48:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9769, loss_cls: 0.7813, loss: 0.7813 +2023-12-27 22:14:56,325 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 16:48:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9788, loss_cls: 0.8505, loss: 0.8505 +2023-12-27 22:15:19,020 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 16:47:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9706, loss_cls: 0.8533, loss: 0.8533 +2023-12-27 22:15:41,726 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 16:47:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9756, loss_cls: 0.8207, loss: 0.8207 +2023-12-27 22:16:04,322 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 16:46:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9781, loss_cls: 0.8289, loss: 0.8289 +2023-12-27 22:16:26,881 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 16:46:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9806, loss_cls: 0.8077, loss: 0.8077 +2023-12-27 22:16:49,458 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 16:46:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8037, top5_acc: 0.9712, loss_cls: 0.9040, loss: 0.9040 +2023-12-27 22:17:12,100 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 16:45:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.8699, loss: 0.8699 +2023-12-27 22:17:34,691 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 16:45:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 0.8822, loss: 0.8822 +2023-12-27 22:17:57,275 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 16:45:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8069, top5_acc: 0.9756, loss_cls: 0.8806, loss: 0.8806 +2023-12-27 22:18:19,775 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 16:44:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.7943, loss: 0.7943 +2023-12-27 22:18:42,352 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 16:44:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7906, top5_acc: 0.9756, loss_cls: 0.9406, loss: 0.9406 +2023-12-27 22:19:04,893 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 16:43:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9750, loss_cls: 0.8709, loss: 0.8709 +2023-12-27 22:19:27,470 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 16:43:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.9000, loss: 0.9000 +2023-12-27 22:19:50,192 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 16:43:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9744, loss_cls: 0.8547, loss: 0.8547 +2023-12-27 22:20:12,943 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 16:42:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7921, loss: 0.7921 +2023-12-27 22:20:35,569 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 16:42:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.7975, top5_acc: 0.9750, loss_cls: 0.8874, loss: 0.8874 +2023-12-27 22:20:58,215 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 16:41:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8371, loss: 0.8371 +2023-12-27 22:21:20,959 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 16:41:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8125, loss: 0.8125 +2023-12-27 22:21:43,462 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 16:41:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9675, loss_cls: 0.8269, loss: 0.8269 +2023-12-27 22:22:05,963 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 16:40:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9681, loss_cls: 0.8782, loss: 0.8782 +2023-12-27 22:22:18,363 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-27 22:23:45,890 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:23:45,970 - pyskl - INFO - +top1_acc 0.8504 +top5_acc 0.9832 +2023-12-27 22:23:45,974 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8504, top5_acc: 0.9832 +2023-12-27 22:24:25,073 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 16:40:23, time: 0.391, data_time: 0.167, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9788, loss_cls: 0.7748, loss: 0.7748 +2023-12-27 22:24:47,500 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 16:39:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.7557, loss: 0.7557 +2023-12-27 22:25:09,921 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 16:39:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9781, loss_cls: 0.8807, loss: 0.8807 +2023-12-27 22:25:32,336 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 16:39:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9800, loss_cls: 0.8111, loss: 0.8111 +2023-12-27 22:25:54,738 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 16:38:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.8299, loss: 0.8299 +2023-12-27 22:26:17,156 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 16:38:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9812, loss_cls: 0.8000, loss: 0.8000 +2023-12-27 22:26:39,567 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 16:38:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9781, loss_cls: 0.8252, loss: 0.8252 +2023-12-27 22:27:02,025 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 16:37:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.8343, loss: 0.8343 +2023-12-27 22:27:24,477 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 16:37:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.7710, loss: 0.7710 +2023-12-27 22:27:46,928 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 16:36:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.7652, loss: 0.7652 +2023-12-27 22:28:09,335 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 16:36:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9788, loss_cls: 0.8486, loss: 0.8486 +2023-12-27 22:28:31,768 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 16:36:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9719, loss_cls: 0.8703, loss: 0.8703 +2023-12-27 22:28:54,219 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 16:35:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9800, loss_cls: 0.7961, loss: 0.7961 +2023-12-27 22:29:16,750 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 16:35:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.8067, loss: 0.8067 +2023-12-27 22:29:39,183 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 16:34:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9769, loss_cls: 0.8123, loss: 0.8123 +2023-12-27 22:30:01,617 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 16:34:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9744, loss_cls: 0.8340, loss: 0.8340 +2023-12-27 22:30:24,059 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 16:34:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.7937, top5_acc: 0.9744, loss_cls: 0.9335, loss: 0.9335 +2023-12-27 22:30:46,517 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 16:33:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9744, loss_cls: 0.8327, loss: 0.8327 +2023-12-27 22:31:08,977 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 16:33:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7950, top5_acc: 0.9631, loss_cls: 0.9833, loss: 0.9833 +2023-12-27 22:31:31,477 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 16:32:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.8536, loss: 0.8536 +2023-12-27 22:31:53,935 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 16:32:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 0.8142, loss: 0.8142 +2023-12-27 22:32:16,371 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 16:32:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.8876, loss: 0.8876 +2023-12-27 22:32:38,802 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 16:31:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 0.9182, loss: 0.9182 +2023-12-27 22:32:51,138 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-27 22:34:18,532 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:34:18,611 - pyskl - INFO - +top1_acc 0.8632 +top5_acc 0.9854 +2023-12-27 22:34:18,615 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_27.pth was removed +2023-12-27 22:34:18,747 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_39.pth. +2023-12-27 22:34:18,747 - pyskl - INFO - Best top1_acc is 0.8632 at 39 epoch. +2023-12-27 22:34:18,751 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8632, top5_acc: 0.9854 +2023-12-27 22:34:57,655 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 16:31:17, time: 0.389, data_time: 0.165, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.7649, loss: 0.7649 +2023-12-27 22:35:20,111 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 16:30:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.8216, loss: 0.8216 +2023-12-27 22:35:42,600 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 16:30:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.8078, loss: 0.8078 +2023-12-27 22:36:05,128 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 16:30:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8039, loss: 0.8039 +2023-12-27 22:36:27,594 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 16:29:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8443, loss: 0.8443 +2023-12-27 22:36:50,068 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 16:29:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.7556, loss: 0.7556 +2023-12-27 22:37:12,543 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 16:28:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 0.8206, loss: 0.8206 +2023-12-27 22:37:35,039 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 16:28:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9750, loss_cls: 0.8530, loss: 0.8530 +2023-12-27 22:37:57,648 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 16:28:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9731, loss_cls: 0.8367, loss: 0.8367 +2023-12-27 22:38:20,284 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 16:27:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.8110, loss: 0.8110 +2023-12-27 22:38:42,911 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 16:27:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9794, loss_cls: 0.8351, loss: 0.8351 +2023-12-27 22:39:05,475 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 16:26:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 0.8085, loss: 0.8085 +2023-12-27 22:39:28,119 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 16:26:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.7643, loss: 0.7643 +2023-12-27 22:39:50,857 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 16:26:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.7919, loss: 0.7919 +2023-12-27 22:40:13,508 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 16:25:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9769, loss_cls: 0.8638, loss: 0.8638 +2023-12-27 22:40:36,074 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 16:25:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.7842, loss: 0.7842 +2023-12-27 22:40:58,562 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 16:25:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.9250, loss: 0.9250 +2023-12-27 22:41:21,028 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 16:24:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.8898, loss: 0.8898 +2023-12-27 22:41:43,499 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 16:24:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.7938, loss: 0.7938 +2023-12-27 22:42:06,038 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 16:23:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7981, top5_acc: 0.9675, loss_cls: 0.9168, loss: 0.9168 +2023-12-27 22:42:28,600 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 16:23:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8480, loss: 0.8480 +2023-12-27 22:42:51,112 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 16:23:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.7894, top5_acc: 0.9688, loss_cls: 0.9398, loss: 0.9398 +2023-12-27 22:43:13,630 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 16:22:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8119, top5_acc: 0.9738, loss_cls: 0.8542, loss: 0.8542 +2023-12-27 22:43:26,081 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-27 22:44:53,865 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:44:53,944 - pyskl - INFO - +top1_acc 0.8541 +top5_acc 0.9848 +2023-12-27 22:44:53,948 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8541, top5_acc: 0.9848 +2023-12-27 22:45:33,676 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 16:22:20, time: 0.397, data_time: 0.171, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9775, loss_cls: 0.8072, loss: 0.8072 +2023-12-27 22:45:56,256 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 16:21:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.7870, loss: 0.7870 +2023-12-27 22:46:18,821 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 16:21:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.8408, loss: 0.8408 +2023-12-27 22:46:41,372 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 16:21:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9762, loss_cls: 0.8083, loss: 0.8083 +2023-12-27 22:47:03,895 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 16:20:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9762, loss_cls: 0.8462, loss: 0.8462 +2023-12-27 22:47:26,438 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 16:20:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9719, loss_cls: 0.8771, loss: 0.8771 +2023-12-27 22:47:48,962 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 16:19:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.8854, loss: 0.8854 +2023-12-27 22:48:11,507 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 16:19:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 0.8637, loss: 0.8637 +2023-12-27 22:48:33,991 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 16:19:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9700, loss_cls: 0.8203, loss: 0.8203 +2023-12-27 22:48:56,513 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 16:18:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.8126, loss: 0.8126 +2023-12-27 22:49:19,018 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 16:18:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.8326, loss: 0.8326 +2023-12-27 22:49:41,554 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 16:18:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9712, loss_cls: 0.8835, loss: 0.8835 +2023-12-27 22:50:04,095 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 16:17:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9794, loss_cls: 0.8029, loss: 0.8029 +2023-12-27 22:50:26,600 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 16:17:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.8183, loss: 0.8183 +2023-12-27 22:50:49,214 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 16:16:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9762, loss_cls: 0.8365, loss: 0.8365 +2023-12-27 22:51:11,769 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 16:16:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.7915, loss: 0.7915 +2023-12-27 22:51:34,288 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 16:16:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9731, loss_cls: 0.8535, loss: 0.8535 +2023-12-27 22:51:56,801 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 16:15:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9769, loss_cls: 0.8159, loss: 0.8159 +2023-12-27 22:52:19,356 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 16:15:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 0.9002, loss: 0.9002 +2023-12-27 22:52:41,952 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 16:14:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9788, loss_cls: 0.7853, loss: 0.7853 +2023-12-27 22:53:04,508 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 16:14:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9762, loss_cls: 0.8173, loss: 0.8173 +2023-12-27 22:53:27,028 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 16:14:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.8078, loss: 0.8078 +2023-12-27 22:53:49,556 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 16:13:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.7968, loss: 0.7968 +2023-12-27 22:54:01,977 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-27 22:55:29,596 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:55:29,677 - pyskl - INFO - +top1_acc 0.8386 +top5_acc 0.9829 +2023-12-27 22:55:29,682 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8386, top5_acc: 0.9829 +2023-12-27 22:56:09,035 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 16:13:21, time: 0.393, data_time: 0.169, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9769, loss_cls: 0.7673, loss: 0.7673 +2023-12-27 22:56:31,580 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 16:12:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.8007, loss: 0.8007 +2023-12-27 22:56:54,109 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 16:12:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9744, loss_cls: 0.7786, loss: 0.7786 +2023-12-27 22:57:16,660 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 16:12:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.8112, loss: 0.8112 +2023-12-27 22:57:39,176 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 16:11:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9769, loss_cls: 0.7835, loss: 0.7835 +2023-12-27 22:58:01,636 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 16:11:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.7764, loss: 0.7764 +2023-12-27 22:58:24,104 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 16:11:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.8612, loss: 0.8612 +2023-12-27 22:58:46,558 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 16:10:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9788, loss_cls: 0.8527, loss: 0.8527 +2023-12-27 22:59:09,139 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 16:10:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9712, loss_cls: 0.8293, loss: 0.8293 +2023-12-27 22:59:31,656 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 16:09:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 0.8597, loss: 0.8597 +2023-12-27 22:59:54,165 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 16:09:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.7750, loss: 0.7750 +2023-12-27 23:00:16,674 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 16:09:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8006, top5_acc: 0.9781, loss_cls: 0.8815, loss: 0.8815 +2023-12-27 23:00:39,219 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 16:08:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9812, loss_cls: 0.8229, loss: 0.8229 +2023-12-27 23:01:01,707 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 16:08:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9738, loss_cls: 0.8122, loss: 0.8122 +2023-12-27 23:01:24,316 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 16:07:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8087, top5_acc: 0.9769, loss_cls: 0.8506, loss: 0.8506 +2023-12-27 23:01:46,870 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 16:07:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9688, loss_cls: 0.8135, loss: 0.8135 +2023-12-27 23:02:09,395 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 16:07:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9750, loss_cls: 0.8484, loss: 0.8484 +2023-12-27 23:02:31,992 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 16:06:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9725, loss_cls: 0.8734, loss: 0.8734 +2023-12-27 23:02:54,606 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 16:06:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9806, loss_cls: 0.7970, loss: 0.7970 +2023-12-27 23:03:17,158 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 16:05:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9756, loss_cls: 0.8085, loss: 0.8085 +2023-12-27 23:03:39,643 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 16:05:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9781, loss_cls: 0.8414, loss: 0.8414 +2023-12-27 23:04:02,104 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 16:05:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.8196, loss: 0.8196 +2023-12-27 23:04:24,586 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 16:04:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.8468, loss: 0.8468 +2023-12-27 23:04:37,027 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-27 23:06:04,445 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:06:04,525 - pyskl - INFO - +top1_acc 0.8346 +top5_acc 0.9839 +2023-12-27 23:06:04,532 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8346, top5_acc: 0.9839 +2023-12-27 23:06:44,126 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 16:04:23, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9794, loss_cls: 0.8192, loss: 0.8192 +2023-12-27 23:07:06,600 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 16:04:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.7402, loss: 0.7402 +2023-12-27 23:07:29,064 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 16:03:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9756, loss_cls: 0.7530, loss: 0.7530 +2023-12-27 23:07:51,545 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 16:03:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7325, loss: 0.7325 +2023-12-27 23:08:14,025 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 16:02:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.8097, loss: 0.8097 +2023-12-27 23:08:36,582 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 16:02:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8019, top5_acc: 0.9762, loss_cls: 0.8829, loss: 0.8829 +2023-12-27 23:08:59,155 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 16:02:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.8428, loss: 0.8428 +2023-12-27 23:09:21,637 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 16:01:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.8420, loss: 0.8420 +2023-12-27 23:09:44,130 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 16:01:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8050, top5_acc: 0.9769, loss_cls: 0.8894, loss: 0.8894 +2023-12-27 23:10:06,678 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 16:00:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9781, loss_cls: 0.8238, loss: 0.8238 +2023-12-27 23:10:29,218 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 16:00:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.8094, loss: 0.8094 +2023-12-27 23:10:52,035 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 16:00:06, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 0.7853, loss: 0.7853 +2023-12-27 23:11:14,752 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 15:59:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.8813, loss: 0.8813 +2023-12-27 23:11:37,507 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 15:59:20, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9800, loss_cls: 0.7707, loss: 0.7707 +2023-12-27 23:12:00,186 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 15:58:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9775, loss_cls: 0.8052, loss: 0.8052 +2023-12-27 23:12:22,923 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 15:58:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9656, loss_cls: 0.8720, loss: 0.8720 +2023-12-27 23:12:45,485 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 15:58:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 0.8249, loss: 0.8249 +2023-12-27 23:13:08,008 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 15:57:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.7863, loss: 0.7863 +2023-12-27 23:13:30,617 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 15:57:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9819, loss_cls: 0.7516, loss: 0.7516 +2023-12-27 23:13:53,158 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 15:57:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9788, loss_cls: 0.8418, loss: 0.8418 +2023-12-27 23:14:15,696 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 15:56:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9769, loss_cls: 0.7972, loss: 0.7972 +2023-12-27 23:14:38,227 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 15:56:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.7690, loss: 0.7690 +2023-12-27 23:15:00,807 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 15:55:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9788, loss_cls: 0.8494, loss: 0.8494 +2023-12-27 23:15:13,271 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-27 23:16:40,691 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:16:40,770 - pyskl - INFO - +top1_acc 0.8160 +top5_acc 0.9829 +2023-12-27 23:16:40,775 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8160, top5_acc: 0.9829 +2023-12-27 23:17:34,092 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 15:56:02, time: 0.533, data_time: 0.169, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9844, loss_cls: 0.7584, loss: 0.7584 +2023-12-27 23:18:10,492 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 15:56:13, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.7715, loss: 0.7715 +2023-12-27 23:18:46,851 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 15:56:24, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9738, loss_cls: 0.7991, loss: 0.7991 +2023-12-27 23:19:23,222 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 15:56:34, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9769, loss_cls: 0.7652, loss: 0.7652 +2023-12-27 23:19:59,524 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 15:56:45, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9756, loss_cls: 0.8270, loss: 0.8270 +2023-12-27 23:20:35,849 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 15:56:55, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8156, top5_acc: 0.9812, loss_cls: 0.8092, loss: 0.8092 +2023-12-27 23:21:12,180 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 15:57:06, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.8416, loss: 0.8416 +2023-12-27 23:21:48,461 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 15:57:16, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.8020, loss: 0.8020 +2023-12-27 23:22:24,825 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 15:57:26, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.8544, loss: 0.8544 +2023-12-27 23:23:01,311 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 15:57:36, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9806, loss_cls: 0.8070, loss: 0.8070 +2023-12-27 23:23:37,788 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 15:57:47, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.7948, loss: 0.7948 +2023-12-27 23:24:14,079 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 15:57:57, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.7890, loss: 0.7890 +2023-12-27 23:24:50,459 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 15:58:06, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.8687, loss: 0.8687 +2023-12-27 23:25:26,740 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 15:58:16, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.7395, loss: 0.7395 +2023-12-27 23:26:03,063 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 15:58:26, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9775, loss_cls: 0.8175, loss: 0.8175 +2023-12-27 23:26:39,380 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 15:58:35, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9719, loss_cls: 0.8810, loss: 0.8810 +2023-12-27 23:27:15,709 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 15:58:45, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9794, loss_cls: 0.8023, loss: 0.8023 +2023-12-27 23:27:52,092 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 15:58:54, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8106, top5_acc: 0.9744, loss_cls: 0.8884, loss: 0.8884 +2023-12-27 23:28:28,412 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 15:59:03, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9806, loss_cls: 0.7951, loss: 0.7951 +2023-12-27 23:29:04,747 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 15:59:12, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9750, loss_cls: 0.7999, loss: 0.7999 +2023-12-27 23:29:41,073 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 15:59:22, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9744, loss_cls: 0.8307, loss: 0.8307 +2023-12-27 23:30:17,429 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 15:59:31, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8131, top5_acc: 0.9688, loss_cls: 0.8548, loss: 0.8548 +2023-12-27 23:30:53,742 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 15:59:39, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.8470, loss: 0.8470 +2023-12-27 23:31:13,415 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-27 23:33:44,093 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:33:44,176 - pyskl - INFO - +top1_acc 0.8405 +top5_acc 0.9821 +2023-12-27 23:33:44,181 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8405, top5_acc: 0.9821 +2023-12-27 23:34:23,397 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 15:59:14, time: 0.392, data_time: 0.168, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9856, loss_cls: 0.6843, loss: 0.6843 +2023-12-27 23:34:45,857 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 15:58:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7038, loss: 0.7038 +2023-12-27 23:35:08,245 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 15:58:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.7340, loss: 0.7340 +2023-12-27 23:35:30,745 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 15:58:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7442, loss: 0.7442 +2023-12-27 23:35:53,295 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 15:57:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9750, loss_cls: 0.8071, loss: 0.8071 +2023-12-27 23:36:15,887 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 15:57:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.8546, loss: 0.8546 +2023-12-27 23:36:38,420 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 15:56:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9675, loss_cls: 0.8646, loss: 0.8646 +2023-12-27 23:37:00,914 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 15:56:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9775, loss_cls: 0.8251, loss: 0.8251 +2023-12-27 23:37:23,384 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 15:55:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.8123, loss: 0.8123 +2023-12-27 23:37:45,884 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 15:55:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9744, loss_cls: 0.7484, loss: 0.7484 +2023-12-27 23:38:08,361 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 15:55:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.7977, loss: 0.7977 +2023-12-27 23:38:30,835 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 15:54:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8063, top5_acc: 0.9731, loss_cls: 0.9136, loss: 0.9136 +2023-12-27 23:38:53,387 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 15:54:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 0.8956, loss: 0.8956 +2023-12-27 23:39:16,028 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 15:53:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9756, loss_cls: 0.8173, loss: 0.8173 +2023-12-27 23:39:38,632 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 15:53:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9812, loss_cls: 0.7592, loss: 0.7592 +2023-12-27 23:40:01,239 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 15:53:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9781, loss_cls: 0.8720, loss: 0.8720 +2023-12-27 23:40:23,759 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 15:52:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9812, loss_cls: 0.7291, loss: 0.7291 +2023-12-27 23:40:46,292 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 15:52:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9675, loss_cls: 0.8182, loss: 0.8182 +2023-12-27 23:41:08,964 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 15:51:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.7895, loss: 0.7895 +2023-12-27 23:41:31,628 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 15:51:31, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9706, loss_cls: 0.8005, loss: 0.8005 +2023-12-27 23:41:54,326 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 15:51:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.7574, loss: 0.7574 +2023-12-27 23:42:16,969 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 15:50:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8025, top5_acc: 0.9719, loss_cls: 0.8911, loss: 0.8911 +2023-12-27 23:42:39,572 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 15:50:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9788, loss_cls: 0.8353, loss: 0.8353 +2023-12-27 23:42:52,067 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-27 23:44:19,566 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:44:19,648 - pyskl - INFO - +top1_acc 0.8410 +top5_acc 0.9815 +2023-12-27 23:44:19,653 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8410, top5_acc: 0.9815 +2023-12-27 23:44:59,036 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 15:49:53, time: 0.394, data_time: 0.168, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8496, loss: 0.8496 +2023-12-27 23:45:21,758 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 15:49:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.7399, loss: 0.7399 +2023-12-27 23:45:44,356 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 15:49:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7319, loss: 0.7319 +2023-12-27 23:46:06,953 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 15:48:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.8014, loss: 0.8014 +2023-12-27 23:46:29,465 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 15:48:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.8059, loss: 0.8059 +2023-12-27 23:46:52,010 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 15:47:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.8030, loss: 0.8030 +2023-12-27 23:47:14,564 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 15:47:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9800, loss_cls: 0.8092, loss: 0.8092 +2023-12-27 23:47:37,138 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 15:47:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.7334, loss: 0.7334 +2023-12-27 23:47:59,717 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 15:46:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.7475, loss: 0.7475 +2023-12-27 23:48:22,299 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 15:46:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9831, loss_cls: 0.7562, loss: 0.7562 +2023-12-27 23:48:44,912 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 15:45:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.8054, loss: 0.8054 +2023-12-27 23:49:07,414 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 15:45:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9706, loss_cls: 0.8011, loss: 0.8011 +2023-12-27 23:49:30,020 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 15:45:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9788, loss_cls: 0.7944, loss: 0.7944 +2023-12-27 23:49:52,535 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 15:44:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9706, loss_cls: 0.9016, loss: 0.9016 +2023-12-27 23:50:15,110 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 15:44:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9819, loss_cls: 0.7962, loss: 0.7962 +2023-12-27 23:50:37,627 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 15:43:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9831, loss_cls: 0.7626, loss: 0.7626 +2023-12-27 23:51:00,443 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 15:43:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.7775, loss: 0.7775 +2023-12-27 23:51:22,983 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 15:43:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.8381, loss: 0.8381 +2023-12-27 23:51:45,498 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 15:42:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 0.8351, loss: 0.8351 +2023-12-27 23:52:08,118 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 15:42:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.8713, loss: 0.8713 +2023-12-27 23:52:30,683 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 15:41:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9725, loss_cls: 0.8132, loss: 0.8132 +2023-12-27 23:52:53,453 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 15:41:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8150, top5_acc: 0.9794, loss_cls: 0.8078, loss: 0.8078 +2023-12-27 23:53:16,087 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 15:41:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9825, loss_cls: 0.7523, loss: 0.7523 +2023-12-27 23:53:28,586 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-27 23:54:55,913 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:54:55,993 - pyskl - INFO - +top1_acc 0.8370 +top5_acc 0.9844 +2023-12-27 23:54:55,998 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8370, top5_acc: 0.9844 +2023-12-27 23:55:35,812 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 15:40:36, time: 0.398, data_time: 0.172, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.7894, loss: 0.7894 +2023-12-27 23:55:58,380 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 15:40:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.7546, loss: 0.7546 +2023-12-27 23:56:20,842 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 15:39:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9738, loss_cls: 0.7652, loss: 0.7652 +2023-12-27 23:56:43,410 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 15:39:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9744, loss_cls: 0.7806, loss: 0.7806 +2023-12-27 23:57:06,075 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 15:38:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7426, loss: 0.7426 +2023-12-27 23:57:28,694 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 15:38:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.7795, loss: 0.7795 +2023-12-27 23:57:51,243 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 15:38:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8206, top5_acc: 0.9788, loss_cls: 0.8040, loss: 0.8040 +2023-12-27 23:58:13,795 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 15:37:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9762, loss_cls: 0.7697, loss: 0.7697 +2023-12-27 23:58:36,318 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 15:37:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.8366, loss: 0.8366 +2023-12-27 23:58:58,969 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 15:36:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9681, loss_cls: 0.8116, loss: 0.8116 +2023-12-27 23:59:21,578 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 15:36:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9756, loss_cls: 0.8030, loss: 0.8030 +2023-12-27 23:59:44,170 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 15:36:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.7593, loss: 0.7593 +2023-12-28 00:00:06,906 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 15:35:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9775, loss_cls: 0.7871, loss: 0.7871 +2023-12-28 00:00:29,465 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 15:35:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 0.8116, loss: 0.8116 +2023-12-28 00:00:52,176 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 15:34:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.7405, loss: 0.7405 +2023-12-28 00:01:14,807 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 15:34:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9738, loss_cls: 0.8614, loss: 0.8614 +2023-12-28 00:01:37,409 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 15:34:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9806, loss_cls: 0.7932, loss: 0.7932 +2023-12-28 00:01:59,903 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 15:33:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.7995, loss: 0.7995 +2023-12-28 00:02:22,392 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 15:33:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.7947, loss: 0.7947 +2023-12-28 00:02:44,883 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 15:32:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9762, loss_cls: 0.8155, loss: 0.8155 +2023-12-28 00:03:07,423 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 15:32:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9731, loss_cls: 0.8434, loss: 0.8434 +2023-12-28 00:03:30,092 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 15:32:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9831, loss_cls: 0.7408, loss: 0.7408 +2023-12-28 00:03:52,637 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 15:31:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9800, loss_cls: 0.7987, loss: 0.7987 +2023-12-28 00:04:05,027 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-28 00:05:32,290 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:05:32,371 - pyskl - INFO - +top1_acc 0.8629 +top5_acc 0.9868 +2023-12-28 00:05:32,376 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8629, top5_acc: 0.9868 +2023-12-28 00:06:12,137 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 15:31:19, time: 0.398, data_time: 0.171, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9719, loss_cls: 0.7845, loss: 0.7845 +2023-12-28 00:06:34,857 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 15:30:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.7294, loss: 0.7294 +2023-12-28 00:06:57,362 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 15:30:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8225, top5_acc: 0.9750, loss_cls: 0.8119, loss: 0.8119 +2023-12-28 00:07:20,042 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 15:30:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.7722, loss: 0.7722 +2023-12-28 00:07:42,547 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 15:29:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9756, loss_cls: 0.8351, loss: 0.8351 +2023-12-28 00:08:05,108 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 15:29:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.7233, loss: 0.7233 +2023-12-28 00:08:27,627 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 15:28:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.7496, loss: 0.7496 +2023-12-28 00:08:50,123 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 15:28:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9850, loss_cls: 0.7219, loss: 0.7219 +2023-12-28 00:09:12,633 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 15:28:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8081, top5_acc: 0.9775, loss_cls: 0.8333, loss: 0.8333 +2023-12-28 00:09:35,110 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 15:27:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9800, loss_cls: 0.7751, loss: 0.7751 +2023-12-28 00:09:57,604 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 15:27:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9750, loss_cls: 0.8390, loss: 0.8390 +2023-12-28 00:10:20,078 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 15:26:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9769, loss_cls: 0.8171, loss: 0.8171 +2023-12-28 00:10:42,548 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 15:26:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.8694, loss: 0.8694 +2023-12-28 00:11:05,197 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 15:26:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9825, loss_cls: 0.7601, loss: 0.7601 +2023-12-28 00:11:27,826 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 15:25:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9756, loss_cls: 0.7667, loss: 0.7667 +2023-12-28 00:11:50,490 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 15:25:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9675, loss_cls: 0.8335, loss: 0.8335 +2023-12-28 00:12:13,185 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 15:24:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.7700, loss: 0.7700 +2023-12-28 00:12:35,887 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 15:24:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9756, loss_cls: 0.7716, loss: 0.7716 +2023-12-28 00:12:58,543 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 15:24:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9750, loss_cls: 0.7743, loss: 0.7743 +2023-12-28 00:13:21,164 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 15:23:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8075, top5_acc: 0.9756, loss_cls: 0.8339, loss: 0.8339 +2023-12-28 00:13:43,703 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 15:23:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9756, loss_cls: 0.8250, loss: 0.8250 +2023-12-28 00:14:06,366 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 15:22:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.7618, loss: 0.7618 +2023-12-28 00:14:28,928 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 15:22:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6896, loss: 0.6896 +2023-12-28 00:14:41,306 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-28 00:16:08,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:16:08,804 - pyskl - INFO - +top1_acc 0.8276 +top5_acc 0.9802 +2023-12-28 00:16:08,808 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8276, top5_acc: 0.9802 +2023-12-28 00:16:48,153 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 15:22:02, time: 0.393, data_time: 0.169, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9806, loss_cls: 0.7591, loss: 0.7591 +2023-12-28 00:17:10,676 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 15:21:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 0.8476, loss: 0.8476 +2023-12-28 00:17:33,245 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 15:21:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.7640, loss: 0.7640 +2023-12-28 00:17:55,747 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 15:20:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.8390, loss: 0.8390 +2023-12-28 00:18:18,220 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 15:20:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.7817, loss: 0.7817 +2023-12-28 00:18:40,931 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 15:20:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9794, loss_cls: 0.7557, loss: 0.7557 +2023-12-28 00:19:03,656 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 15:19:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9812, loss_cls: 0.7135, loss: 0.7135 +2023-12-28 00:19:26,262 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 15:19:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9756, loss_cls: 0.7665, loss: 0.7665 +2023-12-28 00:19:48,789 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 15:18:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7304, loss: 0.7304 +2023-12-28 00:20:11,398 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 15:18:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9794, loss_cls: 0.7466, loss: 0.7466 +2023-12-28 00:20:34,047 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 15:18:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 0.7382, loss: 0.7382 +2023-12-28 00:20:56,678 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 15:17:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9725, loss_cls: 0.7446, loss: 0.7446 +2023-12-28 00:21:19,148 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 15:17:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.8168, loss: 0.8168 +2023-12-28 00:21:41,634 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 15:16:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9781, loss_cls: 0.8243, loss: 0.8243 +2023-12-28 00:22:04,301 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 15:16:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.8138, loss: 0.8138 +2023-12-28 00:22:26,820 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 15:16:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7532, loss: 0.7532 +2023-12-28 00:22:49,324 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 15:15:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9831, loss_cls: 0.7705, loss: 0.7705 +2023-12-28 00:23:11,850 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 15:15:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8169, top5_acc: 0.9750, loss_cls: 0.7693, loss: 0.7693 +2023-12-28 00:23:34,611 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 15:14:49, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9850, loss_cls: 0.7274, loss: 0.7274 +2023-12-28 00:23:57,217 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 15:14:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9844, loss_cls: 0.7586, loss: 0.7586 +2023-12-28 00:24:19,801 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 15:14:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.8205, loss: 0.8205 +2023-12-28 00:24:42,497 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 15:13:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.7414, loss: 0.7414 +2023-12-28 00:25:05,099 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 15:13:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9806, loss_cls: 0.7818, loss: 0.7818 +2023-12-28 00:25:17,467 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-28 00:26:44,758 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:26:44,837 - pyskl - INFO - +top1_acc 0.8472 +top5_acc 0.9849 +2023-12-28 00:26:44,842 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8472, top5_acc: 0.9849 +2023-12-28 00:27:24,322 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 15:12:47, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.7329, loss: 0.7329 +2023-12-28 00:27:46,903 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 15:12:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9800, loss_cls: 0.7226, loss: 0.7226 +2023-12-28 00:28:09,371 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 15:11:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7470, loss: 0.7470 +2023-12-28 00:28:31,828 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 15:11:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.7409, loss: 0.7409 +2023-12-28 00:28:54,275 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 15:11:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.7491, loss: 0.7491 +2023-12-28 00:29:16,815 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 15:10:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9694, loss_cls: 0.8199, loss: 0.8199 +2023-12-28 00:29:39,375 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 15:10:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.8374, loss: 0.8374 +2023-12-28 00:30:01,870 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 15:09:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9812, loss_cls: 0.7355, loss: 0.7355 +2023-12-28 00:30:24,365 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 15:09:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9825, loss_cls: 0.7149, loss: 0.7149 +2023-12-28 00:30:46,866 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 15:09:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9844, loss_cls: 0.7479, loss: 0.7479 +2023-12-28 00:31:09,367 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 15:08:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9800, loss_cls: 0.7064, loss: 0.7064 +2023-12-28 00:31:31,860 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 15:08:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9762, loss_cls: 0.7634, loss: 0.7634 +2023-12-28 00:31:54,321 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 15:07:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9844, loss_cls: 0.7615, loss: 0.7615 +2023-12-28 00:32:16,808 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 15:07:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7320, loss: 0.7320 +2023-12-28 00:32:39,303 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 15:07:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.8003, loss: 0.8003 +2023-12-28 00:33:01,844 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 15:06:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9800, loss_cls: 0.7438, loss: 0.7438 +2023-12-28 00:33:24,338 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 15:06:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8250, top5_acc: 0.9700, loss_cls: 0.8194, loss: 0.8194 +2023-12-28 00:33:46,819 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 15:05:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7397, loss: 0.7397 +2023-12-28 00:34:09,327 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 15:05:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9750, loss_cls: 0.7852, loss: 0.7852 +2023-12-28 00:34:31,908 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 15:05:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9800, loss_cls: 0.7605, loss: 0.7605 +2023-12-28 00:34:54,394 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 15:04:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9788, loss_cls: 0.8616, loss: 0.8616 +2023-12-28 00:35:16,896 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 15:04:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9781, loss_cls: 0.7960, loss: 0.7960 +2023-12-28 00:35:39,524 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 15:03:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9738, loss_cls: 0.7759, loss: 0.7759 +2023-12-28 00:35:51,925 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-28 00:37:19,458 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:37:19,539 - pyskl - INFO - +top1_acc 0.8529 +top5_acc 0.9849 +2023-12-28 00:37:19,543 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8529, top5_acc: 0.9849 +2023-12-28 00:37:59,047 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 15:03:29, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.7581, loss: 0.7581 +2023-12-28 00:38:21,581 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 15:03:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9744, loss_cls: 0.7615, loss: 0.7615 +2023-12-28 00:38:44,057 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 15:02:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.7594, loss: 0.7594 +2023-12-28 00:39:06,515 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 15:02:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9781, loss_cls: 0.7063, loss: 0.7063 +2023-12-28 00:39:28,949 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 15:01:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9850, loss_cls: 0.7115, loss: 0.7115 +2023-12-28 00:39:51,380 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 15:01:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9844, loss_cls: 0.7336, loss: 0.7336 +2023-12-28 00:40:13,820 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 15:01:03, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9769, loss_cls: 0.7271, loss: 0.7271 +2023-12-28 00:40:36,313 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 15:00:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9712, loss_cls: 0.8126, loss: 0.8126 +2023-12-28 00:40:58,795 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 15:00:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7241, loss: 0.7241 +2023-12-28 00:41:21,313 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 14:59:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9819, loss_cls: 0.7532, loss: 0.7532 +2023-12-28 00:41:43,828 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 14:59:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9806, loss_cls: 0.7371, loss: 0.7371 +2023-12-28 00:42:06,460 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 14:59:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.7078, loss: 0.7078 +2023-12-28 00:42:29,013 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 14:58:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.7258, loss: 0.7258 +2023-12-28 00:42:51,554 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 14:58:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7568, loss: 0.7568 +2023-12-28 00:43:14,187 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 14:57:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9781, loss_cls: 0.7715, loss: 0.7715 +2023-12-28 00:43:36,796 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 14:57:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.8433, loss: 0.8433 +2023-12-28 00:43:59,327 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 14:57:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8137, top5_acc: 0.9750, loss_cls: 0.8615, loss: 0.8615 +2023-12-28 00:44:21,905 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 14:56:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.8169, loss: 0.8169 +2023-12-28 00:44:44,592 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 14:56:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.8166, loss: 0.8166 +2023-12-28 00:45:07,330 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 14:55:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9756, loss_cls: 0.7998, loss: 0.7998 +2023-12-28 00:45:29,920 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 14:55:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.8005, loss: 0.8005 +2023-12-28 00:45:52,408 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 14:55:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.7058, loss: 0.7058 +2023-12-28 00:46:15,066 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 14:54:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8125, top5_acc: 0.9750, loss_cls: 0.8455, loss: 0.8455 +2023-12-28 00:46:27,546 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-28 00:47:55,444 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:47:55,522 - pyskl - INFO - +top1_acc 0.8105 +top5_acc 0.9794 +2023-12-28 00:47:55,527 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8105, top5_acc: 0.9794 +2023-12-28 00:48:34,913 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 14:54:13, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.7665, loss: 0.7665 +2023-12-28 00:48:57,375 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 14:53:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9800, loss_cls: 0.7806, loss: 0.7806 +2023-12-28 00:49:19,815 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 14:53:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9750, loss_cls: 0.7951, loss: 0.7951 +2023-12-28 00:49:42,313 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 14:53:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9812, loss_cls: 0.7302, loss: 0.7302 +2023-12-28 00:50:04,869 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 14:52:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9756, loss_cls: 0.7584, loss: 0.7584 +2023-12-28 00:50:27,446 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 14:52:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9781, loss_cls: 0.7410, loss: 0.7410 +2023-12-28 00:50:50,046 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 14:51:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8175, top5_acc: 0.9762, loss_cls: 0.7961, loss: 0.7961 +2023-12-28 00:51:12,681 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 14:51:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.7646, loss: 0.7646 +2023-12-28 00:51:35,285 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 14:51:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9894, loss_cls: 0.7029, loss: 0.7029 +2023-12-28 00:51:57,806 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 14:50:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7373, loss: 0.7373 +2023-12-28 00:52:20,373 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 14:50:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9850, loss_cls: 0.7126, loss: 0.7126 +2023-12-28 00:52:42,897 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 14:49:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9869, loss_cls: 0.7246, loss: 0.7246 +2023-12-28 00:53:05,441 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 14:49:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9794, loss_cls: 0.6851, loss: 0.6851 +2023-12-28 00:53:27,972 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 14:49:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9719, loss_cls: 0.8129, loss: 0.8129 +2023-12-28 00:53:50,519 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 14:48:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 0.8452, loss: 0.8452 +2023-12-28 00:54:13,062 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 14:48:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.6729, loss: 0.6729 +2023-12-28 00:54:35,746 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 14:47:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.6876, loss: 0.6876 +2023-12-28 00:54:58,450 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 14:47:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7652, loss: 0.7652 +2023-12-28 00:55:21,013 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 14:47:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8275, top5_acc: 0.9781, loss_cls: 0.7732, loss: 0.7732 +2023-12-28 00:55:43,610 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 14:46:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9775, loss_cls: 0.8117, loss: 0.8117 +2023-12-28 00:56:06,297 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 14:46:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.7801, loss: 0.7801 +2023-12-28 00:56:28,885 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 14:45:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8256, top5_acc: 0.9812, loss_cls: 0.7658, loss: 0.7658 +2023-12-28 00:56:51,532 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 14:45:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9781, loss_cls: 0.6956, loss: 0.6956 +2023-12-28 00:57:03,952 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-28 00:58:31,499 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:58:31,580 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9894 +2023-12-28 00:58:31,584 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_39.pth was removed +2023-12-28 00:58:31,815 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_52.pth. +2023-12-28 00:58:31,815 - pyskl - INFO - Best top1_acc is 0.8696 at 52 epoch. +2023-12-28 00:58:31,820 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8696, top5_acc: 0.9894 +2023-12-28 00:59:11,307 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 14:44:59, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9875, loss_cls: 0.7084, loss: 0.7084 +2023-12-28 00:59:33,777 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 14:44:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8269, top5_acc: 0.9775, loss_cls: 0.7832, loss: 0.7832 +2023-12-28 00:59:56,246 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 14:44:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9875, loss_cls: 0.6595, loss: 0.6595 +2023-12-28 01:00:18,745 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 14:43:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9744, loss_cls: 0.7787, loss: 0.7787 +2023-12-28 01:00:41,273 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 14:43:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.7083, loss: 0.7083 +2023-12-28 01:01:03,803 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 14:42:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8287, top5_acc: 0.9825, loss_cls: 0.7864, loss: 0.7864 +2023-12-28 01:01:26,283 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 14:42:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8144, top5_acc: 0.9781, loss_cls: 0.8311, loss: 0.8311 +2023-12-28 01:01:48,783 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 14:42:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9800, loss_cls: 0.7161, loss: 0.7161 +2023-12-28 01:02:11,273 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 14:41:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.7135, loss: 0.7135 +2023-12-28 01:02:33,769 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 14:41:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6915, loss: 0.6915 +2023-12-28 01:02:56,250 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 14:40:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.7404, loss: 0.7404 +2023-12-28 01:03:18,800 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 14:40:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9769, loss_cls: 0.7727, loss: 0.7727 +2023-12-28 01:03:41,294 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 14:40:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9769, loss_cls: 0.7254, loss: 0.7254 +2023-12-28 01:04:03,869 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 14:39:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.7780, loss: 0.7780 +2023-12-28 01:04:26,387 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 14:39:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.7403, loss: 0.7403 +2023-12-28 01:04:48,892 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 14:38:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.7942, loss: 0.7942 +2023-12-28 01:05:11,486 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 14:38:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8187, top5_acc: 0.9750, loss_cls: 0.8324, loss: 0.8324 +2023-12-28 01:05:34,037 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 14:38:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9794, loss_cls: 0.7490, loss: 0.7490 +2023-12-28 01:05:56,505 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 14:37:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9819, loss_cls: 0.7497, loss: 0.7497 +2023-12-28 01:06:19,024 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 14:37:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9819, loss_cls: 0.7675, loss: 0.7675 +2023-12-28 01:06:41,603 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 14:36:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.7024, loss: 0.7024 +2023-12-28 01:07:04,227 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 14:36:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8281, top5_acc: 0.9775, loss_cls: 0.7814, loss: 0.7814 +2023-12-28 01:07:26,787 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 14:36:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9744, loss_cls: 0.7210, loss: 0.7210 +2023-12-28 01:07:39,241 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-28 01:09:06,818 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:09:06,897 - pyskl - INFO - +top1_acc 0.8535 +top5_acc 0.9868 +2023-12-28 01:09:06,901 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8535, top5_acc: 0.9868 +2023-12-28 01:09:46,112 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 14:35:44, time: 0.392, data_time: 0.167, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9844, loss_cls: 0.7053, loss: 0.7053 +2023-12-28 01:10:08,554 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 14:35:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7081, loss: 0.7081 +2023-12-28 01:10:31,010 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 14:34:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9775, loss_cls: 0.7345, loss: 0.7345 +2023-12-28 01:10:53,509 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 14:34:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9794, loss_cls: 0.6957, loss: 0.6957 +2023-12-28 01:11:16,062 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 14:34:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9762, loss_cls: 0.7592, loss: 0.7592 +2023-12-28 01:11:38,629 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 14:33:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9800, loss_cls: 0.7903, loss: 0.7903 +2023-12-28 01:12:01,139 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 14:33:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9831, loss_cls: 0.7028, loss: 0.7028 +2023-12-28 01:12:23,724 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 14:32:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9731, loss_cls: 0.7274, loss: 0.7274 +2023-12-28 01:12:46,329 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 14:32:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9875, loss_cls: 0.6994, loss: 0.6994 +2023-12-28 01:13:09,003 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 14:32:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9769, loss_cls: 0.7116, loss: 0.7116 +2023-12-28 01:13:31,696 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 14:31:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9750, loss_cls: 0.7521, loss: 0.7521 +2023-12-28 01:13:54,352 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 14:31:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9788, loss_cls: 0.7773, loss: 0.7773 +2023-12-28 01:14:17,119 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 14:30:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9738, loss_cls: 0.7306, loss: 0.7306 +2023-12-28 01:14:39,768 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 14:30:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.7579, loss: 0.7579 +2023-12-28 01:15:02,361 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 14:30:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9856, loss_cls: 0.7424, loss: 0.7424 +2023-12-28 01:15:24,956 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 14:29:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9825, loss_cls: 0.6848, loss: 0.6848 +2023-12-28 01:15:47,515 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 14:29:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9769, loss_cls: 0.7976, loss: 0.7976 +2023-12-28 01:16:10,165 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 14:28:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.8018, loss: 0.8018 +2023-12-28 01:16:32,753 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 14:28:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9775, loss_cls: 0.7587, loss: 0.7587 +2023-12-28 01:16:55,354 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 14:28:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9819, loss_cls: 0.7090, loss: 0.7090 +2023-12-28 01:17:17,882 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 14:27:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.6663, loss: 0.6663 +2023-12-28 01:17:40,401 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 14:27:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.8040, loss: 0.8040 +2023-12-28 01:18:02,881 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 14:26:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9744, loss_cls: 0.7942, loss: 0.7942 +2023-12-28 01:18:15,244 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-28 01:19:42,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:19:42,885 - pyskl - INFO - +top1_acc 0.8276 +top5_acc 0.9806 +2023-12-28 01:19:42,890 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8276, top5_acc: 0.9806 +2023-12-28 01:20:22,199 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 14:26:31, time: 0.393, data_time: 0.167, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.6753, loss: 0.6753 +2023-12-28 01:20:44,720 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 14:26:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.6701, loss: 0.6701 +2023-12-28 01:21:07,220 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 14:25:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8300, top5_acc: 0.9762, loss_cls: 0.7618, loss: 0.7618 +2023-12-28 01:21:29,752 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 14:25:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9825, loss_cls: 0.7655, loss: 0.7655 +2023-12-28 01:21:52,427 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 14:24:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9800, loss_cls: 0.7257, loss: 0.7257 +2023-12-28 01:22:15,087 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 14:24:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.7123, loss: 0.7123 +2023-12-28 01:22:37,657 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 14:24:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.7438, loss: 0.7438 +2023-12-28 01:23:00,403 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 14:23:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9744, loss_cls: 0.8092, loss: 0.8092 +2023-12-28 01:23:23,086 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 14:23:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9794, loss_cls: 0.6660, loss: 0.6660 +2023-12-28 01:23:45,650 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 14:22:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9869, loss_cls: 0.7344, loss: 0.7344 +2023-12-28 01:24:08,215 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 14:22:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9825, loss_cls: 0.6953, loss: 0.6953 +2023-12-28 01:24:30,755 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 14:22:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9775, loss_cls: 0.7444, loss: 0.7444 +2023-12-28 01:24:53,302 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 14:21:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9719, loss_cls: 0.7779, loss: 0.7779 +2023-12-28 01:25:15,816 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 14:21:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.7735, loss: 0.7735 +2023-12-28 01:25:38,289 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 14:20:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8194, top5_acc: 0.9744, loss_cls: 0.7931, loss: 0.7931 +2023-12-28 01:26:00,716 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 14:20:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9819, loss_cls: 0.7669, loss: 0.7669 +2023-12-28 01:26:23,186 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 14:20:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9706, loss_cls: 0.8035, loss: 0.8035 +2023-12-28 01:26:45,647 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 14:19:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.7532, loss: 0.7532 +2023-12-28 01:27:08,257 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 14:19:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.7131, loss: 0.7131 +2023-12-28 01:27:30,985 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 14:18:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8219, top5_acc: 0.9794, loss_cls: 0.8087, loss: 0.8087 +2023-12-28 01:27:53,603 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 14:18:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7249, loss: 0.7249 +2023-12-28 01:28:16,137 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 14:18:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9719, loss_cls: 0.8045, loss: 0.8045 +2023-12-28 01:28:38,720 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 14:17:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9800, loss_cls: 0.7141, loss: 0.7141 +2023-12-28 01:28:51,122 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-28 01:30:18,346 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:30:18,424 - pyskl - INFO - +top1_acc 0.8705 +top5_acc 0.9876 +2023-12-28 01:30:18,428 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_52.pth was removed +2023-12-28 01:30:18,560 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_55.pth. +2023-12-28 01:30:18,561 - pyskl - INFO - Best top1_acc is 0.8705 at 55 epoch. +2023-12-28 01:30:18,565 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8705, top5_acc: 0.9876 +2023-12-28 01:30:58,215 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 14:17:20, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.7077, loss: 0.7077 +2023-12-28 01:31:20,667 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 14:16:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9769, loss_cls: 0.7270, loss: 0.7270 +2023-12-28 01:31:43,132 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 14:16:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9762, loss_cls: 0.7425, loss: 0.7425 +2023-12-28 01:32:05,556 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 14:16:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.7122, loss: 0.7122 +2023-12-28 01:32:28,024 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 14:15:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 0.6392, loss: 0.6392 +2023-12-28 01:32:50,503 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 14:15:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9838, loss_cls: 0.7123, loss: 0.7123 +2023-12-28 01:33:12,993 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 14:14:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.6896, loss: 0.6896 +2023-12-28 01:33:35,577 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 14:14:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.7656, loss: 0.7656 +2023-12-28 01:33:58,080 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 14:14:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9744, loss_cls: 0.7951, loss: 0.7951 +2023-12-28 01:34:20,522 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 14:13:44, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8294, top5_acc: 0.9750, loss_cls: 0.7981, loss: 0.7981 +2023-12-28 01:34:42,983 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 14:13:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9812, loss_cls: 0.7665, loss: 0.7665 +2023-12-28 01:35:05,490 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 14:12:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9819, loss_cls: 0.7781, loss: 0.7781 +2023-12-28 01:35:27,913 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 14:12:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9844, loss_cls: 0.7354, loss: 0.7354 +2023-12-28 01:35:50,457 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 14:12:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9750, loss_cls: 0.7735, loss: 0.7735 +2023-12-28 01:36:13,001 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 14:11:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.7354, loss: 0.7354 +2023-12-28 01:36:35,506 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 14:11:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8244, top5_acc: 0.9750, loss_cls: 0.8152, loss: 0.8152 +2023-12-28 01:36:57,983 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 14:10:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.7389, loss: 0.7389 +2023-12-28 01:37:20,552 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 14:10:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.7387, loss: 0.7387 +2023-12-28 01:37:43,095 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 14:10:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9812, loss_cls: 0.7488, loss: 0.7488 +2023-12-28 01:38:05,707 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 14:09:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.7482, loss: 0.7482 +2023-12-28 01:38:28,270 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 14:09:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9838, loss_cls: 0.7469, loss: 0.7469 +2023-12-28 01:38:50,848 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 14:08:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.7301, loss: 0.7301 +2023-12-28 01:39:13,424 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 14:08:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9825, loss_cls: 0.7220, loss: 0.7220 +2023-12-28 01:39:25,867 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-28 01:40:53,076 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:40:53,157 - pyskl - INFO - +top1_acc 0.8678 +top5_acc 0.9869 +2023-12-28 01:40:53,162 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8678, top5_acc: 0.9869 +2023-12-28 01:41:32,683 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 14:08:06, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9812, loss_cls: 0.7436, loss: 0.7436 +2023-12-28 01:41:55,072 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 14:07:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 0.6334, loss: 0.6334 +2023-12-28 01:42:17,486 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 14:07:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9769, loss_cls: 0.7026, loss: 0.7026 +2023-12-28 01:42:39,891 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 14:06:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9775, loss_cls: 0.7356, loss: 0.7356 +2023-12-28 01:43:02,306 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 14:06:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9819, loss_cls: 0.7453, loss: 0.7453 +2023-12-28 01:43:24,707 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 14:06:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9806, loss_cls: 0.7190, loss: 0.7190 +2023-12-28 01:43:47,091 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 14:05:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9831, loss_cls: 0.7380, loss: 0.7380 +2023-12-28 01:44:09,536 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 14:05:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.7314, loss: 0.7314 +2023-12-28 01:44:31,964 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 14:04:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9819, loss_cls: 0.7620, loss: 0.7620 +2023-12-28 01:44:54,360 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 14:04:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9788, loss_cls: 0.7766, loss: 0.7766 +2023-12-28 01:45:16,758 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 14:04:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8381, top5_acc: 0.9844, loss_cls: 0.7173, loss: 0.7173 +2023-12-28 01:45:39,182 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 14:03:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.6961, loss: 0.6961 +2023-12-28 01:46:01,633 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 14:03:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9744, loss_cls: 0.7019, loss: 0.7019 +2023-12-28 01:46:24,135 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 14:02:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.6877, loss: 0.6877 +2023-12-28 01:46:46,637 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 14:02:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.7201, loss: 0.7201 +2023-12-28 01:47:09,133 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 14:02:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9788, loss_cls: 0.7595, loss: 0.7595 +2023-12-28 01:47:31,641 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 14:01:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9875, loss_cls: 0.7107, loss: 0.7107 +2023-12-28 01:47:54,185 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 14:01:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.7889, loss: 0.7889 +2023-12-28 01:48:16,679 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 14:00:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8337, top5_acc: 0.9775, loss_cls: 0.7386, loss: 0.7386 +2023-12-28 01:48:39,195 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 14:00:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9806, loss_cls: 0.7262, loss: 0.7262 +2023-12-28 01:49:01,866 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 14:00:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.7565, loss: 0.7565 +2023-12-28 01:49:24,397 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 13:59:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.7381, loss: 0.7381 +2023-12-28 01:49:46,959 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 13:59:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.6807, loss: 0.6807 +2023-12-28 01:49:59,352 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-28 01:51:26,809 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:51:26,889 - pyskl - INFO - +top1_acc 0.8512 +top5_acc 0.9849 +2023-12-28 01:51:26,893 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.8512, top5_acc: 0.9849 +2023-12-28 01:52:06,403 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 13:58:52, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6617, loss: 0.6617 +2023-12-28 01:52:28,825 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 13:58:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.7418, loss: 0.7418 +2023-12-28 01:52:51,346 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 13:58:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.7019, loss: 0.7019 +2023-12-28 01:53:13,836 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 13:57:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.6411, loss: 0.6411 +2023-12-28 01:53:36,282 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 13:57:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9869, loss_cls: 0.6964, loss: 0.6964 +2023-12-28 01:53:58,847 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 13:56:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.7798, loss: 0.7798 +2023-12-28 01:54:21,540 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 13:56:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.6776, loss: 0.6776 +2023-12-28 01:54:44,207 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 13:56:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9844, loss_cls: 0.7026, loss: 0.7026 +2023-12-28 01:55:06,789 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 13:55:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.7018, loss: 0.7018 +2023-12-28 01:55:29,326 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 13:55:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9844, loss_cls: 0.6963, loss: 0.6963 +2023-12-28 01:55:51,850 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 13:54:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.7570, loss: 0.7570 +2023-12-28 01:56:14,378 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 13:54:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9781, loss_cls: 0.7125, loss: 0.7125 +2023-12-28 01:56:36,952 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 13:54:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.7165, loss: 0.7165 +2023-12-28 01:56:59,469 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 13:53:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9731, loss_cls: 0.6878, loss: 0.6878 +2023-12-28 01:57:21,993 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 13:53:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.7355, loss: 0.7355 +2023-12-28 01:57:44,737 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 13:52:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9738, loss_cls: 0.7303, loss: 0.7303 +2023-12-28 01:58:07,314 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 13:52:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.7112, loss: 0.7112 +2023-12-28 01:58:29,885 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 13:52:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9806, loss_cls: 0.7435, loss: 0.7435 +2023-12-28 01:58:52,440 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 13:51:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.7478, loss: 0.7478 +2023-12-28 01:59:15,033 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 13:51:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 0.7582, loss: 0.7582 +2023-12-28 01:59:37,680 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 13:50:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9788, loss_cls: 0.6891, loss: 0.6891 +2023-12-28 02:00:00,337 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 13:50:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.7018, loss: 0.7018 +2023-12-28 02:00:22,955 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 13:50:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.7061, loss: 0.7061 +2023-12-28 02:00:35,407 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-28 02:02:03,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:02:03,491 - pyskl - INFO - +top1_acc 0.8716 +top5_acc 0.9889 +2023-12-28 02:02:03,495 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_55.pth was removed +2023-12-28 02:02:03,628 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_58.pth. +2023-12-28 02:02:03,628 - pyskl - INFO - Best top1_acc is 0.8716 at 58 epoch. +2023-12-28 02:02:03,633 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8716, top5_acc: 0.9889 +2023-12-28 02:02:43,147 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 13:49:42, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6894, loss: 0.6894 +2023-12-28 02:03:05,663 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 13:49:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6537, loss: 0.6537 +2023-12-28 02:03:28,186 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 13:48:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9775, loss_cls: 0.6639, loss: 0.6639 +2023-12-28 02:03:50,746 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 13:48:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9819, loss_cls: 0.6702, loss: 0.6702 +2023-12-28 02:04:13,378 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 13:48:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9831, loss_cls: 0.6657, loss: 0.6657 +2023-12-28 02:04:36,024 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 13:47:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9788, loss_cls: 0.6978, loss: 0.6978 +2023-12-28 02:04:58,747 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 13:47:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9819, loss_cls: 0.6930, loss: 0.6930 +2023-12-28 02:05:21,446 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 13:46:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9844, loss_cls: 0.7214, loss: 0.7214 +2023-12-28 02:05:44,170 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 13:46:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9856, loss_cls: 0.7441, loss: 0.7441 +2023-12-28 02:06:06,822 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 13:46:10, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7243, loss: 0.7243 +2023-12-28 02:06:29,499 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 13:45:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9788, loss_cls: 0.7705, loss: 0.7705 +2023-12-28 02:06:52,147 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 13:45:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9831, loss_cls: 0.7122, loss: 0.7122 +2023-12-28 02:07:14,758 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 13:44:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.6931, loss: 0.6931 +2023-12-28 02:07:37,374 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 13:44:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9788, loss_cls: 0.7290, loss: 0.7290 +2023-12-28 02:07:59,954 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 13:44:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9819, loss_cls: 0.7024, loss: 0.7024 +2023-12-28 02:08:22,495 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 13:43:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.7778, loss: 0.7778 +2023-12-28 02:08:44,995 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 13:43:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9800, loss_cls: 0.7042, loss: 0.7042 +2023-12-28 02:09:07,577 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 13:43:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9794, loss_cls: 0.7513, loss: 0.7513 +2023-12-28 02:09:30,256 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 13:42:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.7412, loss: 0.7412 +2023-12-28 02:09:52,700 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 13:42:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.7372, loss: 0.7372 +2023-12-28 02:10:15,147 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 13:41:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9794, loss_cls: 0.6900, loss: 0.6900 +2023-12-28 02:10:37,774 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 13:41:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9812, loss_cls: 0.7592, loss: 0.7592 +2023-12-28 02:11:00,412 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 13:41:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9794, loss_cls: 0.6980, loss: 0.6980 +2023-12-28 02:11:12,861 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-28 02:12:40,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:12:40,486 - pyskl - INFO - +top1_acc 0.8642 +top5_acc 0.9868 +2023-12-28 02:12:40,491 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8642, top5_acc: 0.9868 +2023-12-28 02:13:20,221 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 13:40:34, time: 0.397, data_time: 0.172, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9844, loss_cls: 0.6840, loss: 0.6840 +2023-12-28 02:13:42,726 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 13:40:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.7107, loss: 0.7107 +2023-12-28 02:14:05,213 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 13:39:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9825, loss_cls: 0.6671, loss: 0.6671 +2023-12-28 02:14:27,741 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 13:39:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9856, loss_cls: 0.6538, loss: 0.6538 +2023-12-28 02:14:50,246 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 13:38:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9850, loss_cls: 0.6673, loss: 0.6673 +2023-12-28 02:15:12,681 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 13:38:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.7400, loss: 0.7400 +2023-12-28 02:15:35,127 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 13:38:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9794, loss_cls: 0.6490, loss: 0.6490 +2023-12-28 02:15:57,641 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 13:37:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9825, loss_cls: 0.7050, loss: 0.7050 +2023-12-28 02:16:20,194 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 13:37:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9794, loss_cls: 0.7181, loss: 0.7181 +2023-12-28 02:16:42,724 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 13:37:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9856, loss_cls: 0.6953, loss: 0.6953 +2023-12-28 02:17:05,222 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 13:36:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.6977, loss: 0.6977 +2023-12-28 02:17:27,805 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 13:36:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9781, loss_cls: 0.7034, loss: 0.7034 +2023-12-28 02:17:50,425 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 13:35:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.7031, loss: 0.7031 +2023-12-28 02:18:13,063 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 13:35:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9819, loss_cls: 0.7231, loss: 0.7231 +2023-12-28 02:18:35,610 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 13:35:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9862, loss_cls: 0.7036, loss: 0.7036 +2023-12-28 02:18:58,147 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 13:34:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.7570, loss: 0.7570 +2023-12-28 02:19:20,683 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 13:34:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7521, loss: 0.7521 +2023-12-28 02:19:43,207 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 13:33:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8237, top5_acc: 0.9775, loss_cls: 0.7719, loss: 0.7719 +2023-12-28 02:20:05,702 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 13:33:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8406, top5_acc: 0.9781, loss_cls: 0.7483, loss: 0.7483 +2023-12-28 02:20:28,232 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 13:33:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9756, loss_cls: 0.7287, loss: 0.7287 +2023-12-28 02:20:50,777 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 13:32:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.6725, loss: 0.6725 +2023-12-28 02:21:13,326 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 13:32:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6785, loss: 0.6785 +2023-12-28 02:21:35,956 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 13:31:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9744, loss_cls: 0.7038, loss: 0.7038 +2023-12-28 02:21:48,497 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-28 02:23:16,155 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:23:16,236 - pyskl - INFO - +top1_acc 0.8497 +top5_acc 0.9868 +2023-12-28 02:23:16,240 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8497, top5_acc: 0.9868 +2023-12-28 02:23:55,669 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 13:31:23, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9819, loss_cls: 0.6654, loss: 0.6654 +2023-12-28 02:24:18,148 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 13:31:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9862, loss_cls: 0.6384, loss: 0.6384 +2023-12-28 02:24:40,622 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 13:30:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9806, loss_cls: 0.6762, loss: 0.6762 +2023-12-28 02:25:03,062 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 13:30:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9781, loss_cls: 0.6773, loss: 0.6773 +2023-12-28 02:25:25,538 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 13:29:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.7416, loss: 0.7416 +2023-12-28 02:25:48,034 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 13:29:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.6735, loss: 0.6735 +2023-12-28 02:26:10,526 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 13:29:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.6450, loss: 0.6450 +2023-12-28 02:26:33,030 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 13:28:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 0.6826, loss: 0.6826 +2023-12-28 02:26:55,548 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 13:28:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9794, loss_cls: 0.7318, loss: 0.7318 +2023-12-28 02:27:18,042 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 13:27:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9838, loss_cls: 0.7198, loss: 0.7198 +2023-12-28 02:27:40,677 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 13:27:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.6617, loss: 0.6617 +2023-12-28 02:28:03,381 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 13:27:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9750, loss_cls: 0.6550, loss: 0.6550 +2023-12-28 02:28:26,073 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 13:26:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.6259, loss: 0.6259 +2023-12-28 02:28:48,741 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 13:26:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9800, loss_cls: 0.7023, loss: 0.7023 +2023-12-28 02:29:11,347 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 13:25:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9800, loss_cls: 0.6861, loss: 0.6861 +2023-12-28 02:29:33,930 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 13:25:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8369, top5_acc: 0.9819, loss_cls: 0.7528, loss: 0.7528 +2023-12-28 02:29:56,531 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 13:25:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.7718, loss: 0.7718 +2023-12-28 02:30:19,148 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 13:24:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8394, top5_acc: 0.9831, loss_cls: 0.7365, loss: 0.7365 +2023-12-28 02:30:41,751 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 13:24:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.7292, loss: 0.7292 +2023-12-28 02:31:04,318 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 13:23:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9838, loss_cls: 0.6996, loss: 0.6996 +2023-12-28 02:31:26,933 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 13:23:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8331, top5_acc: 0.9762, loss_cls: 0.7917, loss: 0.7917 +2023-12-28 02:31:49,620 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 13:23:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.7056, loss: 0.7056 +2023-12-28 02:32:12,228 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 13:22:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.6039, loss: 0.6039 +2023-12-28 02:32:24,663 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-28 02:33:52,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:33:52,631 - pyskl - INFO - +top1_acc 0.8590 +top5_acc 0.9861 +2023-12-28 02:33:52,636 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8590, top5_acc: 0.9861 +2023-12-28 02:34:32,023 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 13:22:15, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9825, loss_cls: 0.5879, loss: 0.5879 +2023-12-28 02:34:54,562 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 13:21:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.6460, loss: 0.6460 +2023-12-28 02:35:17,023 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 13:21:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9856, loss_cls: 0.6043, loss: 0.6043 +2023-12-28 02:35:39,578 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 13:21:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9869, loss_cls: 0.6215, loss: 0.6215 +2023-12-28 02:36:02,137 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 13:20:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.7086, loss: 0.7086 +2023-12-28 02:36:24,687 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 13:20:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9806, loss_cls: 0.7421, loss: 0.7421 +2023-12-28 02:36:47,221 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 13:19:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9838, loss_cls: 0.6618, loss: 0.6618 +2023-12-28 02:37:09,643 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 13:19:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9825, loss_cls: 0.6579, loss: 0.6579 +2023-12-28 02:37:32,071 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 13:19:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8231, top5_acc: 0.9762, loss_cls: 0.7898, loss: 0.7898 +2023-12-28 02:37:54,551 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 13:18:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9762, loss_cls: 0.6948, loss: 0.6948 +2023-12-28 02:38:17,011 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 13:18:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9819, loss_cls: 0.6968, loss: 0.6968 +2023-12-28 02:38:39,507 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 13:17:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.7098, loss: 0.7098 +2023-12-28 02:39:02,020 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 13:17:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.7572, loss: 0.7572 +2023-12-28 02:39:24,608 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 13:17:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9812, loss_cls: 0.7199, loss: 0.7199 +2023-12-28 02:39:47,157 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 13:16:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.6891, loss: 0.6891 +2023-12-28 02:40:09,629 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 13:16:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8413, top5_acc: 0.9775, loss_cls: 0.7155, loss: 0.7155 +2023-12-28 02:40:32,240 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 13:15:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9856, loss_cls: 0.6554, loss: 0.6554 +2023-12-28 02:40:54,748 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 13:15:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.7523, loss: 0.7523 +2023-12-28 02:41:17,267 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 13:15:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9812, loss_cls: 0.7322, loss: 0.7322 +2023-12-28 02:41:39,811 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 13:14:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9744, loss_cls: 0.7660, loss: 0.7660 +2023-12-28 02:42:02,262 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 13:14:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8431, top5_acc: 0.9862, loss_cls: 0.6762, loss: 0.6762 +2023-12-28 02:42:24,841 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 13:13:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9781, loss_cls: 0.6432, loss: 0.6432 +2023-12-28 02:42:47,380 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 13:13:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9806, loss_cls: 0.6792, loss: 0.6792 +2023-12-28 02:42:59,768 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-28 02:44:27,077 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:44:27,156 - pyskl - INFO - +top1_acc 0.8701 +top5_acc 0.9869 +2023-12-28 02:44:27,161 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8701, top5_acc: 0.9869 +2023-12-28 02:45:06,718 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 13:13:05, time: 0.396, data_time: 0.170, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9869, loss_cls: 0.6715, loss: 0.6715 +2023-12-28 02:45:29,147 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 13:12:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.6857, loss: 0.6857 +2023-12-28 02:45:51,587 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 13:12:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.6334, loss: 0.6334 +2023-12-28 02:46:14,100 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 13:11:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.6601, loss: 0.6601 +2023-12-28 02:46:36,652 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 13:11:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9775, loss_cls: 0.7468, loss: 0.7468 +2023-12-28 02:46:59,157 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 13:11:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9862, loss_cls: 0.6664, loss: 0.6664 +2023-12-28 02:47:21,679 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 13:10:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.7124, loss: 0.7124 +2023-12-28 02:47:44,180 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 13:10:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.7044, loss: 0.7044 +2023-12-28 02:48:06,686 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 13:09:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.6350, loss: 0.6350 +2023-12-28 02:48:29,352 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 13:09:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6280, loss: 0.6280 +2023-12-28 02:48:51,975 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 13:09:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.6841, loss: 0.6841 +2023-12-28 02:49:14,635 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 13:08:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9806, loss_cls: 0.6967, loss: 0.6967 +2023-12-28 02:49:37,216 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 13:08:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.6364, loss: 0.6364 +2023-12-28 02:49:59,691 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 13:07:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9862, loss_cls: 0.6496, loss: 0.6496 +2023-12-28 02:50:22,137 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 13:07:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9781, loss_cls: 0.7108, loss: 0.7108 +2023-12-28 02:50:44,738 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 13:07:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9856, loss_cls: 0.6428, loss: 0.6428 +2023-12-28 02:51:07,333 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 13:06:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9806, loss_cls: 0.7165, loss: 0.7165 +2023-12-28 02:51:29,932 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 13:06:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9812, loss_cls: 0.6875, loss: 0.6875 +2023-12-28 02:51:52,392 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 13:05:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.7391, loss: 0.7391 +2023-12-28 02:52:14,873 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 13:05:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9831, loss_cls: 0.6642, loss: 0.6642 +2023-12-28 02:52:37,378 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 13:05:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6742, loss: 0.6742 +2023-12-28 02:53:00,089 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 13:04:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.7374, loss: 0.7374 +2023-12-28 02:53:22,883 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 13:04:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.6829, loss: 0.6829 +2023-12-28 02:53:35,397 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-28 02:55:03,242 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:55:03,321 - pyskl - INFO - +top1_acc 0.8659 +top5_acc 0.9868 +2023-12-28 02:55:03,326 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8659, top5_acc: 0.9868 +2023-12-28 02:55:42,889 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 13:03:56, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9825, loss_cls: 0.5796, loss: 0.5796 +2023-12-28 02:56:05,449 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 13:03:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.6121, loss: 0.6121 +2023-12-28 02:56:28,017 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 13:03:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.6927, loss: 0.6927 +2023-12-28 02:56:50,628 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 13:02:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6557, loss: 0.6557 +2023-12-28 02:57:13,199 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 13:02:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.6252, loss: 0.6252 +2023-12-28 02:57:35,748 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 13:01:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9762, loss_cls: 0.6690, loss: 0.6690 +2023-12-28 02:57:58,233 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 13:01:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9875, loss_cls: 0.6256, loss: 0.6256 +2023-12-28 02:58:20,703 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 13:01:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9831, loss_cls: 0.6924, loss: 0.6924 +2023-12-28 02:58:43,175 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 13:00:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9738, loss_cls: 0.7483, loss: 0.7483 +2023-12-28 02:59:05,650 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 13:00:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9894, loss_cls: 0.6194, loss: 0.6194 +2023-12-28 02:59:28,343 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 13:00:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6423, loss: 0.6423 +2023-12-28 02:59:51,070 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 12:59:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9731, loss_cls: 0.7226, loss: 0.7226 +2023-12-28 03:00:13,693 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 12:59:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9825, loss_cls: 0.6712, loss: 0.6712 +2023-12-28 03:00:36,262 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 12:58:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.6751, loss: 0.6751 +2023-12-28 03:00:58,779 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 12:58:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9875, loss_cls: 0.6942, loss: 0.6942 +2023-12-28 03:01:21,289 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 12:58:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8319, top5_acc: 0.9794, loss_cls: 0.7509, loss: 0.7509 +2023-12-28 03:01:43,944 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 12:57:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8425, top5_acc: 0.9838, loss_cls: 0.7038, loss: 0.7038 +2023-12-28 03:02:06,530 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 12:57:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9881, loss_cls: 0.6947, loss: 0.6947 +2023-12-28 03:02:29,074 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 12:56:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9838, loss_cls: 0.6313, loss: 0.6313 +2023-12-28 03:02:51,547 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 12:56:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9744, loss_cls: 0.6920, loss: 0.6920 +2023-12-28 03:03:14,018 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 12:56:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8444, top5_acc: 0.9825, loss_cls: 0.7035, loss: 0.7035 +2023-12-28 03:03:36,461 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 12:55:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.7083, loss: 0.7083 +2023-12-28 03:03:58,936 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 12:55:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9844, loss_cls: 0.7043, loss: 0.7043 +2023-12-28 03:04:11,314 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-28 03:05:39,131 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:05:39,211 - pyskl - INFO - +top1_acc 0.8698 +top5_acc 0.9865 +2023-12-28 03:05:39,215 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8698, top5_acc: 0.9865 +2023-12-28 03:06:18,842 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 12:54:48, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.6224, loss: 0.6224 +2023-12-28 03:06:41,334 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 12:54:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.6022, loss: 0.6022 +2023-12-28 03:07:03,836 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 12:54:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9881, loss_cls: 0.6364, loss: 0.6364 +2023-12-28 03:07:26,298 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 12:53:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.7171, loss: 0.7171 +2023-12-28 03:07:48,781 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 12:53:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 0.6348, loss: 0.6348 +2023-12-28 03:08:11,298 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 12:52:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8363, top5_acc: 0.9844, loss_cls: 0.7248, loss: 0.7248 +2023-12-28 03:08:33,817 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 12:52:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9881, loss_cls: 0.6863, loss: 0.6863 +2023-12-28 03:08:56,368 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 12:52:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.6812, loss: 0.6812 +2023-12-28 03:09:18,813 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 12:51:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9806, loss_cls: 0.6314, loss: 0.6314 +2023-12-28 03:09:41,302 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 12:51:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.7121, loss: 0.7121 +2023-12-28 03:10:03,881 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 12:50:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.6611, loss: 0.6611 +2023-12-28 03:10:26,395 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 12:50:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.7110, loss: 0.7110 +2023-12-28 03:10:48,883 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 12:50:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9850, loss_cls: 0.6333, loss: 0.6333 +2023-12-28 03:11:11,360 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 12:49:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 0.5990, loss: 0.5990 +2023-12-28 03:11:33,737 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 12:49:17, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9800, loss_cls: 0.7001, loss: 0.7001 +2023-12-28 03:11:56,151 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 12:48:54, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.6489, loss: 0.6489 +2023-12-28 03:12:18,633 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 12:48:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 0.6385, loss: 0.6385 +2023-12-28 03:12:41,123 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 12:48:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.6666, loss: 0.6666 +2023-12-28 03:13:03,711 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 12:47:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9756, loss_cls: 0.6893, loss: 0.6893 +2023-12-28 03:13:26,206 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 12:47:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.7411, loss: 0.7411 +2023-12-28 03:13:48,670 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 12:46:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9825, loss_cls: 0.7092, loss: 0.7092 +2023-12-28 03:14:11,178 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 12:46:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.6483, loss: 0.6483 +2023-12-28 03:14:33,692 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 12:46:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.7060, loss: 0.7060 +2023-12-28 03:14:46,044 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-28 03:16:13,463 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:16:13,544 - pyskl - INFO - +top1_acc 0.8582 +top5_acc 0.9843 +2023-12-28 03:16:13,550 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8582, top5_acc: 0.9843 +2023-12-28 03:16:52,859 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 12:45:39, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9831, loss_cls: 0.6298, loss: 0.6298 +2023-12-28 03:17:15,364 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 12:45:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5616, loss: 0.5616 +2023-12-28 03:17:37,909 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 12:44:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6377, loss: 0.6377 +2023-12-28 03:18:00,423 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 12:44:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.6437, loss: 0.6437 +2023-12-28 03:18:22,855 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 12:44:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.6541, loss: 0.6541 +2023-12-28 03:18:45,317 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 12:43:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9850, loss_cls: 0.5892, loss: 0.5892 +2023-12-28 03:19:07,847 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 12:43:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.6733, loss: 0.6733 +2023-12-28 03:19:30,382 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 12:42:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9838, loss_cls: 0.6524, loss: 0.6524 +2023-12-28 03:19:52,899 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 12:42:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6607, loss: 0.6607 +2023-12-28 03:20:15,576 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 12:42:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9862, loss_cls: 0.6896, loss: 0.6896 +2023-12-28 03:20:38,279 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 12:41:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8375, top5_acc: 0.9769, loss_cls: 0.7369, loss: 0.7369 +2023-12-28 03:21:00,910 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 12:41:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9894, loss_cls: 0.6380, loss: 0.6380 +2023-12-28 03:21:23,472 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 12:40:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8494, top5_acc: 0.9869, loss_cls: 0.6665, loss: 0.6665 +2023-12-28 03:21:45,950 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 12:40:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.6891, loss: 0.6891 +2023-12-28 03:22:08,417 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 12:40:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.6935, loss: 0.6935 +2023-12-28 03:22:30,971 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 12:39:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9781, loss_cls: 0.7125, loss: 0.7125 +2023-12-28 03:22:53,501 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 12:39:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9781, loss_cls: 0.6517, loss: 0.6517 +2023-12-28 03:23:16,014 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 12:38:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9844, loss_cls: 0.6998, loss: 0.6998 +2023-12-28 03:23:38,522 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 12:38:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9850, loss_cls: 0.6771, loss: 0.6771 +2023-12-28 03:24:01,043 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 12:38:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.6083, loss: 0.6083 +2023-12-28 03:24:23,629 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 12:37:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8481, top5_acc: 0.9831, loss_cls: 0.6736, loss: 0.6736 +2023-12-28 03:24:46,109 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 12:37:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9850, loss_cls: 0.6504, loss: 0.6504 +2023-12-28 03:25:08,694 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 12:37:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9812, loss_cls: 0.7186, loss: 0.7186 +2023-12-28 03:25:21,068 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-28 03:26:48,810 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:26:48,892 - pyskl - INFO - +top1_acc 0.8603 +top5_acc 0.9873 +2023-12-28 03:26:48,896 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8603, top5_acc: 0.9873 +2023-12-28 03:27:28,483 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 12:36:31, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9825, loss_cls: 0.6165, loss: 0.6165 +2023-12-28 03:27:50,940 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 12:36:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9869, loss_cls: 0.6740, loss: 0.6740 +2023-12-28 03:28:13,436 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 12:35:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.6552, loss: 0.6552 +2023-12-28 03:28:35,957 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 12:35:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.6809, loss: 0.6809 +2023-12-28 03:28:58,442 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 12:34:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6370, loss: 0.6370 +2023-12-28 03:29:20,894 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 12:34:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9800, loss_cls: 0.6593, loss: 0.6593 +2023-12-28 03:29:43,332 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 12:34:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 0.6183, loss: 0.6183 +2023-12-28 03:30:05,787 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 12:33:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5559, loss: 0.5559 +2023-12-28 03:30:28,370 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 12:33:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.6813, loss: 0.6813 +2023-12-28 03:30:50,815 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 12:32:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9794, loss_cls: 0.6647, loss: 0.6647 +2023-12-28 03:31:13,435 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 12:32:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6338, loss: 0.6338 +2023-12-28 03:31:36,039 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 12:32:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6003, loss: 0.6003 +2023-12-28 03:31:58,574 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 12:31:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.6413, loss: 0.6413 +2023-12-28 03:32:21,147 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 12:31:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9838, loss_cls: 0.6777, loss: 0.6777 +2023-12-28 03:32:43,730 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 12:31:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9788, loss_cls: 0.6880, loss: 0.6880 +2023-12-28 03:33:06,272 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 12:30:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9844, loss_cls: 0.6563, loss: 0.6563 +2023-12-28 03:33:28,785 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 12:30:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8450, top5_acc: 0.9825, loss_cls: 0.7015, loss: 0.7015 +2023-12-28 03:33:51,293 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 12:29:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9831, loss_cls: 0.6325, loss: 0.6325 +2023-12-28 03:34:13,818 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 12:29:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9812, loss_cls: 0.6722, loss: 0.6722 +2023-12-28 03:34:36,376 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 12:29:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9800, loss_cls: 0.7060, loss: 0.7060 +2023-12-28 03:34:58,914 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 12:28:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8644, top5_acc: 0.9831, loss_cls: 0.6373, loss: 0.6373 +2023-12-28 03:35:21,464 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 12:28:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.7172, loss: 0.7172 +2023-12-28 03:35:43,949 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 12:27:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6338, loss: 0.6338 +2023-12-28 03:35:56,357 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-28 03:37:23,666 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:37:23,746 - pyskl - INFO - +top1_acc 0.8773 +top5_acc 0.9889 +2023-12-28 03:37:23,750 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_58.pth was removed +2023-12-28 03:37:23,884 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_67.pth. +2023-12-28 03:37:23,884 - pyskl - INFO - Best top1_acc is 0.8773 at 67 epoch. +2023-12-28 03:37:23,888 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8773, top5_acc: 0.9889 +2023-12-28 03:38:03,212 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 12:27:23, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9850, loss_cls: 0.6263, loss: 0.6263 +2023-12-28 03:38:25,694 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 12:27:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9831, loss_cls: 0.6266, loss: 0.6266 +2023-12-28 03:38:48,167 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 12:26:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.6588, loss: 0.6588 +2023-12-28 03:39:10,836 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 12:26:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9831, loss_cls: 0.6427, loss: 0.6427 +2023-12-28 03:39:33,337 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 12:25:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9819, loss_cls: 0.6820, loss: 0.6820 +2023-12-28 03:39:55,933 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 12:25:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.5876, loss: 0.5876 +2023-12-28 03:40:18,435 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 12:25:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8469, top5_acc: 0.9869, loss_cls: 0.6548, loss: 0.6548 +2023-12-28 03:40:40,942 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 12:24:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9869, loss_cls: 0.6182, loss: 0.6182 +2023-12-28 03:41:03,449 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 12:24:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8606, top5_acc: 0.9844, loss_cls: 0.6262, loss: 0.6262 +2023-12-28 03:41:25,935 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 12:23:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9831, loss_cls: 0.6835, loss: 0.6835 +2023-12-28 03:41:48,430 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 12:23:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.6615, loss: 0.6615 +2023-12-28 03:42:10,944 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 12:23:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.6611, loss: 0.6611 +2023-12-28 03:42:33,451 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 12:22:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9856, loss_cls: 0.6447, loss: 0.6447 +2023-12-28 03:42:55,957 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 12:22:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.6696, loss: 0.6696 +2023-12-28 03:43:18,484 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 12:21:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9850, loss_cls: 0.6296, loss: 0.6296 +2023-12-28 03:43:41,108 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 12:21:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.7161, loss: 0.7161 +2023-12-28 03:44:03,918 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 12:21:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9819, loss_cls: 0.6669, loss: 0.6669 +2023-12-28 03:44:26,641 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 12:20:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9825, loss_cls: 0.6791, loss: 0.6791 +2023-12-28 03:44:49,391 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 12:20:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8488, top5_acc: 0.9781, loss_cls: 0.7329, loss: 0.7329 +2023-12-28 03:45:12,038 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 12:19:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.5761, loss: 0.5761 +2023-12-28 03:45:34,485 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 12:19:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8419, top5_acc: 0.9800, loss_cls: 0.7253, loss: 0.7253 +2023-12-28 03:45:57,145 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 12:19:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9800, loss_cls: 0.6952, loss: 0.6952 +2023-12-28 03:46:19,835 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 12:18:47, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.5874, loss: 0.5874 +2023-12-28 03:46:32,347 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-28 03:47:59,885 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:47:59,964 - pyskl - INFO - +top1_acc 0.8618 +top5_acc 0.9874 +2023-12-28 03:47:59,969 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8618, top5_acc: 0.9874 +2023-12-28 03:48:40,139 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 12:18:18, time: 0.402, data_time: 0.177, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.6025, loss: 0.6025 +2023-12-28 03:49:02,608 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 12:17:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9838, loss_cls: 0.6588, loss: 0.6588 +2023-12-28 03:49:25,132 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 12:17:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8519, top5_acc: 0.9781, loss_cls: 0.6708, loss: 0.6708 +2023-12-28 03:49:47,618 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 12:17:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.6338, loss: 0.6338 +2023-12-28 03:50:10,397 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 12:16:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9862, loss_cls: 0.6202, loss: 0.6202 +2023-12-28 03:50:32,971 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 12:16:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9919, loss_cls: 0.5762, loss: 0.5762 +2023-12-28 03:50:55,617 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 12:15:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9806, loss_cls: 0.6513, loss: 0.6513 +2023-12-28 03:51:18,303 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 12:15:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9869, loss_cls: 0.6029, loss: 0.6029 +2023-12-28 03:51:40,819 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 12:15:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9788, loss_cls: 0.6850, loss: 0.6850 +2023-12-28 03:52:03,325 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 12:14:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9781, loss_cls: 0.6546, loss: 0.6546 +2023-12-28 03:52:25,825 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 12:14:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9838, loss_cls: 0.6256, loss: 0.6256 +2023-12-28 03:52:48,299 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 12:14:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6232, loss: 0.6232 +2023-12-28 03:53:10,865 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 12:13:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.6731, loss: 0.6731 +2023-12-28 03:53:33,570 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 12:13:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6511, loss: 0.6511 +2023-12-28 03:53:56,103 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 12:12:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 0.6300, loss: 0.6300 +2023-12-28 03:54:18,608 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 12:12:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.6970, loss: 0.6970 +2023-12-28 03:54:41,108 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 12:12:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.6069, loss: 0.6069 +2023-12-28 03:55:03,607 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 12:11:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6288, loss: 0.6288 +2023-12-28 03:55:26,091 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 12:11:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9856, loss_cls: 0.6235, loss: 0.6235 +2023-12-28 03:55:48,633 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 12:10:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8356, top5_acc: 0.9794, loss_cls: 0.7401, loss: 0.7401 +2023-12-28 03:56:11,191 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 12:10:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9844, loss_cls: 0.6850, loss: 0.6850 +2023-12-28 03:56:33,654 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 12:10:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9812, loss_cls: 0.6727, loss: 0.6727 +2023-12-28 03:56:56,166 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 12:09:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.6006, loss: 0.6006 +2023-12-28 03:57:08,554 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-28 03:58:35,914 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:58:35,993 - pyskl - INFO - +top1_acc 0.8647 +top5_acc 0.9867 +2023-12-28 03:58:35,997 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8647, top5_acc: 0.9867 +2023-12-28 03:59:15,522 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 12:09:12, time: 0.395, data_time: 0.169, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9900, loss_cls: 0.5729, loss: 0.5729 +2023-12-28 03:59:38,016 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 12:08:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.5327, loss: 0.5327 +2023-12-28 04:00:00,616 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 12:08:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5740, loss: 0.5740 +2023-12-28 04:00:23,218 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 12:08:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.6221, loss: 0.6221 +2023-12-28 04:00:45,904 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 12:07:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9831, loss_cls: 0.6321, loss: 0.6321 +2023-12-28 04:01:08,779 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 12:07:15, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9850, loss_cls: 0.5922, loss: 0.5922 +2023-12-28 04:01:31,600 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 12:06:52, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.6096, loss: 0.6096 +2023-12-28 04:01:54,271 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 12:06:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9825, loss_cls: 0.6076, loss: 0.6076 +2023-12-28 04:02:16,981 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 12:06:05, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9844, loss_cls: 0.6555, loss: 0.6555 +2023-12-28 04:02:39,684 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 12:05:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9862, loss_cls: 0.6553, loss: 0.6553 +2023-12-28 04:03:02,311 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 12:05:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9781, loss_cls: 0.6850, loss: 0.6850 +2023-12-28 04:03:24,941 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 12:04:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9900, loss_cls: 0.5748, loss: 0.5748 +2023-12-28 04:03:47,516 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 12:04:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8387, top5_acc: 0.9781, loss_cls: 0.7671, loss: 0.7671 +2023-12-28 04:04:10,095 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 12:04:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9844, loss_cls: 0.6704, loss: 0.6704 +2023-12-28 04:04:32,612 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 12:03:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6285, loss: 0.6285 +2023-12-28 04:04:55,267 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 12:03:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9819, loss_cls: 0.6600, loss: 0.6600 +2023-12-28 04:05:17,933 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 12:02:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9844, loss_cls: 0.6806, loss: 0.6806 +2023-12-28 04:05:40,508 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 12:02:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9812, loss_cls: 0.6601, loss: 0.6601 +2023-12-28 04:06:03,233 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 12:02:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.7255, loss: 0.7255 +2023-12-28 04:06:25,954 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 12:01:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.6409, loss: 0.6409 +2023-12-28 04:06:48,705 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 12:01:25, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9850, loss_cls: 0.6280, loss: 0.6280 +2023-12-28 04:07:11,500 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 12:01:02, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9875, loss_cls: 0.6054, loss: 0.6054 +2023-12-28 04:07:34,125 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 12:00:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 0.6469, loss: 0.6469 +2023-12-28 04:07:46,586 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-28 04:09:14,567 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:09:14,646 - pyskl - INFO - +top1_acc 0.8441 +top5_acc 0.9839 +2023-12-28 04:09:14,651 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.8441, top5_acc: 0.9839 +2023-12-28 04:09:54,112 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 12:00:09, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9856, loss_cls: 0.5872, loss: 0.5872 +2023-12-28 04:10:16,717 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 11:59:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9862, loss_cls: 0.5947, loss: 0.5947 +2023-12-28 04:10:39,322 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 11:59:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.6299, loss: 0.6299 +2023-12-28 04:11:01,993 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 11:58:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9869, loss_cls: 0.5937, loss: 0.5937 +2023-12-28 04:11:24,665 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 11:58:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9856, loss_cls: 0.6020, loss: 0.6020 +2023-12-28 04:11:47,297 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 11:58:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.5919, loss: 0.5919 +2023-12-28 04:12:09,819 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 11:57:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.5929, loss: 0.5929 +2023-12-28 04:12:32,304 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 11:57:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5337, loss: 0.5337 +2023-12-28 04:12:54,811 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 11:57:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.6199, loss: 0.6199 +2023-12-28 04:13:17,368 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 11:56:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8500, top5_acc: 0.9825, loss_cls: 0.6683, loss: 0.6683 +2023-12-28 04:13:39,932 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 11:56:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8556, top5_acc: 0.9788, loss_cls: 0.6791, loss: 0.6791 +2023-12-28 04:14:02,436 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 11:55:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9844, loss_cls: 0.6517, loss: 0.6517 +2023-12-28 04:14:24,968 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 11:55:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.6531, loss: 0.6531 +2023-12-28 04:14:47,481 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 11:55:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9819, loss_cls: 0.6559, loss: 0.6559 +2023-12-28 04:15:09,992 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 11:54:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9794, loss_cls: 0.6194, loss: 0.6194 +2023-12-28 04:15:32,487 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 11:54:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.6531, loss: 0.6531 +2023-12-28 04:15:54,953 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 11:53:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.5847, loss: 0.5847 +2023-12-28 04:16:17,596 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 11:53:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8569, top5_acc: 0.9838, loss_cls: 0.6689, loss: 0.6689 +2023-12-28 04:16:40,221 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 11:53:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9844, loss_cls: 0.6070, loss: 0.6070 +2023-12-28 04:17:02,766 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 11:52:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6681, loss: 0.6681 +2023-12-28 04:17:25,381 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 11:52:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9881, loss_cls: 0.5956, loss: 0.5956 +2023-12-28 04:17:47,966 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 11:51:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.6004, loss: 0.6004 +2023-12-28 04:18:10,626 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 11:51:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9844, loss_cls: 0.6468, loss: 0.6468 +2023-12-28 04:18:23,026 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-28 04:19:50,628 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:19:50,707 - pyskl - INFO - +top1_acc 0.8598 +top5_acc 0.9882 +2023-12-28 04:19:50,712 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8598, top5_acc: 0.9882 +2023-12-28 04:20:30,199 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 11:51:03, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9881, loss_cls: 0.5696, loss: 0.5696 +2023-12-28 04:20:52,645 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 11:50:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9812, loss_cls: 0.5689, loss: 0.5689 +2023-12-28 04:21:15,217 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 11:50:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5659, loss: 0.5659 +2023-12-28 04:21:37,683 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 11:49:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.6219, loss: 0.6219 +2023-12-28 04:22:00,184 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 11:49:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 0.5810, loss: 0.5810 +2023-12-28 04:22:22,691 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 11:49:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.5799, loss: 0.5799 +2023-12-28 04:22:45,424 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 11:48:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8475, top5_acc: 0.9831, loss_cls: 0.7056, loss: 0.7056 +2023-12-28 04:23:07,962 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 11:48:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9888, loss_cls: 0.6101, loss: 0.6101 +2023-12-28 04:23:30,419 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 11:47:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9856, loss_cls: 0.6487, loss: 0.6487 +2023-12-28 04:23:52,901 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 11:47:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9906, loss_cls: 0.6101, loss: 0.6101 +2023-12-28 04:24:15,557 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 11:47:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9881, loss_cls: 0.6043, loss: 0.6043 +2023-12-28 04:24:38,107 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 11:46:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8438, top5_acc: 0.9831, loss_cls: 0.6757, loss: 0.6757 +2023-12-28 04:25:00,634 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 11:46:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9812, loss_cls: 0.6859, loss: 0.6859 +2023-12-28 04:25:23,176 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 11:45:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6468, loss: 0.6468 +2023-12-28 04:25:45,714 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 11:45:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9856, loss_cls: 0.5683, loss: 0.5683 +2023-12-28 04:26:08,231 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 11:45:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6040, loss: 0.6040 +2023-12-28 04:26:30,722 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 11:44:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.6193, loss: 0.6193 +2023-12-28 04:26:53,262 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 11:44:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.6067, loss: 0.6067 +2023-12-28 04:27:15,801 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 11:44:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.6419, loss: 0.6419 +2023-12-28 04:27:38,418 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 11:43:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9788, loss_cls: 0.6756, loss: 0.6756 +2023-12-28 04:28:01,011 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 11:43:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.6097, loss: 0.6097 +2023-12-28 04:28:23,526 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 11:42:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9806, loss_cls: 0.6575, loss: 0.6575 +2023-12-28 04:28:46,123 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 11:42:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9825, loss_cls: 0.6520, loss: 0.6520 +2023-12-28 04:28:58,568 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-28 04:30:25,964 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:30:26,045 - pyskl - INFO - +top1_acc 0.9062 +top5_acc 0.9908 +2023-12-28 04:30:26,049 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_67.pth was removed +2023-12-28 04:30:26,184 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_72.pth. +2023-12-28 04:30:26,184 - pyskl - INFO - Best top1_acc is 0.9062 at 72 epoch. +2023-12-28 04:30:26,188 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.9062, top5_acc: 0.9908 +2023-12-28 04:31:05,357 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 11:41:57, time: 0.392, data_time: 0.167, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9912, loss_cls: 0.5713, loss: 0.5713 +2023-12-28 04:31:27,791 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 11:41:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9900, loss_cls: 0.5653, loss: 0.5653 +2023-12-28 04:31:50,234 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 11:41:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9856, loss_cls: 0.6030, loss: 0.6030 +2023-12-28 04:32:12,718 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 11:40:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9844, loss_cls: 0.6322, loss: 0.6322 +2023-12-28 04:32:35,135 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 11:40:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5898, loss: 0.5898 +2023-12-28 04:32:57,526 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 11:40:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9844, loss_cls: 0.6107, loss: 0.6107 +2023-12-28 04:33:19,957 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 11:39:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9869, loss_cls: 0.6228, loss: 0.6228 +2023-12-28 04:33:42,618 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 11:39:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.5416, loss: 0.5416 +2023-12-28 04:34:05,221 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 11:38:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.5598, loss: 0.5598 +2023-12-28 04:34:27,797 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 11:38:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6055, loss: 0.6055 +2023-12-28 04:34:50,376 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 11:38:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9806, loss_cls: 0.6440, loss: 0.6440 +2023-12-28 04:35:12,867 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 11:37:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.5902, loss: 0.5902 +2023-12-28 04:35:35,403 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 11:37:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9788, loss_cls: 0.6355, loss: 0.6355 +2023-12-28 04:35:58,163 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 11:36:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9888, loss_cls: 0.5950, loss: 0.5950 +2023-12-28 04:36:20,875 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 11:36:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9856, loss_cls: 0.5688, loss: 0.5688 +2023-12-28 04:36:43,584 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 11:36:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.5530, loss: 0.5530 +2023-12-28 04:37:06,216 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 11:35:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.6325, loss: 0.6325 +2023-12-28 04:37:28,768 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 11:35:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9800, loss_cls: 0.5872, loss: 0.5872 +2023-12-28 04:37:51,250 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 11:34:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8669, top5_acc: 0.9831, loss_cls: 0.6217, loss: 0.6217 +2023-12-28 04:38:13,740 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 11:34:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9825, loss_cls: 0.6420, loss: 0.6420 +2023-12-28 04:38:36,237 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 11:34:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8531, top5_acc: 0.9806, loss_cls: 0.6956, loss: 0.6956 +2023-12-28 04:38:58,705 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 11:33:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6246, loss: 0.6246 +2023-12-28 04:39:21,301 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 11:33:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.6285, loss: 0.6285 +2023-12-28 04:39:33,652 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-28 04:41:01,483 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:41:01,562 - pyskl - INFO - +top1_acc 0.8827 +top5_acc 0.9880 +2023-12-28 04:41:01,567 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8827, top5_acc: 0.9880 +2023-12-28 04:41:55,108 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 11:33:07, time: 0.535, data_time: 0.170, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5438, loss: 0.5438 +2023-12-28 04:42:31,512 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 11:32:58, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9875, loss_cls: 0.5701, loss: 0.5701 +2023-12-28 04:43:08,017 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 11:32:49, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.5547, loss: 0.5547 +2023-12-28 04:43:44,580 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 11:32:40, time: 0.366, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9894, loss_cls: 0.5325, loss: 0.5325 +2023-12-28 04:44:21,071 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 11:32:32, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9888, loss_cls: 0.5859, loss: 0.5859 +2023-12-28 04:44:57,426 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 11:32:23, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9856, loss_cls: 0.6125, loss: 0.6125 +2023-12-28 04:45:33,746 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 11:32:14, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5336, loss: 0.5336 +2023-12-28 04:46:10,053 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 11:32:04, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8612, top5_acc: 0.9825, loss_cls: 0.6368, loss: 0.6368 +2023-12-28 04:46:46,398 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 11:31:55, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9838, loss_cls: 0.6629, loss: 0.6629 +2023-12-28 04:47:22,768 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 11:31:46, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.6633, loss: 0.6633 +2023-12-28 04:47:59,153 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 11:31:37, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9900, loss_cls: 0.6027, loss: 0.6027 +2023-12-28 04:48:35,572 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 11:31:28, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.6152, loss: 0.6152 +2023-12-28 04:49:11,995 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 11:31:19, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.5872, loss: 0.5872 +2023-12-28 04:49:48,368 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 11:31:10, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.6211, loss: 0.6211 +2023-12-28 04:50:24,697 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 11:31:00, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.6067, loss: 0.6067 +2023-12-28 04:51:01,021 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 11:30:51, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.6396, loss: 0.6396 +2023-12-28 04:51:37,363 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 11:30:42, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5422, loss: 0.5422 +2023-12-28 04:52:13,692 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 11:30:32, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8600, top5_acc: 0.9869, loss_cls: 0.6146, loss: 0.6146 +2023-12-28 04:52:50,015 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 11:30:23, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.6533, loss: 0.6533 +2023-12-28 04:53:26,352 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 11:30:13, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.6227, loss: 0.6227 +2023-12-28 04:54:02,772 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 11:30:04, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8462, top5_acc: 0.9806, loss_cls: 0.6830, loss: 0.6830 +2023-12-28 04:54:39,143 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 11:29:54, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.6440, loss: 0.6440 +2023-12-28 04:55:15,558 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 11:29:45, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9894, loss_cls: 0.5952, loss: 0.5952 +2023-12-28 04:55:35,277 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-28 04:58:05,908 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:58:05,987 - pyskl - INFO - +top1_acc 0.8733 +top5_acc 0.9877 +2023-12-28 04:58:05,992 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8733, top5_acc: 0.9877 +2023-12-28 04:58:45,886 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 11:29:14, time: 0.399, data_time: 0.173, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.4940, loss: 0.4940 +2023-12-28 04:59:08,312 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 11:28:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9888, loss_cls: 0.5688, loss: 0.5688 +2023-12-28 04:59:30,798 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 11:28:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9831, loss_cls: 0.5532, loss: 0.5532 +2023-12-28 04:59:53,328 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 11:28:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9844, loss_cls: 0.5714, loss: 0.5714 +2023-12-28 05:00:15,897 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 11:27:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9831, loss_cls: 0.6237, loss: 0.6237 +2023-12-28 05:00:38,502 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 11:27:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8638, top5_acc: 0.9812, loss_cls: 0.6335, loss: 0.6335 +2023-12-28 05:01:01,061 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 11:26:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.5970, loss: 0.5970 +2023-12-28 05:01:23,500 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 11:26:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.5619, loss: 0.5619 +2023-12-28 05:01:45,979 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 11:26:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9825, loss_cls: 0.5988, loss: 0.5988 +2023-12-28 05:02:08,558 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 11:25:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9869, loss_cls: 0.5758, loss: 0.5758 +2023-12-28 05:02:31,187 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 11:25:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9894, loss_cls: 0.6287, loss: 0.6287 +2023-12-28 05:02:53,791 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 11:24:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.6463, loss: 0.6463 +2023-12-28 05:03:16,408 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 11:24:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9894, loss_cls: 0.5974, loss: 0.5974 +2023-12-28 05:03:38,989 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 11:24:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.6716, loss: 0.6716 +2023-12-28 05:04:01,540 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 11:23:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.6500, loss: 0.6500 +2023-12-28 05:04:24,101 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 11:23:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.5704, loss: 0.5704 +2023-12-28 05:04:46,768 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 11:22:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9794, loss_cls: 0.6065, loss: 0.6065 +2023-12-28 05:05:09,383 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 11:22:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9888, loss_cls: 0.6155, loss: 0.6155 +2023-12-28 05:05:31,939 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 11:22:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9900, loss_cls: 0.5178, loss: 0.5178 +2023-12-28 05:05:54,625 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 11:21:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9919, loss_cls: 0.5839, loss: 0.5839 +2023-12-28 05:06:17,365 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 11:21:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8550, top5_acc: 0.9825, loss_cls: 0.6591, loss: 0.6591 +2023-12-28 05:06:40,085 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 11:20:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.5724, loss: 0.5724 +2023-12-28 05:07:02,687 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 11:20:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5455, loss: 0.5455 +2023-12-28 05:07:15,180 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-28 05:08:42,748 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:08:42,829 - pyskl - INFO - +top1_acc 0.8594 +top5_acc 0.9853 +2023-12-28 05:08:42,834 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8594, top5_acc: 0.9853 +2023-12-28 05:09:22,305 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 11:20:01, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9888, loss_cls: 0.5291, loss: 0.5291 +2023-12-28 05:09:44,679 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 11:19:38, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9919, loss_cls: 0.4853, loss: 0.4853 +2023-12-28 05:10:07,120 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 11:19:14, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.5639, loss: 0.5639 +2023-12-28 05:10:29,649 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 11:18:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9906, loss_cls: 0.5737, loss: 0.5737 +2023-12-28 05:10:52,181 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 11:18:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5060, loss: 0.5060 +2023-12-28 05:11:14,647 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 11:18:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9894, loss_cls: 0.5346, loss: 0.5346 +2023-12-28 05:11:37,236 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 11:17:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9869, loss_cls: 0.5983, loss: 0.5983 +2023-12-28 05:11:59,754 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 11:17:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9850, loss_cls: 0.5842, loss: 0.5842 +2023-12-28 05:12:22,371 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 11:16:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.6309, loss: 0.6309 +2023-12-28 05:12:44,957 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 11:16:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8581, top5_acc: 0.9900, loss_cls: 0.6180, loss: 0.6180 +2023-12-28 05:13:07,594 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 11:16:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8594, top5_acc: 0.9800, loss_cls: 0.6619, loss: 0.6619 +2023-12-28 05:13:30,193 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 11:15:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9844, loss_cls: 0.5940, loss: 0.5940 +2023-12-28 05:13:52,708 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 11:15:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9850, loss_cls: 0.6480, loss: 0.6480 +2023-12-28 05:14:15,336 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 11:14:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.5866, loss: 0.5866 +2023-12-28 05:14:37,892 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 11:14:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8575, top5_acc: 0.9850, loss_cls: 0.6286, loss: 0.6286 +2023-12-28 05:15:00,547 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 11:14:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.6063, loss: 0.6063 +2023-12-28 05:15:23,236 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 11:13:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.6029, loss: 0.6029 +2023-12-28 05:15:45,841 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 11:13:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8506, top5_acc: 0.9806, loss_cls: 0.6775, loss: 0.6775 +2023-12-28 05:16:08,369 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 11:12:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9862, loss_cls: 0.6142, loss: 0.6142 +2023-12-28 05:16:30,909 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 11:12:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6264, loss: 0.6264 +2023-12-28 05:16:53,444 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 11:12:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.6104, loss: 0.6104 +2023-12-28 05:17:16,045 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 11:11:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.6113, loss: 0.6113 +2023-12-28 05:17:38,589 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 11:11:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.6085, loss: 0.6085 +2023-12-28 05:17:50,998 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-28 05:19:18,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:19:18,489 - pyskl - INFO - +top1_acc 0.8937 +top5_acc 0.9908 +2023-12-28 05:19:18,494 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.8937, top5_acc: 0.9908 +2023-12-28 05:19:57,754 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 11:10:49, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9881, loss_cls: 0.5489, loss: 0.5489 +2023-12-28 05:20:20,208 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 11:10:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9912, loss_cls: 0.5336, loss: 0.5336 +2023-12-28 05:20:42,813 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 11:10:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5480, loss: 0.5480 +2023-12-28 05:21:05,461 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 11:09:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9875, loss_cls: 0.5372, loss: 0.5372 +2023-12-28 05:21:27,936 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 11:09:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.5873, loss: 0.5873 +2023-12-28 05:21:50,566 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 11:08:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.5749, loss: 0.5749 +2023-12-28 05:22:13,109 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 11:08:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9869, loss_cls: 0.5399, loss: 0.5399 +2023-12-28 05:22:35,741 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 11:08:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.6483, loss: 0.6483 +2023-12-28 05:22:58,311 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 11:07:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9888, loss_cls: 0.5415, loss: 0.5415 +2023-12-28 05:23:20,901 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 11:07:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9906, loss_cls: 0.5336, loss: 0.5336 +2023-12-28 05:23:43,352 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 11:06:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9888, loss_cls: 0.5965, loss: 0.5965 +2023-12-28 05:24:05,810 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 11:06:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.5549, loss: 0.5549 +2023-12-28 05:24:28,301 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 11:06:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.5695, loss: 0.5695 +2023-12-28 05:24:50,856 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 11:05:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9862, loss_cls: 0.5627, loss: 0.5627 +2023-12-28 05:25:13,347 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 11:05:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9844, loss_cls: 0.6073, loss: 0.6073 +2023-12-28 05:25:35,827 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 11:04:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.6262, loss: 0.6262 +2023-12-28 05:25:58,314 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 11:04:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.5096, loss: 0.5096 +2023-12-28 05:26:20,970 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 11:04:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9856, loss_cls: 0.6125, loss: 0.6125 +2023-12-28 05:26:43,676 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 11:03:42, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.5343, loss: 0.5343 +2023-12-28 05:27:06,269 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 11:03:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.5854, loss: 0.5854 +2023-12-28 05:27:28,782 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 11:02:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9825, loss_cls: 0.5789, loss: 0.5789 +2023-12-28 05:27:51,309 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 11:02:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8619, top5_acc: 0.9831, loss_cls: 0.6433, loss: 0.6433 +2023-12-28 05:28:13,786 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 11:02:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.6267, loss: 0.6267 +2023-12-28 05:28:26,222 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-28 05:29:53,954 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:29:54,034 - pyskl - INFO - +top1_acc 0.8823 +top5_acc 0.9881 +2023-12-28 05:29:54,039 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.8823, top5_acc: 0.9881 +2023-12-28 05:30:33,614 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 11:01:36, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4761, loss: 0.4761 +2023-12-28 05:30:56,032 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 11:01:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5721, loss: 0.5721 +2023-12-28 05:31:18,527 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 11:00:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9869, loss_cls: 0.5918, loss: 0.5918 +2023-12-28 05:31:41,202 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 11:00:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9881, loss_cls: 0.6149, loss: 0.6149 +2023-12-28 05:32:03,759 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 11:00:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.5584, loss: 0.5584 +2023-12-28 05:32:26,387 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 10:59:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9888, loss_cls: 0.5284, loss: 0.5284 +2023-12-28 05:32:48,976 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 10:59:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9831, loss_cls: 0.5722, loss: 0.5722 +2023-12-28 05:33:11,539 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 10:58:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.5959, loss: 0.5959 +2023-12-28 05:33:34,218 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 10:58:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9881, loss_cls: 0.5484, loss: 0.5484 +2023-12-28 05:33:56,852 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 10:58:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5720, loss: 0.5720 +2023-12-28 05:34:19,520 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 10:57:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9844, loss_cls: 0.5161, loss: 0.5161 +2023-12-28 05:34:42,223 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 10:57:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.6449, loss: 0.6449 +2023-12-28 05:35:04,910 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 10:56:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.5810, loss: 0.5810 +2023-12-28 05:35:27,775 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 10:56:30, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9894, loss_cls: 0.5226, loss: 0.5226 +2023-12-28 05:35:50,512 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 10:56:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.6323, loss: 0.6323 +2023-12-28 05:36:13,193 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 10:55:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.6073, loss: 0.6073 +2023-12-28 05:36:35,787 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 10:55:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9850, loss_cls: 0.5547, loss: 0.5547 +2023-12-28 05:36:58,359 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 10:54:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9894, loss_cls: 0.5428, loss: 0.5428 +2023-12-28 05:37:20,957 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 10:54:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9838, loss_cls: 0.5963, loss: 0.5963 +2023-12-28 05:37:43,524 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 10:54:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8631, top5_acc: 0.9850, loss_cls: 0.6095, loss: 0.6095 +2023-12-28 05:38:06,111 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 10:53:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9825, loss_cls: 0.6131, loss: 0.6131 +2023-12-28 05:38:28,797 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 10:53:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9869, loss_cls: 0.5628, loss: 0.5628 +2023-12-28 05:38:51,442 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 10:52:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9875, loss_cls: 0.5690, loss: 0.5690 +2023-12-28 05:39:03,864 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-28 05:40:31,510 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:40:31,592 - pyskl - INFO - +top1_acc 0.8866 +top5_acc 0.9898 +2023-12-28 05:40:31,597 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.8866, top5_acc: 0.9898 +2023-12-28 05:41:11,297 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 10:52:26, time: 0.397, data_time: 0.172, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9900, loss_cls: 0.4776, loss: 0.4776 +2023-12-28 05:41:33,755 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 10:52:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9894, loss_cls: 0.5112, loss: 0.5112 +2023-12-28 05:41:56,224 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 10:51:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9888, loss_cls: 0.5278, loss: 0.5278 +2023-12-28 05:42:18,769 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 10:51:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9812, loss_cls: 0.5985, loss: 0.5985 +2023-12-28 05:42:41,308 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 10:50:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9894, loss_cls: 0.5463, loss: 0.5463 +2023-12-28 05:43:03,842 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 10:50:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9900, loss_cls: 0.5717, loss: 0.5717 +2023-12-28 05:43:26,428 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 10:50:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9781, loss_cls: 0.5992, loss: 0.5992 +2023-12-28 05:43:48,943 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 10:49:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9919, loss_cls: 0.5712, loss: 0.5712 +2023-12-28 05:44:11,519 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 10:49:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9844, loss_cls: 0.5414, loss: 0.5414 +2023-12-28 05:44:34,039 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 10:48:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9881, loss_cls: 0.5578, loss: 0.5578 +2023-12-28 05:44:56,612 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 10:48:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9888, loss_cls: 0.5840, loss: 0.5840 +2023-12-28 05:45:19,192 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 10:48:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.5860, loss: 0.5860 +2023-12-28 05:45:41,747 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 10:47:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9850, loss_cls: 0.5567, loss: 0.5567 +2023-12-28 05:46:04,277 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 10:47:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.5554, loss: 0.5554 +2023-12-28 05:46:26,762 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 10:46:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9894, loss_cls: 0.5823, loss: 0.5823 +2023-12-28 05:46:49,305 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 10:46:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9900, loss_cls: 0.5708, loss: 0.5708 +2023-12-28 05:47:11,843 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 10:46:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8662, top5_acc: 0.9794, loss_cls: 0.6349, loss: 0.6349 +2023-12-28 05:47:34,352 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 10:45:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5567, loss: 0.5567 +2023-12-28 05:47:56,907 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 10:45:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9900, loss_cls: 0.5050, loss: 0.5050 +2023-12-28 05:48:19,563 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 10:44:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.5412, loss: 0.5412 +2023-12-28 05:48:42,259 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 10:44:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8588, top5_acc: 0.9850, loss_cls: 0.6241, loss: 0.6241 +2023-12-28 05:49:04,772 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 10:44:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9869, loss_cls: 0.5927, loss: 0.5927 +2023-12-28 05:49:27,271 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 10:43:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.5812, loss: 0.5812 +2023-12-28 05:49:39,678 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-28 05:51:07,144 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:51:07,223 - pyskl - INFO - +top1_acc 0.8889 +top5_acc 0.9908 +2023-12-28 05:51:07,228 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8889, top5_acc: 0.9908 +2023-12-28 05:51:46,865 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 10:43:14, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4998, loss: 0.4998 +2023-12-28 05:52:09,434 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 10:42:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5115, loss: 0.5115 +2023-12-28 05:52:32,059 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 10:42:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.5437, loss: 0.5437 +2023-12-28 05:52:54,527 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 10:42:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9881, loss_cls: 0.5297, loss: 0.5297 +2023-12-28 05:53:17,000 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 10:41:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9900, loss_cls: 0.5367, loss: 0.5367 +2023-12-28 05:53:39,458 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 10:41:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.4855, loss: 0.4855 +2023-12-28 05:54:01,862 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 10:40:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9856, loss_cls: 0.5881, loss: 0.5881 +2023-12-28 05:54:24,308 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 10:40:29, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9862, loss_cls: 0.5497, loss: 0.5497 +2023-12-28 05:54:46,808 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 10:40:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9894, loss_cls: 0.5007, loss: 0.5007 +2023-12-28 05:55:09,309 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 10:39:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.5804, loss: 0.5804 +2023-12-28 05:55:31,802 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 10:39:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.5785, loss: 0.5785 +2023-12-28 05:55:54,312 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 10:38:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9800, loss_cls: 0.5938, loss: 0.5938 +2023-12-28 05:56:16,861 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 10:38:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9869, loss_cls: 0.5778, loss: 0.5778 +2023-12-28 05:56:39,414 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 10:38:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.5533, loss: 0.5533 +2023-12-28 05:57:01,868 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 10:37:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9856, loss_cls: 0.5788, loss: 0.5788 +2023-12-28 05:57:24,348 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 10:37:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9862, loss_cls: 0.5594, loss: 0.5594 +2023-12-28 05:57:46,856 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 10:36:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9931, loss_cls: 0.5020, loss: 0.5020 +2023-12-28 05:58:09,515 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 10:36:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9831, loss_cls: 0.5801, loss: 0.5801 +2023-12-28 05:58:32,114 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 10:36:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.5842, loss: 0.5842 +2023-12-28 05:58:54,835 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 10:35:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.6057, loss: 0.6057 +2023-12-28 05:59:17,593 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 10:35:22, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9825, loss_cls: 0.5575, loss: 0.5575 +2023-12-28 05:59:40,193 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 10:34:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9888, loss_cls: 0.5766, loss: 0.5766 +2023-12-28 06:00:02,746 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 10:34:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.5058, loss: 0.5058 +2023-12-28 06:00:15,175 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-28 06:01:42,731 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:01:42,809 - pyskl - INFO - +top1_acc 0.8959 +top5_acc 0.9894 +2023-12-28 06:01:42,813 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.8959, top5_acc: 0.9894 +2023-12-28 06:02:22,593 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 10:34:03, time: 0.398, data_time: 0.173, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9894, loss_cls: 0.5377, loss: 0.5377 +2023-12-28 06:02:45,036 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 10:33:40, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 0.5507, loss: 0.5507 +2023-12-28 06:03:07,580 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 10:33:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.5070, loss: 0.5070 +2023-12-28 06:03:30,160 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 10:32:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9888, loss_cls: 0.5047, loss: 0.5047 +2023-12-28 06:03:52,649 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 10:32:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.5511, loss: 0.5511 +2023-12-28 06:04:15,212 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 10:32:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9869, loss_cls: 0.5802, loss: 0.5802 +2023-12-28 06:04:37,802 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 10:31:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.5020, loss: 0.5020 +2023-12-28 06:05:00,423 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 10:31:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9900, loss_cls: 0.5581, loss: 0.5581 +2023-12-28 06:05:23,064 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 10:30:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9912, loss_cls: 0.5383, loss: 0.5383 +2023-12-28 06:05:45,681 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 10:30:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9856, loss_cls: 0.5743, loss: 0.5743 +2023-12-28 06:06:08,282 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 10:30:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5464, loss: 0.5464 +2023-12-28 06:06:30,872 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 10:29:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9869, loss_cls: 0.5613, loss: 0.5613 +2023-12-28 06:06:53,526 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 10:29:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9900, loss_cls: 0.5614, loss: 0.5614 +2023-12-28 06:07:16,102 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 10:28:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9900, loss_cls: 0.5411, loss: 0.5411 +2023-12-28 06:07:38,822 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 10:28:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.5724, loss: 0.5724 +2023-12-28 06:08:01,387 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 10:28:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9875, loss_cls: 0.5556, loss: 0.5556 +2023-12-28 06:08:24,014 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 10:27:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9919, loss_cls: 0.5238, loss: 0.5238 +2023-12-28 06:08:46,629 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 10:27:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.5114, loss: 0.5114 +2023-12-28 06:09:09,173 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 10:26:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9881, loss_cls: 0.5653, loss: 0.5653 +2023-12-28 06:09:31,885 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 10:26:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.5949, loss: 0.5949 +2023-12-28 06:09:54,509 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 10:26:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9838, loss_cls: 0.5677, loss: 0.5677 +2023-12-28 06:10:17,096 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 10:25:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9900, loss_cls: 0.5448, loss: 0.5448 +2023-12-28 06:10:39,748 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 10:25:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.5617, loss: 0.5617 +2023-12-28 06:10:52,211 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-28 06:12:19,836 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:12:19,917 - pyskl - INFO - +top1_acc 0.8693 +top5_acc 0.9872 +2023-12-28 06:12:19,922 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.8693, top5_acc: 0.9872 +2023-12-28 06:12:59,779 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 10:24:54, time: 0.399, data_time: 0.172, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9931, loss_cls: 0.4761, loss: 0.4761 +2023-12-28 06:13:22,365 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 10:24:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5093, loss: 0.5093 +2023-12-28 06:13:44,784 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 10:24:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9881, loss_cls: 0.4688, loss: 0.4688 +2023-12-28 06:14:07,254 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 10:23:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.5380, loss: 0.5380 +2023-12-28 06:14:29,730 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 10:23:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.4742, loss: 0.4742 +2023-12-28 06:14:52,243 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 10:22:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9869, loss_cls: 0.5784, loss: 0.5784 +2023-12-28 06:15:14,755 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 10:22:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8750, top5_acc: 0.9838, loss_cls: 0.5785, loss: 0.5785 +2023-12-28 06:15:37,401 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 10:22:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.5556, loss: 0.5556 +2023-12-28 06:16:00,074 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 10:21:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9906, loss_cls: 0.5136, loss: 0.5136 +2023-12-28 06:16:22,647 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 10:21:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.5668, loss: 0.5668 +2023-12-28 06:16:45,150 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 10:20:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9894, loss_cls: 0.5010, loss: 0.5010 +2023-12-28 06:17:07,665 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 10:20:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.5354, loss: 0.5354 +2023-12-28 06:17:30,166 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 10:20:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8731, top5_acc: 0.9856, loss_cls: 0.5684, loss: 0.5684 +2023-12-28 06:17:52,733 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 10:19:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9888, loss_cls: 0.4867, loss: 0.4867 +2023-12-28 06:18:15,303 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 10:19:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9838, loss_cls: 0.4977, loss: 0.4977 +2023-12-28 06:18:37,873 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 10:19:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9881, loss_cls: 0.5659, loss: 0.5659 +2023-12-28 06:19:00,408 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 10:18:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9906, loss_cls: 0.5590, loss: 0.5590 +2023-12-28 06:19:22,909 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 10:18:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.4894, loss: 0.4894 +2023-12-28 06:19:45,400 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 10:17:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9862, loss_cls: 0.5252, loss: 0.5252 +2023-12-28 06:20:07,920 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 10:17:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9875, loss_cls: 0.5089, loss: 0.5089 +2023-12-28 06:20:30,411 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 10:17:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8706, top5_acc: 0.9844, loss_cls: 0.5677, loss: 0.5677 +2023-12-28 06:20:52,999 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 10:16:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.6278, loss: 0.6278 +2023-12-28 06:21:15,470 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 10:16:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8769, top5_acc: 0.9812, loss_cls: 0.5796, loss: 0.5796 +2023-12-28 06:21:27,886 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-28 06:22:55,710 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:22:55,793 - pyskl - INFO - +top1_acc 0.8952 +top5_acc 0.9909 +2023-12-28 06:22:55,798 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8952, top5_acc: 0.9909 +2023-12-28 06:23:35,333 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 10:15:43, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.4984, loss: 0.4984 +2023-12-28 06:23:57,792 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 10:15:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.4231, loss: 0.4231 +2023-12-28 06:24:20,278 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 10:14:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9881, loss_cls: 0.5161, loss: 0.5161 +2023-12-28 06:24:42,792 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 10:14:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9925, loss_cls: 0.4678, loss: 0.4678 +2023-12-28 06:25:05,302 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 10:14:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.4529, loss: 0.4529 +2023-12-28 06:25:27,849 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 10:13:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9912, loss_cls: 0.5142, loss: 0.5142 +2023-12-28 06:25:50,417 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 10:13:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9906, loss_cls: 0.4922, loss: 0.4922 +2023-12-28 06:26:12,925 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 10:12:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9875, loss_cls: 0.5644, loss: 0.5644 +2023-12-28 06:26:35,620 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 10:12:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9894, loss_cls: 0.5042, loss: 0.5042 +2023-12-28 06:26:58,229 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 10:12:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8738, top5_acc: 0.9862, loss_cls: 0.5759, loss: 0.5759 +2023-12-28 06:27:20,793 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 10:11:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.5789, loss: 0.5789 +2023-12-28 06:27:43,287 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 10:11:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8819, top5_acc: 0.9869, loss_cls: 0.5649, loss: 0.5649 +2023-12-28 06:28:05,807 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 10:11:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9869, loss_cls: 0.5562, loss: 0.5562 +2023-12-28 06:28:28,297 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 10:10:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9906, loss_cls: 0.5261, loss: 0.5261 +2023-12-28 06:28:50,808 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 10:10:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9862, loss_cls: 0.4839, loss: 0.4839 +2023-12-28 06:29:13,311 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 10:09:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8719, top5_acc: 0.9912, loss_cls: 0.5390, loss: 0.5390 +2023-12-28 06:29:35,840 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 10:09:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8712, top5_acc: 0.9869, loss_cls: 0.5774, loss: 0.5774 +2023-12-28 06:29:58,485 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 10:09:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8781, top5_acc: 0.9838, loss_cls: 0.5458, loss: 0.5458 +2023-12-28 06:30:21,179 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 10:08:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8788, top5_acc: 0.9819, loss_cls: 0.6040, loss: 0.6040 +2023-12-28 06:30:43,922 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 10:08:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9862, loss_cls: 0.5412, loss: 0.5412 +2023-12-28 06:31:06,504 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 10:07:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8888, top5_acc: 0.9881, loss_cls: 0.5259, loss: 0.5259 +2023-12-28 06:31:29,136 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 10:07:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9856, loss_cls: 0.5384, loss: 0.5384 +2023-12-28 06:31:51,901 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 10:07:05, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8694, top5_acc: 0.9819, loss_cls: 0.6091, loss: 0.6091 +2023-12-28 06:32:04,362 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-28 06:33:31,718 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:33:31,799 - pyskl - INFO - +top1_acc 0.9019 +top5_acc 0.9907 +2023-12-28 06:33:31,804 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9019, top5_acc: 0.9907 +2023-12-28 06:34:11,312 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 10:06:33, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4682, loss: 0.4682 +2023-12-28 06:34:33,735 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 10:06:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 0.4519, loss: 0.4519 +2023-12-28 06:34:56,194 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 10:05:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4659, loss: 0.4659 +2023-12-28 06:35:18,669 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 10:05:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9950, loss_cls: 0.4789, loss: 0.4789 +2023-12-28 06:35:41,175 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 10:04:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9894, loss_cls: 0.5679, loss: 0.5679 +2023-12-28 06:36:03,700 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 10:04:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9875, loss_cls: 0.5642, loss: 0.5642 +2023-12-28 06:36:26,238 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 10:04:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.4703, loss: 0.4703 +2023-12-28 06:36:48,836 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 10:03:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9862, loss_cls: 0.4594, loss: 0.4594 +2023-12-28 06:37:11,468 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 10:03:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9894, loss_cls: 0.5293, loss: 0.5293 +2023-12-28 06:37:33,966 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 10:03:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.5031, loss: 0.5031 +2023-12-28 06:37:56,517 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 10:02:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.5044, loss: 0.5044 +2023-12-28 06:38:19,095 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 10:02:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9888, loss_cls: 0.5070, loss: 0.5070 +2023-12-28 06:38:41,806 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 10:01:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.4943, loss: 0.4943 +2023-12-28 06:39:04,518 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 10:01:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8744, top5_acc: 0.9900, loss_cls: 0.5195, loss: 0.5195 +2023-12-28 06:39:27,016 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 10:01:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8794, top5_acc: 0.9912, loss_cls: 0.5516, loss: 0.5516 +2023-12-28 06:39:49,506 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 10:00:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.5020, loss: 0.5020 +2023-12-28 06:40:12,044 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 10:00:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5070, loss: 0.5070 +2023-12-28 06:40:34,856 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 9:59:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.5094, loss: 0.5094 +2023-12-28 06:40:57,481 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 9:59:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.4688, loss: 0.4688 +2023-12-28 06:41:20,152 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 9:59:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.5645, loss: 0.5645 +2023-12-28 06:41:42,705 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 9:58:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.5505, loss: 0.5505 +2023-12-28 06:42:05,212 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 9:58:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9850, loss_cls: 0.5387, loss: 0.5387 +2023-12-28 06:42:27,710 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 9:57:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9881, loss_cls: 0.5110, loss: 0.5110 +2023-12-28 06:42:40,111 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-28 06:44:07,315 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:44:07,394 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9917 +2023-12-28 06:44:07,399 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.8977, top5_acc: 0.9917 +2023-12-28 06:44:46,966 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 9:57:24, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4968, loss: 0.4968 +2023-12-28 06:45:09,392 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 9:57:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9919, loss_cls: 0.4618, loss: 0.4618 +2023-12-28 06:45:31,957 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 9:56:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9875, loss_cls: 0.5269, loss: 0.5269 +2023-12-28 06:45:54,515 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 9:56:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8806, top5_acc: 0.9900, loss_cls: 0.5259, loss: 0.5259 +2023-12-28 06:46:17,036 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 9:55:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.5081, loss: 0.5081 +2023-12-28 06:46:39,537 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 9:55:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9938, loss_cls: 0.4814, loss: 0.4814 +2023-12-28 06:47:01,979 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 9:55:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.5369, loss: 0.5369 +2023-12-28 06:47:24,517 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 9:54:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9856, loss_cls: 0.4944, loss: 0.4944 +2023-12-28 06:47:46,979 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 9:54:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9938, loss_cls: 0.4626, loss: 0.4626 +2023-12-28 06:48:09,474 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 9:53:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.4826, loss: 0.4826 +2023-12-28 06:48:31,941 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 9:53:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9938, loss_cls: 0.4903, loss: 0.4903 +2023-12-28 06:48:54,402 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 9:53:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4946, loss: 0.4946 +2023-12-28 06:49:16,865 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 9:52:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4646, loss: 0.4646 +2023-12-28 06:49:39,385 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 9:52:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.5178, loss: 0.5178 +2023-12-28 06:50:01,937 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 9:51:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9881, loss_cls: 0.4780, loss: 0.4780 +2023-12-28 06:50:24,457 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 9:51:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9900, loss_cls: 0.5122, loss: 0.5122 +2023-12-28 06:50:46,963 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 9:51:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.5078, loss: 0.5078 +2023-12-28 06:51:09,403 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 9:50:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8725, top5_acc: 0.9875, loss_cls: 0.6059, loss: 0.6059 +2023-12-28 06:51:31,963 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 9:50:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.4948, loss: 0.4948 +2023-12-28 06:51:54,439 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 9:49:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8756, top5_acc: 0.9794, loss_cls: 0.5866, loss: 0.5866 +2023-12-28 06:52:16,866 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 9:49:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9888, loss_cls: 0.5275, loss: 0.5275 +2023-12-28 06:52:39,317 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 9:49:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8800, top5_acc: 0.9869, loss_cls: 0.5330, loss: 0.5330 +2023-12-28 06:53:01,740 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 9:48:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.5491, loss: 0.5491 +2023-12-28 06:53:14,154 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-28 06:54:41,466 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:54:41,546 - pyskl - INFO - +top1_acc 0.8839 +top5_acc 0.9894 +2023-12-28 06:54:41,550 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.8839, top5_acc: 0.9894 +2023-12-28 06:55:21,066 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 9:48:13, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9962, loss_cls: 0.4082, loss: 0.4082 +2023-12-28 06:55:43,554 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 9:47:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4357, loss: 0.4357 +2023-12-28 06:56:06,152 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 9:47:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9919, loss_cls: 0.5295, loss: 0.5295 +2023-12-28 06:56:28,660 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 9:47:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.4857, loss: 0.4857 +2023-12-28 06:56:51,283 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 9:46:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.4376, loss: 0.4376 +2023-12-28 06:57:13,922 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 9:46:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.5295, loss: 0.5295 +2023-12-28 06:57:36,510 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 9:45:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.5166, loss: 0.5166 +2023-12-28 06:57:59,026 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 9:45:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9900, loss_cls: 0.5047, loss: 0.5047 +2023-12-28 06:58:21,552 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 9:45:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.4914, loss: 0.4914 +2023-12-28 06:58:44,045 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 9:44:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8856, top5_acc: 0.9869, loss_cls: 0.5254, loss: 0.5254 +2023-12-28 06:59:06,579 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 9:44:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 0.4901, loss: 0.4901 +2023-12-28 06:59:29,133 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 9:43:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4399, loss: 0.4399 +2023-12-28 06:59:51,660 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 9:43:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.4894, loss: 0.4894 +2023-12-28 07:00:14,172 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 9:43:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9862, loss_cls: 0.5323, loss: 0.5323 +2023-12-28 07:00:36,689 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 9:42:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9881, loss_cls: 0.5205, loss: 0.5205 +2023-12-28 07:00:59,223 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 9:42:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9919, loss_cls: 0.5022, loss: 0.5022 +2023-12-28 07:01:21,824 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 9:41:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.5393, loss: 0.5393 +2023-12-28 07:01:44,400 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 9:41:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9919, loss_cls: 0.4827, loss: 0.4827 +2023-12-28 07:02:06,899 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 9:41:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9906, loss_cls: 0.4934, loss: 0.4934 +2023-12-28 07:02:29,365 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 9:40:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9838, loss_cls: 0.5730, loss: 0.5730 +2023-12-28 07:02:51,848 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 9:40:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9912, loss_cls: 0.5101, loss: 0.5101 +2023-12-28 07:03:14,428 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 9:40:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.5375, loss: 0.5375 +2023-12-28 07:03:37,016 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 9:39:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9869, loss_cls: 0.4891, loss: 0.4891 +2023-12-28 07:03:49,409 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-28 07:05:17,217 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:05:17,297 - pyskl - INFO - +top1_acc 0.8857 +top5_acc 0.9905 +2023-12-28 07:05:17,301 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.8857, top5_acc: 0.9905 +2023-12-28 07:05:56,626 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 9:39:04, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.4524, loss: 0.4524 +2023-12-28 07:06:19,248 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 9:38:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4484, loss: 0.4484 +2023-12-28 07:06:41,811 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 9:38:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9925, loss_cls: 0.4268, loss: 0.4268 +2023-12-28 07:07:04,374 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 9:37:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9856, loss_cls: 0.4999, loss: 0.4999 +2023-12-28 07:07:26,935 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 9:37:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9938, loss_cls: 0.4233, loss: 0.4233 +2023-12-28 07:07:49,471 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 9:37:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9944, loss_cls: 0.4168, loss: 0.4168 +2023-12-28 07:08:11,956 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 9:36:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4086, loss: 0.4086 +2023-12-28 07:08:34,450 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 9:36:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9925, loss_cls: 0.4275, loss: 0.4275 +2023-12-28 07:08:57,006 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 9:35:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.4812, loss: 0.4812 +2023-12-28 07:09:19,526 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 9:35:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9881, loss_cls: 0.5046, loss: 0.5046 +2023-12-28 07:09:42,020 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 9:35:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.4991, loss: 0.4991 +2023-12-28 07:10:04,600 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 9:34:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.4999, loss: 0.4999 +2023-12-28 07:10:27,240 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 9:34:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9894, loss_cls: 0.5060, loss: 0.5060 +2023-12-28 07:10:49,818 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 9:33:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9862, loss_cls: 0.5079, loss: 0.5079 +2023-12-28 07:11:12,334 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 9:33:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.4944, loss: 0.4944 +2023-12-28 07:11:34,834 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 9:33:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8838, top5_acc: 0.9862, loss_cls: 0.5115, loss: 0.5115 +2023-12-28 07:11:57,351 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 9:32:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9838, loss_cls: 0.5467, loss: 0.5467 +2023-12-28 07:12:19,809 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 9:32:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8825, top5_acc: 0.9938, loss_cls: 0.5320, loss: 0.5320 +2023-12-28 07:12:42,276 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 9:32:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.5607, loss: 0.5607 +2023-12-28 07:13:04,764 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 9:31:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.5374, loss: 0.5374 +2023-12-28 07:13:27,279 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 9:31:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.5014, loss: 0.5014 +2023-12-28 07:13:49,876 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 9:30:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.4981, loss: 0.4981 +2023-12-28 07:14:12,404 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 9:30:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.4620, loss: 0.4620 +2023-12-28 07:14:24,783 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-28 07:15:52,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:15:52,209 - pyskl - INFO - +top1_acc 0.9081 +top5_acc 0.9910 +2023-12-28 07:15:52,213 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_72.pth was removed +2023-12-28 07:15:52,354 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_87.pth. +2023-12-28 07:15:52,354 - pyskl - INFO - Best top1_acc is 0.9081 at 87 epoch. +2023-12-28 07:15:52,359 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9081, top5_acc: 0.9910 +2023-12-28 07:16:31,779 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 9:29:55, time: 0.394, data_time: 0.170, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4451, loss: 0.4451 +2023-12-28 07:16:54,415 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 9:29:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.4614, loss: 0.4614 +2023-12-28 07:17:16,913 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 9:29:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.4380, loss: 0.4380 +2023-12-28 07:17:39,370 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 9:28:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9919, loss_cls: 0.4509, loss: 0.4509 +2023-12-28 07:18:01,820 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 9:28:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.4592, loss: 0.4592 +2023-12-28 07:18:24,363 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 9:27:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8988, top5_acc: 0.9925, loss_cls: 0.4624, loss: 0.4624 +2023-12-28 07:18:46,906 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 9:27:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9919, loss_cls: 0.4712, loss: 0.4712 +2023-12-28 07:19:09,367 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 9:27:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.4702, loss: 0.4702 +2023-12-28 07:19:31,863 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 9:26:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9900, loss_cls: 0.4891, loss: 0.4891 +2023-12-28 07:19:54,373 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 9:26:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.5105, loss: 0.5105 +2023-12-28 07:20:17,021 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 9:26:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.4746, loss: 0.4746 +2023-12-28 07:20:39,627 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 9:25:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8894, top5_acc: 0.9919, loss_cls: 0.4993, loss: 0.4993 +2023-12-28 07:21:02,239 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 9:25:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.4899, loss: 0.4899 +2023-12-28 07:21:24,913 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 9:24:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8700, top5_acc: 0.9850, loss_cls: 0.6060, loss: 0.6060 +2023-12-28 07:21:47,524 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 9:24:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.4913, loss: 0.4913 +2023-12-28 07:22:10,168 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 9:24:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9875, loss_cls: 0.5324, loss: 0.5324 +2023-12-28 07:22:32,762 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 9:23:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9881, loss_cls: 0.4958, loss: 0.4958 +2023-12-28 07:22:55,453 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 9:23:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9912, loss_cls: 0.4844, loss: 0.4844 +2023-12-28 07:23:18,078 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 9:22:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4598, loss: 0.4598 +2023-12-28 07:23:40,717 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 9:22:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9894, loss_cls: 0.4827, loss: 0.4827 +2023-12-28 07:24:03,284 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 9:22:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9912, loss_cls: 0.5024, loss: 0.5024 +2023-12-28 07:24:25,884 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 9:21:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.4960, loss: 0.4960 +2023-12-28 07:24:48,551 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 9:21:19, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8900, top5_acc: 0.9925, loss_cls: 0.4913, loss: 0.4913 +2023-12-28 07:25:00,890 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-28 07:26:28,323 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:26:28,404 - pyskl - INFO - +top1_acc 0.8992 +top5_acc 0.9914 +2023-12-28 07:26:28,408 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.8992, top5_acc: 0.9914 +2023-12-28 07:27:07,769 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 9:20:47, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9888, loss_cls: 0.4319, loss: 0.4319 +2023-12-28 07:27:30,303 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 9:20:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.4185, loss: 0.4185 +2023-12-28 07:27:52,841 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 9:20:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3935, loss: 0.3935 +2023-12-28 07:28:15,408 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 9:19:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9906, loss_cls: 0.4285, loss: 0.4285 +2023-12-28 07:28:37,933 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 9:19:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9931, loss_cls: 0.4633, loss: 0.4633 +2023-12-28 07:29:00,470 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 9:18:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.4360, loss: 0.4360 +2023-12-28 07:29:22,974 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 9:18:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9938, loss_cls: 0.4260, loss: 0.4260 +2023-12-28 07:29:45,459 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 9:18:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9931, loss_cls: 0.4886, loss: 0.4886 +2023-12-28 07:30:07,986 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 9:17:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9931, loss_cls: 0.4443, loss: 0.4443 +2023-12-28 07:30:30,457 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 9:17:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.4839, loss: 0.4839 +2023-12-28 07:30:52,932 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 9:16:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9850, loss_cls: 0.4668, loss: 0.4668 +2023-12-28 07:31:15,423 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 9:16:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.5055, loss: 0.5055 +2023-12-28 07:31:37,910 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 9:16:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9906, loss_cls: 0.4725, loss: 0.4725 +2023-12-28 07:32:00,367 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 9:15:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.4531, loss: 0.4531 +2023-12-28 07:32:22,947 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 9:15:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.4709, loss: 0.4709 +2023-12-28 07:32:45,448 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 9:14:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9912, loss_cls: 0.4672, loss: 0.4672 +2023-12-28 07:33:07,911 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 9:14:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9869, loss_cls: 0.4982, loss: 0.4982 +2023-12-28 07:33:30,406 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 9:14:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9912, loss_cls: 0.4952, loss: 0.4952 +2023-12-28 07:33:52,960 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 9:13:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8944, top5_acc: 0.9906, loss_cls: 0.5082, loss: 0.5082 +2023-12-28 07:34:15,506 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 9:13:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9888, loss_cls: 0.4924, loss: 0.4924 +2023-12-28 07:34:38,057 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 9:12:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.4663, loss: 0.4663 +2023-12-28 07:35:00,631 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 9:12:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8869, top5_acc: 0.9881, loss_cls: 0.5091, loss: 0.5091 +2023-12-28 07:35:23,071 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 9:12:10, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.5104, loss: 0.5104 +2023-12-28 07:35:35,428 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-28 07:37:02,727 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:37:02,806 - pyskl - INFO - +top1_acc 0.9060 +top5_acc 0.9911 +2023-12-28 07:37:02,810 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9060, top5_acc: 0.9911 +2023-12-28 07:37:42,340 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 9:11:38, time: 0.395, data_time: 0.169, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.4409, loss: 0.4409 +2023-12-28 07:38:04,872 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 9:11:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9944, loss_cls: 0.4187, loss: 0.4187 +2023-12-28 07:38:27,430 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 9:10:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4245, loss: 0.4245 +2023-12-28 07:38:50,021 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 9:10:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.4360, loss: 0.4360 +2023-12-28 07:39:12,762 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 9:10:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9956, loss_cls: 0.4350, loss: 0.4350 +2023-12-28 07:39:35,334 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 9:09:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9938, loss_cls: 0.4396, loss: 0.4396 +2023-12-28 07:39:57,799 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 9:09:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8850, top5_acc: 0.9906, loss_cls: 0.5163, loss: 0.5163 +2023-12-28 07:40:20,336 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 9:08:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9869, loss_cls: 0.4868, loss: 0.4868 +2023-12-28 07:40:42,929 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 9:08:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 0.4907, loss: 0.4907 +2023-12-28 07:41:05,545 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 9:08:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9950, loss_cls: 0.4549, loss: 0.4549 +2023-12-28 07:41:28,137 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 9:07:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 0.4640, loss: 0.4640 +2023-12-28 07:41:50,609 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 9:07:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8919, top5_acc: 0.9900, loss_cls: 0.5062, loss: 0.5062 +2023-12-28 07:42:13,170 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 9:06:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.4682, loss: 0.4682 +2023-12-28 07:42:35,691 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 9:06:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9950, loss_cls: 0.3986, loss: 0.3986 +2023-12-28 07:42:58,245 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 9:06:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9938, loss_cls: 0.4466, loss: 0.4466 +2023-12-28 07:43:20,770 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 9:05:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.5112, loss: 0.5112 +2023-12-28 07:43:43,291 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 9:05:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9844, loss_cls: 0.4633, loss: 0.4633 +2023-12-28 07:44:05,783 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 9:05:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9956, loss_cls: 0.4324, loss: 0.4324 +2023-12-28 07:44:28,476 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 9:04:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9881, loss_cls: 0.5175, loss: 0.5175 +2023-12-28 07:44:51,023 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 9:04:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9000, top5_acc: 0.9912, loss_cls: 0.4709, loss: 0.4709 +2023-12-28 07:45:13,496 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 9:03:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.5125, loss: 0.5125 +2023-12-28 07:45:35,929 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 9:03:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.4763, loss: 0.4763 +2023-12-28 07:45:58,435 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 9:03:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9888, loss_cls: 0.4358, loss: 0.4358 +2023-12-28 07:46:10,813 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-28 07:47:37,709 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:47:37,789 - pyskl - INFO - +top1_acc 0.9134 +top5_acc 0.9921 +2023-12-28 07:47:37,793 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_87.pth was removed +2023-12-28 07:47:37,936 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_90.pth. +2023-12-28 07:47:37,936 - pyskl - INFO - Best top1_acc is 0.9134 at 90 epoch. +2023-12-28 07:47:37,940 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9134, top5_acc: 0.9921 +2023-12-28 07:48:17,429 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 9:02:30, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9962, loss_cls: 0.4134, loss: 0.4134 +2023-12-28 07:48:39,923 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 9:02:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.4107, loss: 0.4107 +2023-12-28 07:49:02,483 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 9:01:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4263, loss: 0.4263 +2023-12-28 07:49:25,066 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 9:01:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.4217, loss: 0.4217 +2023-12-28 07:49:47,654 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 9:00:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.4212, loss: 0.4212 +2023-12-28 07:50:10,207 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 9:00:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4492, loss: 0.4492 +2023-12-28 07:50:32,691 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 9:00:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9919, loss_cls: 0.4435, loss: 0.4435 +2023-12-28 07:50:55,147 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 8:59:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9906, loss_cls: 0.4651, loss: 0.4651 +2023-12-28 07:51:17,596 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 8:59:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9862, loss_cls: 0.4732, loss: 0.4732 +2023-12-28 07:51:40,048 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 8:58:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9888, loss_cls: 0.4447, loss: 0.4447 +2023-12-28 07:52:02,511 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 8:58:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9856, loss_cls: 0.4701, loss: 0.4701 +2023-12-28 07:52:25,001 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 8:58:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9906, loss_cls: 0.4661, loss: 0.4661 +2023-12-28 07:52:47,413 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 8:57:49, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.4688, loss: 0.4688 +2023-12-28 07:53:09,857 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 8:57:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9956, loss_cls: 0.4659, loss: 0.4659 +2023-12-28 07:53:32,285 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 8:57:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9906, loss_cls: 0.4956, loss: 0.4956 +2023-12-28 07:53:54,772 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 8:56:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9869, loss_cls: 0.4792, loss: 0.4792 +2023-12-28 07:54:17,303 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 8:56:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9912, loss_cls: 0.4728, loss: 0.4728 +2023-12-28 07:54:39,812 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 8:55:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4656, loss: 0.4656 +2023-12-28 07:55:02,297 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 8:55:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.5160, loss: 0.5160 +2023-12-28 07:55:24,750 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 8:55:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4394, loss: 0.4394 +2023-12-28 07:55:47,236 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 8:54:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.5171, loss: 0.5171 +2023-12-28 07:56:09,697 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 8:54:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4874, loss: 0.4874 +2023-12-28 07:56:32,201 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 8:53:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8862, top5_acc: 0.9881, loss_cls: 0.5242, loss: 0.5242 +2023-12-28 07:56:44,560 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-28 07:58:11,684 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:58:11,764 - pyskl - INFO - +top1_acc 0.9184 +top5_acc 0.9918 +2023-12-28 07:58:11,769 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_90.pth was removed +2023-12-28 07:58:11,908 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_91.pth. +2023-12-28 07:58:11,908 - pyskl - INFO - Best top1_acc is 0.9184 at 91 epoch. +2023-12-28 07:58:11,913 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9184, top5_acc: 0.9918 +2023-12-28 07:58:51,545 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 8:53:22, time: 0.396, data_time: 0.170, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.3294, loss: 0.3294 +2023-12-28 07:59:14,078 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 8:52:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.3781, loss: 0.3781 +2023-12-28 07:59:36,678 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 8:52:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3968, loss: 0.3968 +2023-12-28 07:59:59,234 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 8:52:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.3811, loss: 0.3811 +2023-12-28 08:00:21,853 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 8:51:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9950, loss_cls: 0.4339, loss: 0.4339 +2023-12-28 08:00:44,412 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 8:51:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3749, loss: 0.3749 +2023-12-28 08:01:06,915 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 8:51:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9925, loss_cls: 0.4781, loss: 0.4781 +2023-12-28 08:01:29,515 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 8:50:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9962, loss_cls: 0.4108, loss: 0.4108 +2023-12-28 08:01:51,988 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 8:50:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9912, loss_cls: 0.4299, loss: 0.4299 +2023-12-28 08:02:14,476 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 8:49:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8956, top5_acc: 0.9906, loss_cls: 0.4880, loss: 0.4880 +2023-12-28 08:02:37,032 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 8:49:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.4458, loss: 0.4458 +2023-12-28 08:02:59,531 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 8:49:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9881, loss_cls: 0.4760, loss: 0.4760 +2023-12-28 08:03:22,046 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 8:48:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9906, loss_cls: 0.4155, loss: 0.4155 +2023-12-28 08:03:44,537 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 8:48:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9925, loss_cls: 0.4323, loss: 0.4323 +2023-12-28 08:04:07,011 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 8:47:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9931, loss_cls: 0.4657, loss: 0.4657 +2023-12-28 08:04:29,489 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 8:47:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4773, loss: 0.4773 +2023-12-28 08:04:51,999 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 8:47:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9875, loss_cls: 0.4475, loss: 0.4475 +2023-12-28 08:05:14,494 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 8:46:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9888, loss_cls: 0.4822, loss: 0.4822 +2023-12-28 08:05:37,012 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 8:46:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9912, loss_cls: 0.4601, loss: 0.4601 +2023-12-28 08:05:59,579 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 8:45:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.4624, loss: 0.4624 +2023-12-28 08:06:22,178 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 8:45:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9900, loss_cls: 0.4537, loss: 0.4537 +2023-12-28 08:06:44,726 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 8:45:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9900, loss_cls: 0.4175, loss: 0.4175 +2023-12-28 08:07:07,241 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 8:44:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.4574, loss: 0.4574 +2023-12-28 08:07:19,624 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-28 08:08:46,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:08:46,885 - pyskl - INFO - +top1_acc 0.9068 +top5_acc 0.9916 +2023-12-28 08:08:46,890 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9068, top5_acc: 0.9916 +2023-12-28 08:09:26,315 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 8:44:14, time: 0.394, data_time: 0.170, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3744, loss: 0.3744 +2023-12-28 08:09:48,767 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 8:43:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9944, loss_cls: 0.3813, loss: 0.3813 +2023-12-28 08:10:11,188 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 8:43:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9944, loss_cls: 0.4130, loss: 0.4130 +2023-12-28 08:10:33,635 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 8:43:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9944, loss_cls: 0.3690, loss: 0.3690 +2023-12-28 08:10:56,093 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 8:42:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3617, loss: 0.3617 +2023-12-28 08:11:18,597 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 8:42:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9925, loss_cls: 0.4511, loss: 0.4511 +2023-12-28 08:11:41,192 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 8:41:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 0.4318, loss: 0.4318 +2023-12-28 08:12:03,707 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 8:41:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9906, loss_cls: 0.4334, loss: 0.4334 +2023-12-28 08:12:26,115 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 8:41:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4520, loss: 0.4520 +2023-12-28 08:12:48,567 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 8:40:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9906, loss_cls: 0.4255, loss: 0.4255 +2023-12-28 08:13:11,082 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 8:40:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4321, loss: 0.4321 +2023-12-28 08:13:33,562 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 8:39:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8950, top5_acc: 0.9925, loss_cls: 0.4883, loss: 0.4883 +2023-12-28 08:13:56,053 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 8:39:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.4635, loss: 0.4635 +2023-12-28 08:14:18,550 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 8:39:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.4171, loss: 0.4171 +2023-12-28 08:14:41,061 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 8:38:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9912, loss_cls: 0.4531, loss: 0.4531 +2023-12-28 08:15:03,540 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 8:38:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9931, loss_cls: 0.4175, loss: 0.4175 +2023-12-28 08:15:25,998 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 8:37:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.4739, loss: 0.4739 +2023-12-28 08:15:48,499 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 8:37:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4856, loss: 0.4856 +2023-12-28 08:16:10,986 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 8:37:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.5041, loss: 0.5041 +2023-12-28 08:16:33,477 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 8:36:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.4389, loss: 0.4389 +2023-12-28 08:16:55,980 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 8:36:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9888, loss_cls: 0.4095, loss: 0.4095 +2023-12-28 08:17:18,538 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 8:36:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9944, loss_cls: 0.4529, loss: 0.4529 +2023-12-28 08:17:41,217 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 8:35:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 0.4345, loss: 0.4345 +2023-12-28 08:17:53,648 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-28 08:19:21,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:19:21,403 - pyskl - INFO - +top1_acc 0.8994 +top5_acc 0.9909 +2023-12-28 08:19:21,408 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.8994, top5_acc: 0.9909 +2023-12-28 08:20:01,049 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 8:35:06, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9919, loss_cls: 0.4224, loss: 0.4224 +2023-12-28 08:20:23,629 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 8:34:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4600, loss: 0.4600 +2023-12-28 08:20:46,286 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 8:34:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9944, loss_cls: 0.4176, loss: 0.4176 +2023-12-28 08:21:08,937 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 8:33:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.3745, loss: 0.3745 +2023-12-28 08:21:31,447 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 8:33:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9931, loss_cls: 0.3836, loss: 0.3836 +2023-12-28 08:21:53,953 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 8:33:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9919, loss_cls: 0.4234, loss: 0.4234 +2023-12-28 08:22:16,509 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 8:32:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9919, loss_cls: 0.4180, loss: 0.4180 +2023-12-28 08:22:38,984 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 8:32:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3593, loss: 0.3593 +2023-12-28 08:23:01,445 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 8:31:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9912, loss_cls: 0.4223, loss: 0.4223 +2023-12-28 08:23:24,126 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 8:31:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4526, loss: 0.4526 +2023-12-28 08:23:46,749 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 8:31:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9906, loss_cls: 0.3829, loss: 0.3829 +2023-12-28 08:24:09,323 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 8:30:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 0.4351, loss: 0.4351 +2023-12-28 08:24:31,949 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 8:30:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9931, loss_cls: 0.4605, loss: 0.4605 +2023-12-28 08:24:54,450 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 8:30:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.4586, loss: 0.4586 +2023-12-28 08:25:16,936 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 8:29:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.4422, loss: 0.4422 +2023-12-28 08:25:39,446 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 8:29:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.3948, loss: 0.3948 +2023-12-28 08:26:01,996 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 8:28:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9919, loss_cls: 0.4125, loss: 0.4125 +2023-12-28 08:26:24,601 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 8:28:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9912, loss_cls: 0.4380, loss: 0.4380 +2023-12-28 08:26:47,172 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 8:28:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3958, loss: 0.3958 +2023-12-28 08:27:09,663 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 8:27:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9906, loss_cls: 0.4545, loss: 0.4545 +2023-12-28 08:27:32,119 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 8:27:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8931, top5_acc: 0.9900, loss_cls: 0.4529, loss: 0.4529 +2023-12-28 08:27:54,547 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 8:26:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9888, loss_cls: 0.4480, loss: 0.4480 +2023-12-28 08:28:16,961 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 8:26:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.4239, loss: 0.4239 +2023-12-28 08:28:29,307 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-28 08:29:57,026 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:29:57,106 - pyskl - INFO - +top1_acc 0.8938 +top5_acc 0.9911 +2023-12-28 08:29:57,110 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.8938, top5_acc: 0.9911 +2023-12-28 08:30:37,034 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 8:26:00, time: 0.399, data_time: 0.175, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3308, loss: 0.3308 +2023-12-28 08:30:59,522 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 8:25:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9962, loss_cls: 0.3706, loss: 0.3706 +2023-12-28 08:31:22,206 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 8:25:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.4279, loss: 0.4279 +2023-12-28 08:31:44,859 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 8:24:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.3456, loss: 0.3456 +2023-12-28 08:32:07,454 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 8:24:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9931, loss_cls: 0.4379, loss: 0.4379 +2023-12-28 08:32:30,034 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 8:24:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.4283, loss: 0.4283 +2023-12-28 08:32:52,629 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 8:23:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.4141, loss: 0.4141 +2023-12-28 08:33:15,173 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 8:23:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.3817, loss: 0.3817 +2023-12-28 08:33:37,691 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 8:22:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9931, loss_cls: 0.4168, loss: 0.4168 +2023-12-28 08:34:00,201 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 8:22:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.3607, loss: 0.3607 +2023-12-28 08:34:22,731 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 8:22:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9906, loss_cls: 0.4295, loss: 0.4295 +2023-12-28 08:34:45,229 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 8:21:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4228, loss: 0.4228 +2023-12-28 08:35:07,729 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 8:21:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9912, loss_cls: 0.4155, loss: 0.4155 +2023-12-28 08:35:30,422 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 8:20:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9006, top5_acc: 0.9919, loss_cls: 0.4614, loss: 0.4614 +2023-12-28 08:35:52,930 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 8:20:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9919, loss_cls: 0.4088, loss: 0.4088 +2023-12-28 08:36:15,481 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 8:20:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9894, loss_cls: 0.4312, loss: 0.4312 +2023-12-28 08:36:38,002 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 8:19:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9894, loss_cls: 0.4096, loss: 0.4096 +2023-12-28 08:37:00,474 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 8:19:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3821, loss: 0.3821 +2023-12-28 08:37:22,942 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 8:18:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9931, loss_cls: 0.4404, loss: 0.4404 +2023-12-28 08:37:45,443 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 8:18:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4000, loss: 0.4000 +2023-12-28 08:38:07,961 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 8:18:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9919, loss_cls: 0.4644, loss: 0.4644 +2023-12-28 08:38:30,554 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 8:17:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.4925, loss: 0.4925 +2023-12-28 08:38:53,076 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 8:17:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9950, loss_cls: 0.3814, loss: 0.3814 +2023-12-28 08:39:05,479 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-28 08:40:32,927 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:40:33,006 - pyskl - INFO - +top1_acc 0.9060 +top5_acc 0.9920 +2023-12-28 08:40:33,010 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9060, top5_acc: 0.9920 +2023-12-28 08:41:12,438 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 8:16:53, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9925, loss_cls: 0.3840, loss: 0.3840 +2023-12-28 08:41:34,847 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 8:16:30, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9919, loss_cls: 0.3761, loss: 0.3761 +2023-12-28 08:41:57,391 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 8:16:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.3815, loss: 0.3815 +2023-12-28 08:42:19,882 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 8:15:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9950, loss_cls: 0.3997, loss: 0.3997 +2023-12-28 08:42:42,378 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 8:15:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9925, loss_cls: 0.3661, loss: 0.3661 +2023-12-28 08:43:04,919 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 8:14:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3413, loss: 0.3413 +2023-12-28 08:43:27,472 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 8:14:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9931, loss_cls: 0.3558, loss: 0.3558 +2023-12-28 08:43:50,123 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 8:14:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9925, loss_cls: 0.4024, loss: 0.4024 +2023-12-28 08:44:12,748 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 8:13:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.8962, top5_acc: 0.9931, loss_cls: 0.4614, loss: 0.4614 +2023-12-28 08:44:35,382 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 8:13:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.3914, loss: 0.3914 +2023-12-28 08:44:58,002 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 8:13:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9944, loss_cls: 0.3932, loss: 0.3932 +2023-12-28 08:45:20,737 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 8:12:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.4409, loss: 0.4409 +2023-12-28 08:45:43,411 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 8:12:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9956, loss_cls: 0.3950, loss: 0.3950 +2023-12-28 08:46:05,910 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 8:11:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9087, top5_acc: 0.9931, loss_cls: 0.4093, loss: 0.4093 +2023-12-28 08:46:28,496 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 8:11:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9850, loss_cls: 0.4509, loss: 0.4509 +2023-12-28 08:46:51,113 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 8:11:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.4262, loss: 0.4262 +2023-12-28 08:47:13,657 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 8:10:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9912, loss_cls: 0.4127, loss: 0.4127 +2023-12-28 08:47:36,211 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 8:10:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9881, loss_cls: 0.4523, loss: 0.4523 +2023-12-28 08:47:58,770 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 8:09:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9056, top5_acc: 0.9912, loss_cls: 0.4511, loss: 0.4511 +2023-12-28 08:48:21,294 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 8:09:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9938, loss_cls: 0.3778, loss: 0.3778 +2023-12-28 08:48:43,828 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 8:09:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.4124, loss: 0.4124 +2023-12-28 08:49:06,289 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 8:08:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9038, top5_acc: 0.9919, loss_cls: 0.4437, loss: 0.4437 +2023-12-28 08:49:28,727 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 8:08:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4621, loss: 0.4621 +2023-12-28 08:49:41,143 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-28 08:51:08,560 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:51:08,640 - pyskl - INFO - +top1_acc 0.9050 +top5_acc 0.9911 +2023-12-28 08:51:08,646 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9050, top5_acc: 0.9911 +2023-12-28 08:51:48,334 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 8:07:47, time: 0.397, data_time: 0.171, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9956, loss_cls: 0.3628, loss: 0.3628 +2023-12-28 08:52:10,864 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 8:07:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9950, loss_cls: 0.3094, loss: 0.3094 +2023-12-28 08:52:33,406 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 8:07:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9944, loss_cls: 0.3627, loss: 0.3627 +2023-12-28 08:52:55,972 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 8:06:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9912, loss_cls: 0.3778, loss: 0.3778 +2023-12-28 08:53:18,603 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 8:06:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9944, loss_cls: 0.3850, loss: 0.3850 +2023-12-28 08:53:41,078 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 8:05:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9956, loss_cls: 0.4077, loss: 0.4077 +2023-12-28 08:54:03,500 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 8:05:27, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9938, loss_cls: 0.4324, loss: 0.4324 +2023-12-28 08:54:25,968 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 8:05:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.3588, loss: 0.3588 +2023-12-28 08:54:48,479 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 8:04:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.3882, loss: 0.3882 +2023-12-28 08:55:10,973 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 8:04:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9012, top5_acc: 0.9919, loss_cls: 0.4374, loss: 0.4374 +2023-12-28 08:55:33,440 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 8:03:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9094, top5_acc: 0.9938, loss_cls: 0.4220, loss: 0.4220 +2023-12-28 08:55:56,106 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 8:03:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.4355, loss: 0.4355 +2023-12-28 08:56:18,765 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 8:03:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.3629, loss: 0.3629 +2023-12-28 08:56:41,490 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 8:02:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9900, loss_cls: 0.3948, loss: 0.3948 +2023-12-28 08:57:04,121 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 8:02:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.4390, loss: 0.4390 +2023-12-28 08:57:26,670 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 8:01:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9894, loss_cls: 0.4572, loss: 0.4572 +2023-12-28 08:57:49,169 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 8:01:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9950, loss_cls: 0.3642, loss: 0.3642 +2023-12-28 08:58:11,687 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 8:01:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9981, loss_cls: 0.3881, loss: 0.3881 +2023-12-28 08:58:34,245 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 8:00:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.4177, loss: 0.4177 +2023-12-28 08:58:56,757 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 8:00:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3883, loss: 0.3883 +2023-12-28 08:59:19,302 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 8:00:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8994, top5_acc: 0.9912, loss_cls: 0.4523, loss: 0.4523 +2023-12-28 08:59:41,817 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 7:59:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9075, top5_acc: 0.9956, loss_cls: 0.3946, loss: 0.3946 +2023-12-28 09:00:04,312 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 7:59:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9119, top5_acc: 0.9925, loss_cls: 0.4344, loss: 0.4344 +2023-12-28 09:00:16,649 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-28 09:01:44,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:01:44,444 - pyskl - INFO - +top1_acc 0.9072 +top5_acc 0.9921 +2023-12-28 09:01:44,449 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9072, top5_acc: 0.9921 +2023-12-28 09:02:24,401 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 7:58:41, time: 0.399, data_time: 0.174, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3372, loss: 0.3372 +2023-12-28 09:02:46,890 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 7:58:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9956, loss_cls: 0.3301, loss: 0.3301 +2023-12-28 09:03:09,409 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 7:57:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9950, loss_cls: 0.3351, loss: 0.3351 +2023-12-28 09:03:31,922 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 7:57:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.3363, loss: 0.3363 +2023-12-28 09:03:54,540 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 7:57:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9938, loss_cls: 0.3619, loss: 0.3619 +2023-12-28 09:04:17,236 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 7:56:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9131, top5_acc: 0.9944, loss_cls: 0.4000, loss: 0.4000 +2023-12-28 09:04:39,986 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 7:56:21, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9950, loss_cls: 0.3749, loss: 0.3749 +2023-12-28 09:05:02,556 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 7:55:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9944, loss_cls: 0.3730, loss: 0.3730 +2023-12-28 09:05:25,238 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 7:55:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9975, loss_cls: 0.3466, loss: 0.3466 +2023-12-28 09:05:47,929 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 7:55:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9956, loss_cls: 0.3844, loss: 0.3844 +2023-12-28 09:06:10,520 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 7:54:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3692, loss: 0.3692 +2023-12-28 09:06:33,143 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 7:54:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.3682, loss: 0.3682 +2023-12-28 09:06:55,715 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 7:54:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.3073, loss: 0.3073 +2023-12-28 09:07:18,276 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 7:53:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9931, loss_cls: 0.4069, loss: 0.4069 +2023-12-28 09:07:40,802 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 7:53:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9906, loss_cls: 0.4145, loss: 0.4145 +2023-12-28 09:08:03,282 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 7:52:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3969, loss: 0.3969 +2023-12-28 09:08:25,736 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 7:52:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9919, loss_cls: 0.3700, loss: 0.3700 +2023-12-28 09:08:48,187 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 7:52:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.4025, loss: 0.4025 +2023-12-28 09:09:10,669 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 7:51:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.3919, loss: 0.3919 +2023-12-28 09:09:33,255 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 7:51:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3810, loss: 0.3810 +2023-12-28 09:09:55,810 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 7:50:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9925, loss_cls: 0.4192, loss: 0.4192 +2023-12-28 09:10:18,328 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 7:50:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3710, loss: 0.3710 +2023-12-28 09:10:40,858 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 7:50:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9931, loss_cls: 0.4203, loss: 0.4203 +2023-12-28 09:10:53,254 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-28 09:12:20,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:12:20,727 - pyskl - INFO - +top1_acc 0.9235 +top5_acc 0.9924 +2023-12-28 09:12:20,732 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_91.pth was removed +2023-12-28 09:12:20,870 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_98.pth. +2023-12-28 09:12:20,870 - pyskl - INFO - Best top1_acc is 0.9235 at 98 epoch. +2023-12-28 09:12:20,875 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9235, top5_acc: 0.9924 +2023-12-28 09:13:00,757 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 7:49:35, time: 0.399, data_time: 0.173, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9944, loss_cls: 0.3017, loss: 0.3017 +2023-12-28 09:13:23,215 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 7:49:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.3418, loss: 0.3418 +2023-12-28 09:13:45,703 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 7:48:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9969, loss_cls: 0.3443, loss: 0.3443 +2023-12-28 09:14:08,172 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 7:48:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.3670, loss: 0.3670 +2023-12-28 09:14:30,721 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 7:48:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3579, loss: 0.3579 +2023-12-28 09:14:53,216 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 7:47:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9950, loss_cls: 0.3683, loss: 0.3683 +2023-12-28 09:15:15,753 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 7:47:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9962, loss_cls: 0.3589, loss: 0.3589 +2023-12-28 09:15:38,312 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 7:46:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.3729, loss: 0.3729 +2023-12-28 09:16:00,795 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 7:46:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.3462, loss: 0.3462 +2023-12-28 09:16:23,410 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 7:46:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9050, top5_acc: 0.9925, loss_cls: 0.4020, loss: 0.4020 +2023-12-28 09:16:46,000 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 7:45:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.4084, loss: 0.4084 +2023-12-28 09:17:08,540 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 7:45:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9956, loss_cls: 0.3585, loss: 0.3585 +2023-12-28 09:17:31,041 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 7:44:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.8981, top5_acc: 0.9938, loss_cls: 0.4593, loss: 0.4593 +2023-12-28 09:17:53,539 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 7:44:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9912, loss_cls: 0.3552, loss: 0.3552 +2023-12-28 09:18:16,001 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 7:44:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9962, loss_cls: 0.3474, loss: 0.3474 +2023-12-28 09:18:38,594 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 7:43:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9956, loss_cls: 0.3225, loss: 0.3225 +2023-12-28 09:19:01,217 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 7:43:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.3923, loss: 0.3923 +2023-12-28 09:19:23,771 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 7:42:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3649, loss: 0.3649 +2023-12-28 09:19:46,275 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 7:42:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 0.4288, loss: 0.4288 +2023-12-28 09:20:08,743 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 7:42:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9044, top5_acc: 0.9900, loss_cls: 0.4395, loss: 0.4395 +2023-12-28 09:20:31,235 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 7:41:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9062, top5_acc: 0.9938, loss_cls: 0.4208, loss: 0.4208 +2023-12-28 09:20:53,742 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 7:41:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.4161, loss: 0.4161 +2023-12-28 09:21:16,297 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 7:41:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9906, loss_cls: 0.3697, loss: 0.3697 +2023-12-28 09:21:28,715 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-28 09:22:56,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:22:56,336 - pyskl - INFO - +top1_acc 0.9099 +top5_acc 0.9914 +2023-12-28 09:22:56,341 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9099, top5_acc: 0.9914 +2023-12-28 09:23:35,866 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 7:40:29, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9962, loss_cls: 0.3554, loss: 0.3554 +2023-12-28 09:23:58,339 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 7:40:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9975, loss_cls: 0.2751, loss: 0.2751 +2023-12-28 09:24:20,829 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 7:39:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9969, loss_cls: 0.3511, loss: 0.3511 +2023-12-28 09:24:43,285 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 7:39:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9994, loss_cls: 0.2874, loss: 0.2874 +2023-12-28 09:25:05,694 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 7:38:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3432, loss: 0.3432 +2023-12-28 09:25:28,145 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 7:38:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9938, loss_cls: 0.3724, loss: 0.3724 +2023-12-28 09:25:50,723 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 7:38:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.3028, loss: 0.3028 +2023-12-28 09:26:13,224 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 7:37:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9281, top5_acc: 0.9931, loss_cls: 0.3519, loss: 0.3519 +2023-12-28 09:26:35,737 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 7:37:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.3638, loss: 0.3638 +2023-12-28 09:26:58,285 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 7:36:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3253, loss: 0.3253 +2023-12-28 09:27:20,957 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 7:36:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3232, loss: 0.3232 +2023-12-28 09:27:43,530 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 7:36:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9969, loss_cls: 0.3360, loss: 0.3360 +2023-12-28 09:28:06,137 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 7:35:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9938, loss_cls: 0.3241, loss: 0.3241 +2023-12-28 09:28:28,718 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 7:35:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.3628, loss: 0.3628 +2023-12-28 09:28:51,349 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 7:35:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9900, loss_cls: 0.4040, loss: 0.4040 +2023-12-28 09:29:13,959 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 7:34:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9175, top5_acc: 0.9919, loss_cls: 0.3775, loss: 0.3775 +2023-12-28 09:29:36,598 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 7:34:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9888, loss_cls: 0.4177, loss: 0.4177 +2023-12-28 09:29:59,231 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 7:33:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9975, loss_cls: 0.3784, loss: 0.3784 +2023-12-28 09:30:21,862 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 7:33:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9169, top5_acc: 0.9931, loss_cls: 0.3758, loss: 0.3758 +2023-12-28 09:30:44,484 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 7:33:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.3015, loss: 0.3015 +2023-12-28 09:31:07,114 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 7:32:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9950, loss_cls: 0.3254, loss: 0.3254 +2023-12-28 09:31:29,733 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 7:32:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9931, loss_cls: 0.4188, loss: 0.4188 +2023-12-28 09:31:52,367 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 7:31:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3416, loss: 0.3416 +2023-12-28 09:32:04,810 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-28 09:33:32,577 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:33:32,658 - pyskl - INFO - +top1_acc 0.9228 +top5_acc 0.9924 +2023-12-28 09:33:32,662 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9228, top5_acc: 0.9924 +2023-12-28 09:34:12,208 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 7:31:24, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3229, loss: 0.3229 +2023-12-28 09:34:34,613 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 7:31:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.3006, loss: 0.3006 +2023-12-28 09:34:57,052 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 7:30:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3165, loss: 0.3165 +2023-12-28 09:35:19,571 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 7:30:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3792, loss: 0.3792 +2023-12-28 09:35:42,053 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 7:29:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9938, loss_cls: 0.3624, loss: 0.3624 +2023-12-28 09:36:04,528 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 7:29:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9181, top5_acc: 0.9956, loss_cls: 0.3480, loss: 0.3480 +2023-12-28 09:36:27,086 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 7:29:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9194, top5_acc: 0.9956, loss_cls: 0.3718, loss: 0.3718 +2023-12-28 09:36:49,718 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 7:28:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9912, loss_cls: 0.3432, loss: 0.3432 +2023-12-28 09:37:12,279 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 7:28:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.3890, loss: 0.3890 +2023-12-28 09:37:34,857 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 7:27:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.3610, loss: 0.3610 +2023-12-28 09:37:57,343 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 7:27:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9988, loss_cls: 0.3677, loss: 0.3677 +2023-12-28 09:38:19,902 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 7:27:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.2879, loss: 0.2879 +2023-12-28 09:38:42,534 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 7:26:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3543, loss: 0.3543 +2023-12-28 09:39:05,073 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 7:26:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3488, loss: 0.3488 +2023-12-28 09:39:27,588 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 7:25:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3312, loss: 0.3312 +2023-12-28 09:39:50,101 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 7:25:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9938, loss_cls: 0.3504, loss: 0.3504 +2023-12-28 09:40:12,726 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 7:25:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3423, loss: 0.3423 +2023-12-28 09:40:35,374 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 7:24:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9894, loss_cls: 0.3621, loss: 0.3621 +2023-12-28 09:40:57,892 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 7:24:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3307, loss: 0.3307 +2023-12-28 09:41:20,407 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 7:24:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9969, loss_cls: 0.3395, loss: 0.3395 +2023-12-28 09:41:43,052 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 7:23:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3690, loss: 0.3690 +2023-12-28 09:42:05,607 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 7:23:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9925, loss_cls: 0.3653, loss: 0.3653 +2023-12-28 09:42:28,145 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 7:22:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.3817, loss: 0.3817 +2023-12-28 09:42:40,567 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-28 09:44:08,123 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:44:08,202 - pyskl - INFO - +top1_acc 0.9174 +top5_acc 0.9919 +2023-12-28 09:44:08,206 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9174, top5_acc: 0.9919 +2023-12-28 09:44:47,534 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 7:22:19, time: 0.393, data_time: 0.167, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9975, loss_cls: 0.3006, loss: 0.3006 +2023-12-28 09:45:10,111 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 7:21:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9988, loss_cls: 0.2818, loss: 0.2818 +2023-12-28 09:45:32,692 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 7:21:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2610, loss: 0.2610 +2023-12-28 09:45:55,267 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 7:21:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9956, loss_cls: 0.2952, loss: 0.2952 +2023-12-28 09:46:17,796 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 7:20:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2575, loss: 0.2575 +2023-12-28 09:46:40,338 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 7:20:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3110, loss: 0.3110 +2023-12-28 09:47:02,911 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 7:19:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9962, loss_cls: 0.3167, loss: 0.3167 +2023-12-28 09:47:25,481 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 7:19:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3290, loss: 0.3290 +2023-12-28 09:47:48,071 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 7:19:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9956, loss_cls: 0.3203, loss: 0.3203 +2023-12-28 09:48:10,667 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 7:18:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3304, loss: 0.3304 +2023-12-28 09:48:33,239 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 7:18:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9950, loss_cls: 0.3304, loss: 0.3304 +2023-12-28 09:48:55,797 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 7:18:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9938, loss_cls: 0.3266, loss: 0.3266 +2023-12-28 09:49:18,535 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 7:17:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.3363, loss: 0.3363 +2023-12-28 09:49:41,254 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 7:17:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3363, loss: 0.3363 +2023-12-28 09:50:03,813 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 7:16:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9975, loss_cls: 0.3087, loss: 0.3087 +2023-12-28 09:50:26,314 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 7:16:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.4009, loss: 0.4009 +2023-12-28 09:50:48,812 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 7:16:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.4131, loss: 0.4131 +2023-12-28 09:51:11,346 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 7:15:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9925, loss_cls: 0.3330, loss: 0.3330 +2023-12-28 09:51:33,874 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 7:15:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9956, loss_cls: 0.3583, loss: 0.3583 +2023-12-28 09:51:56,418 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 7:14:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9956, loss_cls: 0.3378, loss: 0.3378 +2023-12-28 09:52:18,963 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 7:14:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9938, loss_cls: 0.3269, loss: 0.3269 +2023-12-28 09:52:41,430 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 7:14:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.3647, loss: 0.3647 +2023-12-28 09:53:03,909 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 7:13:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9031, top5_acc: 0.9912, loss_cls: 0.4194, loss: 0.4194 +2023-12-28 09:53:16,274 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-28 09:54:43,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:54:43,476 - pyskl - INFO - +top1_acc 0.9216 +top5_acc 0.9922 +2023-12-28 09:54:43,480 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9216, top5_acc: 0.9922 +2023-12-28 09:55:22,867 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 7:13:13, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2633, loss: 0.2633 +2023-12-28 09:55:45,282 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 7:12:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.3304, loss: 0.3304 +2023-12-28 09:56:07,779 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 7:12:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.3073, loss: 0.3073 +2023-12-28 09:56:30,275 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 7:12:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9950, loss_cls: 0.2704, loss: 0.2704 +2023-12-28 09:56:52,879 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 7:11:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.3045, loss: 0.3045 +2023-12-28 09:57:15,570 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 7:11:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9969, loss_cls: 0.2884, loss: 0.2884 +2023-12-28 09:57:38,143 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 7:10:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9975, loss_cls: 0.2874, loss: 0.2874 +2023-12-28 09:58:00,701 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 7:10:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3234, loss: 0.3234 +2023-12-28 09:58:23,437 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 7:10:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9287, top5_acc: 0.9962, loss_cls: 0.3282, loss: 0.3282 +2023-12-28 09:58:46,125 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 7:09:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9981, loss_cls: 0.3100, loss: 0.3100 +2023-12-28 09:59:08,872 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 7:09:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.3260, loss: 0.3260 +2023-12-28 09:59:31,630 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 7:08:58, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9962, loss_cls: 0.3278, loss: 0.3278 +2023-12-28 09:59:54,383 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 7:08:35, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9137, top5_acc: 0.9969, loss_cls: 0.3692, loss: 0.3692 +2023-12-28 10:00:17,210 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 7:08:12, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9919, loss_cls: 0.3392, loss: 0.3392 +2023-12-28 10:00:39,807 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 7:07:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3406, loss: 0.3406 +2023-12-28 10:01:02,447 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 7:07:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.3426, loss: 0.3426 +2023-12-28 10:01:25,103 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 7:07:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.3313, loss: 0.3313 +2023-12-28 10:01:47,874 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 7:06:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9962, loss_cls: 0.3564, loss: 0.3564 +2023-12-28 10:02:10,470 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 7:06:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.3471, loss: 0.3471 +2023-12-28 10:02:33,025 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 7:05:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.3198, loss: 0.3198 +2023-12-28 10:02:55,830 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 7:05:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3585, loss: 0.3585 +2023-12-28 10:03:18,456 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 7:05:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9225, top5_acc: 0.9944, loss_cls: 0.3785, loss: 0.3785 +2023-12-28 10:03:41,081 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 7:04:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3801, loss: 0.3801 +2023-12-28 10:03:53,515 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-28 10:05:20,883 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:05:20,963 - pyskl - INFO - +top1_acc 0.9220 +top5_acc 0.9922 +2023-12-28 10:05:20,968 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9220, top5_acc: 0.9922 +2023-12-28 10:05:59,952 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 7:04:09, time: 0.390, data_time: 0.165, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9944, loss_cls: 0.3230, loss: 0.3230 +2023-12-28 10:06:22,404 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 7:03:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.2669, loss: 0.2669 +2023-12-28 10:06:44,891 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 7:03:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9950, loss_cls: 0.2751, loss: 0.2751 +2023-12-28 10:07:07,432 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 7:02:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.3071, loss: 0.3071 +2023-12-28 10:07:30,051 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 7:02:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9988, loss_cls: 0.2504, loss: 0.2504 +2023-12-28 10:07:52,725 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 7:02:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9944, loss_cls: 0.3311, loss: 0.3311 +2023-12-28 10:08:15,325 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 7:01:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9956, loss_cls: 0.2429, loss: 0.2429 +2023-12-28 10:08:38,022 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 7:01:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9950, loss_cls: 0.3416, loss: 0.3416 +2023-12-28 10:09:00,642 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 7:01:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.3336, loss: 0.3336 +2023-12-28 10:09:23,277 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 7:00:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.2852, loss: 0.2852 +2023-12-28 10:09:45,905 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 7:00:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9200, top5_acc: 0.9950, loss_cls: 0.3550, loss: 0.3550 +2023-12-28 10:10:08,515 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 6:59:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9237, top5_acc: 0.9950, loss_cls: 0.3622, loss: 0.3622 +2023-12-28 10:10:31,163 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 6:59:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2987, loss: 0.2987 +2023-12-28 10:10:53,946 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 6:59:07, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9350, top5_acc: 0.9950, loss_cls: 0.3186, loss: 0.3186 +2023-12-28 10:11:16,682 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 6:58:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9944, loss_cls: 0.3547, loss: 0.3547 +2023-12-28 10:11:39,428 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 6:58:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9950, loss_cls: 0.3211, loss: 0.3211 +2023-12-28 10:12:02,041 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 6:57:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3351, loss: 0.3351 +2023-12-28 10:12:24,618 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 6:57:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3414, loss: 0.3414 +2023-12-28 10:12:47,160 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 6:57:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9944, loss_cls: 0.3464, loss: 0.3464 +2023-12-28 10:13:09,671 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 6:56:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9950, loss_cls: 0.3364, loss: 0.3364 +2023-12-28 10:13:32,209 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 6:56:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9219, top5_acc: 0.9962, loss_cls: 0.3634, loss: 0.3634 +2023-12-28 10:13:54,748 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 6:56:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9206, top5_acc: 0.9931, loss_cls: 0.3500, loss: 0.3500 +2023-12-28 10:14:17,280 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 6:55:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3453, loss: 0.3453 +2023-12-28 10:14:29,675 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-28 10:15:57,219 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:15:57,300 - pyskl - INFO - +top1_acc 0.9249 +top5_acc 0.9932 +2023-12-28 10:15:57,304 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_98.pth was removed +2023-12-28 10:15:57,441 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_104.pth. +2023-12-28 10:15:57,441 - pyskl - INFO - Best top1_acc is 0.9249 at 104 epoch. +2023-12-28 10:15:57,445 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9249, top5_acc: 0.9932 +2023-12-28 10:16:36,763 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 6:55:05, time: 0.393, data_time: 0.169, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.2656, loss: 0.2656 +2023-12-28 10:16:59,178 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 6:54:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9969, loss_cls: 0.2416, loss: 0.2416 +2023-12-28 10:17:21,652 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 6:54:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9956, loss_cls: 0.2733, loss: 0.2733 +2023-12-28 10:17:44,129 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 6:53:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9962, loss_cls: 0.3113, loss: 0.3113 +2023-12-28 10:18:06,594 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 6:53:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9975, loss_cls: 0.2811, loss: 0.2811 +2023-12-28 10:18:29,074 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 6:53:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2581, loss: 0.2581 +2023-12-28 10:18:51,563 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 6:52:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2897, loss: 0.2897 +2023-12-28 10:19:14,081 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 6:52:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9950, loss_cls: 0.3154, loss: 0.3154 +2023-12-28 10:19:36,576 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 6:51:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9969, loss_cls: 0.2775, loss: 0.2775 +2023-12-28 10:19:59,246 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 6:51:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.2952, loss: 0.2952 +2023-12-28 10:20:21,828 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 6:51:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2786, loss: 0.2786 +2023-12-28 10:20:44,542 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 6:50:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3289, loss: 0.3289 +2023-12-28 10:21:07,188 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 6:50:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9187, top5_acc: 0.9919, loss_cls: 0.3653, loss: 0.3653 +2023-12-28 10:21:29,770 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 6:50:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.3351, loss: 0.3351 +2023-12-28 10:21:52,437 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 6:49:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9300, top5_acc: 0.9962, loss_cls: 0.3191, loss: 0.3191 +2023-12-28 10:22:14,948 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 6:49:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9250, top5_acc: 0.9912, loss_cls: 0.3702, loss: 0.3702 +2023-12-28 10:22:37,409 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 6:48:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9981, loss_cls: 0.2760, loss: 0.2760 +2023-12-28 10:22:59,963 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 6:48:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9912, loss_cls: 0.3217, loss: 0.3217 +2023-12-28 10:23:22,552 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 6:48:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9962, loss_cls: 0.2869, loss: 0.2869 +2023-12-28 10:23:45,085 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 6:47:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.3240, loss: 0.3240 +2023-12-28 10:24:07,809 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 6:47:20, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9331, top5_acc: 0.9969, loss_cls: 0.3256, loss: 0.3256 +2023-12-28 10:24:30,544 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 6:46:57, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9981, loss_cls: 0.3210, loss: 0.3210 +2023-12-28 10:24:53,104 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 6:46:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9962, loss_cls: 0.3243, loss: 0.3243 +2023-12-28 10:25:05,710 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-28 10:26:33,462 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:26:33,542 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9917 +2023-12-28 10:26:33,547 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9178, top5_acc: 0.9917 +2023-12-28 10:27:13,017 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 6:46:00, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2426, loss: 0.2426 +2023-12-28 10:27:35,507 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 6:45:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.2758, loss: 0.2758 +2023-12-28 10:27:58,034 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 6:45:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9956, loss_cls: 0.3210, loss: 0.3210 +2023-12-28 10:28:20,607 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 6:44:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9981, loss_cls: 0.2994, loss: 0.2994 +2023-12-28 10:28:43,307 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 6:44:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9950, loss_cls: 0.3313, loss: 0.3313 +2023-12-28 10:29:06,008 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 6:44:04, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9988, loss_cls: 0.2837, loss: 0.2837 +2023-12-28 10:29:28,620 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 6:43:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9938, loss_cls: 0.3175, loss: 0.3175 +2023-12-28 10:29:51,165 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 6:43:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9944, loss_cls: 0.2868, loss: 0.2868 +2023-12-28 10:30:13,675 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 6:42:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2707, loss: 0.2707 +2023-12-28 10:30:36,239 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 6:42:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9969, loss_cls: 0.2996, loss: 0.2996 +2023-12-28 10:30:58,871 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 6:42:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9387, top5_acc: 0.9981, loss_cls: 0.2896, loss: 0.2896 +2023-12-28 10:31:21,543 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 6:41:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.3141, loss: 0.3141 +2023-12-28 10:31:43,973 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 6:41:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9263, top5_acc: 0.9956, loss_cls: 0.3258, loss: 0.3258 +2023-12-28 10:32:06,356 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 6:40:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9981, loss_cls: 0.2885, loss: 0.2885 +2023-12-28 10:32:28,866 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 6:40:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9975, loss_cls: 0.3326, loss: 0.3326 +2023-12-28 10:32:51,406 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 6:40:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2555, loss: 0.2555 +2023-12-28 10:33:13,875 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 6:39:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2632, loss: 0.2632 +2023-12-28 10:33:36,393 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 6:39:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9925, loss_cls: 0.3194, loss: 0.3194 +2023-12-28 10:33:58,939 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 6:39:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.3156, loss: 0.3156 +2023-12-28 10:34:21,481 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 6:38:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9950, loss_cls: 0.3176, loss: 0.3176 +2023-12-28 10:34:44,069 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 6:38:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9294, top5_acc: 0.9938, loss_cls: 0.3455, loss: 0.3455 +2023-12-28 10:35:06,621 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 6:37:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9306, top5_acc: 0.9956, loss_cls: 0.3213, loss: 0.3213 +2023-12-28 10:35:29,161 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 6:37:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9275, top5_acc: 0.9956, loss_cls: 0.3305, loss: 0.3305 +2023-12-28 10:35:41,544 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-28 10:37:08,839 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:37:08,919 - pyskl - INFO - +top1_acc 0.9277 +top5_acc 0.9925 +2023-12-28 10:37:08,924 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_104.pth was removed +2023-12-28 10:37:09,067 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_106.pth. +2023-12-28 10:37:09,068 - pyskl - INFO - Best top1_acc is 0.9277 at 106 epoch. +2023-12-28 10:37:09,072 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9277, top5_acc: 0.9925 +2023-12-28 10:37:48,639 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 6:36:56, time: 0.396, data_time: 0.172, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9969, loss_cls: 0.2503, loss: 0.2503 +2023-12-28 10:38:11,004 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 6:36:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2777, loss: 0.2777 +2023-12-28 10:38:33,356 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 6:36:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2646, loss: 0.2646 +2023-12-28 10:38:55,726 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 6:35:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2853, loss: 0.2853 +2023-12-28 10:39:18,095 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 6:35:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2316, loss: 0.2316 +2023-12-28 10:39:40,487 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 6:34:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9988, loss_cls: 0.2439, loss: 0.2439 +2023-12-28 10:40:02,906 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 6:34:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2796, loss: 0.2796 +2023-12-28 10:40:25,330 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 6:34:13, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9244, top5_acc: 0.9962, loss_cls: 0.3279, loss: 0.3279 +2023-12-28 10:40:47,775 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 6:33:50, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9962, loss_cls: 0.2938, loss: 0.2938 +2023-12-28 10:41:10,221 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 6:33:26, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2476, loss: 0.2476 +2023-12-28 10:41:32,683 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 6:33:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9956, loss_cls: 0.2549, loss: 0.2549 +2023-12-28 10:41:55,220 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 6:32:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2461, loss: 0.2461 +2023-12-28 10:42:17,784 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 6:32:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9956, loss_cls: 0.2588, loss: 0.2588 +2023-12-28 10:42:40,353 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 6:31:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9363, top5_acc: 0.9975, loss_cls: 0.3005, loss: 0.3005 +2023-12-28 10:43:02,824 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 6:31:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.3208, loss: 0.3208 +2023-12-28 10:43:25,291 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 6:31:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.2938, loss: 0.2938 +2023-12-28 10:43:47,783 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 6:30:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2538, loss: 0.2538 +2023-12-28 10:44:10,243 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 6:30:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9981, loss_cls: 0.2852, loss: 0.2852 +2023-12-28 10:44:32,657 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 6:29:57, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9456, top5_acc: 0.9969, loss_cls: 0.2705, loss: 0.2705 +2023-12-28 10:44:55,060 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 6:29:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9988, loss_cls: 0.3252, loss: 0.3252 +2023-12-28 10:45:17,462 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 6:29:11, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9431, top5_acc: 0.9969, loss_cls: 0.2965, loss: 0.2965 +2023-12-28 10:45:39,872 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 6:28:47, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2886, loss: 0.2886 +2023-12-28 10:46:02,293 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 6:28:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9337, top5_acc: 0.9944, loss_cls: 0.3182, loss: 0.3182 +2023-12-28 10:46:14,644 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-28 10:47:42,089 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:47:42,171 - pyskl - INFO - +top1_acc 0.9327 +top5_acc 0.9932 +2023-12-28 10:47:42,176 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_106.pth was removed +2023-12-28 10:47:42,319 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_107.pth. +2023-12-28 10:47:42,319 - pyskl - INFO - Best top1_acc is 0.9327 at 107 epoch. +2023-12-28 10:47:42,324 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9327, top5_acc: 0.9932 +2023-12-28 10:48:21,633 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 6:27:51, time: 0.393, data_time: 0.169, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2456, loss: 0.2456 +2023-12-28 10:48:44,132 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 6:27:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2762, loss: 0.2762 +2023-12-28 10:49:06,762 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 6:27:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2492, loss: 0.2492 +2023-12-28 10:49:29,290 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 6:26:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2523, loss: 0.2523 +2023-12-28 10:49:51,869 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 6:26:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9988, loss_cls: 0.2518, loss: 0.2518 +2023-12-28 10:50:14,352 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 6:25:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2462, loss: 0.2462 +2023-12-28 10:50:36,787 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 6:25:31, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2697, loss: 0.2697 +2023-12-28 10:50:59,232 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 6:25:08, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2421, loss: 0.2421 +2023-12-28 10:51:21,675 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 6:24:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9988, loss_cls: 0.2722, loss: 0.2722 +2023-12-28 10:51:44,113 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 6:24:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9975, loss_cls: 0.2752, loss: 0.2752 +2023-12-28 10:52:06,554 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 6:23:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2682, loss: 0.2682 +2023-12-28 10:52:29,006 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 6:23:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9956, loss_cls: 0.2448, loss: 0.2448 +2023-12-28 10:52:51,492 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 6:23:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9988, loss_cls: 0.2978, loss: 0.2978 +2023-12-28 10:53:14,022 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 6:22:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9975, loss_cls: 0.2899, loss: 0.2899 +2023-12-28 10:53:36,624 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 6:22:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9962, loss_cls: 0.2864, loss: 0.2864 +2023-12-28 10:53:59,204 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 6:22:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9450, top5_acc: 0.9969, loss_cls: 0.2470, loss: 0.2470 +2023-12-28 10:54:21,767 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 6:21:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9969, loss_cls: 0.2729, loss: 0.2729 +2023-12-28 10:54:44,360 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 6:21:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9969, loss_cls: 0.2798, loss: 0.2798 +2023-12-28 10:55:07,038 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 6:20:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2774, loss: 0.2774 +2023-12-28 10:55:29,549 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 6:20:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9406, top5_acc: 0.9956, loss_cls: 0.2651, loss: 0.2651 +2023-12-28 10:55:52,053 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 6:20:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9356, top5_acc: 0.9956, loss_cls: 0.3065, loss: 0.3065 +2023-12-28 10:56:14,612 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 6:19:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9962, loss_cls: 0.3216, loss: 0.3216 +2023-12-28 10:56:37,142 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 6:19:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9313, top5_acc: 0.9956, loss_cls: 0.3174, loss: 0.3174 +2023-12-28 10:56:49,588 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-28 10:58:17,104 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:58:17,189 - pyskl - INFO - +top1_acc 0.9187 +top5_acc 0.9937 +2023-12-28 10:58:17,193 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9187, top5_acc: 0.9937 +2023-12-28 10:58:56,681 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 6:18:46, time: 0.395, data_time: 0.169, memory: 6525, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.2056, loss: 0.2056 +2023-12-28 10:59:19,166 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 6:18:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9988, loss_cls: 0.2061, loss: 0.2061 +2023-12-28 10:59:41,858 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 6:18:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 0.2145, loss: 0.2145 +2023-12-28 11:00:04,322 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 6:17:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2169, loss: 0.2169 +2023-12-28 11:00:26,796 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 6:17:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2591, loss: 0.2591 +2023-12-28 11:00:49,368 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 6:16:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9975, loss_cls: 0.2425, loss: 0.2425 +2023-12-28 11:01:11,927 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 6:16:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9975, loss_cls: 0.2596, loss: 0.2596 +2023-12-28 11:01:34,458 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 6:16:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2414, loss: 0.2414 +2023-12-28 11:01:57,095 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 6:15:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9962, loss_cls: 0.2849, loss: 0.2849 +2023-12-28 11:02:19,848 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 6:15:17, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2571, loss: 0.2571 +2023-12-28 11:02:42,501 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 6:14:54, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2531, loss: 0.2531 +2023-12-28 11:03:04,991 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 6:14:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9975, loss_cls: 0.2542, loss: 0.2542 +2023-12-28 11:03:27,459 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 6:14:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9962, loss_cls: 0.2972, loss: 0.2972 +2023-12-28 11:03:49,906 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 6:13:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9975, loss_cls: 0.2840, loss: 0.2840 +2023-12-28 11:04:12,340 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 6:13:21, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9975, loss_cls: 0.2475, loss: 0.2475 +2023-12-28 11:04:34,846 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 6:12:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9981, loss_cls: 0.2506, loss: 0.2506 +2023-12-28 11:04:57,495 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 6:12:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9969, loss_cls: 0.2757, loss: 0.2757 +2023-12-28 11:05:20,108 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 6:12:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9400, top5_acc: 0.9969, loss_cls: 0.2690, loss: 0.2690 +2023-12-28 11:05:42,694 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 6:11:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9994, loss_cls: 0.2412, loss: 0.2412 +2023-12-28 11:06:05,306 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 6:11:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.2586, loss: 0.2586 +2023-12-28 11:06:27,968 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 6:11:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9444, top5_acc: 0.9969, loss_cls: 0.2659, loss: 0.2659 +2023-12-28 11:06:50,547 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 6:10:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2482, loss: 0.2482 +2023-12-28 11:07:13,245 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 6:10:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9425, top5_acc: 0.9956, loss_cls: 0.2837, loss: 0.2837 +2023-12-28 11:07:25,803 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-28 11:08:53,170 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:08:53,250 - pyskl - INFO - +top1_acc 0.9083 +top5_acc 0.9898 +2023-12-28 11:08:53,254 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9083, top5_acc: 0.9898 +2023-12-28 11:09:32,752 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 6:09:42, time: 0.395, data_time: 0.169, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1934, loss: 0.1934 +2023-12-28 11:09:55,303 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 6:09:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.2142, loss: 0.2142 +2023-12-28 11:10:17,785 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 6:08:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9975, loss_cls: 0.2324, loss: 0.2324 +2023-12-28 11:10:40,267 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 6:08:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2199, loss: 0.2199 +2023-12-28 11:11:02,719 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 6:08:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2213, loss: 0.2213 +2023-12-28 11:11:25,206 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 6:07:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2138, loss: 0.2138 +2023-12-28 11:11:47,674 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 6:07:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2038, loss: 0.2038 +2023-12-28 11:12:10,129 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 6:07:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2246, loss: 0.2246 +2023-12-28 11:12:32,626 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 6:06:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2538, loss: 0.2538 +2023-12-28 11:12:55,279 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 6:06:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9994, loss_cls: 0.2454, loss: 0.2454 +2023-12-28 11:13:17,853 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 6:05:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2512, loss: 0.2512 +2023-12-28 11:13:40,411 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 6:05:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9975, loss_cls: 0.2214, loss: 0.2214 +2023-12-28 11:14:02,993 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 6:05:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2417, loss: 0.2417 +2023-12-28 11:14:25,536 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 6:04:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2527, loss: 0.2527 +2023-12-28 11:14:48,028 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 6:04:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9381, top5_acc: 0.9981, loss_cls: 0.2614, loss: 0.2614 +2023-12-28 11:15:10,524 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 6:03:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9969, loss_cls: 0.2271, loss: 0.2271 +2023-12-28 11:15:33,053 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 6:03:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2240, loss: 0.2240 +2023-12-28 11:15:55,597 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 6:03:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9437, top5_acc: 0.9938, loss_cls: 0.2819, loss: 0.2819 +2023-12-28 11:16:18,048 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 6:02:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9988, loss_cls: 0.2418, loss: 0.2418 +2023-12-28 11:16:40,472 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 6:02:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2341, loss: 0.2341 +2023-12-28 11:17:02,919 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 6:01:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.2137, loss: 0.2137 +2023-12-28 11:17:25,366 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 6:01:35, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9344, top5_acc: 0.9969, loss_cls: 0.2849, loss: 0.2849 +2023-12-28 11:17:47,880 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 6:01:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9319, top5_acc: 0.9956, loss_cls: 0.3327, loss: 0.3327 +2023-12-28 11:18:00,224 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-28 11:19:27,543 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:19:27,623 - pyskl - INFO - +top1_acc 0.9269 +top5_acc 0.9924 +2023-12-28 11:19:27,628 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9269, top5_acc: 0.9924 +2023-12-28 11:20:07,372 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 6:00:38, time: 0.397, data_time: 0.172, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2499, loss: 0.2499 +2023-12-28 11:20:29,902 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 6:00:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1984, loss: 0.1984 +2023-12-28 11:20:52,572 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 5:59:52, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 1.0000, loss_cls: 0.2032, loss: 0.2032 +2023-12-28 11:21:15,256 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 5:59:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1841, loss: 0.1841 +2023-12-28 11:21:37,861 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 5:59:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2174, loss: 0.2174 +2023-12-28 11:22:00,464 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 5:58:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.2044, loss: 0.2044 +2023-12-28 11:22:23,063 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 5:58:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2202, loss: 0.2202 +2023-12-28 11:22:45,691 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 5:57:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.1973, loss: 0.1973 +2023-12-28 11:23:08,249 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 5:57:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2599, loss: 0.2599 +2023-12-28 11:23:30,798 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 5:57:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.2791, loss: 0.2791 +2023-12-28 11:23:53,290 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 5:56:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9475, top5_acc: 0.9975, loss_cls: 0.2553, loss: 0.2553 +2023-12-28 11:24:15,712 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 5:56:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9938, loss_cls: 0.2524, loss: 0.2524 +2023-12-28 11:24:38,155 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 5:56:00, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1872, loss: 0.1872 +2023-12-28 11:25:00,639 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 5:55:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9962, loss_cls: 0.2325, loss: 0.2325 +2023-12-28 11:25:23,164 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 5:55:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2475, loss: 0.2475 +2023-12-28 11:25:45,696 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 5:54:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9975, loss_cls: 0.2328, loss: 0.2328 +2023-12-28 11:26:08,262 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 5:54:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2374, loss: 0.2374 +2023-12-28 11:26:30,784 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 5:54:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.2063, loss: 0.2063 +2023-12-28 11:26:53,287 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 5:53:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9981, loss_cls: 0.2109, loss: 0.2109 +2023-12-28 11:27:15,816 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 5:53:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9981, loss_cls: 0.2417, loss: 0.2417 +2023-12-28 11:27:38,586 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 5:52:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9962, loss_cls: 0.2062, loss: 0.2062 +2023-12-28 11:28:01,171 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 5:52:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.2346, loss: 0.2346 +2023-12-28 11:28:23,715 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 5:52:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2278, loss: 0.2278 +2023-12-28 11:28:36,128 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-28 11:30:03,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:30:03,854 - pyskl - INFO - +top1_acc 0.9281 +top5_acc 0.9928 +2023-12-28 11:30:03,859 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9281, top5_acc: 0.9928 +2023-12-28 11:30:43,394 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 5:51:35, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9981, loss_cls: 0.2076, loss: 0.2076 +2023-12-28 11:31:05,784 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 5:51:12, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 1.0000, loss_cls: 0.2195, loss: 0.2195 +2023-12-28 11:31:28,180 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 5:50:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2180, loss: 0.2180 +2023-12-28 11:31:50,609 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 5:50:25, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9513, top5_acc: 0.9975, loss_cls: 0.2297, loss: 0.2297 +2023-12-28 11:32:13,182 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 5:50:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2081, loss: 0.2081 +2023-12-28 11:32:35,759 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 5:49:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9550, top5_acc: 0.9988, loss_cls: 0.2253, loss: 0.2253 +2023-12-28 11:32:58,286 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 5:49:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2020, loss: 0.2020 +2023-12-28 11:33:20,799 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 5:48:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.2002, loss: 0.2002 +2023-12-28 11:33:43,285 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 5:48:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9981, loss_cls: 0.2458, loss: 0.2458 +2023-12-28 11:34:05,940 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 5:48:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2117, loss: 0.2117 +2023-12-28 11:34:28,618 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 5:47:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9487, top5_acc: 0.9975, loss_cls: 0.2606, loss: 0.2606 +2023-12-28 11:34:51,126 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 5:47:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9975, loss_cls: 0.2148, loss: 0.2148 +2023-12-28 11:35:13,587 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 5:46:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9463, top5_acc: 0.9981, loss_cls: 0.2515, loss: 0.2515 +2023-12-28 11:35:36,083 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 5:46:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2295, loss: 0.2295 +2023-12-28 11:35:58,551 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 5:46:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2557, loss: 0.2557 +2023-12-28 11:36:21,185 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 5:45:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9469, top5_acc: 0.9962, loss_cls: 0.2511, loss: 0.2511 +2023-12-28 11:36:43,722 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 5:45:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9969, loss_cls: 0.2245, loss: 0.2245 +2023-12-28 11:37:06,179 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 5:45:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2356, loss: 0.2356 +2023-12-28 11:37:28,700 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 5:44:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9419, top5_acc: 0.9969, loss_cls: 0.2575, loss: 0.2575 +2023-12-28 11:37:51,332 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 5:44:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9375, top5_acc: 0.9969, loss_cls: 0.2838, loss: 0.2838 +2023-12-28 11:38:13,873 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 5:43:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9969, loss_cls: 0.2395, loss: 0.2395 +2023-12-28 11:38:36,459 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 5:43:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2410, loss: 0.2410 +2023-12-28 11:38:58,986 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 5:43:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9981, loss_cls: 0.2397, loss: 0.2397 +2023-12-28 11:39:11,388 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-28 11:40:38,926 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:40:39,014 - pyskl - INFO - +top1_acc 0.9393 +top5_acc 0.9942 +2023-12-28 11:40:39,019 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_107.pth was removed +2023-12-28 11:40:39,161 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2023-12-28 11:40:39,161 - pyskl - INFO - Best top1_acc is 0.9393 at 112 epoch. +2023-12-28 11:40:39,166 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9393, top5_acc: 0.9942 +2023-12-28 11:41:18,450 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 5:42:31, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1748, loss: 0.1748 +2023-12-28 11:41:40,969 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 5:42:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2089, loss: 0.2089 +2023-12-28 11:42:03,463 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 5:41:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1845, loss: 0.1845 +2023-12-28 11:42:25,913 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 5:41:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.2083, loss: 0.2083 +2023-12-28 11:42:48,429 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 5:40:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.2081, loss: 0.2081 +2023-12-28 11:43:10,999 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 5:40:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9994, loss_cls: 0.2007, loss: 0.2007 +2023-12-28 11:43:33,560 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 5:40:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1991, loss: 0.1991 +2023-12-28 11:43:56,108 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 5:39:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9988, loss_cls: 0.1821, loss: 0.1821 +2023-12-28 11:44:18,693 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 5:39:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9981, loss_cls: 0.2072, loss: 0.2072 +2023-12-28 11:44:41,417 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 5:39:03, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.1934, loss: 0.1934 +2023-12-28 11:45:03,973 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 5:38:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1625, loss: 0.1625 +2023-12-28 11:45:26,562 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 5:38:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1754, loss: 0.1754 +2023-12-28 11:45:49,104 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 5:37:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.2002, loss: 0.2002 +2023-12-28 11:46:11,765 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 5:37:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.2015, loss: 0.2015 +2023-12-28 11:46:34,316 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 5:37:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2188, loss: 0.2188 +2023-12-28 11:46:56,825 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 5:36:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.2013, loss: 0.2013 +2023-12-28 11:47:19,424 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 5:36:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2584, loss: 0.2584 +2023-12-28 11:47:41,955 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 5:35:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2099, loss: 0.2099 +2023-12-28 11:48:04,461 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 5:35:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9481, top5_acc: 0.9981, loss_cls: 0.2386, loss: 0.2386 +2023-12-28 11:48:27,113 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 5:35:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9544, top5_acc: 0.9981, loss_cls: 0.2331, loss: 0.2331 +2023-12-28 11:48:49,861 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 5:34:48, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9506, top5_acc: 0.9975, loss_cls: 0.2445, loss: 0.2445 +2023-12-28 11:49:12,518 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 5:34:25, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.1958, loss: 0.1958 +2023-12-28 11:49:34,999 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 5:34:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9988, loss_cls: 0.2130, loss: 0.2130 +2023-12-28 11:49:47,517 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-28 11:51:15,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:51:15,406 - pyskl - INFO - +top1_acc 0.9309 +top5_acc 0.9929 +2023-12-28 11:51:15,411 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9309, top5_acc: 0.9929 +2023-12-28 11:51:54,991 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 5:33:28, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1902, loss: 0.1902 +2023-12-28 11:52:17,450 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 5:33:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.1999, loss: 0.1999 +2023-12-28 11:52:39,954 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 5:32:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9613, top5_acc: 0.9994, loss_cls: 0.1967, loss: 0.1967 +2023-12-28 11:53:02,589 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 5:32:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9644, top5_acc: 0.9994, loss_cls: 0.1684, loss: 0.1684 +2023-12-28 11:53:25,265 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 5:31:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 1.0000, loss_cls: 0.1630, loss: 0.1630 +2023-12-28 11:53:48,034 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 5:31:32, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 1.0000, loss_cls: 0.1734, loss: 0.1734 +2023-12-28 11:54:10,790 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 5:31:09, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.2068, loss: 0.2068 +2023-12-28 11:54:33,514 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 5:30:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1663, loss: 0.1663 +2023-12-28 11:54:56,094 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 5:30:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1589, loss: 0.1589 +2023-12-28 11:55:18,659 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 5:30:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9988, loss_cls: 0.1881, loss: 0.1881 +2023-12-28 11:55:41,221 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 5:29:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.2274, loss: 0.2274 +2023-12-28 11:56:03,736 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 5:29:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2315, loss: 0.2315 +2023-12-28 11:56:26,239 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 5:28:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.2202, loss: 0.2202 +2023-12-28 11:56:48,781 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 5:28:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 0.9981, loss_cls: 0.2161, loss: 0.2161 +2023-12-28 11:57:11,369 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 5:28:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.2322, loss: 0.2322 +2023-12-28 11:57:33,833 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 5:27:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.2066, loss: 0.2066 +2023-12-28 11:57:56,467 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 5:27:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.1982, loss: 0.1982 +2023-12-28 11:58:19,112 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 5:26:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9988, loss_cls: 0.2000, loss: 0.2000 +2023-12-28 11:58:41,740 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 5:26:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2472, loss: 0.2472 +2023-12-28 11:59:04,367 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 5:26:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9494, top5_acc: 0.9981, loss_cls: 0.2443, loss: 0.2443 +2023-12-28 11:59:27,029 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 5:25:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9981, loss_cls: 0.2188, loss: 0.2188 +2023-12-28 11:59:49,639 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 5:25:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.1969, loss: 0.1969 +2023-12-28 12:00:12,163 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 5:24:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.2112, loss: 0.2112 +2023-12-28 12:00:24,595 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-28 12:01:52,247 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:01:52,327 - pyskl - INFO - +top1_acc 0.9321 +top5_acc 0.9927 +2023-12-28 12:01:52,332 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9321, top5_acc: 0.9927 +2023-12-28 12:02:32,320 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 5:24:25, time: 0.400, data_time: 0.175, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.1932, loss: 0.1932 +2023-12-28 12:02:54,752 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 5:24:02, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1608, loss: 0.1608 +2023-12-28 12:03:17,222 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 5:23:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9988, loss_cls: 0.1679, loss: 0.1679 +2023-12-28 12:03:39,700 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 5:23:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9625, top5_acc: 0.9981, loss_cls: 0.1869, loss: 0.1869 +2023-12-28 12:04:02,205 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 5:22:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9962, loss_cls: 0.1837, loss: 0.1837 +2023-12-28 12:04:24,687 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 5:22:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1790, loss: 0.1790 +2023-12-28 12:04:47,278 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 5:22:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1725, loss: 0.1725 +2023-12-28 12:05:09,937 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 5:21:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9981, loss_cls: 0.1577, loss: 0.1577 +2023-12-28 12:05:32,429 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 5:21:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 1.0000, loss_cls: 0.1655, loss: 0.1655 +2023-12-28 12:05:54,963 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 5:20:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1571, loss: 0.1571 +2023-12-28 12:06:17,533 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 5:20:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1783, loss: 0.1783 +2023-12-28 12:06:40,147 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 5:20:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 1.0000, loss_cls: 0.1625, loss: 0.1625 +2023-12-28 12:07:02,737 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 5:19:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2134, loss: 0.2134 +2023-12-28 12:07:25,437 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 5:19:24, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9531, top5_acc: 0.9981, loss_cls: 0.2220, loss: 0.2220 +2023-12-28 12:07:47,965 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 5:19:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9969, loss_cls: 0.1966, loss: 0.1966 +2023-12-28 12:08:10,451 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 5:18:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9619, top5_acc: 0.9981, loss_cls: 0.1988, loss: 0.1988 +2023-12-28 12:08:32,938 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 5:18:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.2064, loss: 0.2064 +2023-12-28 12:08:55,491 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 5:17:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9519, top5_acc: 0.9994, loss_cls: 0.2357, loss: 0.2357 +2023-12-28 12:09:17,966 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 5:17:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9994, loss_cls: 0.1831, loss: 0.1831 +2023-12-28 12:09:40,462 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 5:17:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9988, loss_cls: 0.1863, loss: 0.1863 +2023-12-28 12:10:02,979 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 5:16:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.2089, loss: 0.2089 +2023-12-28 12:10:25,535 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 5:16:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9569, top5_acc: 0.9988, loss_cls: 0.2088, loss: 0.2088 +2023-12-28 12:10:48,066 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 5:15:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9525, top5_acc: 0.9962, loss_cls: 0.2358, loss: 0.2358 +2023-12-28 12:11:00,442 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-28 12:12:28,003 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:12:28,083 - pyskl - INFO - +top1_acc 0.9369 +top5_acc 0.9940 +2023-12-28 12:12:28,088 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9369, top5_acc: 0.9940 +2023-12-28 12:13:07,649 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 5:15:22, time: 0.396, data_time: 0.170, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1446, loss: 0.1446 +2023-12-28 12:13:30,140 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 5:14:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 0.9975, loss_cls: 0.1568, loss: 0.1568 +2023-12-28 12:13:52,599 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 5:14:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9706, top5_acc: 0.9975, loss_cls: 0.1517, loss: 0.1517 +2023-12-28 12:14:15,145 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 5:14:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1420, loss: 0.1420 +2023-12-28 12:14:37,842 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 5:13:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1447, loss: 0.1447 +2023-12-28 12:15:00,448 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 5:13:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9988, loss_cls: 0.1965, loss: 0.1965 +2023-12-28 12:15:23,051 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 5:13:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9981, loss_cls: 0.1762, loss: 0.1762 +2023-12-28 12:15:45,682 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 5:12:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9556, top5_acc: 0.9981, loss_cls: 0.2039, loss: 0.2039 +2023-12-28 12:16:08,213 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 5:12:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1475, loss: 0.1475 +2023-12-28 12:16:30,744 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 5:11:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 0.9988, loss_cls: 0.1703, loss: 0.1703 +2023-12-28 12:16:53,290 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 5:11:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1677, loss: 0.1677 +2023-12-28 12:17:15,803 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 5:11:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1593, loss: 0.1593 +2023-12-28 12:17:38,346 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 5:10:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9994, loss_cls: 0.1631, loss: 0.1631 +2023-12-28 12:18:00,916 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 5:10:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1650, loss: 0.1650 +2023-12-28 12:18:23,478 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 5:09:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 0.1472, loss: 0.1472 +2023-12-28 12:18:45,997 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 5:09:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9994, loss_cls: 0.1863, loss: 0.1863 +2023-12-28 12:19:08,479 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 5:09:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1683, loss: 0.1683 +2023-12-28 12:19:30,952 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 5:08:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9975, loss_cls: 0.2132, loss: 0.2132 +2023-12-28 12:19:53,492 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 5:08:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1653, loss: 0.1653 +2023-12-28 12:20:16,093 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 5:08:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1789, loss: 0.1789 +2023-12-28 12:20:38,662 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 5:07:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9975, loss_cls: 0.1941, loss: 0.1941 +2023-12-28 12:21:01,207 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 5:07:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.1889, loss: 0.1889 +2023-12-28 12:21:23,781 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 5:06:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1820, loss: 0.1820 +2023-12-28 12:21:36,167 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-28 12:23:03,719 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:23:03,799 - pyskl - INFO - +top1_acc 0.9404 +top5_acc 0.9939 +2023-12-28 12:23:03,803 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_112.pth was removed +2023-12-28 12:23:03,937 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-28 12:23:03,937 - pyskl - INFO - Best top1_acc is 0.9404 at 116 epoch. +2023-12-28 12:23:03,941 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9404, top5_acc: 0.9939 +2023-12-28 12:23:43,966 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 5:06:19, time: 0.400, data_time: 0.174, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1213, loss: 0.1213 +2023-12-28 12:24:06,425 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 5:05:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1409, loss: 0.1409 +2023-12-28 12:24:28,947 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 5:05:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1452, loss: 0.1452 +2023-12-28 12:24:51,497 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 5:05:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1448, loss: 0.1448 +2023-12-28 12:25:14,024 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 5:04:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1416, loss: 0.1416 +2023-12-28 12:25:36,591 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 5:04:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9587, top5_acc: 1.0000, loss_cls: 0.1836, loss: 0.1836 +2023-12-28 12:25:59,199 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 5:04:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 1.0000, loss_cls: 0.1548, loss: 0.1548 +2023-12-28 12:26:21,769 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 5:03:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9575, top5_acc: 0.9981, loss_cls: 0.2145, loss: 0.2145 +2023-12-28 12:26:44,390 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 5:03:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1548, loss: 0.1548 +2023-12-28 12:27:06,951 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 5:02:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1800, loss: 0.1800 +2023-12-28 12:27:29,470 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 5:02:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1540, loss: 0.1540 +2023-12-28 12:27:51,953 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 5:02:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1635, loss: 0.1635 +2023-12-28 12:28:14,451 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 5:01:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.1890, loss: 0.1890 +2023-12-28 12:28:36,916 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 5:01:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1799, loss: 0.1799 +2023-12-28 12:28:59,403 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 5:00:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 1.0000, loss_cls: 0.1453, loss: 0.1453 +2023-12-28 12:29:21,960 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 5:00:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1388, loss: 0.1388 +2023-12-28 12:29:44,662 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 5:00:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9581, top5_acc: 0.9994, loss_cls: 0.1877, loss: 0.1877 +2023-12-28 12:30:07,283 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 4:59:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9594, top5_acc: 0.9975, loss_cls: 0.2092, loss: 0.2092 +2023-12-28 12:30:29,861 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 4:59:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1690, loss: 0.1690 +2023-12-28 12:30:52,622 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 4:59:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9650, top5_acc: 0.9988, loss_cls: 0.1727, loss: 0.1727 +2023-12-28 12:31:15,244 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 4:58:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1682, loss: 0.1682 +2023-12-28 12:31:37,810 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 4:58:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9606, top5_acc: 0.9994, loss_cls: 0.2006, loss: 0.2006 +2023-12-28 12:32:00,484 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 4:57:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9994, loss_cls: 0.1653, loss: 0.1653 +2023-12-28 12:32:13,016 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-28 12:33:40,578 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:33:40,659 - pyskl - INFO - +top1_acc 0.9375 +top5_acc 0.9936 +2023-12-28 12:33:40,664 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9375, top5_acc: 0.9936 +2023-12-28 12:34:20,244 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 4:57:16, time: 0.396, data_time: 0.169, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1753, loss: 0.1753 +2023-12-28 12:34:42,695 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 4:56:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1306, loss: 0.1306 +2023-12-28 12:35:05,202 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 4:56:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1242, loss: 0.1242 +2023-12-28 12:35:27,915 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 4:56:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9988, loss_cls: 0.1499, loss: 0.1499 +2023-12-28 12:35:50,657 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 4:55:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1329, loss: 0.1329 +2023-12-28 12:36:13,258 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 4:55:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1257, loss: 0.1257 +2023-12-28 12:36:35,836 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 4:54:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1205, loss: 0.1205 +2023-12-28 12:36:58,443 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 4:54:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1316, loss: 0.1316 +2023-12-28 12:37:21,070 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 4:54:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1326, loss: 0.1326 +2023-12-28 12:37:43,661 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 4:53:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1602, loss: 0.1602 +2023-12-28 12:38:06,145 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 4:53:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1317, loss: 0.1317 +2023-12-28 12:38:28,597 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 4:53:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1530, loss: 0.1530 +2023-12-28 12:38:51,073 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 4:52:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1604, loss: 0.1604 +2023-12-28 12:39:13,573 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 4:52:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1925, loss: 0.1925 +2023-12-28 12:39:36,111 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 4:51:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1620, loss: 0.1620 +2023-12-28 12:39:58,789 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 4:51:30, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9663, top5_acc: 0.9981, loss_cls: 0.1727, loss: 0.1727 +2023-12-28 12:40:21,444 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 4:51:07, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1604, loss: 0.1604 +2023-12-28 12:40:44,243 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 4:50:44, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1459, loss: 0.1459 +2023-12-28 12:41:06,780 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 4:50:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 1.0000, loss_cls: 0.1462, loss: 0.1462 +2023-12-28 12:41:29,351 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 4:49:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.1874, loss: 0.1874 +2023-12-28 12:41:51,898 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 4:49:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9675, top5_acc: 0.9994, loss_cls: 0.1868, loss: 0.1868 +2023-12-28 12:42:14,400 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 4:49:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1858, loss: 0.1858 +2023-12-28 12:42:36,864 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 4:48:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9988, loss_cls: 0.1543, loss: 0.1543 +2023-12-28 12:42:49,280 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-28 12:44:17,055 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:44:17,136 - pyskl - INFO - +top1_acc 0.9315 +top5_acc 0.9936 +2023-12-28 12:44:17,140 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9315, top5_acc: 0.9936 +2023-12-28 12:44:57,064 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 4:48:14, time: 0.399, data_time: 0.174, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1149, loss: 0.1149 +2023-12-28 12:45:19,655 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 4:47:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0982, loss: 0.0982 +2023-12-28 12:45:42,201 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 4:47:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1258, loss: 0.1258 +2023-12-28 12:46:04,649 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 4:47:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1151, loss: 0.1151 +2023-12-28 12:46:27,123 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 4:46:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1465, loss: 0.1465 +2023-12-28 12:46:49,624 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 4:46:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 1.0000, loss_cls: 0.1203, loss: 0.1203 +2023-12-28 12:47:12,172 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 4:45:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9988, loss_cls: 0.1468, loss: 0.1468 +2023-12-28 12:47:34,683 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 4:45:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1291, loss: 0.1291 +2023-12-28 12:47:57,213 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 4:45:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.1313, loss: 0.1313 +2023-12-28 12:48:19,900 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 4:44:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1523, loss: 0.1523 +2023-12-28 12:48:42,572 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 4:44:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1312, loss: 0.1312 +2023-12-28 12:49:05,175 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 4:44:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1496, loss: 0.1496 +2023-12-28 12:49:27,707 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 4:43:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9738, top5_acc: 0.9988, loss_cls: 0.1385, loss: 0.1385 +2023-12-28 12:49:50,254 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 4:43:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1621, loss: 0.1621 +2023-12-28 12:50:12,774 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 4:42:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2023-12-28 12:50:35,290 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 4:42:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 0.9988, loss_cls: 0.1465, loss: 0.1465 +2023-12-28 12:50:57,825 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 4:42:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9994, loss_cls: 0.1420, loss: 0.1420 +2023-12-28 12:51:20,344 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 4:41:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1441, loss: 0.1441 +2023-12-28 12:51:42,862 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 4:41:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9712, top5_acc: 1.0000, loss_cls: 0.1560, loss: 0.1560 +2023-12-28 12:52:05,410 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 4:40:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1350, loss: 0.1350 +2023-12-28 12:52:28,014 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 4:40:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1621, loss: 0.1621 +2023-12-28 12:52:50,685 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 4:40:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1321, loss: 0.1321 +2023-12-28 12:53:13,437 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 4:39:46, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1233, loss: 0.1233 +2023-12-28 12:53:26,060 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-28 12:54:54,408 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:54:54,490 - pyskl - INFO - +top1_acc 0.9420 +top5_acc 0.9938 +2023-12-28 12:54:54,494 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_116.pth was removed +2023-12-28 12:54:54,675 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_119.pth. +2023-12-28 12:54:54,675 - pyskl - INFO - Best top1_acc is 0.9420 at 119 epoch. +2023-12-28 12:54:54,679 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9420, top5_acc: 0.9938 +2023-12-28 12:55:33,953 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 4:39:11, time: 0.393, data_time: 0.167, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1310, loss: 0.1310 +2023-12-28 12:55:56,567 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 4:38:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 0.9994, loss_cls: 0.1118, loss: 0.1118 +2023-12-28 12:56:19,155 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 4:38:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1055, loss: 0.1055 +2023-12-28 12:56:41,724 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 4:38:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1103, loss: 0.1103 +2023-12-28 12:57:04,316 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 4:37:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1018, loss: 0.1018 +2023-12-28 12:57:26,838 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 4:37:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1112, loss: 0.1112 +2023-12-28 12:57:49,372 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 4:36:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1282, loss: 0.1282 +2023-12-28 12:58:11,895 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 4:36:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1435, loss: 0.1435 +2023-12-28 12:58:34,409 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 4:36:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1427, loss: 0.1427 +2023-12-28 12:58:56,898 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 4:35:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2023-12-28 12:59:19,373 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 4:35:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1155, loss: 0.1155 +2023-12-28 12:59:41,861 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 4:34:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1118, loss: 0.1118 +2023-12-28 13:00:04,415 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 4:34:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1306, loss: 0.1306 +2023-12-28 13:00:26,944 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 4:34:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1046, loss: 0.1046 +2023-12-28 13:00:49,568 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 4:33:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.1078, loss: 0.1078 +2023-12-28 13:01:12,139 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 4:33:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1111, loss: 0.1111 +2023-12-28 13:01:34,708 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 4:33:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1434, loss: 0.1434 +2023-12-28 13:01:57,281 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 4:32:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1517, loss: 0.1517 +2023-12-28 13:02:19,748 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 4:32:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9669, top5_acc: 1.0000, loss_cls: 0.1480, loss: 0.1480 +2023-12-28 13:02:42,339 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 4:31:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9656, top5_acc: 1.0000, loss_cls: 0.1701, loss: 0.1701 +2023-12-28 13:03:04,958 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 4:31:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1365, loss: 0.1365 +2023-12-28 13:03:27,610 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 4:31:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1328, loss: 0.1328 +2023-12-28 13:03:50,329 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 4:30:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1349, loss: 0.1349 +2023-12-28 13:04:02,922 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-28 13:05:30,507 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:05:30,588 - pyskl - INFO - +top1_acc 0.9426 +top5_acc 0.9938 +2023-12-28 13:05:30,592 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_119.pth was removed +2023-12-28 13:05:30,731 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_120.pth. +2023-12-28 13:05:30,732 - pyskl - INFO - Best top1_acc is 0.9426 at 120 epoch. +2023-12-28 13:05:30,736 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9426, top5_acc: 0.9938 +2023-12-28 13:06:10,609 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 4:30:09, time: 0.399, data_time: 0.173, memory: 6525, top1_acc: 0.9806, top5_acc: 0.9994, loss_cls: 0.1052, loss: 0.1052 +2023-12-28 13:06:33,206 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 4:29:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.1174, loss: 0.1174 +2023-12-28 13:06:55,689 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 4:29:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0791, loss: 0.0791 +2023-12-28 13:07:18,142 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 4:29:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9775, top5_acc: 0.9994, loss_cls: 0.1041, loss: 0.1041 +2023-12-28 13:07:40,587 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 4:28:37, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0848, loss: 0.0848 +2023-12-28 13:08:03,128 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 4:28:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9762, top5_acc: 1.0000, loss_cls: 0.1230, loss: 0.1230 +2023-12-28 13:08:25,679 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 4:27:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9725, top5_acc: 1.0000, loss_cls: 0.1386, loss: 0.1386 +2023-12-28 13:08:48,231 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 4:27:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.1040, loss: 0.1040 +2023-12-28 13:09:10,809 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 4:27:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.1010, loss: 0.1010 +2023-12-28 13:09:33,357 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 4:26:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1114, loss: 0.1114 +2023-12-28 13:09:55,903 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 4:26:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0987, loss: 0.0987 +2023-12-28 13:10:18,539 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 4:25:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.1394, loss: 0.1394 +2023-12-28 13:10:41,086 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 4:25:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1232, loss: 0.1232 +2023-12-28 13:11:03,603 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 4:25:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1181, loss: 0.1181 +2023-12-28 13:11:26,122 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 4:24:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.0955, loss: 0.0955 +2023-12-28 13:11:48,633 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 4:24:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1291, loss: 0.1291 +2023-12-28 13:12:11,126 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 4:23:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1452, loss: 0.1452 +2023-12-28 13:12:33,597 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 4:23:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1148, loss: 0.1148 +2023-12-28 13:12:56,092 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 4:23:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1309, loss: 0.1309 +2023-12-28 13:13:18,562 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 4:22:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.1156, loss: 0.1156 +2023-12-28 13:13:41,040 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 4:22:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9744, top5_acc: 1.0000, loss_cls: 0.1350, loss: 0.1350 +2023-12-28 13:14:03,554 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 4:22:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1280, loss: 0.1280 +2023-12-28 13:14:26,091 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 4:21:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1316, loss: 0.1316 +2023-12-28 13:14:38,536 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-28 13:16:06,008 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:16:06,088 - pyskl - INFO - +top1_acc 0.9398 +top5_acc 0.9943 +2023-12-28 13:16:06,093 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9398, top5_acc: 0.9943 +2023-12-28 13:16:45,677 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 4:21:07, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0935, loss: 0.0935 +2023-12-28 13:17:08,105 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 4:20:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.1053, loss: 0.1053 +2023-12-28 13:17:30,480 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 4:20:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0851, loss: 0.0851 +2023-12-28 13:17:52,994 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 4:19:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0859, loss: 0.0859 +2023-12-28 13:18:15,591 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 4:19:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1142, loss: 0.1142 +2023-12-28 13:18:38,109 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 4:19:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.1072, loss: 0.1072 +2023-12-28 13:19:00,616 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 4:18:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.1017, loss: 0.1017 +2023-12-28 13:19:23,117 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 4:18:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1169, loss: 0.1169 +2023-12-28 13:19:45,662 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 4:18:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1309, loss: 0.1309 +2023-12-28 13:20:08,206 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 4:17:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1249, loss: 0.1249 +2023-12-28 13:20:30,752 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 4:17:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1320, loss: 0.1320 +2023-12-28 13:20:53,281 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 4:16:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.1292, loss: 0.1292 +2023-12-28 13:21:15,933 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 4:16:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1192, loss: 0.1192 +2023-12-28 13:21:38,518 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 4:16:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1137, loss: 0.1137 +2023-12-28 13:22:01,031 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 4:15:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1128, loss: 0.1128 +2023-12-28 13:22:23,478 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 4:15:20, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1204, loss: 0.1204 +2023-12-28 13:22:45,948 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 4:14:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.1067, loss: 0.1067 +2023-12-28 13:23:08,537 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 4:14:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.1033, loss: 0.1033 +2023-12-28 13:23:31,069 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 4:14:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0991, loss: 0.0991 +2023-12-28 13:23:53,639 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 4:13:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1169, loss: 0.1169 +2023-12-28 13:24:16,242 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 4:13:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 0.9994, loss_cls: 0.1018, loss: 0.1018 +2023-12-28 13:24:38,794 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 4:13:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9831, top5_acc: 1.0000, loss_cls: 0.0988, loss: 0.0988 +2023-12-28 13:25:01,436 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 4:12:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9819, top5_acc: 1.0000, loss_cls: 0.1161, loss: 0.1161 +2023-12-28 13:25:13,889 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-28 13:26:41,382 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:26:41,463 - pyskl - INFO - +top1_acc 0.9397 +top5_acc 0.9936 +2023-12-28 13:26:41,468 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9397, top5_acc: 0.9936 +2023-12-28 13:27:21,260 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 4:12:04, time: 0.398, data_time: 0.173, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0890, loss: 0.0890 +2023-12-28 13:27:43,641 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 4:11:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9794, top5_acc: 1.0000, loss_cls: 0.1039, loss: 0.1039 +2023-12-28 13:28:06,194 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 4:11:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0808, loss: 0.0808 +2023-12-28 13:28:28,707 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 4:10:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 +2023-12-28 13:28:51,207 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 4:10:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0752, loss: 0.0752 +2023-12-28 13:29:13,711 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 4:10:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0976, loss: 0.0976 +2023-12-28 13:29:36,200 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 4:09:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0883, loss: 0.0883 +2023-12-28 13:29:58,734 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 4:09:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9788, top5_acc: 0.9994, loss_cls: 0.1139, loss: 0.1139 +2023-12-28 13:30:21,361 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 4:08:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.1151, loss: 0.1151 +2023-12-28 13:30:43,986 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 4:08:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0921, loss: 0.0921 +2023-12-28 13:31:06,526 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 4:08:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0899, loss: 0.0899 +2023-12-28 13:31:29,005 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 4:07:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0630, loss: 0.0630 +2023-12-28 13:31:51,460 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 4:07:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0874, loss: 0.0874 +2023-12-28 13:32:13,895 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 4:07:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0707, loss: 0.0707 +2023-12-28 13:32:36,343 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 4:06:41, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0799, loss: 0.0799 +2023-12-28 13:32:58,805 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 4:06:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0930, loss: 0.0930 +2023-12-28 13:33:21,277 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 4:05:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0968, loss: 0.0968 +2023-12-28 13:33:43,783 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 4:05:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0971, loss: 0.0971 +2023-12-28 13:34:06,310 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 4:05:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0865, loss: 0.0865 +2023-12-28 13:34:28,828 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 4:04:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 0.9994, loss_cls: 0.1014, loss: 0.1014 +2023-12-28 13:34:51,320 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 4:04:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0994, loss: 0.0994 +2023-12-28 13:35:13,754 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 4:03:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0868, loss: 0.0868 +2023-12-28 13:35:36,194 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 4:03:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0912, loss: 0.0912 +2023-12-28 13:35:48,774 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-28 13:37:16,402 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:37:16,483 - pyskl - INFO - +top1_acc 0.9470 +top5_acc 0.9942 +2023-12-28 13:37:16,488 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_120.pth was removed +2023-12-28 13:37:16,624 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-28 13:37:16,625 - pyskl - INFO - Best top1_acc is 0.9470 at 123 epoch. +2023-12-28 13:37:16,629 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9470, top5_acc: 0.9942 +2023-12-28 13:37:56,095 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 4:03:02, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0764, loss: 0.0764 +2023-12-28 13:38:18,479 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 4:02:39, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0822, loss: 0.0822 +2023-12-28 13:38:40,877 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 4:02:16, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0813, loss: 0.0813 +2023-12-28 13:39:03,323 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 4:01:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0698, loss: 0.0698 +2023-12-28 13:39:25,887 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 4:01:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0781, loss: 0.0781 +2023-12-28 13:39:48,343 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 4:01:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0957, loss: 0.0957 +2023-12-28 13:40:10,772 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 4:00:43, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0809, loss: 0.0809 +2023-12-28 13:40:33,226 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 4:00:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0978, loss: 0.0978 +2023-12-28 13:40:55,677 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 3:59:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0686, loss: 0.0686 +2023-12-28 13:41:18,148 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 3:59:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0884, loss: 0.0884 +2023-12-28 13:41:40,603 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 3:59:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0780, loss: 0.0780 +2023-12-28 13:42:03,131 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 3:58:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0715, loss: 0.0715 +2023-12-28 13:42:25,589 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 3:58:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0823, loss: 0.0823 +2023-12-28 13:42:48,175 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 3:58:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9994, loss_cls: 0.0902, loss: 0.0902 +2023-12-28 13:43:10,709 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 3:57:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0723, loss: 0.0723 +2023-12-28 13:43:33,301 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 3:57:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0847, loss: 0.0847 +2023-12-28 13:43:55,756 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 3:56:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0821, loss: 0.0821 +2023-12-28 13:44:18,233 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 3:56:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0833, loss: 0.0833 +2023-12-28 13:44:40,679 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 3:56:06, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0985, loss: 0.0985 +2023-12-28 13:45:03,132 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 3:55:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0949, loss: 0.0949 +2023-12-28 13:45:25,622 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 3:55:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0980, loss: 0.0980 +2023-12-28 13:45:48,079 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 3:54:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0829, loss: 0.0829 +2023-12-28 13:46:10,548 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 3:54:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0867, loss: 0.0867 +2023-12-28 13:46:22,913 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-28 13:47:50,590 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:47:50,671 - pyskl - INFO - +top1_acc 0.9475 +top5_acc 0.9939 +2023-12-28 13:47:50,675 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_123.pth was removed +2023-12-28 13:47:50,809 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_124.pth. +2023-12-28 13:47:50,809 - pyskl - INFO - Best top1_acc is 0.9475 at 124 epoch. +2023-12-28 13:47:50,813 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9475, top5_acc: 0.9939 +2023-12-28 13:48:44,196 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 3:54:02, time: 0.534, data_time: 0.169, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0697, loss: 0.0697 +2023-12-28 13:49:20,538 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 3:53:42, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0628, loss: 0.0628 +2023-12-28 13:49:56,910 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 3:53:22, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2023-12-28 13:50:33,240 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 3:53:02, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0860, loss: 0.0860 +2023-12-28 13:51:09,569 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 3:52:41, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.0964, loss: 0.0964 +2023-12-28 13:51:45,899 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 3:52:21, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0743, loss: 0.0743 +2023-12-28 13:52:22,225 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 3:52:01, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0679, loss: 0.0679 +2023-12-28 13:52:58,541 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 3:51:41, time: 0.363, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2023-12-28 13:53:34,914 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 3:51:20, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0702, loss: 0.0702 +2023-12-28 13:54:11,276 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 3:51:00, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0796, loss: 0.0796 +2023-12-28 13:54:47,638 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 3:50:40, time: 0.364, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0677, loss: 0.0677 +2023-12-28 13:55:24,129 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 3:50:19, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0796, loss: 0.0796 +2023-12-28 13:56:00,620 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 3:49:59, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0813, loss: 0.0813 +2023-12-28 13:56:37,153 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 3:49:39, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0903, loss: 0.0903 +2023-12-28 13:57:13,724 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 3:49:19, time: 0.366, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0676, loss: 0.0676 +2023-12-28 13:57:50,297 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 3:48:58, time: 0.366, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 1.0000, loss_cls: 0.0945, loss: 0.0945 +2023-12-28 13:58:26,802 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 3:48:38, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0850, loss: 0.0850 +2023-12-28 13:59:03,263 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 3:48:18, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0835, loss: 0.0835 +2023-12-28 13:59:39,737 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 3:47:57, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0760, loss: 0.0760 +2023-12-28 14:00:16,239 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 3:47:37, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0909, loss: 0.0909 +2023-12-28 14:00:52,705 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 3:47:16, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0668, loss: 0.0668 +2023-12-28 14:01:29,239 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 3:46:56, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0931, loss: 0.0931 +2023-12-28 14:02:05,704 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 3:46:36, time: 0.365, data_time: 0.000, memory: 6525, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0878, loss: 0.0878 +2023-12-28 14:02:25,472 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-28 14:04:57,617 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:04:57,698 - pyskl - INFO - +top1_acc 0.9453 +top5_acc 0.9937 +2023-12-28 14:04:57,702 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9453, top5_acc: 0.9937 +2023-12-28 14:05:37,248 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 3:46:01, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0802, loss: 0.0802 +2023-12-28 14:05:59,888 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 3:45:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0717, loss: 0.0717 +2023-12-28 14:06:22,447 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 3:45:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0542, loss: 0.0542 +2023-12-28 14:06:45,080 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 3:44:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0571, loss: 0.0571 +2023-12-28 14:07:07,555 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 3:44:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0521, loss: 0.0521 +2023-12-28 14:07:30,021 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 3:44:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9856, top5_acc: 0.9994, loss_cls: 0.0856, loss: 0.0856 +2023-12-28 14:07:52,532 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 3:43:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0768, loss: 0.0768 +2023-12-28 14:08:15,068 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 3:43:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-28 14:08:37,740 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 3:42:56, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0789, loss: 0.0789 +2023-12-28 14:09:00,374 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 3:42:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0695, loss: 0.0695 +2023-12-28 14:09:23,000 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 3:42:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0569, loss: 0.0569 +2023-12-28 14:09:45,594 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 3:41:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0653, loss: 0.0653 +2023-12-28 14:10:08,282 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 3:41:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662 +2023-12-28 14:10:30,832 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 3:41:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0623, loss: 0.0623 +2023-12-28 14:10:53,366 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 3:40:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0634, loss: 0.0634 +2023-12-28 14:11:16,003 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 3:40:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0757, loss: 0.0757 +2023-12-28 14:11:38,629 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 3:39:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701 +2023-12-28 14:12:01,309 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 3:39:27, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663 +2023-12-28 14:12:23,932 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 3:39:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0581, loss: 0.0581 +2023-12-28 14:12:46,579 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 3:38:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0618, loss: 0.0618 +2023-12-28 14:13:09,136 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 3:38:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715 +2023-12-28 14:13:31,753 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 3:37:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0720, loss: 0.0720 +2023-12-28 14:13:54,275 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 3:37:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0737, loss: 0.0737 +2023-12-28 14:14:06,758 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-28 14:15:34,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:15:34,512 - pyskl - INFO - +top1_acc 0.9536 +top5_acc 0.9945 +2023-12-28 14:15:34,516 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_124.pth was removed +2023-12-28 14:15:34,649 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_126.pth. +2023-12-28 14:15:34,650 - pyskl - INFO - Best top1_acc is 0.9536 at 126 epoch. +2023-12-28 14:15:34,654 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9536, top5_acc: 0.9945 +2023-12-28 14:16:14,164 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 3:36:56, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0535, loss: 0.0535 +2023-12-28 14:16:36,638 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 3:36:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0449, loss: 0.0449 +2023-12-28 14:16:59,111 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 3:36:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0687, loss: 0.0687 +2023-12-28 14:17:21,612 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 3:35:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0513, loss: 0.0513 +2023-12-28 14:17:44,114 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 3:35:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654 +2023-12-28 14:18:06,661 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 3:35:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0499, loss: 0.0499 +2023-12-28 14:18:29,178 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 3:34:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509 +2023-12-28 14:18:51,759 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 3:34:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0576, loss: 0.0576 +2023-12-28 14:19:14,267 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 3:33:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0609, loss: 0.0609 +2023-12-28 14:19:36,803 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 3:33:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2023-12-28 14:19:59,279 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 3:33:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0503, loss: 0.0503 +2023-12-28 14:20:21,797 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 3:32:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2023-12-28 14:20:44,415 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 3:32:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0505, loss: 0.0505 +2023-12-28 14:21:06,992 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 3:31:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0561, loss: 0.0561 +2023-12-28 14:21:29,578 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 3:31:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0615, loss: 0.0615 +2023-12-28 14:21:52,172 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 3:31:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2023-12-28 14:22:14,761 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 3:30:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0592, loss: 0.0592 +2023-12-28 14:22:37,349 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 3:30:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609 +2023-12-28 14:23:00,005 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 3:29:59, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0572, loss: 0.0572 +2023-12-28 14:23:22,692 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 3:29:36, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2023-12-28 14:23:45,381 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 3:29:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0635, loss: 0.0635 +2023-12-28 14:24:07,902 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 3:28:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0638, loss: 0.0638 +2023-12-28 14:24:30,396 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 3:28:26, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2023-12-28 14:24:42,880 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-28 14:26:10,142 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:26:10,221 - pyskl - INFO - +top1_acc 0.9549 +top5_acc 0.9940 +2023-12-28 14:26:10,226 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_126.pth was removed +2023-12-28 14:26:10,364 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_127.pth. +2023-12-28 14:26:10,364 - pyskl - INFO - Best top1_acc is 0.9549 at 127 epoch. +2023-12-28 14:26:10,369 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9549, top5_acc: 0.9940 +2023-12-28 14:26:49,842 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 3:27:52, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2023-12-28 14:27:12,192 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 3:27:29, time: 0.223, data_time: 0.000, memory: 6525, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2023-12-28 14:27:34,561 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 3:27:05, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0531, loss: 0.0531 +2023-12-28 14:27:56,967 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 3:26:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0455, loss: 0.0455 +2023-12-28 14:28:19,396 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 3:26:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 +2023-12-28 14:28:41,830 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 3:25:56, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2023-12-28 14:29:04,275 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 3:25:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0520, loss: 0.0520 +2023-12-28 14:29:26,716 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 3:25:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 +2023-12-28 14:29:49,339 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 3:24:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0650, loss: 0.0650 +2023-12-28 14:30:11,885 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 3:24:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0613, loss: 0.0613 +2023-12-28 14:30:34,503 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 3:24:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-28 14:30:57,073 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 3:23:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 14:31:19,644 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 3:23:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418 +2023-12-28 14:31:42,142 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 3:22:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0607, loss: 0.0607 +2023-12-28 14:32:04,686 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 3:22:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432 +2023-12-28 14:32:27,216 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 3:22:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0531, loss: 0.0531 +2023-12-28 14:32:49,691 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 3:21:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459 +2023-12-28 14:33:12,193 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 3:21:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0433, loss: 0.0433 +2023-12-28 14:33:34,743 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 3:20:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2023-12-28 14:33:57,252 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 3:20:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0539, loss: 0.0539 +2023-12-28 14:34:19,815 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 3:20:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2023-12-28 14:34:42,294 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 3:19:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578 +2023-12-28 14:35:04,798 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 3:19:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0486, loss: 0.0486 +2023-12-28 14:35:17,178 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-28 14:36:44,570 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:36:44,651 - pyskl - INFO - +top1_acc 0.9556 +top5_acc 0.9945 +2023-12-28 14:36:44,656 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_127.pth was removed +2023-12-28 14:36:44,792 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_128.pth. +2023-12-28 14:36:44,793 - pyskl - INFO - Best top1_acc is 0.9556 at 128 epoch. +2023-12-28 14:36:44,798 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9556, top5_acc: 0.9945 +2023-12-28 14:37:23,882 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 3:18:47, time: 0.391, data_time: 0.167, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 14:37:46,370 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 3:18:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 +2023-12-28 14:38:08,820 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 3:18:01, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2023-12-28 14:38:31,296 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 3:17:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2023-12-28 14:38:53,797 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 3:17:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 14:39:16,269 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 3:16:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0410, loss: 0.0410 +2023-12-28 14:39:38,732 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 3:16:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0399, loss: 0.0399 +2023-12-28 14:40:01,215 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 3:16:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2023-12-28 14:40:23,691 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 3:15:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0480, loss: 0.0480 +2023-12-28 14:40:46,177 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 3:15:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0634, loss: 0.0634 +2023-12-28 14:41:08,764 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 3:14:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2023-12-28 14:41:31,387 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 3:14:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 +2023-12-28 14:41:53,971 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 3:14:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0505, loss: 0.0505 +2023-12-28 14:42:16,505 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 3:13:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0477, loss: 0.0477 +2023-12-28 14:42:39,132 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 3:13:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 14:43:01,681 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 3:12:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0423, loss: 0.0423 +2023-12-28 14:43:24,210 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 3:12:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403 +2023-12-28 14:43:46,845 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 3:12:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2023-12-28 14:44:09,410 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 3:11:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2023-12-28 14:44:31,922 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 3:11:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2023-12-28 14:44:54,439 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 3:11:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2023-12-28 14:45:16,952 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 3:10:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0481, loss: 0.0481 +2023-12-28 14:45:39,576 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 3:10:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2023-12-28 14:45:51,973 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-28 14:47:19,712 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:47:19,792 - pyskl - INFO - +top1_acc 0.9548 +top5_acc 0.9941 +2023-12-28 14:47:19,797 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9548, top5_acc: 0.9941 +2023-12-28 14:47:58,837 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 3:09:42, time: 0.390, data_time: 0.166, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0427, loss: 0.0427 +2023-12-28 14:48:21,276 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 3:09:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2023-12-28 14:48:43,758 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 3:08:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2023-12-28 14:49:06,195 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 3:08:33, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0415, loss: 0.0415 +2023-12-28 14:49:28,783 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 3:08:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 14:49:51,375 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 3:07:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2023-12-28 14:50:13,935 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 3:07:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341 +2023-12-28 14:50:36,445 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 3:07:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-28 14:50:58,925 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 3:06:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0411, loss: 0.0411 +2023-12-28 14:51:21,402 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 3:06:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0395, loss: 0.0395 +2023-12-28 14:51:43,863 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 3:05:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-28 14:52:06,386 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 3:05:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-28 14:52:28,819 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 3:05:04, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-28 14:52:51,288 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 3:04:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2023-12-28 14:53:13,771 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 3:04:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2023-12-28 14:53:36,394 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 3:03:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2023-12-28 14:53:59,259 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 3:03:32, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0338, loss: 0.0338 +2023-12-28 14:54:21,970 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 3:03:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2023-12-28 14:54:44,711 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 3:02:45, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0385, loss: 0.0385 +2023-12-28 14:55:07,356 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 3:02:22, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380 +2023-12-28 14:55:29,899 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 3:01:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0383, loss: 0.0383 +2023-12-28 14:55:52,381 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 3:01:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-28 14:56:14,846 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 3:01:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351 +2023-12-28 14:56:27,281 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-28 14:57:54,698 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:57:54,778 - pyskl - INFO - +top1_acc 0.9566 +top5_acc 0.9945 +2023-12-28 14:57:54,782 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_128.pth was removed +2023-12-28 14:57:54,920 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-28 14:57:54,920 - pyskl - INFO - Best top1_acc is 0.9566 at 130 epoch. +2023-12-28 14:57:54,925 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9566, top5_acc: 0.9945 +2023-12-28 14:58:34,177 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 3:00:38, time: 0.392, data_time: 0.168, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 +2023-12-28 14:58:56,569 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 3:00:15, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 14:59:18,996 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 2:59:52, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 0.9994, loss_cls: 0.0399, loss: 0.0399 +2023-12-28 14:59:41,405 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 2:59:28, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355 +2023-12-28 15:00:03,863 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 2:59:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2023-12-28 15:00:26,434 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 2:58:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-28 15:00:48,913 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 2:58:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-28 15:01:11,740 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 2:57:56, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0362, loss: 0.0362 +2023-12-28 15:01:34,509 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 2:57:33, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 +2023-12-28 15:01:57,071 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 2:57:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2023-12-28 15:02:19,573 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 2:56:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421 +2023-12-28 15:02:42,180 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 2:56:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0365, loss: 0.0365 +2023-12-28 15:03:04,882 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 2:56:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2023-12-28 15:03:27,479 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 2:55:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-28 15:03:50,068 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 2:55:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314 +2023-12-28 15:04:12,724 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 2:54:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2023-12-28 15:04:35,353 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 2:54:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379 +2023-12-28 15:04:57,821 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 2:54:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0337, loss: 0.0337 +2023-12-28 15:05:20,521 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 2:53:41, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0315, loss: 0.0315 +2023-12-28 15:05:43,048 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 2:53:18, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-28 15:06:05,684 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 2:52:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2023-12-28 15:06:28,352 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 2:52:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-28 15:06:50,907 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 2:52:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0328, loss: 0.0328 +2023-12-28 15:07:03,338 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-28 15:08:30,724 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:08:30,804 - pyskl - INFO - +top1_acc 0.9576 +top5_acc 0.9945 +2023-12-28 15:08:30,808 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_130.pth was removed +2023-12-28 15:08:30,949 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_131.pth. +2023-12-28 15:08:30,950 - pyskl - INFO - Best top1_acc is 0.9576 at 131 epoch. +2023-12-28 15:08:30,954 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9576, top5_acc: 0.9945 +2023-12-28 15:09:10,114 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 2:51:34, time: 0.392, data_time: 0.167, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-28 15:09:32,591 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 2:51:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2023-12-28 15:09:54,968 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 2:50:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0322, loss: 0.0322 +2023-12-28 15:10:17,384 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 2:50:24, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312 +2023-12-28 15:10:39,842 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 2:50:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2023-12-28 15:11:02,466 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 2:49:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2023-12-28 15:11:25,239 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 2:49:15, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0547, loss: 0.0547 +2023-12-28 15:11:47,843 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 2:48:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-28 15:12:10,343 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 2:48:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0397, loss: 0.0397 +2023-12-28 15:12:32,835 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 2:48:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0342, loss: 0.0342 +2023-12-28 15:12:55,311 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 2:47:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0364, loss: 0.0364 +2023-12-28 15:13:17,783 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 2:47:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0301, loss: 0.0301 +2023-12-28 15:13:40,265 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 2:46:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2023-12-28 15:14:02,949 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 2:46:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316 +2023-12-28 15:14:25,563 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 2:46:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0409, loss: 0.0409 +2023-12-28 15:14:48,146 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 2:45:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-28 15:15:10,757 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 2:45:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0347, loss: 0.0347 +2023-12-28 15:15:33,317 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 2:45:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2023-12-28 15:15:55,971 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 2:44:37, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319 +2023-12-28 15:16:18,553 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 2:44:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0334, loss: 0.0334 +2023-12-28 15:16:41,073 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 2:43:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2023-12-28 15:17:03,581 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 2:43:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0360, loss: 0.0360 +2023-12-28 15:17:26,070 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 2:43:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-28 15:17:38,436 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-28 15:19:05,639 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:19:05,719 - pyskl - INFO - +top1_acc 0.9578 +top5_acc 0.9950 +2023-12-28 15:19:05,723 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_131.pth was removed +2023-12-28 15:19:05,856 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-28 15:19:05,857 - pyskl - INFO - Best top1_acc is 0.9578 at 132 epoch. +2023-12-28 15:19:05,861 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9578, top5_acc: 0.9950 +2023-12-28 15:19:45,185 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 2:42:30, time: 0.393, data_time: 0.169, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-28 15:20:07,567 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 2:42:07, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325 +2023-12-28 15:20:30,050 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 2:41:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371 +2023-12-28 15:20:52,560 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 2:41:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0388, loss: 0.0388 +2023-12-28 15:21:15,047 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 2:40:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354 +2023-12-28 15:21:37,601 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 2:40:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-28 15:22:00,134 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 2:40:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298 +2023-12-28 15:22:22,697 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 2:39:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367 +2023-12-28 15:22:45,185 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 2:39:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0377, loss: 0.0377 +2023-12-28 15:23:07,716 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 2:39:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2023-12-28 15:23:30,286 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 2:38:38, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-28 15:23:52,844 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 2:38:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2023-12-28 15:24:15,377 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 2:37:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327 +2023-12-28 15:24:38,056 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 2:37:29, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287 +2023-12-28 15:25:00,667 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 2:37:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0349, loss: 0.0349 +2023-12-28 15:25:23,194 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 2:36:43, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300 +2023-12-28 15:25:45,676 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 2:36:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-28 15:26:08,181 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 2:35:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313 +2023-12-28 15:26:30,756 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 2:35:33, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-28 15:26:53,510 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 2:35:10, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 +2023-12-28 15:27:16,017 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 2:34:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0320, loss: 0.0320 +2023-12-28 15:27:38,541 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 2:34:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-28 15:28:01,057 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 2:34:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 +2023-12-28 15:28:13,412 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-28 15:29:40,858 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:29:40,939 - pyskl - INFO - +top1_acc 0.9577 +top5_acc 0.9950 +2023-12-28 15:29:40,943 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9577, top5_acc: 0.9950 +2023-12-28 15:30:20,226 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 2:33:26, time: 0.393, data_time: 0.168, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-28 15:30:42,712 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 2:33:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2023-12-28 15:31:05,271 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 2:32:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-28 15:31:27,822 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 2:32:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2023-12-28 15:31:50,378 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 2:31:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296 +2023-12-28 15:32:12,953 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 2:31:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2023-12-28 15:32:35,514 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 2:31:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2023-12-28 15:32:58,040 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 2:30:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 +2023-12-28 15:33:20,516 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 2:30:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2023-12-28 15:33:42,958 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 2:29:58, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 +2023-12-28 15:34:05,400 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 2:29:34, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 +2023-12-28 15:34:27,865 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 2:29:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2023-12-28 15:34:50,294 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 2:28:48, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2023-12-28 15:35:12,755 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 2:28:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2023-12-28 15:35:35,337 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 2:28:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-28 15:35:57,871 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 2:27:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 +2023-12-28 15:36:20,511 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 2:27:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2023-12-28 15:36:43,086 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 2:26:52, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0303, loss: 0.0303 +2023-12-28 15:37:05,596 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 2:26:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2023-12-28 15:37:28,249 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 2:26:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335 +2023-12-28 15:37:50,922 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 2:25:43, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2023-12-28 15:38:13,454 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 2:25:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275 +2023-12-28 15:38:35,924 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 2:24:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 +2023-12-28 15:38:48,288 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-28 15:40:15,318 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:40:15,398 - pyskl - INFO - +top1_acc 0.9592 +top5_acc 0.9943 +2023-12-28 15:40:15,402 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_132.pth was removed +2023-12-28 15:40:15,538 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-28 15:40:15,538 - pyskl - INFO - Best top1_acc is 0.9592 at 134 epoch. +2023-12-28 15:40:15,543 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9592, top5_acc: 0.9943 +2023-12-28 15:40:54,647 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 2:24:22, time: 0.391, data_time: 0.165, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261 +2023-12-28 15:41:17,185 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 2:23:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-28 15:41:39,675 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 2:23:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293 +2023-12-28 15:42:02,348 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 2:23:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265 +2023-12-28 15:42:25,080 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 2:22:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2023-12-28 15:42:47,758 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 2:22:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-28 15:43:10,338 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 2:22:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2023-12-28 15:43:32,847 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 2:21:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-28 15:43:55,408 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 2:21:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-28 15:44:17,942 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 2:20:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-28 15:44:40,452 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 2:20:31, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 +2023-12-28 15:45:02,967 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 2:20:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288 +2023-12-28 15:45:25,703 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 2:19:44, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-28 15:45:48,420 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 2:19:21, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-28 15:46:10,984 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 2:18:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-28 15:46:33,660 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 2:18:35, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-28 15:46:56,321 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 2:18:12, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2023-12-28 15:47:19,020 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 2:17:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2023-12-28 15:47:41,580 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 2:17:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 +2023-12-28 15:48:04,120 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 2:17:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344 +2023-12-28 15:48:26,597 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 2:16:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-28 15:48:49,081 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 2:16:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0302, loss: 0.0302 +2023-12-28 15:49:11,618 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 2:15:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2023-12-28 15:49:24,010 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-28 15:50:51,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:50:51,418 - pyskl - INFO - +top1_acc 0.9614 +top5_acc 0.9948 +2023-12-28 15:50:51,422 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_134.pth was removed +2023-12-28 15:50:51,558 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_135.pth. +2023-12-28 15:50:51,559 - pyskl - INFO - Best top1_acc is 0.9614 at 135 epoch. +2023-12-28 15:50:51,563 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9614, top5_acc: 0.9948 +2023-12-28 15:51:31,097 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 2:15:18, time: 0.395, data_time: 0.170, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307 +2023-12-28 15:51:53,636 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 2:14:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-28 15:52:16,043 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 2:14:32, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0284, loss: 0.0284 +2023-12-28 15:52:38,483 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 2:14:09, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2023-12-28 15:53:00,936 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 2:13:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299 +2023-12-28 15:53:23,442 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 2:13:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2023-12-28 15:53:45,973 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 2:13:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-28 15:54:08,506 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 2:12:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2023-12-28 15:54:30,997 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 2:12:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-28 15:54:53,501 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 2:11:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0289, loss: 0.0289 +2023-12-28 15:55:15,999 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 2:11:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268 +2023-12-28 15:55:38,540 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 2:11:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0282, loss: 0.0282 +2023-12-28 15:56:01,083 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 2:10:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283 +2023-12-28 15:56:23,704 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 2:10:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2023-12-28 15:56:46,323 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 2:09:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-28 15:57:09,021 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 2:09:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290 +2023-12-28 15:57:31,693 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 2:09:08, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0306, loss: 0.0306 +2023-12-28 15:57:54,247 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 2:08:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297 +2023-12-28 15:58:16,744 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 2:08:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0308, loss: 0.0308 +2023-12-28 15:58:39,139 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 2:07:59, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2023-12-28 15:59:01,584 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 2:07:36, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-28 15:59:24,107 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 2:07:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280 +2023-12-28 15:59:46,644 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 2:06:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 15:59:59,087 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-28 16:01:26,580 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:01:26,660 - pyskl - INFO - +top1_acc 0.9621 +top5_acc 0.9947 +2023-12-28 16:01:26,664 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_135.pth was removed +2023-12-28 16:01:26,800 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-28 16:01:26,801 - pyskl - INFO - Best top1_acc is 0.9621 at 136 epoch. +2023-12-28 16:01:26,805 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9621, top5_acc: 0.9947 +2023-12-28 16:02:06,254 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 2:06:15, time: 0.394, data_time: 0.169, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-28 16:02:28,800 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 2:05:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-28 16:02:51,298 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 2:05:29, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294 +2023-12-28 16:03:13,762 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 2:05:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 16:03:36,223 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 2:04:42, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-28 16:03:58,689 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 2:04:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318 +2023-12-28 16:04:21,187 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 2:03:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274 +2023-12-28 16:04:43,670 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 2:03:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269 +2023-12-28 16:05:06,154 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 2:03:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-28 16:05:28,655 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 2:02:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2023-12-28 16:05:51,156 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 2:02:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 0.9994, loss_cls: 0.0351, loss: 0.0351 +2023-12-28 16:06:13,703 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 2:02:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311 +2023-12-28 16:06:36,230 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 2:01:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-28 16:06:58,696 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 2:01:14, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-28 16:07:21,249 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 2:00:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277 +2023-12-28 16:07:43,796 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 2:00:28, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-28 16:08:06,372 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 2:00:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-28 16:08:28,928 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 1:59:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0309, loss: 0.0309 +2023-12-28 16:08:51,456 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 1:59:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271 +2023-12-28 16:09:14,090 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 1:58:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-28 16:09:36,797 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 1:58:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-28 16:09:59,385 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 1:58:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-28 16:10:21,946 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 1:57:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-28 16:10:34,446 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-28 16:12:02,501 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:12:02,583 - pyskl - INFO - +top1_acc 0.9608 +top5_acc 0.9948 +2023-12-28 16:12:02,587 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9608, top5_acc: 0.9948 +2023-12-28 16:12:42,285 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 1:57:11, time: 0.397, data_time: 0.171, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-28 16:13:04,745 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 1:56:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270 +2023-12-28 16:13:27,265 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 1:56:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-28 16:13:49,786 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 1:56:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-28 16:14:12,309 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 1:55:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-28 16:14:34,852 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 1:55:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 16:14:57,401 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 1:54:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-28 16:15:20,001 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 1:54:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-28 16:15:42,579 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 1:54:06, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 16:16:05,203 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 1:53:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-28 16:16:27,664 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 1:53:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279 +2023-12-28 16:16:50,142 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 1:52:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2023-12-28 16:17:12,613 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 1:52:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-28 16:17:35,125 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 1:52:11, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-28 16:17:57,601 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 1:51:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-28 16:18:20,094 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 1:51:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-28 16:18:42,737 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 1:51:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-28 16:19:05,395 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 1:50:38, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 16:19:28,088 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 1:50:15, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 16:19:50,639 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 1:49:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-28 16:20:13,268 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 1:49:29, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 16:20:35,934 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 1:49:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 16:20:58,560 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 1:48:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 16:21:11,111 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-28 16:22:39,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:22:39,090 - pyskl - INFO - +top1_acc 0.9611 +top5_acc 0.9949 +2023-12-28 16:22:39,094 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9611, top5_acc: 0.9949 +2023-12-28 16:23:18,725 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 1:48:08, time: 0.396, data_time: 0.171, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 16:23:41,151 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 1:47:45, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 16:24:03,596 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 1:47:22, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 16:24:26,059 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 1:46:59, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-28 16:24:48,538 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 1:46:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 16:25:11,152 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 1:46:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-28 16:25:33,843 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 1:45:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-28 16:25:56,449 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 1:45:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 16:26:18,967 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 1:45:03, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2023-12-28 16:26:41,466 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 1:44:40, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 16:27:03,974 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 1:44:17, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-28 16:27:26,495 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 1:43:54, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 16:27:49,054 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 1:43:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 16:28:11,636 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 1:43:08, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-28 16:28:34,202 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 1:42:45, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-28 16:28:56,704 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 1:42:22, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-28 16:29:19,165 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 1:41:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278 +2023-12-28 16:29:41,765 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 1:41:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-28 16:30:04,366 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 1:41:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 16:30:26,942 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 1:40:49, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267 +2023-12-28 16:30:49,502 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 1:40:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 16:31:12,055 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 1:40:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 16:31:34,880 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 1:39:40, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 16:31:47,337 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-28 16:33:14,868 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:33:14,949 - pyskl - INFO - +top1_acc 0.9617 +top5_acc 0.9948 +2023-12-28 16:33:14,953 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9617, top5_acc: 0.9948 +2023-12-28 16:33:54,384 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 1:39:05, time: 0.394, data_time: 0.170, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2023-12-28 16:34:16,822 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 1:38:42, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 16:34:39,258 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 1:38:19, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-28 16:35:01,760 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 1:37:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0276, loss: 0.0276 +2023-12-28 16:35:24,300 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 1:37:32, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 16:35:46,768 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 1:37:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-28 16:36:09,193 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 1:36:46, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 16:36:31,649 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 1:36:23, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255 +2023-12-28 16:36:54,217 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 1:36:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 16:37:16,862 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 1:35:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 16:37:39,550 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 1:35:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 16:38:02,167 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 1:34:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281 +2023-12-28 16:38:24,799 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 1:34:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-28 16:38:47,436 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 1:34:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 16:39:10,228 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 1:33:42, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 16:39:32,893 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 1:33:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-28 16:39:55,462 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 1:32:55, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273 +2023-12-28 16:40:18,022 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 1:32:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-28 16:40:40,627 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 1:32:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 16:41:03,367 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 1:31:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 16:41:26,002 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 1:31:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 16:41:48,587 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 1:31:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-28 16:42:11,055 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 1:30:37, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 16:42:23,536 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-28 16:43:51,015 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:43:51,098 - pyskl - INFO - +top1_acc 0.9618 +top5_acc 0.9947 +2023-12-28 16:43:51,102 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9618, top5_acc: 0.9947 +2023-12-28 16:44:31,029 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 1:30:02, time: 0.399, data_time: 0.173, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 16:44:53,653 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 1:29:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 16:45:16,268 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 1:29:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 16:45:38,941 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 1:28:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 16:46:01,537 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 1:28:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 16:46:24,083 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 1:28:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 16:46:46,730 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 1:27:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 16:47:09,345 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 1:27:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 16:47:31,906 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 1:26:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 16:47:54,454 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 1:26:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-28 16:48:17,013 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 1:26:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-28 16:48:39,548 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 1:25:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 16:49:02,079 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 1:25:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-28 16:49:24,630 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 1:25:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 16:49:47,397 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 1:24:39, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 16:50:09,992 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 1:24:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-28 16:50:32,543 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 1:23:52, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-28 16:50:55,294 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 1:23:29, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-28 16:51:17,843 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 1:23:06, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-28 16:51:40,430 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 1:22:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213 +2023-12-28 16:52:03,030 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 1:22:20, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 16:52:25,609 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 1:21:57, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 16:52:48,169 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 1:21:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 16:53:00,615 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-28 16:54:28,223 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:54:28,304 - pyskl - INFO - +top1_acc 0.9616 +top5_acc 0.9948 +2023-12-28 16:54:28,308 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9616, top5_acc: 0.9948 +2023-12-28 16:55:07,667 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 1:20:59, time: 0.394, data_time: 0.168, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 16:55:30,160 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 1:20:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 16:55:52,752 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 1:20:13, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2023-12-28 16:56:15,434 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 1:19:50, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 16:56:38,044 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 1:19:27, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0254, loss: 0.0254 +2023-12-28 16:57:00,598 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 1:19:04, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 16:57:23,204 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 1:18:40, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249 +2023-12-28 16:57:45,790 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 1:18:17, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-28 16:58:08,375 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 1:17:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9981, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262 +2023-12-28 16:58:30,941 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 1:17:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256 +2023-12-28 16:58:53,471 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 1:17:08, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 16:59:16,011 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 1:16:45, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 16:59:38,684 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 1:16:22, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 17:00:01,313 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 1:15:59, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-28 17:00:23,897 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 1:15:36, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 17:00:46,442 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 1:15:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 17:01:08,967 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 1:14:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-28 17:01:31,513 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 1:14:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 17:01:54,315 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 1:14:03, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226 +2023-12-28 17:02:17,162 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 1:13:40, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 17:02:39,846 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 1:13:17, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 17:03:02,416 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 1:12:54, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-28 17:03:24,999 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 1:12:31, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 17:03:37,431 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-28 17:05:05,338 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:05:05,421 - pyskl - INFO - +top1_acc 0.9620 +top5_acc 0.9949 +2023-12-28 17:05:05,426 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9620, top5_acc: 0.9949 +2023-12-28 17:05:44,999 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 1:11:56, time: 0.396, data_time: 0.169, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 17:06:07,669 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 1:11:33, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 17:06:30,222 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 1:11:10, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 17:06:52,718 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 1:10:47, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-28 17:07:15,216 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 1:10:24, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2023-12-28 17:07:37,733 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 1:10:01, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 17:08:00,272 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 1:09:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 17:08:22,790 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 1:09:15, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-28 17:08:45,331 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 1:08:51, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 17:09:07,892 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 1:08:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263 +2023-12-28 17:09:30,446 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 1:08:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 17:09:53,030 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 1:07:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-28 17:10:15,594 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 1:07:19, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 17:10:38,071 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 1:06:56, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 17:11:00,565 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 1:06:33, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 17:11:23,057 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 1:06:10, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 17:11:45,643 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:05:47, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 17:12:08,280 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:05:24, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 17:12:30,885 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:05:01, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-28 17:12:53,412 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:04:38, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-28 17:13:16,005 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:04:15, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 17:13:38,596 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:03:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-28 17:14:01,166 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:03:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 17:14:13,580 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-28 17:15:41,486 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:15:41,566 - pyskl - INFO - +top1_acc 0.9617 +top5_acc 0.9948 +2023-12-28 17:15:41,571 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9617, top5_acc: 0.9948 +2023-12-28 17:16:21,312 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:02:53, time: 0.397, data_time: 0.170, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 17:16:43,899 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:02:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 17:17:06,490 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:02:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 17:17:29,065 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:01:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248 +2023-12-28 17:17:51,590 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:01:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-28 17:18:14,137 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 1:00:58, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 17:18:36,670 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 1:00:35, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0260, loss: 0.0260 +2023-12-28 17:18:59,179 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 1:00:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 17:19:21,693 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 0:59:49, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 17:19:44,287 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 0:59:26, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 17:20:06,871 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 0:59:03, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 17:20:29,570 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 0:58:40, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 17:20:52,225 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 0:58:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 17:21:14,967 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 0:57:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-28 17:21:37,532 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 0:57:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-28 17:22:00,053 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 0:57:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 17:22:22,629 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 0:56:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 17:22:45,252 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 0:56:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 17:23:07,975 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 0:55:58, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 17:23:30,573 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 0:55:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257 +2023-12-28 17:23:53,138 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 0:55:12, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 17:24:15,845 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 0:54:49, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-28 17:24:38,540 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 0:54:26, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 17:24:50,977 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-28 17:26:18,517 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:26:18,597 - pyskl - INFO - +top1_acc 0.9619 +top5_acc 0.9948 +2023-12-28 17:26:18,601 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9619, top5_acc: 0.9948 +2023-12-28 17:26:58,230 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 0:53:51, time: 0.396, data_time: 0.170, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 17:27:20,803 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 0:53:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-28 17:27:43,292 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 0:53:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 17:28:05,854 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 0:52:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-28 17:28:28,540 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 0:52:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0259, loss: 0.0259 +2023-12-28 17:28:51,194 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 0:51:55, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-28 17:29:13,831 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 0:51:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-28 17:29:36,357 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 0:51:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-28 17:29:58,851 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 0:50:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218 +2023-12-28 17:30:21,407 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 0:50:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 17:30:44,129 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 0:50:00, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 17:31:06,698 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 0:49:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246 +2023-12-28 17:31:29,395 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 0:49:14, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 17:31:52,095 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 0:48:51, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-28 17:32:14,758 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 0:48:28, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 17:32:37,401 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 0:48:05, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 17:32:59,985 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 0:47:42, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211 +2023-12-28 17:33:22,533 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 0:47:19, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2023-12-28 17:33:45,097 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 0:46:56, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 17:34:07,676 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 0:46:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 17:34:30,315 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 0:46:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-28 17:34:52,934 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 0:45:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-28 17:35:15,504 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 0:45:23, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 17:35:27,962 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-28 17:36:55,761 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:36:55,841 - pyskl - INFO - +top1_acc 0.9623 +top5_acc 0.9947 +2023-12-28 17:36:55,846 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_136.pth was removed +2023-12-28 17:36:55,986 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-28 17:36:55,987 - pyskl - INFO - Best top1_acc is 0.9623 at 145 epoch. +2023-12-28 17:36:55,991 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9623, top5_acc: 0.9947 +2023-12-28 17:37:35,799 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 0:44:48, time: 0.398, data_time: 0.173, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 17:37:58,259 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 0:44:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-28 17:38:20,947 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 0:44:02, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 17:38:43,632 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 0:43:39, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-28 17:39:06,229 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 0:43:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 17:39:28,921 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 0:42:53, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 17:39:51,432 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 0:42:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 17:40:14,008 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 0:42:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-28 17:40:36,566 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 0:41:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-28 17:40:59,137 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 0:41:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-28 17:41:21,768 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 0:40:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 17:41:44,330 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 0:40:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 17:42:06,993 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 0:40:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 17:42:29,550 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 0:39:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 17:42:52,075 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 0:39:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 17:43:14,561 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 0:39:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 17:43:37,171 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 0:38:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-28 17:43:59,923 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 0:38:16, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264 +2023-12-28 17:44:22,446 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 0:37:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 17:44:44,952 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 0:37:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 17:45:07,473 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 0:37:07, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-28 17:45:29,992 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 0:36:44, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 17:45:52,571 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 0:36:21, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 17:46:05,032 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-28 17:47:32,846 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:47:32,927 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9947 +2023-12-28 17:47:32,932 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9615, top5_acc: 0.9947 +2023-12-28 17:48:12,637 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 0:35:46, time: 0.397, data_time: 0.171, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 17:48:35,077 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 0:35:23, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 17:48:57,567 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 0:35:00, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 17:49:20,107 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 0:34:36, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 17:49:42,584 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 0:34:13, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250 +2023-12-28 17:50:05,065 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 0:33:50, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 17:50:27,564 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 0:33:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241 +2023-12-28 17:50:50,110 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 0:33:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 17:51:12,722 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:32:41, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 17:51:35,430 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:32:18, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 17:51:58,208 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:31:55, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 17:52:20,903 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:31:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 17:52:43,583 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:31:09, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 17:53:06,252 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:30:46, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 17:53:29,001 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:30:23, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 17:53:51,625 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:30:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 17:54:14,215 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:29:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251 +2023-12-28 17:54:36,776 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:29:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 17:54:59,357 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:28:51, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 17:55:21,914 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:28:28, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 17:55:44,454 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:28:05, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 17:56:06,949 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:27:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 17:56:29,387 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:27:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-28 17:56:41,770 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-28 17:58:09,461 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:58:09,541 - pyskl - INFO - +top1_acc 0.9610 +top5_acc 0.9947 +2023-12-28 17:58:09,546 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9610, top5_acc: 0.9947 +2023-12-28 17:58:48,980 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:26:43, time: 0.394, data_time: 0.168, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 17:59:11,473 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:26:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-28 17:59:33,963 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:25:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 17:59:56,569 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:25:34, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2023-12-28 18:00:19,173 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:25:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 18:00:41,696 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:24:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243 +2023-12-28 18:01:04,241 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:24:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 18:01:26,778 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:24:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-28 18:01:49,299 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:23:39, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244 +2023-12-28 18:02:11,792 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:23:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 18:02:34,355 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:22:53, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2023-12-28 18:02:56,916 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:22:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 18:03:19,522 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:22:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 18:03:42,085 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:21:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 18:04:04,630 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:21:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 18:04:27,179 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:20:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 18:04:49,853 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:20:34, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 18:05:12,598 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:20:11, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0247, loss: 0.0247 +2023-12-28 18:05:35,246 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:19:48, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 18:05:57,785 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:19:25, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0239, loss: 0.0239 +2023-12-28 18:06:20,305 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:19:02, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 18:06:42,922 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:18:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-28 18:07:05,452 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:18:16, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232 +2023-12-28 18:07:17,782 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-28 18:08:45,635 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:08:45,714 - pyskl - INFO - +top1_acc 0.9615 +top5_acc 0.9949 +2023-12-28 18:08:45,718 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9615, top5_acc: 0.9949 +2023-12-28 18:09:25,252 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:17:41, time: 0.395, data_time: 0.171, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221 +2023-12-28 18:09:47,668 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:17:18, time: 0.224, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 18:10:10,213 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:16:55, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-28 18:10:32,766 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:16:32, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228 +2023-12-28 18:10:55,339 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:16:09, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224 +2023-12-28 18:11:17,940 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:15:46, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 18:11:40,826 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:15:23, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 18:12:03,625 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:15:00, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 18:12:26,547 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:14:37, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238 +2023-12-28 18:12:49,213 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:14:13, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 18:13:11,772 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:13:50, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233 +2023-12-28 18:13:34,271 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:13:27, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-28 18:13:56,768 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:13:04, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-28 18:14:19,286 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:12:41, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-28 18:14:41,867 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:12:18, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 18:15:04,730 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:11:55, time: 0.229, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 18:15:27,427 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:11:32, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252 +2023-12-28 18:15:49,953 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:11:09, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 18:16:12,468 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:10:46, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220 +2023-12-28 18:16:35,225 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:10:23, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 18:16:57,846 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:10:00, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216 +2023-12-28 18:17:20,438 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:09:37, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234 +2023-12-28 18:17:43,011 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:09:14, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 18:17:55,426 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-28 18:19:22,674 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:19:22,755 - pyskl - INFO - +top1_acc 0.9601 +top5_acc 0.9947 +2023-12-28 18:19:22,759 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9601, top5_acc: 0.9947 +2023-12-28 18:20:02,638 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:08:39, time: 0.399, data_time: 0.172, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 18:20:25,291 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:08:16, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2023-12-28 18:20:47,746 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:07:53, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240 +2023-12-28 18:21:10,290 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:07:30, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 18:21:32,962 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:07:06, time: 0.227, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 18:21:55,528 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:06:43, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258 +2023-12-28 18:22:18,032 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:06:20, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215 +2023-12-28 18:22:40,547 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:05:57, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219 +2023-12-28 18:23:03,080 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:05:34, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222 +2023-12-28 18:23:25,716 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:05:11, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237 +2023-12-28 18:23:48,260 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:04:48, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236 +2023-12-28 18:24:10,843 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:04:25, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223 +2023-12-28 18:24:33,412 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:04:02, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230 +2023-12-28 18:24:56,004 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:03:39, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242 +2023-12-28 18:25:18,638 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:03:16, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245 +2023-12-28 18:25:41,432 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:02:53, time: 0.228, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227 +2023-12-28 18:26:03,990 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:02:30, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253 +2023-12-28 18:26:26,551 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:02:07, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-28 18:26:49,102 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:01:44, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225 +2023-12-28 18:27:11,645 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:01:21, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231 +2023-12-28 18:27:34,212 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:00:58, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 0.9994, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229 +2023-12-28 18:27:56,764 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:00:35, time: 0.226, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217 +2023-12-28 18:28:19,308 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:12, time: 0.225, data_time: 0.000, memory: 6525, top1_acc: 1.0000, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235 +2023-12-28 18:28:31,712 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-28 18:29:59,407 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:29:59,488 - pyskl - INFO - +top1_acc 0.9617 +top5_acc 0.9950 +2023-12-28 18:29:59,493 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9617, top5_acc: 0.9950 +2023-12-28 18:30:07,254 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-28 18:41:53,861 - pyskl - INFO - Testing results of the last checkpoint +2023-12-28 18:41:53,861 - pyskl - INFO - top1_acc: 0.9630 +2023-12-28 18:41:53,861 - pyskl - INFO - top5_acc: 0.9950 +2023-12-28 18:41:53,862 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/j_1/best_top1_acc_epoch_145.pth +2023-12-28 18:53:39,963 - pyskl - INFO - Testing results of the best checkpoint +2023-12-28 18:53:39,964 - pyskl - INFO - top1_acc: 0.9633 +2023-12-28 18:53:39,964 - pyskl - INFO - top5_acc: 0.9951