diff --git "a/ntu60_xview/k_1/20231227_154059.log" "b/ntu60_xview/k_1/20231227_154059.log" new file mode 100644--- /dev/null +++ "b/ntu60_xview/k_1/20231227_154059.log" @@ -0,0 +1,4686 @@ +2023-12-27 15:40:59,806 - 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 15:41:00,087 - pyskl - INFO - Config: modality = 'k' +graph = 'nturgb+d' +work_dir = './work_dirs/test_prototype/ntu60_xview/k_1' +model = dict( + type='RecognizerGCN_7_1_1', + backbone=dict( + type='GCN_7_1_1', + tcn_ms_cfg=[(3, 1), (3, 2), (3, 3), (3, 4), ('max', 3), '1x1'], + graph_cfg=dict( + layout='nturgb+d', + mode='random', + num_filter=8, + init_off=0.04, + init_std=0.02)), + cls_head=dict(type='SimpleHead_7_4_1', 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='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + 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=['k']), + 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=['k']), + 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='Part_Drop'), + dict(type='GenSkeFeat', feats=['k']), + 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=['k']), + 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=['k']), + 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 15:41:00,088 - pyskl - INFO - Set random seed to 324737605, deterministic: False +2023-12-27 15:41:04,907 - pyskl - INFO - 37646 videos remain after valid thresholding +2023-12-27 15:41:12,320 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-27 15:41:12,324 - pyskl - INFO - Start running, host: lhd@cripacsir118, work_dir: /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1 +2023-12-27 15:41:12,324 - 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 15:41:12,324 - pyskl - INFO - workflow: [('train', 1)], max: 150 epochs +2023-12-27 15:41:12,324 - pyskl - INFO - Checkpoints will be saved to /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1 by HardDiskBackend. +2023-12-27 15:41:52,838 - pyskl - INFO - Epoch [1][100/2353] lr: 2.500e-02, eta: 1 day, 15:42:20, time: 0.405, data_time: 0.175, memory: 6499, top1_acc: 0.0275, top5_acc: 0.1506, loss_cls: 4.9425, loss: 4.9425 +2023-12-27 15:42:15,091 - pyskl - INFO - Epoch [1][200/2353] lr: 2.500e-02, eta: 1 day, 6:44:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.0500, top5_acc: 0.2112, loss_cls: 4.5627, loss: 4.5627 +2023-12-27 15:42:37,309 - pyskl - INFO - Epoch [1][300/2353] lr: 2.500e-02, eta: 1 day, 3:44:53, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.0525, top5_acc: 0.2369, loss_cls: 4.5181, loss: 4.5181 +2023-12-27 15:42:59,570 - pyskl - INFO - Epoch [1][400/2353] lr: 2.500e-02, eta: 1 day, 2:15:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.0750, top5_acc: 0.2569, loss_cls: 4.6413, loss: 4.6413 +2023-12-27 15:43:21,876 - pyskl - INFO - Epoch [1][500/2353] lr: 2.500e-02, eta: 1 day, 1:21:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.0856, top5_acc: 0.2975, loss_cls: 4.6187, loss: 4.6187 +2023-12-27 15:43:44,228 - pyskl - INFO - Epoch [1][600/2353] lr: 2.500e-02, eta: 1 day, 0:46:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.0975, top5_acc: 0.3394, loss_cls: 4.3284, loss: 4.3284 +2023-12-27 15:44:06,591 - pyskl - INFO - Epoch [1][700/2353] lr: 2.500e-02, eta: 1 day, 0:21:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1000, top5_acc: 0.3669, loss_cls: 4.5726, loss: 4.5726 +2023-12-27 15:44:28,980 - pyskl - INFO - Epoch [1][800/2353] lr: 2.500e-02, eta: 1 day, 0:02:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1113, top5_acc: 0.3825, loss_cls: 4.6176, loss: 4.6176 +2023-12-27 15:44:51,453 - pyskl - INFO - Epoch [1][900/2353] lr: 2.500e-02, eta: 23:48:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.1313, top5_acc: 0.4131, loss_cls: 4.4515, loss: 4.4515 +2023-12-27 15:45:13,872 - pyskl - INFO - Epoch [1][1000/2353] lr: 2.500e-02, eta: 23:36:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1237, top5_acc: 0.4506, loss_cls: 4.2399, loss: 4.2399 +2023-12-27 15:45:36,263 - pyskl - INFO - Epoch [1][1100/2353] lr: 2.500e-02, eta: 23:27:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1537, top5_acc: 0.4744, loss_cls: 4.0948, loss: 4.0948 +2023-12-27 15:45:58,608 - pyskl - INFO - Epoch [1][1200/2353] lr: 2.500e-02, eta: 23:18:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.1425, top5_acc: 0.5112, loss_cls: 3.9525, loss: 3.9525 +2023-12-27 15:46:20,959 - pyskl - INFO - Epoch [1][1300/2353] lr: 2.500e-02, eta: 23:11:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1663, top5_acc: 0.5363, loss_cls: 3.7844, loss: 3.7844 +2023-12-27 15:46:43,326 - pyskl - INFO - Epoch [1][1400/2353] lr: 2.500e-02, eta: 23:05:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1837, top5_acc: 0.5288, loss_cls: 3.7583, loss: 3.7583 +2023-12-27 15:47:05,656 - pyskl - INFO - Epoch [1][1500/2353] lr: 2.500e-02, eta: 22:59:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.2006, top5_acc: 0.5775, loss_cls: 3.6059, loss: 3.6059 +2023-12-27 15:47:28,054 - pyskl - INFO - Epoch [1][1600/2353] lr: 2.500e-02, eta: 22:55:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.1913, top5_acc: 0.5619, loss_cls: 3.6054, loss: 3.6054 +2023-12-27 15:47:50,431 - pyskl - INFO - Epoch [1][1700/2353] lr: 2.500e-02, eta: 22:50:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.2094, top5_acc: 0.5938, loss_cls: 3.5278, loss: 3.5278 +2023-12-27 15:48:12,795 - pyskl - INFO - Epoch [1][1800/2353] lr: 2.500e-02, eta: 22:47:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.2075, top5_acc: 0.5869, loss_cls: 3.5348, loss: 3.5348 +2023-12-27 15:48:35,189 - pyskl - INFO - Epoch [1][1900/2353] lr: 2.500e-02, eta: 22:43:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.2219, top5_acc: 0.5938, loss_cls: 3.4777, loss: 3.4777 +2023-12-27 15:48:57,568 - pyskl - INFO - Epoch [1][2000/2353] lr: 2.500e-02, eta: 22:40:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.2356, top5_acc: 0.6300, loss_cls: 3.4388, loss: 3.4388 +2023-12-27 15:49:19,977 - pyskl - INFO - Epoch [1][2100/2353] lr: 2.500e-02, eta: 22:37:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.2669, top5_acc: 0.6581, loss_cls: 3.2822, loss: 3.2822 +2023-12-27 15:49:42,377 - pyskl - INFO - Epoch [1][2200/2353] lr: 2.500e-02, eta: 22:35:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.2462, top5_acc: 0.6494, loss_cls: 3.3732, loss: 3.3732 +2023-12-27 15:50:04,777 - pyskl - INFO - Epoch [1][2300/2353] lr: 2.500e-02, eta: 22:32:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.2600, top5_acc: 0.6562, loss_cls: 3.3192, loss: 3.3192 +2023-12-27 15:50:17,258 - pyskl - INFO - Saving checkpoint at 1 epochs +2023-12-27 15:51:45,695 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 15:51:45,775 - pyskl - INFO - +top1_acc 0.3071 +top5_acc 0.7311 +2023-12-27 15:51:45,906 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. +2023-12-27 15:51:45,906 - pyskl - INFO - Best top1_acc is 0.3071 at 1 epoch. +2023-12-27 15:51:45,911 - pyskl - INFO - Epoch(val) [1][1184] top1_acc: 0.3071, top5_acc: 0.7311 +2023-12-27 15:52:26,003 - pyskl - INFO - Epoch [2][100/2353] lr: 2.500e-02, eta: 22:43:25, time: 0.401, data_time: 0.174, memory: 6499, top1_acc: 0.2875, top5_acc: 0.6813, loss_cls: 3.2764, loss: 3.2764 +2023-12-27 15:52:48,477 - pyskl - INFO - Epoch [2][200/2353] lr: 2.500e-02, eta: 22:41:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.3031, top5_acc: 0.7013, loss_cls: 3.1747, loss: 3.1747 +2023-12-27 15:53:11,028 - pyskl - INFO - Epoch [2][300/2353] lr: 2.500e-02, eta: 22:39:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.3100, top5_acc: 0.7275, loss_cls: 3.1461, loss: 3.1461 +2023-12-27 15:53:33,453 - pyskl - INFO - Epoch [2][400/2353] lr: 2.500e-02, eta: 22:36:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.3081, top5_acc: 0.7412, loss_cls: 3.0993, loss: 3.0993 +2023-12-27 15:53:55,868 - pyskl - INFO - Epoch [2][500/2353] lr: 2.500e-02, eta: 22:34:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.3050, top5_acc: 0.7562, loss_cls: 3.0446, loss: 3.0446 +2023-12-27 15:54:18,298 - pyskl - INFO - Epoch [2][600/2353] lr: 2.500e-02, eta: 22:32:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.3244, top5_acc: 0.7656, loss_cls: 3.0515, loss: 3.0515 +2023-12-27 15:54:40,688 - pyskl - INFO - Epoch [2][700/2353] lr: 2.500e-02, eta: 22:30:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.3550, top5_acc: 0.7662, loss_cls: 2.9778, loss: 2.9778 +2023-12-27 15:55:03,058 - pyskl - INFO - Epoch [2][800/2353] lr: 2.500e-02, eta: 22:29:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.3856, top5_acc: 0.7725, loss_cls: 2.9277, loss: 2.9277 +2023-12-27 15:55:25,466 - pyskl - INFO - Epoch [2][900/2353] lr: 2.499e-02, eta: 22:27:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.3819, top5_acc: 0.7975, loss_cls: 2.8413, loss: 2.8413 +2023-12-27 15:55:47,876 - pyskl - INFO - Epoch [2][1000/2353] lr: 2.499e-02, eta: 22:25:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.3962, top5_acc: 0.7931, loss_cls: 2.8383, loss: 2.8383 +2023-12-27 15:56:10,314 - pyskl - INFO - Epoch [2][1100/2353] lr: 2.499e-02, eta: 22:24:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.4012, top5_acc: 0.7913, loss_cls: 2.8068, loss: 2.8068 +2023-12-27 15:56:32,789 - pyskl - INFO - Epoch [2][1200/2353] lr: 2.499e-02, eta: 22:22:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4044, top5_acc: 0.8056, loss_cls: 2.8077, loss: 2.8077 +2023-12-27 15:56:55,309 - pyskl - INFO - Epoch [2][1300/2353] lr: 2.499e-02, eta: 22:21:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4194, top5_acc: 0.8306, loss_cls: 2.7100, loss: 2.7100 +2023-12-27 15:57:17,835 - pyskl - INFO - Epoch [2][1400/2353] lr: 2.499e-02, eta: 22:20:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4437, top5_acc: 0.8450, loss_cls: 2.6230, loss: 2.6230 +2023-12-27 15:57:40,380 - pyskl - INFO - Epoch [2][1500/2353] lr: 2.499e-02, eta: 22:19:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4619, top5_acc: 0.8344, loss_cls: 2.5944, loss: 2.5944 +2023-12-27 15:58:02,834 - pyskl - INFO - Epoch [2][1600/2353] lr: 2.499e-02, eta: 22:18:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4537, top5_acc: 0.8331, loss_cls: 2.6326, loss: 2.6326 +2023-12-27 15:58:25,270 - pyskl - INFO - Epoch [2][1700/2353] lr: 2.499e-02, eta: 22:16:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.4575, top5_acc: 0.8569, loss_cls: 2.5566, loss: 2.5566 +2023-12-27 15:58:47,746 - pyskl - INFO - Epoch [2][1800/2353] lr: 2.499e-02, eta: 22:15:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4675, top5_acc: 0.8350, loss_cls: 2.5923, loss: 2.5923 +2023-12-27 15:59:10,352 - pyskl - INFO - Epoch [2][1900/2353] lr: 2.499e-02, eta: 22:14:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4681, top5_acc: 0.8456, loss_cls: 2.5172, loss: 2.5172 +2023-12-27 15:59:32,869 - pyskl - INFO - Epoch [2][2000/2353] lr: 2.499e-02, eta: 22:13:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4781, top5_acc: 0.8419, loss_cls: 2.4877, loss: 2.4877 +2023-12-27 15:59:55,457 - pyskl - INFO - Epoch [2][2100/2353] lr: 2.499e-02, eta: 22:13:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.4800, top5_acc: 0.8594, loss_cls: 2.4039, loss: 2.4039 +2023-12-27 16:00:18,006 - pyskl - INFO - Epoch [2][2200/2353] lr: 2.499e-02, eta: 22:12:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.4931, top5_acc: 0.8588, loss_cls: 2.3603, loss: 2.3603 +2023-12-27 16:00:40,649 - pyskl - INFO - Epoch [2][2300/2353] lr: 2.499e-02, eta: 22:11:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5006, top5_acc: 0.8756, loss_cls: 2.2773, loss: 2.2773 +2023-12-27 16:00:53,017 - pyskl - INFO - Saving checkpoint at 2 epochs +2023-12-27 16:02:20,756 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:02:20,836 - pyskl - INFO - +top1_acc 0.4265 +top5_acc 0.8344 +2023-12-27 16:02:20,840 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_1.pth was removed +2023-12-27 16:02:20,966 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. +2023-12-27 16:02:20,966 - pyskl - INFO - Best top1_acc is 0.4265 at 2 epoch. +2023-12-27 16:02:20,971 - pyskl - INFO - Epoch(val) [2][1184] top1_acc: 0.4265, top5_acc: 0.8344 +2023-12-27 16:03:00,104 - pyskl - INFO - Epoch [3][100/2353] lr: 2.499e-02, eta: 22:15:39, time: 0.391, data_time: 0.167, memory: 6499, top1_acc: 0.4875, top5_acc: 0.8425, loss_cls: 2.3254, loss: 2.3254 +2023-12-27 16:03:22,496 - pyskl - INFO - Epoch [3][200/2353] lr: 2.499e-02, eta: 22:14:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5250, top5_acc: 0.8831, loss_cls: 2.1678, loss: 2.1678 +2023-12-27 16:03:44,889 - pyskl - INFO - Epoch [3][300/2353] lr: 2.499e-02, eta: 22:13:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5369, top5_acc: 0.8812, loss_cls: 2.2214, loss: 2.2214 +2023-12-27 16:04:07,310 - pyskl - INFO - Epoch [3][400/2353] lr: 2.499e-02, eta: 22:12:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5194, top5_acc: 0.8744, loss_cls: 2.2020, loss: 2.2020 +2023-12-27 16:04:29,743 - pyskl - INFO - Epoch [3][500/2353] lr: 2.499e-02, eta: 22:11:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5537, top5_acc: 0.8756, loss_cls: 2.1073, loss: 2.1073 +2023-12-27 16:04:52,119 - pyskl - INFO - Epoch [3][600/2353] lr: 2.499e-02, eta: 22:10:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5281, top5_acc: 0.8750, loss_cls: 2.1079, loss: 2.1079 +2023-12-27 16:05:14,535 - pyskl - INFO - Epoch [3][700/2353] lr: 2.499e-02, eta: 22:09:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5269, top5_acc: 0.8844, loss_cls: 2.0626, loss: 2.0626 +2023-12-27 16:05:36,957 - pyskl - INFO - Epoch [3][800/2353] lr: 2.498e-02, eta: 22:08:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5544, top5_acc: 0.8825, loss_cls: 1.9922, loss: 1.9922 +2023-12-27 16:05:59,370 - pyskl - INFO - Epoch [3][900/2353] lr: 2.498e-02, eta: 22:07:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5494, top5_acc: 0.8944, loss_cls: 1.9667, loss: 1.9667 +2023-12-27 16:06:21,949 - pyskl - INFO - Epoch [3][1000/2353] lr: 2.498e-02, eta: 22:06:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.5206, top5_acc: 0.8881, loss_cls: 2.0363, loss: 2.0363 +2023-12-27 16:06:44,435 - pyskl - INFO - Epoch [3][1100/2353] lr: 2.498e-02, eta: 22:05:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5481, top5_acc: 0.8881, loss_cls: 1.9926, loss: 1.9926 +2023-12-27 16:07:06,947 - pyskl - INFO - Epoch [3][1200/2353] lr: 2.498e-02, eta: 22:05:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5513, top5_acc: 0.8762, loss_cls: 2.0011, loss: 2.0011 +2023-12-27 16:07:29,380 - pyskl - INFO - Epoch [3][1300/2353] lr: 2.498e-02, eta: 22:04:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5625, top5_acc: 0.8962, loss_cls: 1.8989, loss: 1.8989 +2023-12-27 16:07:51,783 - pyskl - INFO - Epoch [3][1400/2353] lr: 2.498e-02, eta: 22:03:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5613, top5_acc: 0.8825, loss_cls: 1.9129, loss: 1.9129 +2023-12-27 16:08:14,254 - pyskl - INFO - Epoch [3][1500/2353] lr: 2.498e-02, eta: 22:02:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5550, top5_acc: 0.8838, loss_cls: 1.9028, loss: 1.9028 +2023-12-27 16:08:36,621 - pyskl - INFO - Epoch [3][1600/2353] lr: 2.498e-02, eta: 22:01:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5525, top5_acc: 0.8856, loss_cls: 1.8952, loss: 1.8952 +2023-12-27 16:08:58,913 - pyskl - INFO - Epoch [3][1700/2353] lr: 2.498e-02, eta: 22:00:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.5931, top5_acc: 0.8931, loss_cls: 1.8594, loss: 1.8594 +2023-12-27 16:09:21,173 - pyskl - INFO - Epoch [3][1800/2353] lr: 2.498e-02, eta: 22:00:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.5813, top5_acc: 0.9025, loss_cls: 1.7893, loss: 1.7893 +2023-12-27 16:09:43,439 - pyskl - INFO - Epoch [3][1900/2353] lr: 2.498e-02, eta: 21:59:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.5844, top5_acc: 0.8900, loss_cls: 1.8330, loss: 1.8330 +2023-12-27 16:10:05,700 - pyskl - INFO - Epoch [3][2000/2353] lr: 2.498e-02, eta: 21:58:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.9062, loss_cls: 1.7721, loss: 1.7721 +2023-12-27 16:10:27,965 - pyskl - INFO - Epoch [3][2100/2353] lr: 2.498e-02, eta: 21:57:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.5956, top5_acc: 0.8956, loss_cls: 1.7601, loss: 1.7601 +2023-12-27 16:10:50,259 - pyskl - INFO - Epoch [3][2200/2353] lr: 2.498e-02, eta: 21:56:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.5919, top5_acc: 0.8988, loss_cls: 1.7423, loss: 1.7423 +2023-12-27 16:11:12,573 - pyskl - INFO - Epoch [3][2300/2353] lr: 2.498e-02, eta: 21:55:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.5856, top5_acc: 0.8981, loss_cls: 1.7482, loss: 1.7482 +2023-12-27 16:11:24,884 - pyskl - INFO - Saving checkpoint at 3 epochs +2023-12-27 16:12:52,281 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:12:52,362 - pyskl - INFO - +top1_acc 0.6045 +top5_acc 0.9136 +2023-12-27 16:12:52,367 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_2.pth was removed +2023-12-27 16:12:52,489 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. +2023-12-27 16:12:52,490 - pyskl - INFO - Best top1_acc is 0.6045 at 3 epoch. +2023-12-27 16:12:52,494 - pyskl - INFO - Epoch(val) [3][1184] top1_acc: 0.6045, top5_acc: 0.9136 +2023-12-27 16:13:31,388 - pyskl - INFO - Epoch [4][100/2353] lr: 2.497e-02, eta: 21:58:20, time: 0.389, data_time: 0.166, memory: 6499, top1_acc: 0.5988, top5_acc: 0.8975, loss_cls: 1.7067, loss: 1.7067 +2023-12-27 16:13:53,841 - pyskl - INFO - Epoch [4][200/2353] lr: 2.497e-02, eta: 21:57:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5863, top5_acc: 0.9106, loss_cls: 1.7108, loss: 1.7108 +2023-12-27 16:14:16,236 - pyskl - INFO - Epoch [4][300/2353] lr: 2.497e-02, eta: 21:56:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5944, top5_acc: 0.8800, loss_cls: 1.7586, loss: 1.7586 +2023-12-27 16:14:38,604 - pyskl - INFO - Epoch [4][400/2353] lr: 2.497e-02, eta: 21:56:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5706, top5_acc: 0.8875, loss_cls: 1.8281, loss: 1.8281 +2023-12-27 16:15:00,966 - pyskl - INFO - Epoch [4][500/2353] lr: 2.497e-02, eta: 21:55:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5700, top5_acc: 0.8956, loss_cls: 1.8018, loss: 1.8018 +2023-12-27 16:15:23,381 - pyskl - INFO - Epoch [4][600/2353] lr: 2.497e-02, eta: 21:54:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.5881, top5_acc: 0.8944, loss_cls: 1.7572, loss: 1.7572 +2023-12-27 16:15:45,826 - pyskl - INFO - Epoch [4][700/2353] lr: 2.497e-02, eta: 21:53:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6019, top5_acc: 0.9081, loss_cls: 1.6799, loss: 1.6799 +2023-12-27 16:16:08,352 - pyskl - INFO - Epoch [4][800/2353] lr: 2.497e-02, eta: 21:53:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.5763, top5_acc: 0.9025, loss_cls: 1.6969, loss: 1.6969 +2023-12-27 16:16:30,871 - pyskl - INFO - Epoch [4][900/2353] lr: 2.497e-02, eta: 21:52:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6100, top5_acc: 0.9025, loss_cls: 1.6369, loss: 1.6369 +2023-12-27 16:16:53,213 - pyskl - INFO - Epoch [4][1000/2353] lr: 2.497e-02, eta: 21:52:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6056, top5_acc: 0.9175, loss_cls: 1.6264, loss: 1.6264 +2023-12-27 16:17:15,532 - pyskl - INFO - Epoch [4][1100/2353] lr: 2.497e-02, eta: 21:51:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.9194, loss_cls: 1.5411, loss: 1.5411 +2023-12-27 16:17:37,891 - pyskl - INFO - Epoch [4][1200/2353] lr: 2.497e-02, eta: 21:50:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6206, top5_acc: 0.9006, loss_cls: 1.6473, loss: 1.6473 +2023-12-27 16:18:00,324 - pyskl - INFO - Epoch [4][1300/2353] lr: 2.497e-02, eta: 21:49:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.9062, loss_cls: 1.5614, loss: 1.5614 +2023-12-27 16:18:22,778 - pyskl - INFO - Epoch [4][1400/2353] lr: 2.496e-02, eta: 21:49:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6438, top5_acc: 0.9181, loss_cls: 1.5317, loss: 1.5317 +2023-12-27 16:18:45,164 - pyskl - INFO - Epoch [4][1500/2353] lr: 2.496e-02, eta: 21:48:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6275, top5_acc: 0.9156, loss_cls: 1.5847, loss: 1.5847 +2023-12-27 16:19:07,564 - pyskl - INFO - Epoch [4][1600/2353] lr: 2.496e-02, eta: 21:48:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6225, top5_acc: 0.9206, loss_cls: 1.5857, loss: 1.5857 +2023-12-27 16:19:29,855 - pyskl - INFO - Epoch [4][1700/2353] lr: 2.496e-02, eta: 21:47:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9156, loss_cls: 1.5324, loss: 1.5324 +2023-12-27 16:19:52,254 - pyskl - INFO - Epoch [4][1800/2353] lr: 2.496e-02, eta: 21:46:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6256, top5_acc: 0.9050, loss_cls: 1.5614, loss: 1.5614 +2023-12-27 16:20:14,629 - pyskl - INFO - Epoch [4][1900/2353] lr: 2.496e-02, eta: 21:46:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6044, top5_acc: 0.9156, loss_cls: 1.5547, loss: 1.5547 +2023-12-27 16:20:37,056 - pyskl - INFO - Epoch [4][2000/2353] lr: 2.496e-02, eta: 21:45:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6119, top5_acc: 0.9069, loss_cls: 1.6049, loss: 1.6049 +2023-12-27 16:20:59,476 - pyskl - INFO - Epoch [4][2100/2353] lr: 2.496e-02, eta: 21:44:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9231, loss_cls: 1.4691, loss: 1.4691 +2023-12-27 16:21:21,859 - pyskl - INFO - Epoch [4][2200/2353] lr: 2.496e-02, eta: 21:44:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6356, top5_acc: 0.9075, loss_cls: 1.5247, loss: 1.5247 +2023-12-27 16:21:44,212 - pyskl - INFO - Epoch [4][2300/2353] lr: 2.496e-02, eta: 21:43:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6569, top5_acc: 0.9150, loss_cls: 1.4841, loss: 1.4841 +2023-12-27 16:21:56,482 - pyskl - INFO - Saving checkpoint at 4 epochs +2023-12-27 16:23:24,192 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:23:24,272 - pyskl - INFO - +top1_acc 0.7218 +top5_acc 0.9574 +2023-12-27 16:23:24,277 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_3.pth was removed +2023-12-27 16:23:24,402 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. +2023-12-27 16:23:24,403 - pyskl - INFO - Best top1_acc is 0.7218 at 4 epoch. +2023-12-27 16:23:24,407 - pyskl - INFO - Epoch(val) [4][1184] top1_acc: 0.7218, top5_acc: 0.9574 +2023-12-27 16:24:03,400 - pyskl - INFO - Epoch [5][100/2353] lr: 2.496e-02, eta: 21:45:29, time: 0.390, data_time: 0.167, memory: 6499, top1_acc: 0.6512, top5_acc: 0.9319, loss_cls: 1.3870, loss: 1.3870 +2023-12-27 16:24:25,795 - pyskl - INFO - Epoch [5][200/2353] lr: 2.495e-02, eta: 21:44:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6519, top5_acc: 0.9181, loss_cls: 1.5188, loss: 1.5188 +2023-12-27 16:24:48,204 - pyskl - INFO - Epoch [5][300/2353] lr: 2.495e-02, eta: 21:44:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6594, top5_acc: 0.9306, loss_cls: 1.4091, loss: 1.4091 +2023-12-27 16:25:10,584 - pyskl - INFO - Epoch [5][400/2353] lr: 2.495e-02, eta: 21:43:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9281, loss_cls: 1.4269, loss: 1.4269 +2023-12-27 16:25:32,961 - pyskl - INFO - Epoch [5][500/2353] lr: 2.495e-02, eta: 21:43:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6300, top5_acc: 0.9181, loss_cls: 1.5078, loss: 1.5078 +2023-12-27 16:25:55,319 - pyskl - INFO - Epoch [5][600/2353] lr: 2.495e-02, eta: 21:42:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6475, top5_acc: 0.9163, loss_cls: 1.4686, loss: 1.4686 +2023-12-27 16:26:17,708 - pyskl - INFO - Epoch [5][700/2353] lr: 2.495e-02, eta: 21:41:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9250, loss_cls: 1.4532, loss: 1.4532 +2023-12-27 16:26:40,050 - pyskl - INFO - Epoch [5][800/2353] lr: 2.495e-02, eta: 21:41:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6538, top5_acc: 0.9300, loss_cls: 1.4386, loss: 1.4386 +2023-12-27 16:27:02,397 - pyskl - INFO - Epoch [5][900/2353] lr: 2.495e-02, eta: 21:40:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6613, top5_acc: 0.9331, loss_cls: 1.4094, loss: 1.4094 +2023-12-27 16:27:24,741 - pyskl - INFO - Epoch [5][1000/2353] lr: 2.495e-02, eta: 21:39:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6494, top5_acc: 0.9306, loss_cls: 1.4390, loss: 1.4390 +2023-12-27 16:27:47,111 - pyskl - INFO - Epoch [5][1100/2353] lr: 2.495e-02, eta: 21:39:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9213, loss_cls: 1.4360, loss: 1.4360 +2023-12-27 16:28:09,601 - pyskl - INFO - Epoch [5][1200/2353] lr: 2.494e-02, eta: 21:38:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9113, loss_cls: 1.4787, loss: 1.4787 +2023-12-27 16:28:31,987 - pyskl - INFO - Epoch [5][1300/2353] lr: 2.494e-02, eta: 21:38:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6506, top5_acc: 0.9181, loss_cls: 1.4667, loss: 1.4667 +2023-12-27 16:28:54,431 - pyskl - INFO - Epoch [5][1400/2353] lr: 2.494e-02, eta: 21:37:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9250, loss_cls: 1.4100, loss: 1.4100 +2023-12-27 16:29:16,802 - pyskl - INFO - Epoch [5][1500/2353] lr: 2.494e-02, eta: 21:37:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9275, loss_cls: 1.4245, loss: 1.4245 +2023-12-27 16:29:39,183 - pyskl - INFO - Epoch [5][1600/2353] lr: 2.494e-02, eta: 21:36:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6562, top5_acc: 0.9281, loss_cls: 1.4012, loss: 1.4012 +2023-12-27 16:30:01,499 - pyskl - INFO - Epoch [5][1700/2353] lr: 2.494e-02, eta: 21:35:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6663, top5_acc: 0.9337, loss_cls: 1.3526, loss: 1.3526 +2023-12-27 16:30:23,853 - pyskl - INFO - Epoch [5][1800/2353] lr: 2.494e-02, eta: 21:35:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6369, top5_acc: 0.9163, loss_cls: 1.5140, loss: 1.5140 +2023-12-27 16:30:46,317 - pyskl - INFO - Epoch [5][1900/2353] lr: 2.494e-02, eta: 21:34:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6587, top5_acc: 0.9287, loss_cls: 1.3990, loss: 1.3990 +2023-12-27 16:31:08,714 - pyskl - INFO - Epoch [5][2000/2353] lr: 2.494e-02, eta: 21:34:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6719, top5_acc: 0.9331, loss_cls: 1.3563, loss: 1.3563 +2023-12-27 16:31:31,077 - pyskl - INFO - Epoch [5][2100/2353] lr: 2.493e-02, eta: 21:33:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6531, top5_acc: 0.9131, loss_cls: 1.4158, loss: 1.4158 +2023-12-27 16:31:53,438 - pyskl - INFO - Epoch [5][2200/2353] lr: 2.493e-02, eta: 21:33:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6600, top5_acc: 0.9263, loss_cls: 1.4149, loss: 1.4149 +2023-12-27 16:32:15,813 - pyskl - INFO - Epoch [5][2300/2353] lr: 2.493e-02, eta: 21:32:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6581, top5_acc: 0.9350, loss_cls: 1.4271, loss: 1.4271 +2023-12-27 16:32:28,103 - pyskl - INFO - Saving checkpoint at 5 epochs +2023-12-27 16:33:55,873 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:33:55,953 - pyskl - INFO - +top1_acc 0.7280 +top5_acc 0.9665 +2023-12-27 16:33:55,957 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_4.pth was removed +2023-12-27 16:33:56,079 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. +2023-12-27 16:33:56,079 - pyskl - INFO - Best top1_acc is 0.7280 at 5 epoch. +2023-12-27 16:33:56,083 - pyskl - INFO - Epoch(val) [5][1184] top1_acc: 0.7280, top5_acc: 0.9665 +2023-12-27 16:34:36,279 - pyskl - INFO - Epoch [6][100/2353] lr: 2.493e-02, eta: 21:34:35, time: 0.402, data_time: 0.177, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9287, loss_cls: 1.3756, loss: 1.3756 +2023-12-27 16:34:58,658 - pyskl - INFO - Epoch [6][200/2353] lr: 2.493e-02, eta: 21:34:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9344, loss_cls: 1.3371, loss: 1.3371 +2023-12-27 16:35:21,028 - pyskl - INFO - Epoch [6][300/2353] lr: 2.493e-02, eta: 21:33:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9175, loss_cls: 1.3962, loss: 1.3962 +2023-12-27 16:35:43,482 - pyskl - INFO - Epoch [6][400/2353] lr: 2.493e-02, eta: 21:32:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6625, top5_acc: 0.9194, loss_cls: 1.3685, loss: 1.3685 +2023-12-27 16:36:05,969 - pyskl - INFO - Epoch [6][500/2353] lr: 2.493e-02, eta: 21:32:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9237, loss_cls: 1.3945, loss: 1.3945 +2023-12-27 16:36:28,577 - pyskl - INFO - Epoch [6][600/2353] lr: 2.492e-02, eta: 21:31:58, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9313, loss_cls: 1.3186, loss: 1.3186 +2023-12-27 16:36:51,108 - pyskl - INFO - Epoch [6][700/2353] lr: 2.492e-02, eta: 21:31:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9269, loss_cls: 1.4262, loss: 1.4262 +2023-12-27 16:37:13,694 - pyskl - INFO - Epoch [6][800/2353] lr: 2.492e-02, eta: 21:31:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6606, top5_acc: 0.9213, loss_cls: 1.3831, loss: 1.3831 +2023-12-27 16:37:36,200 - pyskl - INFO - Epoch [6][900/2353] lr: 2.492e-02, eta: 21:30:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9344, loss_cls: 1.3253, loss: 1.3253 +2023-12-27 16:37:58,591 - pyskl - INFO - Epoch [6][1000/2353] lr: 2.492e-02, eta: 21:30:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6756, top5_acc: 0.9331, loss_cls: 1.3218, loss: 1.3218 +2023-12-27 16:38:20,995 - pyskl - INFO - Epoch [6][1100/2353] lr: 2.492e-02, eta: 21:29:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9250, loss_cls: 1.3256, loss: 1.3256 +2023-12-27 16:38:43,459 - pyskl - INFO - Epoch [6][1200/2353] lr: 2.492e-02, eta: 21:28:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6669, top5_acc: 0.9256, loss_cls: 1.3857, loss: 1.3857 +2023-12-27 16:39:05,873 - pyskl - INFO - Epoch [6][1300/2353] lr: 2.492e-02, eta: 21:28:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6637, top5_acc: 0.9244, loss_cls: 1.3722, loss: 1.3722 +2023-12-27 16:39:28,330 - pyskl - INFO - Epoch [6][1400/2353] lr: 2.491e-02, eta: 21:27:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9200, loss_cls: 1.3812, loss: 1.3812 +2023-12-27 16:39:50,733 - pyskl - INFO - Epoch [6][1500/2353] lr: 2.491e-02, eta: 21:27:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9263, loss_cls: 1.3378, loss: 1.3378 +2023-12-27 16:40:13,128 - pyskl - INFO - Epoch [6][1600/2353] lr: 2.491e-02, eta: 21:26:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9406, loss_cls: 1.2860, loss: 1.2860 +2023-12-27 16:40:35,482 - pyskl - INFO - Epoch [6][1700/2353] lr: 2.491e-02, eta: 21:26:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9169, loss_cls: 1.3835, loss: 1.3835 +2023-12-27 16:40:57,877 - pyskl - INFO - Epoch [6][1800/2353] lr: 2.491e-02, eta: 21:25:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6781, top5_acc: 0.9375, loss_cls: 1.3193, loss: 1.3193 +2023-12-27 16:41:20,379 - pyskl - INFO - Epoch [6][1900/2353] lr: 2.491e-02, eta: 21:25:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6650, top5_acc: 0.9225, loss_cls: 1.3652, loss: 1.3652 +2023-12-27 16:41:42,853 - pyskl - INFO - Epoch [6][2000/2353] lr: 2.491e-02, eta: 21:24:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6844, top5_acc: 0.9363, loss_cls: 1.3278, loss: 1.3278 +2023-12-27 16:42:05,300 - pyskl - INFO - Epoch [6][2100/2353] lr: 2.490e-02, eta: 21:24:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9269, loss_cls: 1.3202, loss: 1.3202 +2023-12-27 16:42:27,801 - pyskl - INFO - Epoch [6][2200/2353] lr: 2.490e-02, eta: 21:23:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6750, top5_acc: 0.9394, loss_cls: 1.3250, loss: 1.3250 +2023-12-27 16:42:50,186 - pyskl - INFO - Epoch [6][2300/2353] lr: 2.490e-02, eta: 21:23:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9444, loss_cls: 1.2692, loss: 1.2692 +2023-12-27 16:43:02,660 - pyskl - INFO - Saving checkpoint at 6 epochs +2023-12-27 16:44:30,555 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:44:30,634 - pyskl - INFO - +top1_acc 0.7382 +top5_acc 0.9662 +2023-12-27 16:44:30,638 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_5.pth was removed +2023-12-27 16:44:30,759 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. +2023-12-27 16:44:30,759 - pyskl - INFO - Best top1_acc is 0.7382 at 6 epoch. +2023-12-27 16:44:30,763 - pyskl - INFO - Epoch(val) [6][1184] top1_acc: 0.7382, top5_acc: 0.9662 +2023-12-27 16:45:10,942 - pyskl - INFO - Epoch [7][100/2353] lr: 2.490e-02, eta: 21:24:57, time: 0.402, data_time: 0.177, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9263, loss_cls: 1.3032, loss: 1.3032 +2023-12-27 16:45:33,357 - pyskl - INFO - Epoch [7][200/2353] lr: 2.490e-02, eta: 21:24:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9375, loss_cls: 1.2726, loss: 1.2726 +2023-12-27 16:45:56,065 - pyskl - INFO - Epoch [7][300/2353] lr: 2.490e-02, eta: 21:24:02, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9344, loss_cls: 1.3041, loss: 1.3041 +2023-12-27 16:46:18,629 - pyskl - INFO - Epoch [7][400/2353] lr: 2.490e-02, eta: 21:23:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6837, top5_acc: 0.9325, loss_cls: 1.3056, loss: 1.3056 +2023-12-27 16:46:41,236 - pyskl - INFO - Epoch [7][500/2353] lr: 2.489e-02, eta: 21:23:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9387, loss_cls: 1.2963, loss: 1.2963 +2023-12-27 16:47:03,769 - pyskl - INFO - Epoch [7][600/2353] lr: 2.489e-02, eta: 21:22:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9219, loss_cls: 1.3214, loss: 1.3214 +2023-12-27 16:47:26,194 - pyskl - INFO - Epoch [7][700/2353] lr: 2.489e-02, eta: 21:22:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9306, loss_cls: 1.2615, loss: 1.2615 +2023-12-27 16:47:48,649 - pyskl - INFO - Epoch [7][800/2353] lr: 2.489e-02, eta: 21:21:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9469, loss_cls: 1.2032, loss: 1.2032 +2023-12-27 16:48:11,163 - pyskl - INFO - Epoch [7][900/2353] lr: 2.489e-02, eta: 21:21:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6819, top5_acc: 0.9394, loss_cls: 1.2761, loss: 1.2761 +2023-12-27 16:48:33,780 - pyskl - INFO - Epoch [7][1000/2353] lr: 2.489e-02, eta: 21:20:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.6794, top5_acc: 0.9331, loss_cls: 1.3078, loss: 1.3078 +2023-12-27 16:48:56,304 - pyskl - INFO - Epoch [7][1100/2353] lr: 2.489e-02, eta: 21:20:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9387, loss_cls: 1.2310, loss: 1.2310 +2023-12-27 16:49:18,699 - pyskl - INFO - Epoch [7][1200/2353] lr: 2.488e-02, eta: 21:19:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6906, top5_acc: 0.9231, loss_cls: 1.3440, loss: 1.3440 +2023-12-27 16:49:41,042 - pyskl - INFO - Epoch [7][1300/2353] lr: 2.488e-02, eta: 21:19:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9444, loss_cls: 1.2106, loss: 1.2106 +2023-12-27 16:50:03,448 - pyskl - INFO - Epoch [7][1400/2353] lr: 2.488e-02, eta: 21:18:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6975, top5_acc: 0.9331, loss_cls: 1.3044, loss: 1.3044 +2023-12-27 16:50:25,859 - pyskl - INFO - Epoch [7][1500/2353] lr: 2.488e-02, eta: 21:18:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6850, top5_acc: 0.9425, loss_cls: 1.2666, loss: 1.2666 +2023-12-27 16:50:48,247 - pyskl - INFO - Epoch [7][1600/2353] lr: 2.488e-02, eta: 21:17:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6856, top5_acc: 0.9394, loss_cls: 1.2750, loss: 1.2750 +2023-12-27 16:51:10,621 - pyskl - INFO - Epoch [7][1700/2353] lr: 2.488e-02, eta: 21:17:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9381, loss_cls: 1.2593, loss: 1.2593 +2023-12-27 16:51:32,938 - pyskl - INFO - Epoch [7][1800/2353] lr: 2.487e-02, eta: 21:16:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9300, loss_cls: 1.2999, loss: 1.2999 +2023-12-27 16:51:55,231 - pyskl - INFO - Epoch [7][1900/2353] lr: 2.487e-02, eta: 21:16:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6806, top5_acc: 0.9400, loss_cls: 1.2628, loss: 1.2628 +2023-12-27 16:52:17,723 - pyskl - INFO - Epoch [7][2000/2353] lr: 2.487e-02, eta: 21:15:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6825, top5_acc: 0.9237, loss_cls: 1.3317, loss: 1.3317 +2023-12-27 16:52:40,129 - pyskl - INFO - Epoch [7][2100/2353] lr: 2.487e-02, eta: 21:15:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6944, top5_acc: 0.9369, loss_cls: 1.2636, loss: 1.2636 +2023-12-27 16:53:02,547 - pyskl - INFO - Epoch [7][2200/2353] lr: 2.487e-02, eta: 21:14:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9413, loss_cls: 1.2613, loss: 1.2613 +2023-12-27 16:53:25,060 - pyskl - INFO - Epoch [7][2300/2353] lr: 2.487e-02, eta: 21:14:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6875, top5_acc: 0.9350, loss_cls: 1.2735, loss: 1.2735 +2023-12-27 16:53:37,409 - pyskl - INFO - Saving checkpoint at 7 epochs +2023-12-27 16:55:05,516 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 16:55:05,598 - pyskl - INFO - +top1_acc 0.7403 +top5_acc 0.9648 +2023-12-27 16:55:05,602 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_6.pth was removed +2023-12-27 16:55:05,729 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. +2023-12-27 16:55:05,730 - pyskl - INFO - Best top1_acc is 0.7403 at 7 epoch. +2023-12-27 16:55:05,734 - pyskl - INFO - Epoch(val) [7][1184] top1_acc: 0.7403, top5_acc: 0.9648 +2023-12-27 16:55:45,602 - pyskl - INFO - Epoch [8][100/2353] lr: 2.486e-02, eta: 21:15:29, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.7037, top5_acc: 0.9444, loss_cls: 1.2271, loss: 1.2271 +2023-12-27 16:56:08,080 - pyskl - INFO - Epoch [8][200/2353] lr: 2.486e-02, eta: 21:15:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7081, top5_acc: 0.9287, loss_cls: 1.2456, loss: 1.2456 +2023-12-27 16:56:30,439 - pyskl - INFO - Epoch [8][300/2353] lr: 2.486e-02, eta: 21:14:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9306, loss_cls: 1.2482, loss: 1.2482 +2023-12-27 16:56:52,827 - pyskl - INFO - Epoch [8][400/2353] lr: 2.486e-02, eta: 21:14:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6900, top5_acc: 0.9394, loss_cls: 1.2910, loss: 1.2910 +2023-12-27 16:57:15,244 - pyskl - INFO - Epoch [8][500/2353] lr: 2.486e-02, eta: 21:13:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6887, top5_acc: 0.9394, loss_cls: 1.2328, loss: 1.2328 +2023-12-27 16:57:37,683 - pyskl - INFO - Epoch [8][600/2353] lr: 2.486e-02, eta: 21:13:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9387, loss_cls: 1.2277, loss: 1.2277 +2023-12-27 16:58:00,113 - pyskl - INFO - Epoch [8][700/2353] lr: 2.485e-02, eta: 21:12:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7000, top5_acc: 0.9381, loss_cls: 1.2262, loss: 1.2262 +2023-12-27 16:58:22,574 - pyskl - INFO - Epoch [8][800/2353] lr: 2.485e-02, eta: 21:12:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7031, top5_acc: 0.9437, loss_cls: 1.2347, loss: 1.2347 +2023-12-27 16:58:44,953 - pyskl - INFO - Epoch [8][900/2353] lr: 2.485e-02, eta: 21:11:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9413, loss_cls: 1.1997, loss: 1.1997 +2023-12-27 16:59:07,317 - pyskl - INFO - Epoch [8][1000/2353] lr: 2.485e-02, eta: 21:11:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7069, top5_acc: 0.9387, loss_cls: 1.2440, loss: 1.2440 +2023-12-27 16:59:29,729 - pyskl - INFO - Epoch [8][1100/2353] lr: 2.485e-02, eta: 21:10:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9381, loss_cls: 1.1959, loss: 1.1959 +2023-12-27 16:59:52,116 - pyskl - INFO - Epoch [8][1200/2353] lr: 2.485e-02, eta: 21:10:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6881, top5_acc: 0.9387, loss_cls: 1.2872, loss: 1.2872 +2023-12-27 17:00:14,499 - pyskl - INFO - Epoch [8][1300/2353] lr: 2.484e-02, eta: 21:09:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9325, loss_cls: 1.1861, loss: 1.1861 +2023-12-27 17:00:36,857 - pyskl - INFO - Epoch [8][1400/2353] lr: 2.484e-02, eta: 21:09:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6863, top5_acc: 0.9469, loss_cls: 1.2283, loss: 1.2283 +2023-12-27 17:00:59,240 - pyskl - INFO - Epoch [8][1500/2353] lr: 2.484e-02, eta: 21:08:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6775, top5_acc: 0.9313, loss_cls: 1.2860, loss: 1.2860 +2023-12-27 17:01:21,672 - pyskl - INFO - Epoch [8][1600/2353] lr: 2.484e-02, eta: 21:08:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9394, loss_cls: 1.1832, loss: 1.1832 +2023-12-27 17:01:44,103 - pyskl - INFO - Epoch [8][1700/2353] lr: 2.484e-02, eta: 21:07:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6763, top5_acc: 0.9344, loss_cls: 1.2648, loss: 1.2648 +2023-12-27 17:02:06,511 - pyskl - INFO - Epoch [8][1800/2353] lr: 2.484e-02, eta: 21:07:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7106, top5_acc: 0.9450, loss_cls: 1.2232, loss: 1.2232 +2023-12-27 17:02:28,854 - pyskl - INFO - Epoch [8][1900/2353] lr: 2.483e-02, eta: 21:06:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9363, loss_cls: 1.1910, loss: 1.1910 +2023-12-27 17:02:51,155 - pyskl - INFO - Epoch [8][2000/2353] lr: 2.483e-02, eta: 21:06:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9437, loss_cls: 1.1795, loss: 1.1795 +2023-12-27 17:03:13,464 - pyskl - INFO - Epoch [8][2100/2353] lr: 2.483e-02, eta: 21:05:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9313, loss_cls: 1.2329, loss: 1.2329 +2023-12-27 17:03:35,799 - pyskl - INFO - Epoch [8][2200/2353] lr: 2.483e-02, eta: 21:05:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.1755, loss: 1.1755 +2023-12-27 17:03:58,138 - pyskl - INFO - Epoch [8][2300/2353] lr: 2.483e-02, eta: 21:04:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9437, loss_cls: 1.1531, loss: 1.1531 +2023-12-27 17:04:10,553 - pyskl - INFO - Saving checkpoint at 8 epochs +2023-12-27 17:05:38,279 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:05:38,360 - pyskl - INFO - +top1_acc 0.7894 +top5_acc 0.9737 +2023-12-27 17:05:38,365 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_7.pth was removed +2023-12-27 17:05:38,491 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. +2023-12-27 17:05:38,491 - pyskl - INFO - Best top1_acc is 0.7894 at 8 epoch. +2023-12-27 17:05:38,496 - pyskl - INFO - Epoch(val) [8][1184] top1_acc: 0.7894, top5_acc: 0.9737 +2023-12-27 17:06:17,802 - pyskl - INFO - Epoch [9][100/2353] lr: 2.482e-02, eta: 21:05:32, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9394, loss_cls: 1.2107, loss: 1.2107 +2023-12-27 17:06:40,156 - pyskl - INFO - Epoch [9][200/2353] lr: 2.482e-02, eta: 21:05:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.6956, top5_acc: 0.9413, loss_cls: 1.2472, loss: 1.2472 +2023-12-27 17:07:02,534 - pyskl - INFO - Epoch [9][300/2353] lr: 2.482e-02, eta: 21:04:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 1.1607, loss: 1.1607 +2023-12-27 17:07:24,867 - pyskl - INFO - Epoch [9][400/2353] lr: 2.482e-02, eta: 21:04:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9506, loss_cls: 1.1229, loss: 1.1229 +2023-12-27 17:07:47,204 - pyskl - INFO - Epoch [9][500/2353] lr: 2.482e-02, eta: 21:03:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7100, top5_acc: 0.9413, loss_cls: 1.1999, loss: 1.1999 +2023-12-27 17:08:09,603 - pyskl - INFO - Epoch [9][600/2353] lr: 2.481e-02, eta: 21:03:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9494, loss_cls: 1.1561, loss: 1.1561 +2023-12-27 17:08:32,002 - pyskl - INFO - Epoch [9][700/2353] lr: 2.481e-02, eta: 21:02:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9356, loss_cls: 1.2304, loss: 1.2304 +2023-12-27 17:08:54,386 - pyskl - INFO - Epoch [9][800/2353] lr: 2.481e-02, eta: 21:02:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7194, top5_acc: 0.9394, loss_cls: 1.1928, loss: 1.1928 +2023-12-27 17:09:16,841 - pyskl - INFO - Epoch [9][900/2353] lr: 2.481e-02, eta: 21:01:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7119, top5_acc: 0.9494, loss_cls: 1.1739, loss: 1.1739 +2023-12-27 17:09:39,244 - pyskl - INFO - Epoch [9][1000/2353] lr: 2.481e-02, eta: 21:01:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9475, loss_cls: 1.1693, loss: 1.1693 +2023-12-27 17:10:01,619 - pyskl - INFO - Epoch [9][1100/2353] lr: 2.480e-02, eta: 21:00:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7269, top5_acc: 0.9387, loss_cls: 1.1477, loss: 1.1477 +2023-12-27 17:10:24,124 - pyskl - INFO - Epoch [9][1200/2353] lr: 2.480e-02, eta: 21:00:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 1.1873, loss: 1.1873 +2023-12-27 17:10:46,601 - pyskl - INFO - Epoch [9][1300/2353] lr: 2.480e-02, eta: 20:59:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9456, loss_cls: 1.1433, loss: 1.1433 +2023-12-27 17:11:08,963 - pyskl - INFO - Epoch [9][1400/2353] lr: 2.480e-02, eta: 20:59:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7200, top5_acc: 0.9444, loss_cls: 1.1580, loss: 1.1580 +2023-12-27 17:11:31,280 - pyskl - INFO - Epoch [9][1500/2353] lr: 2.480e-02, eta: 20:58:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9550, loss_cls: 1.0991, loss: 1.0991 +2023-12-27 17:11:53,633 - pyskl - INFO - Epoch [9][1600/2353] lr: 2.479e-02, eta: 20:58:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9481, loss_cls: 1.1583, loss: 1.1583 +2023-12-27 17:12:15,980 - pyskl - INFO - Epoch [9][1700/2353] lr: 2.479e-02, eta: 20:57:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.6931, top5_acc: 0.9350, loss_cls: 1.2256, loss: 1.2256 +2023-12-27 17:12:38,358 - pyskl - INFO - Epoch [9][1800/2353] lr: 2.479e-02, eta: 20:57:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7013, top5_acc: 0.9487, loss_cls: 1.2066, loss: 1.2066 +2023-12-27 17:13:00,873 - pyskl - INFO - Epoch [9][1900/2353] lr: 2.479e-02, eta: 20:57:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7188, top5_acc: 0.9444, loss_cls: 1.1373, loss: 1.1373 +2023-12-27 17:13:23,367 - pyskl - INFO - Epoch [9][2000/2353] lr: 2.479e-02, eta: 20:56:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9506, loss_cls: 1.0783, loss: 1.0783 +2023-12-27 17:13:45,758 - pyskl - INFO - Epoch [9][2100/2353] lr: 2.478e-02, eta: 20:56:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7150, top5_acc: 0.9450, loss_cls: 1.1737, loss: 1.1737 +2023-12-27 17:14:08,228 - pyskl - INFO - Epoch [9][2200/2353] lr: 2.478e-02, eta: 20:55:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7056, top5_acc: 0.9400, loss_cls: 1.1804, loss: 1.1804 +2023-12-27 17:14:30,707 - pyskl - INFO - Epoch [9][2300/2353] lr: 2.478e-02, eta: 20:55:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7219, top5_acc: 0.9481, loss_cls: 1.1234, loss: 1.1234 +2023-12-27 17:14:43,193 - pyskl - INFO - Saving checkpoint at 9 epochs +2023-12-27 17:16:10,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:16:10,903 - pyskl - INFO - +top1_acc 0.7933 +top5_acc 0.9751 +2023-12-27 17:16:10,907 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_8.pth was removed +2023-12-27 17:16:11,035 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. +2023-12-27 17:16:11,035 - pyskl - INFO - Best top1_acc is 0.7933 at 9 epoch. +2023-12-27 17:16:11,040 - pyskl - INFO - Epoch(val) [9][1184] top1_acc: 0.7933, top5_acc: 0.9751 +2023-12-27 17:16:50,305 - pyskl - INFO - Epoch [10][100/2353] lr: 2.478e-02, eta: 20:55:54, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9356, loss_cls: 1.1640, loss: 1.1640 +2023-12-27 17:17:12,694 - pyskl - INFO - Epoch [10][200/2353] lr: 2.477e-02, eta: 20:55:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.1008, loss: 1.1008 +2023-12-27 17:17:35,169 - pyskl - INFO - Epoch [10][300/2353] lr: 2.477e-02, eta: 20:55:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9487, loss_cls: 1.0665, loss: 1.0665 +2023-12-27 17:17:57,648 - pyskl - INFO - Epoch [10][400/2353] lr: 2.477e-02, eta: 20:54:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9425, loss_cls: 1.1494, loss: 1.1494 +2023-12-27 17:18:20,242 - pyskl - INFO - Epoch [10][500/2353] lr: 2.477e-02, eta: 20:54:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9500, loss_cls: 1.1008, loss: 1.1008 +2023-12-27 17:18:42,731 - pyskl - INFO - Epoch [10][600/2353] lr: 2.477e-02, eta: 20:53:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9469, loss_cls: 1.1311, loss: 1.1311 +2023-12-27 17:19:05,202 - pyskl - INFO - Epoch [10][700/2353] lr: 2.476e-02, eta: 20:53:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9550, loss_cls: 1.0829, loss: 1.0829 +2023-12-27 17:19:27,705 - pyskl - INFO - Epoch [10][800/2353] lr: 2.476e-02, eta: 20:52:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7262, top5_acc: 0.9437, loss_cls: 1.1298, loss: 1.1298 +2023-12-27 17:19:50,169 - pyskl - INFO - Epoch [10][900/2353] lr: 2.476e-02, eta: 20:52:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 1.1359, loss: 1.1359 +2023-12-27 17:20:12,625 - pyskl - INFO - Epoch [10][1000/2353] lr: 2.476e-02, eta: 20:51:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9463, loss_cls: 1.1270, loss: 1.1270 +2023-12-27 17:20:35,129 - pyskl - INFO - Epoch [10][1100/2353] lr: 2.476e-02, eta: 20:51:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9550, loss_cls: 1.1184, loss: 1.1184 +2023-12-27 17:20:57,629 - pyskl - INFO - Epoch [10][1200/2353] lr: 2.475e-02, eta: 20:51:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9425, loss_cls: 1.2063, loss: 1.2063 +2023-12-27 17:21:20,117 - pyskl - INFO - Epoch [10][1300/2353] lr: 2.475e-02, eta: 20:50:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9506, loss_cls: 1.0835, loss: 1.0835 +2023-12-27 17:21:42,580 - pyskl - INFO - Epoch [10][1400/2353] lr: 2.475e-02, eta: 20:50:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7306, top5_acc: 0.9456, loss_cls: 1.1379, loss: 1.1379 +2023-12-27 17:22:05,023 - pyskl - INFO - Epoch [10][1500/2353] lr: 2.475e-02, eta: 20:49:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9463, loss_cls: 1.1187, loss: 1.1187 +2023-12-27 17:22:27,424 - pyskl - INFO - Epoch [10][1600/2353] lr: 2.474e-02, eta: 20:49:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9513, loss_cls: 1.1108, loss: 1.1108 +2023-12-27 17:22:49,817 - pyskl - INFO - Epoch [10][1700/2353] lr: 2.474e-02, eta: 20:48:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7156, top5_acc: 0.9525, loss_cls: 1.1375, loss: 1.1375 +2023-12-27 17:23:12,192 - pyskl - INFO - Epoch [10][1800/2353] lr: 2.474e-02, eta: 20:48:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7044, top5_acc: 0.9456, loss_cls: 1.1591, loss: 1.1591 +2023-12-27 17:23:34,576 - pyskl - INFO - Epoch [10][1900/2353] lr: 2.474e-02, eta: 20:47:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9406, loss_cls: 1.1430, loss: 1.1430 +2023-12-27 17:23:57,053 - pyskl - INFO - Epoch [10][2000/2353] lr: 2.473e-02, eta: 20:47:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6713, top5_acc: 0.9187, loss_cls: 1.3738, loss: 1.3738 +2023-12-27 17:24:19,590 - pyskl - INFO - Epoch [10][2100/2353] lr: 2.473e-02, eta: 20:47:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.6950, top5_acc: 0.9344, loss_cls: 1.2494, loss: 1.2494 +2023-12-27 17:24:42,238 - pyskl - INFO - Epoch [10][2200/2353] lr: 2.473e-02, eta: 20:46:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9456, loss_cls: 1.1742, loss: 1.1742 +2023-12-27 17:25:04,702 - pyskl - INFO - Epoch [10][2300/2353] lr: 2.473e-02, eta: 20:46:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7212, top5_acc: 0.9506, loss_cls: 1.1407, loss: 1.1407 +2023-12-27 17:25:17,064 - pyskl - INFO - Saving checkpoint at 10 epochs +2023-12-27 17:26:44,434 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:26:44,515 - pyskl - INFO - +top1_acc 0.8002 +top5_acc 0.9775 +2023-12-27 17:26:44,519 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_9.pth was removed +2023-12-27 17:26:44,641 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. +2023-12-27 17:26:44,641 - pyskl - INFO - Best top1_acc is 0.8002 at 10 epoch. +2023-12-27 17:26:44,645 - pyskl - INFO - Epoch(val) [10][1184] top1_acc: 0.8002, top5_acc: 0.9775 +2023-12-27 17:27:23,872 - pyskl - INFO - Epoch [11][100/2353] lr: 2.472e-02, eta: 20:46:46, time: 0.392, data_time: 0.168, memory: 6499, top1_acc: 0.7181, top5_acc: 0.9413, loss_cls: 1.1277, loss: 1.1277 +2023-12-27 17:27:46,221 - pyskl - INFO - Epoch [11][200/2353] lr: 2.472e-02, eta: 20:46:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9525, loss_cls: 1.0778, loss: 1.0778 +2023-12-27 17:28:08,570 - pyskl - INFO - Epoch [11][300/2353] lr: 2.472e-02, eta: 20:45:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7412, top5_acc: 0.9463, loss_cls: 1.0968, loss: 1.0968 +2023-12-27 17:28:30,956 - pyskl - INFO - Epoch [11][400/2353] lr: 2.472e-02, eta: 20:45:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9625, loss_cls: 1.0514, loss: 1.0514 +2023-12-27 17:28:53,346 - pyskl - INFO - Epoch [11][500/2353] lr: 2.472e-02, eta: 20:44:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9387, loss_cls: 1.1288, loss: 1.1288 +2023-12-27 17:29:15,725 - pyskl - INFO - Epoch [11][600/2353] lr: 2.471e-02, eta: 20:44:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9513, loss_cls: 1.0836, loss: 1.0836 +2023-12-27 17:29:38,178 - pyskl - INFO - Epoch [11][700/2353] lr: 2.471e-02, eta: 20:44:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9544, loss_cls: 1.0704, loss: 1.0704 +2023-12-27 17:30:00,560 - pyskl - INFO - Epoch [11][800/2353] lr: 2.471e-02, eta: 20:43:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9487, loss_cls: 1.0875, loss: 1.0875 +2023-12-27 17:30:22,987 - pyskl - INFO - Epoch [11][900/2353] lr: 2.471e-02, eta: 20:43:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7250, top5_acc: 0.9456, loss_cls: 1.1003, loss: 1.1003 +2023-12-27 17:30:45,427 - pyskl - INFO - Epoch [11][1000/2353] lr: 2.470e-02, eta: 20:42:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7094, top5_acc: 0.9431, loss_cls: 1.2008, loss: 1.2008 +2023-12-27 17:31:07,845 - pyskl - INFO - Epoch [11][1100/2353] lr: 2.470e-02, eta: 20:42:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9525, loss_cls: 1.0951, loss: 1.0951 +2023-12-27 17:31:30,241 - pyskl - INFO - Epoch [11][1200/2353] lr: 2.470e-02, eta: 20:41:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9537, loss_cls: 1.0844, loss: 1.0844 +2023-12-27 17:31:52,624 - pyskl - INFO - Epoch [11][1300/2353] lr: 2.470e-02, eta: 20:41:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7131, top5_acc: 0.9400, loss_cls: 1.1611, loss: 1.1611 +2023-12-27 17:32:15,013 - pyskl - INFO - Epoch [11][1400/2353] lr: 2.469e-02, eta: 20:40:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7356, top5_acc: 0.9550, loss_cls: 1.0775, loss: 1.0775 +2023-12-27 17:32:37,376 - pyskl - INFO - Epoch [11][1500/2353] lr: 2.469e-02, eta: 20:40:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9444, loss_cls: 1.1132, loss: 1.1132 +2023-12-27 17:32:59,783 - pyskl - INFO - Epoch [11][1600/2353] lr: 2.469e-02, eta: 20:40:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7281, top5_acc: 0.9469, loss_cls: 1.1569, loss: 1.1569 +2023-12-27 17:33:22,324 - pyskl - INFO - Epoch [11][1700/2353] lr: 2.469e-02, eta: 20:39:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9487, loss_cls: 1.0841, loss: 1.0841 +2023-12-27 17:33:44,847 - pyskl - INFO - Epoch [11][1800/2353] lr: 2.468e-02, eta: 20:39:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 1.1242, loss: 1.1242 +2023-12-27 17:34:07,324 - pyskl - INFO - Epoch [11][1900/2353] lr: 2.468e-02, eta: 20:38:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7125, top5_acc: 0.9513, loss_cls: 1.1646, loss: 1.1646 +2023-12-27 17:34:29,805 - pyskl - INFO - Epoch [11][2000/2353] lr: 2.468e-02, eta: 20:38:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9487, loss_cls: 1.0732, loss: 1.0732 +2023-12-27 17:34:52,242 - pyskl - INFO - Epoch [11][2100/2353] lr: 2.468e-02, eta: 20:37:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7300, top5_acc: 0.9481, loss_cls: 1.0835, loss: 1.0835 +2023-12-27 17:35:14,610 - pyskl - INFO - Epoch [11][2200/2353] lr: 2.467e-02, eta: 20:37:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9500, loss_cls: 1.0802, loss: 1.0802 +2023-12-27 17:35:37,189 - pyskl - INFO - Epoch [11][2300/2353] lr: 2.467e-02, eta: 20:37:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9469, loss_cls: 1.0974, loss: 1.0974 +2023-12-27 17:35:49,557 - pyskl - INFO - Saving checkpoint at 11 epochs +2023-12-27 17:37:17,380 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:37:17,461 - pyskl - INFO - +top1_acc 0.7926 +top5_acc 0.9782 +2023-12-27 17:37:17,465 - pyskl - INFO - Epoch(val) [11][1184] top1_acc: 0.7926, top5_acc: 0.9782 +2023-12-27 17:37:57,152 - pyskl - INFO - Epoch [12][100/2353] lr: 2.467e-02, eta: 20:37:33, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9575, loss_cls: 1.0024, loss: 1.0024 +2023-12-27 17:38:19,671 - pyskl - INFO - Epoch [12][200/2353] lr: 2.466e-02, eta: 20:37:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9400, loss_cls: 1.1754, loss: 1.1754 +2023-12-27 17:38:42,153 - pyskl - INFO - Epoch [12][300/2353] lr: 2.466e-02, eta: 20:36:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9481, loss_cls: 1.1085, loss: 1.1085 +2023-12-27 17:39:04,619 - pyskl - INFO - Epoch [12][400/2353] lr: 2.466e-02, eta: 20:36:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9456, loss_cls: 1.0756, loss: 1.0756 +2023-12-27 17:39:27,068 - pyskl - INFO - Epoch [12][500/2353] lr: 2.466e-02, eta: 20:35:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9531, loss_cls: 0.9780, loss: 0.9780 +2023-12-27 17:39:49,463 - pyskl - INFO - Epoch [12][600/2353] lr: 2.465e-02, eta: 20:35:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9619, loss_cls: 0.9980, loss: 0.9980 +2023-12-27 17:40:11,929 - pyskl - INFO - Epoch [12][700/2353] lr: 2.465e-02, eta: 20:34:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9606, loss_cls: 1.0330, loss: 1.0330 +2023-12-27 17:40:34,327 - pyskl - INFO - Epoch [12][800/2353] lr: 2.465e-02, eta: 20:34:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7113, top5_acc: 0.9337, loss_cls: 1.2020, loss: 1.2020 +2023-12-27 17:40:56,796 - pyskl - INFO - Epoch [12][900/2353] lr: 2.465e-02, eta: 20:34:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7231, top5_acc: 0.9550, loss_cls: 1.0994, loss: 1.0994 +2023-12-27 17:41:19,197 - pyskl - INFO - Epoch [12][1000/2353] lr: 2.464e-02, eta: 20:33:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9544, loss_cls: 1.0023, loss: 1.0023 +2023-12-27 17:41:41,615 - pyskl - INFO - Epoch [12][1100/2353] lr: 2.464e-02, eta: 20:33:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7244, top5_acc: 0.9563, loss_cls: 1.0827, loss: 1.0827 +2023-12-27 17:42:04,024 - pyskl - INFO - Epoch [12][1200/2353] lr: 2.464e-02, eta: 20:32:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9525, loss_cls: 1.0540, loss: 1.0540 +2023-12-27 17:42:26,524 - pyskl - INFO - Epoch [12][1300/2353] lr: 2.464e-02, eta: 20:32:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9506, loss_cls: 1.0259, loss: 1.0259 +2023-12-27 17:42:48,979 - pyskl - INFO - Epoch [12][1400/2353] lr: 2.463e-02, eta: 20:31:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9563, loss_cls: 1.0376, loss: 1.0376 +2023-12-27 17:43:11,361 - pyskl - INFO - Epoch [12][1500/2353] lr: 2.463e-02, eta: 20:31:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7225, top5_acc: 0.9537, loss_cls: 1.0798, loss: 1.0798 +2023-12-27 17:43:33,755 - pyskl - INFO - Epoch [12][1600/2353] lr: 2.463e-02, eta: 20:31:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7294, top5_acc: 0.9500, loss_cls: 1.0780, loss: 1.0780 +2023-12-27 17:43:56,097 - pyskl - INFO - Epoch [12][1700/2353] lr: 2.463e-02, eta: 20:30:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9537, loss_cls: 1.0598, loss: 1.0598 +2023-12-27 17:44:18,419 - pyskl - INFO - Epoch [12][1800/2353] lr: 2.462e-02, eta: 20:30:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7256, top5_acc: 0.9506, loss_cls: 1.1050, loss: 1.1050 +2023-12-27 17:44:40,738 - pyskl - INFO - Epoch [12][1900/2353] lr: 2.462e-02, eta: 20:29:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7362, top5_acc: 0.9450, loss_cls: 1.0931, loss: 1.0931 +2023-12-27 17:45:03,058 - pyskl - INFO - Epoch [12][2000/2353] lr: 2.462e-02, eta: 20:29:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7238, top5_acc: 0.9425, loss_cls: 1.1300, loss: 1.1300 +2023-12-27 17:45:25,507 - pyskl - INFO - Epoch [12][2100/2353] lr: 2.461e-02, eta: 20:28:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7350, top5_acc: 0.9431, loss_cls: 1.1147, loss: 1.1147 +2023-12-27 17:45:48,078 - pyskl - INFO - Epoch [12][2200/2353] lr: 2.461e-02, eta: 20:28:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9513, loss_cls: 1.0317, loss: 1.0317 +2023-12-27 17:46:10,549 - pyskl - INFO - Epoch [12][2300/2353] lr: 2.461e-02, eta: 20:28:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7175, top5_acc: 0.9444, loss_cls: 1.1002, loss: 1.1002 +2023-12-27 17:46:22,910 - pyskl - INFO - Saving checkpoint at 12 epochs +2023-12-27 17:47:50,679 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:47:50,760 - pyskl - INFO - +top1_acc 0.6809 +top5_acc 0.9379 +2023-12-27 17:47:50,764 - pyskl - INFO - Epoch(val) [12][1184] top1_acc: 0.6809, top5_acc: 0.9379 +2023-12-27 17:48:30,252 - pyskl - INFO - Epoch [13][100/2353] lr: 2.460e-02, eta: 20:28:21, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9575, loss_cls: 1.0153, loss: 1.0153 +2023-12-27 17:48:52,627 - pyskl - INFO - Epoch [13][200/2353] lr: 2.460e-02, eta: 20:27:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9537, loss_cls: 1.0204, loss: 1.0204 +2023-12-27 17:49:14,989 - pyskl - INFO - Epoch [13][300/2353] lr: 2.460e-02, eta: 20:27:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7394, top5_acc: 0.9563, loss_cls: 1.0408, loss: 1.0408 +2023-12-27 17:49:37,416 - pyskl - INFO - Epoch [13][400/2353] lr: 2.460e-02, eta: 20:27:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9619, loss_cls: 0.9772, loss: 0.9772 +2023-12-27 17:49:59,827 - pyskl - INFO - Epoch [13][500/2353] lr: 2.459e-02, eta: 20:26:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9537, loss_cls: 1.0510, loss: 1.0510 +2023-12-27 17:50:22,234 - pyskl - INFO - Epoch [13][600/2353] lr: 2.459e-02, eta: 20:26:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9531, loss_cls: 1.0332, loss: 1.0332 +2023-12-27 17:50:44,668 - pyskl - INFO - Epoch [13][700/2353] lr: 2.459e-02, eta: 20:25:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9463, loss_cls: 1.0447, loss: 1.0447 +2023-12-27 17:51:07,168 - pyskl - INFO - Epoch [13][800/2353] lr: 2.458e-02, eta: 20:25:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9500, loss_cls: 1.0749, loss: 1.0749 +2023-12-27 17:51:29,626 - pyskl - INFO - Epoch [13][900/2353] lr: 2.458e-02, eta: 20:24:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9537, loss_cls: 0.9902, loss: 0.9902 +2023-12-27 17:51:52,065 - pyskl - INFO - Epoch [13][1000/2353] lr: 2.458e-02, eta: 20:24:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9487, loss_cls: 1.0649, loss: 1.0649 +2023-12-27 17:52:14,484 - pyskl - INFO - Epoch [13][1100/2353] lr: 2.458e-02, eta: 20:24:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9600, loss_cls: 1.0315, loss: 1.0315 +2023-12-27 17:52:36,931 - pyskl - INFO - Epoch [13][1200/2353] lr: 2.457e-02, eta: 20:23:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9444, loss_cls: 1.0612, loss: 1.0612 +2023-12-27 17:52:59,310 - pyskl - INFO - Epoch [13][1300/2353] lr: 2.457e-02, eta: 20:23:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9544, loss_cls: 1.0730, loss: 1.0730 +2023-12-27 17:53:21,690 - pyskl - INFO - Epoch [13][1400/2353] lr: 2.457e-02, eta: 20:22:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 0.9850, loss: 0.9850 +2023-12-27 17:53:44,080 - pyskl - INFO - Epoch [13][1500/2353] lr: 2.456e-02, eta: 20:22:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7475, top5_acc: 0.9519, loss_cls: 1.0233, loss: 1.0233 +2023-12-27 17:54:06,477 - pyskl - INFO - Epoch [13][1600/2353] lr: 2.456e-02, eta: 20:21:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7331, top5_acc: 0.9487, loss_cls: 1.1037, loss: 1.1037 +2023-12-27 17:54:28,874 - pyskl - INFO - Epoch [13][1700/2353] lr: 2.456e-02, eta: 20:21:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7369, top5_acc: 0.9450, loss_cls: 1.1079, loss: 1.1079 +2023-12-27 17:54:51,279 - pyskl - INFO - Epoch [13][1800/2353] lr: 2.456e-02, eta: 20:21:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9481, loss_cls: 1.0601, loss: 1.0601 +2023-12-27 17:55:13,712 - pyskl - INFO - Epoch [13][1900/2353] lr: 2.455e-02, eta: 20:20:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9513, loss_cls: 1.0165, loss: 1.0165 +2023-12-27 17:55:36,134 - pyskl - INFO - Epoch [13][2000/2353] lr: 2.455e-02, eta: 20:20:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7406, top5_acc: 0.9569, loss_cls: 1.0114, loss: 1.0114 +2023-12-27 17:55:58,587 - pyskl - INFO - Epoch [13][2100/2353] lr: 2.455e-02, eta: 20:19:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9756, loss_cls: 0.9094, loss: 0.9094 +2023-12-27 17:56:21,054 - pyskl - INFO - Epoch [13][2200/2353] lr: 2.454e-02, eta: 20:19:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9513, loss_cls: 1.0043, loss: 1.0043 +2023-12-27 17:56:43,467 - pyskl - INFO - Epoch [13][2300/2353] lr: 2.454e-02, eta: 20:18:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7400, top5_acc: 0.9569, loss_cls: 1.0676, loss: 1.0676 +2023-12-27 17:56:55,833 - pyskl - INFO - Saving checkpoint at 13 epochs +2023-12-27 17:58:23,293 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 17:58:23,372 - pyskl - INFO - +top1_acc 0.8070 +top5_acc 0.9748 +2023-12-27 17:58:23,376 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_10.pth was removed +2023-12-27 17:58:23,501 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_13.pth. +2023-12-27 17:58:23,502 - pyskl - INFO - Best top1_acc is 0.8070 at 13 epoch. +2023-12-27 17:58:23,507 - pyskl - INFO - Epoch(val) [13][1184] top1_acc: 0.8070, top5_acc: 0.9748 +2023-12-27 17:59:02,750 - pyskl - INFO - Epoch [14][100/2353] lr: 2.454e-02, eta: 20:19:08, time: 0.392, data_time: 0.168, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9600, loss_cls: 1.0041, loss: 1.0041 +2023-12-27 17:59:25,088 - pyskl - INFO - Epoch [14][200/2353] lr: 2.453e-02, eta: 20:18:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9531, loss_cls: 1.0667, loss: 1.0667 +2023-12-27 17:59:47,508 - pyskl - INFO - Epoch [14][300/2353] lr: 2.453e-02, eta: 20:18:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9494, loss_cls: 1.0697, loss: 1.0697 +2023-12-27 18:00:09,912 - pyskl - INFO - Epoch [14][400/2353] lr: 2.453e-02, eta: 20:17:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7462, top5_acc: 0.9481, loss_cls: 1.0571, loss: 1.0571 +2023-12-27 18:00:32,331 - pyskl - INFO - Epoch [14][500/2353] lr: 2.452e-02, eta: 20:17:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7444, top5_acc: 0.9613, loss_cls: 0.9981, loss: 0.9981 +2023-12-27 18:00:54,760 - pyskl - INFO - Epoch [14][600/2353] lr: 2.452e-02, eta: 20:16:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9631, loss_cls: 0.9645, loss: 0.9645 +2023-12-27 18:01:17,216 - pyskl - INFO - Epoch [14][700/2353] lr: 2.452e-02, eta: 20:16:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9606, loss_cls: 0.9695, loss: 0.9695 +2023-12-27 18:01:39,596 - pyskl - INFO - Epoch [14][800/2353] lr: 2.452e-02, eta: 20:16:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9531, loss_cls: 1.0043, loss: 1.0043 +2023-12-27 18:02:01,943 - pyskl - INFO - Epoch [14][900/2353] lr: 2.451e-02, eta: 20:15:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9500, loss_cls: 1.0173, loss: 1.0173 +2023-12-27 18:02:24,281 - pyskl - INFO - Epoch [14][1000/2353] lr: 2.451e-02, eta: 20:15:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7381, top5_acc: 0.9481, loss_cls: 1.0538, loss: 1.0538 +2023-12-27 18:02:46,621 - pyskl - INFO - Epoch [14][1100/2353] lr: 2.451e-02, eta: 20:14:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9594, loss_cls: 0.9887, loss: 0.9887 +2023-12-27 18:03:08,953 - pyskl - INFO - Epoch [14][1200/2353] lr: 2.450e-02, eta: 20:14:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7319, top5_acc: 0.9569, loss_cls: 1.0343, loss: 1.0343 +2023-12-27 18:03:31,263 - pyskl - INFO - Epoch [14][1300/2353] lr: 2.450e-02, eta: 20:13:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9537, loss_cls: 0.9979, loss: 0.9979 +2023-12-27 18:03:53,598 - pyskl - INFO - Epoch [14][1400/2353] lr: 2.450e-02, eta: 20:13:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7581, top5_acc: 0.9531, loss_cls: 0.9941, loss: 0.9941 +2023-12-27 18:04:15,915 - pyskl - INFO - Epoch [14][1500/2353] lr: 2.449e-02, eta: 20:13:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9475, loss_cls: 1.0907, loss: 1.0907 +2023-12-27 18:04:38,270 - pyskl - INFO - Epoch [14][1600/2353] lr: 2.449e-02, eta: 20:12:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9519, loss_cls: 1.0711, loss: 1.0711 +2023-12-27 18:05:00,686 - pyskl - INFO - Epoch [14][1700/2353] lr: 2.449e-02, eta: 20:12:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9544, loss_cls: 1.0370, loss: 1.0370 +2023-12-27 18:05:23,117 - pyskl - INFO - Epoch [14][1800/2353] lr: 2.448e-02, eta: 20:11:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 1.0723, loss: 1.0723 +2023-12-27 18:05:45,508 - pyskl - INFO - Epoch [14][1900/2353] lr: 2.448e-02, eta: 20:11:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9537, loss_cls: 1.0721, loss: 1.0721 +2023-12-27 18:06:07,886 - pyskl - INFO - Epoch [14][2000/2353] lr: 2.448e-02, eta: 20:10:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9569, loss_cls: 0.9904, loss: 0.9904 +2023-12-27 18:06:30,463 - pyskl - INFO - Epoch [14][2100/2353] lr: 2.447e-02, eta: 20:10:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7419, top5_acc: 0.9487, loss_cls: 1.0285, loss: 1.0285 +2023-12-27 18:06:52,923 - pyskl - INFO - Epoch [14][2200/2353] lr: 2.447e-02, eta: 20:10:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9569, loss_cls: 0.9636, loss: 0.9636 +2023-12-27 18:07:15,390 - pyskl - INFO - Epoch [14][2300/2353] lr: 2.447e-02, eta: 20:09:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9606, loss_cls: 0.9309, loss: 0.9309 +2023-12-27 18:07:27,716 - pyskl - INFO - Saving checkpoint at 14 epochs +2023-12-27 18:08:55,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:08:55,110 - pyskl - INFO - +top1_acc 0.7621 +top5_acc 0.9727 +2023-12-27 18:08:55,114 - pyskl - INFO - Epoch(val) [14][1184] top1_acc: 0.7621, top5_acc: 0.9727 +2023-12-27 18:09:34,458 - pyskl - INFO - Epoch [15][100/2353] lr: 2.446e-02, eta: 20:09:54, time: 0.393, data_time: 0.170, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9619, loss_cls: 0.9646, loss: 0.9646 +2023-12-27 18:09:56,912 - pyskl - INFO - Epoch [15][200/2353] lr: 2.446e-02, eta: 20:09:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9681, loss_cls: 0.9502, loss: 0.9502 +2023-12-27 18:10:19,344 - pyskl - INFO - Epoch [15][300/2353] lr: 2.446e-02, eta: 20:09:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7538, top5_acc: 0.9550, loss_cls: 0.9804, loss: 0.9804 +2023-12-27 18:10:41,699 - pyskl - INFO - Epoch [15][400/2353] lr: 2.445e-02, eta: 20:08:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9606, loss_cls: 0.9900, loss: 0.9900 +2023-12-27 18:11:03,978 - pyskl - INFO - Epoch [15][500/2353] lr: 2.445e-02, eta: 20:08:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9637, loss_cls: 0.9260, loss: 0.9260 +2023-12-27 18:11:26,259 - pyskl - INFO - Epoch [15][600/2353] lr: 2.445e-02, eta: 20:07:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9537, loss_cls: 1.0294, loss: 1.0294 +2023-12-27 18:11:48,593 - pyskl - INFO - Epoch [15][700/2353] lr: 2.444e-02, eta: 20:07:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9525, loss_cls: 0.9964, loss: 0.9964 +2023-12-27 18:12:10,980 - pyskl - INFO - Epoch [15][800/2353] lr: 2.444e-02, eta: 20:06:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7550, top5_acc: 0.9581, loss_cls: 0.9912, loss: 0.9912 +2023-12-27 18:12:33,384 - pyskl - INFO - Epoch [15][900/2353] lr: 2.444e-02, eta: 20:06:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.0197, loss: 1.0197 +2023-12-27 18:12:55,763 - pyskl - INFO - Epoch [15][1000/2353] lr: 2.443e-02, eta: 20:06:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9500, loss_cls: 0.9920, loss: 0.9920 +2023-12-27 18:13:18,178 - pyskl - INFO - Epoch [15][1100/2353] lr: 2.443e-02, eta: 20:05:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9531, loss_cls: 1.0008, loss: 1.0008 +2023-12-27 18:13:40,595 - pyskl - INFO - Epoch [15][1200/2353] lr: 2.443e-02, eta: 20:05:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7488, top5_acc: 0.9594, loss_cls: 0.9980, loss: 0.9980 +2023-12-27 18:14:03,032 - pyskl - INFO - Epoch [15][1300/2353] lr: 2.442e-02, eta: 20:04:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9550, loss_cls: 0.9849, loss: 0.9849 +2023-12-27 18:14:25,576 - pyskl - INFO - Epoch [15][1400/2353] lr: 2.442e-02, eta: 20:04:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9581, loss_cls: 0.9964, loss: 0.9964 +2023-12-27 18:14:48,061 - pyskl - INFO - Epoch [15][1500/2353] lr: 2.442e-02, eta: 20:03:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9525, loss_cls: 0.9760, loss: 0.9760 +2023-12-27 18:15:10,487 - pyskl - INFO - Epoch [15][1600/2353] lr: 2.441e-02, eta: 20:03:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7375, top5_acc: 0.9506, loss_cls: 1.0571, loss: 1.0571 +2023-12-27 18:15:32,888 - pyskl - INFO - Epoch [15][1700/2353] lr: 2.441e-02, eta: 20:03:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9537, loss_cls: 1.0563, loss: 1.0563 +2023-12-27 18:15:55,267 - pyskl - INFO - Epoch [15][1800/2353] lr: 2.441e-02, eta: 20:02:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7325, top5_acc: 0.9494, loss_cls: 1.0798, loss: 1.0798 +2023-12-27 18:16:17,648 - pyskl - INFO - Epoch [15][1900/2353] lr: 2.440e-02, eta: 20:02:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9500, loss_cls: 1.0140, loss: 1.0140 +2023-12-27 18:16:40,037 - pyskl - INFO - Epoch [15][2000/2353] lr: 2.440e-02, eta: 20:01:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 0.9952, loss: 0.9952 +2023-12-27 18:17:02,416 - pyskl - INFO - Epoch [15][2100/2353] lr: 2.440e-02, eta: 20:01:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9575, loss_cls: 1.0021, loss: 1.0021 +2023-12-27 18:17:24,810 - pyskl - INFO - Epoch [15][2200/2353] lr: 2.439e-02, eta: 20:01:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 0.9781, loss: 0.9781 +2023-12-27 18:17:47,221 - pyskl - INFO - Epoch [15][2300/2353] lr: 2.439e-02, eta: 20:00:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9637, loss_cls: 0.9549, loss: 0.9549 +2023-12-27 18:17:59,556 - pyskl - INFO - Saving checkpoint at 15 epochs +2023-12-27 18:19:26,892 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:19:26,973 - pyskl - INFO - +top1_acc 0.7974 +top5_acc 0.9759 +2023-12-27 18:19:26,977 - pyskl - INFO - Epoch(val) [15][1184] top1_acc: 0.7974, top5_acc: 0.9759 +2023-12-27 18:20:06,240 - pyskl - INFO - Epoch [16][100/2353] lr: 2.438e-02, eta: 20:00:42, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9669, loss_cls: 0.9424, loss: 0.9424 +2023-12-27 18:20:28,580 - pyskl - INFO - Epoch [16][200/2353] lr: 2.438e-02, eta: 20:00:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9525, loss_cls: 0.9881, loss: 0.9881 +2023-12-27 18:20:50,880 - pyskl - INFO - Epoch [16][300/2353] lr: 2.438e-02, eta: 19:59:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9681, loss_cls: 0.9685, loss: 0.9685 +2023-12-27 18:21:13,211 - pyskl - INFO - Epoch [16][400/2353] lr: 2.437e-02, eta: 19:59:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7469, top5_acc: 0.9481, loss_cls: 1.0526, loss: 1.0526 +2023-12-27 18:21:35,539 - pyskl - INFO - Epoch [16][500/2353] lr: 2.437e-02, eta: 19:58:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9494, loss_cls: 1.0282, loss: 1.0282 +2023-12-27 18:21:57,876 - pyskl - INFO - Epoch [16][600/2353] lr: 2.437e-02, eta: 19:58:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7288, top5_acc: 0.9469, loss_cls: 1.0816, loss: 1.0816 +2023-12-27 18:22:20,229 - pyskl - INFO - Epoch [16][700/2353] lr: 2.436e-02, eta: 19:58:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9550, loss_cls: 1.0150, loss: 1.0150 +2023-12-27 18:22:42,605 - pyskl - INFO - Epoch [16][800/2353] lr: 2.436e-02, eta: 19:57:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9556, loss_cls: 0.9484, loss: 0.9484 +2023-12-27 18:23:04,990 - pyskl - INFO - Epoch [16][900/2353] lr: 2.436e-02, eta: 19:57:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9531, loss_cls: 0.9472, loss: 0.9472 +2023-12-27 18:23:27,464 - pyskl - INFO - Epoch [16][1000/2353] lr: 2.435e-02, eta: 19:56:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9669, loss_cls: 0.9535, loss: 0.9535 +2023-12-27 18:23:49,940 - pyskl - INFO - Epoch [16][1100/2353] lr: 2.435e-02, eta: 19:56:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9544, loss_cls: 1.0018, loss: 1.0018 +2023-12-27 18:24:12,365 - pyskl - INFO - Epoch [16][1200/2353] lr: 2.435e-02, eta: 19:56:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9575, loss_cls: 0.9710, loss: 0.9710 +2023-12-27 18:24:34,813 - pyskl - INFO - Epoch [16][1300/2353] lr: 2.434e-02, eta: 19:55:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 0.9628, loss: 0.9628 +2023-12-27 18:24:57,280 - pyskl - INFO - Epoch [16][1400/2353] lr: 2.434e-02, eta: 19:55:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 0.9854, loss: 0.9854 +2023-12-27 18:25:19,720 - pyskl - INFO - Epoch [16][1500/2353] lr: 2.434e-02, eta: 19:54:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9475, loss_cls: 1.0344, loss: 1.0344 +2023-12-27 18:25:42,147 - pyskl - INFO - Epoch [16][1600/2353] lr: 2.433e-02, eta: 19:54:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9506, loss_cls: 1.0185, loss: 1.0185 +2023-12-27 18:26:04,534 - pyskl - INFO - Epoch [16][1700/2353] lr: 2.433e-02, eta: 19:53:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9537, loss_cls: 0.9398, loss: 0.9398 +2023-12-27 18:26:26,911 - pyskl - INFO - Epoch [16][1800/2353] lr: 2.432e-02, eta: 19:53:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9556, loss_cls: 0.9895, loss: 0.9895 +2023-12-27 18:26:49,352 - pyskl - INFO - Epoch [16][1900/2353] lr: 2.432e-02, eta: 19:53:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9537, loss_cls: 0.9386, loss: 0.9386 +2023-12-27 18:27:11,801 - pyskl - INFO - Epoch [16][2000/2353] lr: 2.432e-02, eta: 19:52:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9463, loss_cls: 0.9994, loss: 0.9994 +2023-12-27 18:27:34,260 - pyskl - INFO - Epoch [16][2100/2353] lr: 2.431e-02, eta: 19:52:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9544, loss_cls: 0.9600, loss: 0.9600 +2023-12-27 18:27:56,657 - pyskl - INFO - Epoch [16][2200/2353] lr: 2.431e-02, eta: 19:51:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9550, loss_cls: 0.9844, loss: 0.9844 +2023-12-27 18:28:19,050 - pyskl - INFO - Epoch [16][2300/2353] lr: 2.431e-02, eta: 19:51:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9519, loss_cls: 1.0067, loss: 1.0067 +2023-12-27 18:28:31,533 - pyskl - INFO - Saving checkpoint at 16 epochs +2023-12-27 18:29:59,467 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:29:59,549 - pyskl - INFO - +top1_acc 0.8109 +top5_acc 0.9809 +2023-12-27 18:29:59,553 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_13.pth was removed +2023-12-27 18:29:59,678 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. +2023-12-27 18:29:59,678 - pyskl - INFO - Best top1_acc is 0.8109 at 16 epoch. +2023-12-27 18:29:59,683 - pyskl - INFO - Epoch(val) [16][1184] top1_acc: 0.8109, top5_acc: 0.9809 +2023-12-27 18:30:39,018 - pyskl - INFO - Epoch [17][100/2353] lr: 2.430e-02, eta: 19:51:34, time: 0.393, data_time: 0.170, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9575, loss_cls: 0.9872, loss: 0.9872 +2023-12-27 18:31:01,392 - pyskl - INFO - Epoch [17][200/2353] lr: 2.430e-02, eta: 19:51:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9519, loss_cls: 0.9874, loss: 0.9874 +2023-12-27 18:31:23,752 - pyskl - INFO - Epoch [17][300/2353] lr: 2.429e-02, eta: 19:50:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9613, loss_cls: 0.9287, loss: 0.9287 +2023-12-27 18:31:46,064 - pyskl - INFO - Epoch [17][400/2353] lr: 2.429e-02, eta: 19:50:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9581, loss_cls: 0.8633, loss: 0.8633 +2023-12-27 18:32:08,409 - pyskl - INFO - Epoch [17][500/2353] lr: 2.429e-02, eta: 19:49:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 0.9535, loss: 0.9535 +2023-12-27 18:32:30,814 - pyskl - INFO - Epoch [17][600/2353] lr: 2.428e-02, eta: 19:49:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9631, loss_cls: 0.9525, loss: 0.9525 +2023-12-27 18:32:53,182 - pyskl - INFO - Epoch [17][700/2353] lr: 2.428e-02, eta: 19:49:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9481, loss_cls: 1.0274, loss: 1.0274 +2023-12-27 18:33:15,509 - pyskl - INFO - Epoch [17][800/2353] lr: 2.428e-02, eta: 19:48:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9594, loss_cls: 0.9177, loss: 0.9177 +2023-12-27 18:33:37,840 - pyskl - INFO - Epoch [17][900/2353] lr: 2.427e-02, eta: 19:48:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9519, loss_cls: 0.9649, loss: 0.9649 +2023-12-27 18:34:00,283 - pyskl - INFO - Epoch [17][1000/2353] lr: 2.427e-02, eta: 19:47:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9650, loss_cls: 0.9740, loss: 0.9740 +2023-12-27 18:34:22,748 - pyskl - INFO - Epoch [17][1100/2353] lr: 2.426e-02, eta: 19:47:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9625, loss_cls: 0.9449, loss: 0.9449 +2023-12-27 18:34:45,205 - pyskl - INFO - Epoch [17][1200/2353] lr: 2.426e-02, eta: 19:46:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 0.8812, loss: 0.8812 +2023-12-27 18:35:07,578 - pyskl - INFO - Epoch [17][1300/2353] lr: 2.426e-02, eta: 19:46:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9575, loss_cls: 0.9924, loss: 0.9924 +2023-12-27 18:35:29,986 - pyskl - INFO - Epoch [17][1400/2353] lr: 2.425e-02, eta: 19:46:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9544, loss_cls: 1.0103, loss: 1.0103 +2023-12-27 18:35:52,325 - pyskl - INFO - Epoch [17][1500/2353] lr: 2.425e-02, eta: 19:45:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9531, loss_cls: 0.9896, loss: 0.9896 +2023-12-27 18:36:14,603 - pyskl - INFO - Epoch [17][1600/2353] lr: 2.425e-02, eta: 19:45:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9500, loss_cls: 1.0232, loss: 1.0232 +2023-12-27 18:36:36,869 - pyskl - INFO - Epoch [17][1700/2353] lr: 2.424e-02, eta: 19:44:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9519, loss_cls: 0.9964, loss: 0.9964 +2023-12-27 18:36:59,177 - pyskl - INFO - Epoch [17][1800/2353] lr: 2.424e-02, eta: 19:44:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9613, loss_cls: 0.9402, loss: 0.9402 +2023-12-27 18:37:21,498 - pyskl - INFO - Epoch [17][1900/2353] lr: 2.423e-02, eta: 19:44:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9644, loss_cls: 0.9209, loss: 0.9209 +2023-12-27 18:37:43,807 - pyskl - INFO - Epoch [17][2000/2353] lr: 2.423e-02, eta: 19:43:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 0.9442, loss: 0.9442 +2023-12-27 18:38:06,129 - pyskl - INFO - Epoch [17][2100/2353] lr: 2.423e-02, eta: 19:43:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9556, loss_cls: 0.9848, loss: 0.9848 +2023-12-27 18:38:28,421 - pyskl - INFO - Epoch [17][2200/2353] lr: 2.422e-02, eta: 19:42:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7512, top5_acc: 0.9513, loss_cls: 1.0017, loss: 1.0017 +2023-12-27 18:38:50,755 - pyskl - INFO - Epoch [17][2300/2353] lr: 2.422e-02, eta: 19:42:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9519, loss_cls: 1.0233, loss: 1.0233 +2023-12-27 18:39:03,102 - pyskl - INFO - Saving checkpoint at 17 epochs +2023-12-27 18:40:30,874 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:40:30,956 - pyskl - INFO - +top1_acc 0.7910 +top5_acc 0.9760 +2023-12-27 18:40:30,961 - pyskl - INFO - Epoch(val) [17][1184] top1_acc: 0.7910, top5_acc: 0.9760 +2023-12-27 18:41:10,008 - pyskl - INFO - Epoch [18][100/2353] lr: 2.421e-02, eta: 19:42:18, time: 0.390, data_time: 0.167, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9563, loss_cls: 0.9236, loss: 0.9236 +2023-12-27 18:41:32,395 - pyskl - INFO - Epoch [18][200/2353] lr: 2.421e-02, eta: 19:41:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9494, loss_cls: 1.0041, loss: 1.0041 +2023-12-27 18:41:54,802 - pyskl - INFO - Epoch [18][300/2353] lr: 2.420e-02, eta: 19:41:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9581, loss_cls: 0.9386, loss: 0.9386 +2023-12-27 18:42:17,189 - pyskl - INFO - Epoch [18][400/2353] lr: 2.420e-02, eta: 19:41:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9594, loss_cls: 0.9654, loss: 0.9654 +2023-12-27 18:42:39,563 - pyskl - INFO - Epoch [18][500/2353] lr: 2.420e-02, eta: 19:40:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9631, loss_cls: 0.9528, loss: 0.9528 +2023-12-27 18:43:01,945 - pyskl - INFO - Epoch [18][600/2353] lr: 2.419e-02, eta: 19:40:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9544, loss_cls: 1.0098, loss: 1.0098 +2023-12-27 18:43:24,378 - pyskl - INFO - Epoch [18][700/2353] lr: 2.419e-02, eta: 19:39:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9581, loss_cls: 0.9691, loss: 0.9691 +2023-12-27 18:43:46,795 - pyskl - INFO - Epoch [18][800/2353] lr: 2.418e-02, eta: 19:39:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 0.9170, loss: 0.9170 +2023-12-27 18:44:09,271 - pyskl - INFO - Epoch [18][900/2353] lr: 2.418e-02, eta: 19:39:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9581, loss_cls: 0.9054, loss: 0.9054 +2023-12-27 18:44:31,710 - pyskl - INFO - Epoch [18][1000/2353] lr: 2.418e-02, eta: 19:38:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7431, top5_acc: 0.9500, loss_cls: 1.0294, loss: 1.0294 +2023-12-27 18:44:54,075 - pyskl - INFO - Epoch [18][1100/2353] lr: 2.417e-02, eta: 19:38:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9587, loss_cls: 0.9314, loss: 0.9314 +2023-12-27 18:45:16,403 - pyskl - INFO - Epoch [18][1200/2353] lr: 2.417e-02, eta: 19:37:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9619, loss_cls: 0.9453, loss: 0.9453 +2023-12-27 18:45:38,709 - pyskl - INFO - Epoch [18][1300/2353] lr: 2.416e-02, eta: 19:37:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7569, top5_acc: 0.9569, loss_cls: 0.9959, loss: 0.9959 +2023-12-27 18:46:01,030 - pyskl - INFO - Epoch [18][1400/2353] lr: 2.416e-02, eta: 19:36:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9544, loss_cls: 0.9666, loss: 0.9666 +2023-12-27 18:46:23,388 - pyskl - INFO - Epoch [18][1500/2353] lr: 2.416e-02, eta: 19:36:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 0.9691, loss: 0.9691 +2023-12-27 18:46:45,751 - pyskl - INFO - Epoch [18][1600/2353] lr: 2.415e-02, eta: 19:36:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9688, loss_cls: 0.9225, loss: 0.9225 +2023-12-27 18:47:08,123 - pyskl - INFO - Epoch [18][1700/2353] lr: 2.415e-02, eta: 19:35:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7438, top5_acc: 0.9531, loss_cls: 1.0182, loss: 1.0182 +2023-12-27 18:47:30,473 - pyskl - INFO - Epoch [18][1800/2353] lr: 2.414e-02, eta: 19:35:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7712, top5_acc: 0.9650, loss_cls: 0.9317, loss: 0.9317 +2023-12-27 18:47:52,871 - pyskl - INFO - Epoch [18][1900/2353] lr: 2.414e-02, eta: 19:34:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9556, loss_cls: 0.9776, loss: 0.9776 +2023-12-27 18:48:15,223 - pyskl - INFO - Epoch [18][2000/2353] lr: 2.414e-02, eta: 19:34:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 0.9395, loss: 0.9395 +2023-12-27 18:48:37,555 - pyskl - INFO - Epoch [18][2100/2353] lr: 2.413e-02, eta: 19:34:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9663, loss_cls: 0.8897, loss: 0.8897 +2023-12-27 18:48:59,905 - pyskl - INFO - Epoch [18][2200/2353] lr: 2.413e-02, eta: 19:33:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9513, loss_cls: 0.9708, loss: 0.9708 +2023-12-27 18:49:22,308 - pyskl - INFO - Epoch [18][2300/2353] lr: 2.412e-02, eta: 19:33:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9644, loss_cls: 0.8804, loss: 0.8804 +2023-12-27 18:49:34,655 - pyskl - INFO - Saving checkpoint at 18 epochs +2023-12-27 18:51:02,327 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 18:51:02,408 - pyskl - INFO - +top1_acc 0.8063 +top5_acc 0.9771 +2023-12-27 18:51:02,412 - pyskl - INFO - Epoch(val) [18][1184] top1_acc: 0.8063, top5_acc: 0.9771 +2023-12-27 18:51:41,655 - pyskl - INFO - Epoch [19][100/2353] lr: 2.412e-02, eta: 19:33:09, time: 0.392, data_time: 0.169, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9650, loss_cls: 0.9009, loss: 0.9009 +2023-12-27 18:52:04,038 - pyskl - INFO - Epoch [19][200/2353] lr: 2.411e-02, eta: 19:32:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9600, loss_cls: 0.9577, loss: 0.9577 +2023-12-27 18:52:26,443 - pyskl - INFO - Epoch [19][300/2353] lr: 2.411e-02, eta: 19:32:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 0.9052, loss: 0.9052 +2023-12-27 18:52:48,856 - pyskl - INFO - Epoch [19][400/2353] lr: 2.411e-02, eta: 19:31:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7525, top5_acc: 0.9575, loss_cls: 1.0019, loss: 1.0019 +2023-12-27 18:53:11,275 - pyskl - INFO - Epoch [19][500/2353] lr: 2.410e-02, eta: 19:31:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 0.9460, loss: 0.9460 +2023-12-27 18:53:33,778 - pyskl - INFO - Epoch [19][600/2353] lr: 2.410e-02, eta: 19:31:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9575, loss_cls: 0.9659, loss: 0.9659 +2023-12-27 18:53:56,352 - pyskl - INFO - Epoch [19][700/2353] lr: 2.409e-02, eta: 19:30:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9650, loss_cls: 0.8883, loss: 0.8883 +2023-12-27 18:54:18,792 - pyskl - INFO - Epoch [19][800/2353] lr: 2.409e-02, eta: 19:30:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9594, loss_cls: 0.9049, loss: 0.9049 +2023-12-27 18:54:41,215 - pyskl - INFO - Epoch [19][900/2353] lr: 2.409e-02, eta: 19:29:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9706, loss_cls: 0.8774, loss: 0.8774 +2023-12-27 18:55:03,604 - pyskl - INFO - Epoch [19][1000/2353] lr: 2.408e-02, eta: 19:29:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9569, loss_cls: 0.9646, loss: 0.9646 +2023-12-27 18:55:25,955 - pyskl - INFO - Epoch [19][1100/2353] lr: 2.408e-02, eta: 19:29:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7425, top5_acc: 0.9544, loss_cls: 1.0134, loss: 1.0134 +2023-12-27 18:55:48,302 - pyskl - INFO - Epoch [19][1200/2353] lr: 2.407e-02, eta: 19:28:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9469, loss_cls: 1.0280, loss: 1.0280 +2023-12-27 18:56:10,627 - pyskl - INFO - Epoch [19][1300/2353] lr: 2.407e-02, eta: 19:28:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9631, loss_cls: 0.9487, loss: 0.9487 +2023-12-27 18:56:32,962 - pyskl - INFO - Epoch [19][1400/2353] lr: 2.406e-02, eta: 19:27:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7450, top5_acc: 0.9531, loss_cls: 1.0022, loss: 1.0022 +2023-12-27 18:56:55,322 - pyskl - INFO - Epoch [19][1500/2353] lr: 2.406e-02, eta: 19:27:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9544, loss_cls: 0.9572, loss: 0.9572 +2023-12-27 18:57:17,736 - pyskl - INFO - Epoch [19][1600/2353] lr: 2.406e-02, eta: 19:27:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7506, top5_acc: 0.9544, loss_cls: 1.0334, loss: 1.0334 +2023-12-27 18:57:40,158 - pyskl - INFO - Epoch [19][1700/2353] lr: 2.405e-02, eta: 19:26:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7619, top5_acc: 0.9531, loss_cls: 0.9802, loss: 0.9802 +2023-12-27 18:58:02,554 - pyskl - INFO - Epoch [19][1800/2353] lr: 2.405e-02, eta: 19:26:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9537, loss_cls: 0.9393, loss: 0.9393 +2023-12-27 18:58:24,990 - pyskl - INFO - Epoch [19][1900/2353] lr: 2.404e-02, eta: 19:25:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 0.9245, loss: 0.9245 +2023-12-27 18:58:47,445 - pyskl - INFO - Epoch [19][2000/2353] lr: 2.404e-02, eta: 19:25:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9575, loss_cls: 0.9651, loss: 0.9651 +2023-12-27 18:59:09,885 - pyskl - INFO - Epoch [19][2100/2353] lr: 2.403e-02, eta: 19:25:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9550, loss_cls: 0.9169, loss: 0.9169 +2023-12-27 18:59:32,341 - pyskl - INFO - Epoch [19][2200/2353] lr: 2.403e-02, eta: 19:24:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9556, loss_cls: 0.9128, loss: 0.9128 +2023-12-27 18:59:54,853 - pyskl - INFO - Epoch [19][2300/2353] lr: 2.403e-02, eta: 19:24:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9619, loss_cls: 0.9802, loss: 0.9802 +2023-12-27 19:00:07,158 - pyskl - INFO - Saving checkpoint at 19 epochs +2023-12-27 19:01:34,593 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:01:34,673 - pyskl - INFO - +top1_acc 0.8190 +top5_acc 0.9817 +2023-12-27 19:01:34,677 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_16.pth was removed +2023-12-27 19:01:34,800 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_19.pth. +2023-12-27 19:01:34,801 - pyskl - INFO - Best top1_acc is 0.8190 at 19 epoch. +2023-12-27 19:01:34,805 - pyskl - INFO - Epoch(val) [19][1184] top1_acc: 0.8190, top5_acc: 0.9817 +2023-12-27 19:02:14,071 - pyskl - INFO - Epoch [20][100/2353] lr: 2.402e-02, eta: 19:24:09, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9681, loss_cls: 0.8984, loss: 0.8984 +2023-12-27 19:02:36,545 - pyskl - INFO - Epoch [20][200/2353] lr: 2.401e-02, eta: 19:23:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9581, loss_cls: 0.9305, loss: 0.9305 +2023-12-27 19:02:59,129 - pyskl - INFO - Epoch [20][300/2353] lr: 2.401e-02, eta: 19:23:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9619, loss_cls: 0.8506, loss: 0.8506 +2023-12-27 19:03:21,489 - pyskl - INFO - Epoch [20][400/2353] lr: 2.401e-02, eta: 19:22:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9506, loss_cls: 1.0138, loss: 1.0138 +2023-12-27 19:03:43,815 - pyskl - INFO - Epoch [20][500/2353] lr: 2.400e-02, eta: 19:22:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9556, loss_cls: 0.9409, loss: 0.9409 +2023-12-27 19:04:06,244 - pyskl - INFO - Epoch [20][600/2353] lr: 2.400e-02, eta: 19:22:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9594, loss_cls: 0.8805, loss: 0.8805 +2023-12-27 19:04:28,761 - pyskl - INFO - Epoch [20][700/2353] lr: 2.399e-02, eta: 19:21:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9613, loss_cls: 0.8999, loss: 0.8999 +2023-12-27 19:04:51,407 - pyskl - INFO - Epoch [20][800/2353] lr: 2.399e-02, eta: 19:21:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9625, loss_cls: 0.9468, loss: 0.9468 +2023-12-27 19:05:13,896 - pyskl - INFO - Epoch [20][900/2353] lr: 2.398e-02, eta: 19:20:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7562, top5_acc: 0.9537, loss_cls: 0.9655, loss: 0.9655 +2023-12-27 19:05:36,381 - pyskl - INFO - Epoch [20][1000/2353] lr: 2.398e-02, eta: 19:20:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9650, loss_cls: 0.8609, loss: 0.8609 +2023-12-27 19:05:58,723 - pyskl - INFO - Epoch [20][1100/2353] lr: 2.398e-02, eta: 19:20:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9494, loss_cls: 0.9673, loss: 0.9673 +2023-12-27 19:06:21,106 - pyskl - INFO - Epoch [20][1200/2353] lr: 2.397e-02, eta: 19:19:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9637, loss_cls: 0.9114, loss: 0.9114 +2023-12-27 19:06:43,470 - pyskl - INFO - Epoch [20][1300/2353] lr: 2.397e-02, eta: 19:19:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9569, loss_cls: 0.9398, loss: 0.9398 +2023-12-27 19:07:05,836 - pyskl - INFO - Epoch [20][1400/2353] lr: 2.396e-02, eta: 19:18:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7588, top5_acc: 0.9537, loss_cls: 1.0046, loss: 1.0046 +2023-12-27 19:07:28,251 - pyskl - INFO - Epoch [20][1500/2353] lr: 2.396e-02, eta: 19:18:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9556, loss_cls: 0.9277, loss: 0.9277 +2023-12-27 19:07:50,804 - pyskl - INFO - Epoch [20][1600/2353] lr: 2.395e-02, eta: 19:18:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9563, loss_cls: 0.9359, loss: 0.9359 +2023-12-27 19:08:13,246 - pyskl - INFO - Epoch [20][1700/2353] lr: 2.395e-02, eta: 19:17:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9525, loss_cls: 0.9650, loss: 0.9650 +2023-12-27 19:08:35,583 - pyskl - INFO - Epoch [20][1800/2353] lr: 2.394e-02, eta: 19:17:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7650, top5_acc: 0.9575, loss_cls: 0.9553, loss: 0.9553 +2023-12-27 19:08:57,912 - pyskl - INFO - Epoch [20][1900/2353] lr: 2.394e-02, eta: 19:16:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9494, loss_cls: 0.9481, loss: 0.9481 +2023-12-27 19:09:20,407 - pyskl - INFO - Epoch [20][2000/2353] lr: 2.394e-02, eta: 19:16:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9581, loss_cls: 0.8946, loss: 0.8946 +2023-12-27 19:09:42,793 - pyskl - INFO - Epoch [20][2100/2353] lr: 2.393e-02, eta: 19:16:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9531, loss_cls: 0.9536, loss: 0.9536 +2023-12-27 19:10:05,144 - pyskl - INFO - Epoch [20][2200/2353] lr: 2.393e-02, eta: 19:15:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9656, loss_cls: 0.9003, loss: 0.9003 +2023-12-27 19:10:27,611 - pyskl - INFO - Epoch [20][2300/2353] lr: 2.392e-02, eta: 19:15:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9519, loss_cls: 0.9846, loss: 0.9846 +2023-12-27 19:10:39,930 - pyskl - INFO - Saving checkpoint at 20 epochs +2023-12-27 19:12:07,658 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:12:07,740 - pyskl - INFO - +top1_acc 0.8297 +top5_acc 0.9816 +2023-12-27 19:12:07,744 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_19.pth was removed +2023-12-27 19:12:07,872 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. +2023-12-27 19:12:07,872 - pyskl - INFO - Best top1_acc is 0.8297 at 20 epoch. +2023-12-27 19:12:07,877 - pyskl - INFO - Epoch(val) [20][1184] top1_acc: 0.8297, top5_acc: 0.9816 +2023-12-27 19:12:47,359 - pyskl - INFO - Epoch [21][100/2353] lr: 2.391e-02, eta: 19:15:13, time: 0.395, data_time: 0.172, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9656, loss_cls: 0.8659, loss: 0.8659 +2023-12-27 19:13:09,745 - pyskl - INFO - Epoch [21][200/2353] lr: 2.391e-02, eta: 19:14:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9706, loss_cls: 0.8549, loss: 0.8549 +2023-12-27 19:13:32,156 - pyskl - INFO - Epoch [21][300/2353] lr: 2.391e-02, eta: 19:14:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9544, loss_cls: 0.9107, loss: 0.9107 +2023-12-27 19:13:54,620 - pyskl - INFO - Epoch [21][400/2353] lr: 2.390e-02, eta: 19:14:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 0.9118, loss: 0.9118 +2023-12-27 19:14:17,045 - pyskl - INFO - Epoch [21][500/2353] lr: 2.390e-02, eta: 19:13:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9581, loss_cls: 0.9411, loss: 0.9411 +2023-12-27 19:14:39,522 - pyskl - INFO - Epoch [21][600/2353] lr: 2.389e-02, eta: 19:13:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9613, loss_cls: 0.9291, loss: 0.9291 +2023-12-27 19:15:01,947 - pyskl - INFO - Epoch [21][700/2353] lr: 2.389e-02, eta: 19:12:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7531, top5_acc: 0.9569, loss_cls: 0.9734, loss: 0.9734 +2023-12-27 19:15:24,354 - pyskl - INFO - Epoch [21][800/2353] lr: 2.388e-02, eta: 19:12:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9669, loss_cls: 0.8810, loss: 0.8810 +2023-12-27 19:15:46,699 - pyskl - INFO - Epoch [21][900/2353] lr: 2.388e-02, eta: 19:11:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7675, top5_acc: 0.9556, loss_cls: 0.9614, loss: 0.9614 +2023-12-27 19:16:09,091 - pyskl - INFO - Epoch [21][1000/2353] lr: 2.387e-02, eta: 19:11:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9663, loss_cls: 0.8630, loss: 0.8630 +2023-12-27 19:16:31,464 - pyskl - INFO - Epoch [21][1100/2353] lr: 2.387e-02, eta: 19:11:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9675, loss_cls: 0.8721, loss: 0.8721 +2023-12-27 19:16:53,897 - pyskl - INFO - Epoch [21][1200/2353] lr: 2.386e-02, eta: 19:10:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7556, top5_acc: 0.9587, loss_cls: 0.9543, loss: 0.9543 +2023-12-27 19:17:16,289 - pyskl - INFO - Epoch [21][1300/2353] lr: 2.386e-02, eta: 19:10:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9563, loss_cls: 0.9268, loss: 0.9268 +2023-12-27 19:17:38,688 - pyskl - INFO - Epoch [21][1400/2353] lr: 2.386e-02, eta: 19:09:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9500, loss_cls: 0.9967, loss: 0.9967 +2023-12-27 19:18:01,018 - pyskl - INFO - Epoch [21][1500/2353] lr: 2.385e-02, eta: 19:09:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7388, top5_acc: 0.9494, loss_cls: 1.0455, loss: 1.0455 +2023-12-27 19:18:23,372 - pyskl - INFO - Epoch [21][1600/2353] lr: 2.385e-02, eta: 19:09:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7612, top5_acc: 0.9700, loss_cls: 0.9128, loss: 0.9128 +2023-12-27 19:18:45,737 - pyskl - INFO - Epoch [21][1700/2353] lr: 2.384e-02, eta: 19:08:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 0.9230, loss: 0.9230 +2023-12-27 19:19:08,129 - pyskl - INFO - Epoch [21][1800/2353] lr: 2.384e-02, eta: 19:08:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9463, loss_cls: 0.9601, loss: 0.9601 +2023-12-27 19:19:30,520 - pyskl - INFO - Epoch [21][1900/2353] lr: 2.383e-02, eta: 19:07:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9581, loss_cls: 0.9312, loss: 0.9312 +2023-12-27 19:19:52,891 - pyskl - INFO - Epoch [21][2000/2353] lr: 2.383e-02, eta: 19:07:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7725, top5_acc: 0.9606, loss_cls: 0.9345, loss: 0.9345 +2023-12-27 19:20:15,243 - pyskl - INFO - Epoch [21][2100/2353] lr: 2.382e-02, eta: 19:07:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9669, loss_cls: 0.8742, loss: 0.8742 +2023-12-27 19:20:37,607 - pyskl - INFO - Epoch [21][2200/2353] lr: 2.382e-02, eta: 19:06:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 0.8971, loss: 0.8971 +2023-12-27 19:21:00,011 - pyskl - INFO - Epoch [21][2300/2353] lr: 2.381e-02, eta: 19:06:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9575, loss_cls: 0.9508, loss: 0.9508 +2023-12-27 19:21:12,357 - pyskl - INFO - Saving checkpoint at 21 epochs +2023-12-27 19:22:40,063 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:22:40,144 - pyskl - INFO - +top1_acc 0.8351 +top5_acc 0.9833 +2023-12-27 19:22:40,147 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_20.pth was removed +2023-12-27 19:22:40,270 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_21.pth. +2023-12-27 19:22:40,270 - pyskl - INFO - Best top1_acc is 0.8351 at 21 epoch. +2023-12-27 19:22:40,275 - pyskl - INFO - Epoch(val) [21][1184] top1_acc: 0.8351, top5_acc: 0.9833 +2023-12-27 19:23:19,520 - pyskl - INFO - Epoch [22][100/2353] lr: 2.381e-02, eta: 19:06:11, time: 0.392, data_time: 0.169, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9706, loss_cls: 0.8590, loss: 0.8590 +2023-12-27 19:23:41,898 - pyskl - INFO - Epoch [22][200/2353] lr: 2.380e-02, eta: 19:05:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9631, loss_cls: 0.9209, loss: 0.9209 +2023-12-27 19:24:04,372 - pyskl - INFO - Epoch [22][300/2353] lr: 2.380e-02, eta: 19:05:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 0.8885, loss: 0.8885 +2023-12-27 19:24:26,747 - pyskl - INFO - Epoch [22][400/2353] lr: 2.379e-02, eta: 19:04:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9619, loss_cls: 0.8977, loss: 0.8977 +2023-12-27 19:24:49,149 - pyskl - INFO - Epoch [22][500/2353] lr: 2.379e-02, eta: 19:04:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9637, loss_cls: 0.8764, loss: 0.8764 +2023-12-27 19:25:11,508 - pyskl - INFO - Epoch [22][600/2353] lr: 2.378e-02, eta: 19:04:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9688, loss_cls: 0.9308, loss: 0.9308 +2023-12-27 19:25:33,881 - pyskl - INFO - Epoch [22][700/2353] lr: 2.378e-02, eta: 19:03:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 0.8397, loss: 0.8397 +2023-12-27 19:25:56,261 - pyskl - INFO - Epoch [22][800/2353] lr: 2.377e-02, eta: 19:03:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9663, loss_cls: 0.9082, loss: 0.9082 +2023-12-27 19:26:18,644 - pyskl - INFO - Epoch [22][900/2353] lr: 2.377e-02, eta: 19:02:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9587, loss_cls: 0.9396, loss: 0.9396 +2023-12-27 19:26:41,046 - pyskl - INFO - Epoch [22][1000/2353] lr: 2.376e-02, eta: 19:02:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9531, loss_cls: 0.9462, loss: 0.9462 +2023-12-27 19:27:03,437 - pyskl - INFO - Epoch [22][1100/2353] lr: 2.376e-02, eta: 19:02:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9575, loss_cls: 0.9011, loss: 0.9011 +2023-12-27 19:27:25,891 - pyskl - INFO - Epoch [22][1200/2353] lr: 2.375e-02, eta: 19:01:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9644, loss_cls: 0.8809, loss: 0.8809 +2023-12-27 19:27:48,272 - pyskl - INFO - Epoch [22][1300/2353] lr: 2.375e-02, eta: 19:01:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9637, loss_cls: 0.8958, loss: 0.8958 +2023-12-27 19:28:10,672 - pyskl - INFO - Epoch [22][1400/2353] lr: 2.374e-02, eta: 19:00:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9531, loss_cls: 0.9914, loss: 0.9914 +2023-12-27 19:28:33,256 - pyskl - INFO - Epoch [22][1500/2353] lr: 2.374e-02, eta: 19:00:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7688, top5_acc: 0.9606, loss_cls: 0.8997, loss: 0.8997 +2023-12-27 19:28:55,842 - pyskl - INFO - Epoch [22][1600/2353] lr: 2.373e-02, eta: 19:00:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 0.8679, loss: 0.8679 +2023-12-27 19:29:18,398 - pyskl - INFO - Epoch [22][1700/2353] lr: 2.373e-02, eta: 18:59:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 0.9091, loss: 0.9091 +2023-12-27 19:29:40,914 - pyskl - INFO - Epoch [22][1800/2353] lr: 2.372e-02, eta: 18:59:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7519, top5_acc: 0.9537, loss_cls: 0.9817, loss: 0.9817 +2023-12-27 19:30:03,327 - pyskl - INFO - Epoch [22][1900/2353] lr: 2.372e-02, eta: 18:58:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9563, loss_cls: 0.9310, loss: 0.9310 +2023-12-27 19:30:25,688 - pyskl - INFO - Epoch [22][2000/2353] lr: 2.371e-02, eta: 18:58:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9650, loss_cls: 0.8790, loss: 0.8790 +2023-12-27 19:30:48,035 - pyskl - INFO - Epoch [22][2100/2353] lr: 2.371e-02, eta: 18:58:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9637, loss_cls: 0.8828, loss: 0.8828 +2023-12-27 19:31:10,389 - pyskl - INFO - Epoch [22][2200/2353] lr: 2.370e-02, eta: 18:57:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9619, loss_cls: 0.9269, loss: 0.9269 +2023-12-27 19:31:32,776 - pyskl - INFO - Epoch [22][2300/2353] lr: 2.370e-02, eta: 18:57:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9556, loss_cls: 0.8920, loss: 0.8920 +2023-12-27 19:31:45,157 - pyskl - INFO - Saving checkpoint at 22 epochs +2023-12-27 19:33:12,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:33:12,605 - pyskl - INFO - +top1_acc 0.7565 +top5_acc 0.9750 +2023-12-27 19:33:12,609 - pyskl - INFO - Epoch(val) [22][1184] top1_acc: 0.7565, top5_acc: 0.9750 +2023-12-27 19:33:52,233 - pyskl - INFO - Epoch [23][100/2353] lr: 2.369e-02, eta: 18:57:15, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9700, loss_cls: 0.8164, loss: 0.8164 +2023-12-27 19:34:14,706 - pyskl - INFO - Epoch [23][200/2353] lr: 2.369e-02, eta: 18:56:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9569, loss_cls: 0.9428, loss: 0.9428 +2023-12-27 19:34:37,194 - pyskl - INFO - Epoch [23][300/2353] lr: 2.368e-02, eta: 18:56:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9563, loss_cls: 0.9164, loss: 0.9164 +2023-12-27 19:34:59,812 - pyskl - INFO - Epoch [23][400/2353] lr: 2.368e-02, eta: 18:56:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9613, loss_cls: 0.8721, loss: 0.8721 +2023-12-27 19:35:22,239 - pyskl - INFO - Epoch [23][500/2353] lr: 2.367e-02, eta: 18:55:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 0.8915, loss: 0.8915 +2023-12-27 19:35:44,687 - pyskl - INFO - Epoch [23][600/2353] lr: 2.367e-02, eta: 18:55:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9631, loss_cls: 0.8241, loss: 0.8241 +2023-12-27 19:36:07,123 - pyskl - INFO - Epoch [23][700/2353] lr: 2.366e-02, eta: 18:54:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9569, loss_cls: 0.9302, loss: 0.9302 +2023-12-27 19:36:29,504 - pyskl - INFO - Epoch [23][800/2353] lr: 2.366e-02, eta: 18:54:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9569, loss_cls: 0.9117, loss: 0.9117 +2023-12-27 19:36:51,936 - pyskl - INFO - Epoch [23][900/2353] lr: 2.365e-02, eta: 18:54:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9606, loss_cls: 0.8740, loss: 0.8740 +2023-12-27 19:37:14,405 - pyskl - INFO - Epoch [23][1000/2353] lr: 2.365e-02, eta: 18:53:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7700, top5_acc: 0.9556, loss_cls: 0.9344, loss: 0.9344 +2023-12-27 19:37:36,984 - pyskl - INFO - Epoch [23][1100/2353] lr: 2.364e-02, eta: 18:53:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9575, loss_cls: 0.9182, loss: 0.9182 +2023-12-27 19:37:59,500 - pyskl - INFO - Epoch [23][1200/2353] lr: 2.364e-02, eta: 18:52:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7456, top5_acc: 0.9594, loss_cls: 0.9912, loss: 0.9912 +2023-12-27 19:38:21,978 - pyskl - INFO - Epoch [23][1300/2353] lr: 2.363e-02, eta: 18:52:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 0.8770, loss: 0.8770 +2023-12-27 19:38:44,475 - pyskl - INFO - Epoch [23][1400/2353] lr: 2.363e-02, eta: 18:52:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9600, loss_cls: 0.9217, loss: 0.9217 +2023-12-27 19:39:07,005 - pyskl - INFO - Epoch [23][1500/2353] lr: 2.362e-02, eta: 18:51:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9544, loss_cls: 0.9317, loss: 0.9317 +2023-12-27 19:39:29,453 - pyskl - INFO - Epoch [23][1600/2353] lr: 2.362e-02, eta: 18:51:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 0.9715, loss: 0.9715 +2023-12-27 19:39:51,891 - pyskl - INFO - Epoch [23][1700/2353] lr: 2.361e-02, eta: 18:50:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9669, loss_cls: 0.8433, loss: 0.8433 +2023-12-27 19:40:14,415 - pyskl - INFO - Epoch [23][1800/2353] lr: 2.361e-02, eta: 18:50:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 0.9224, loss: 0.9224 +2023-12-27 19:40:36,860 - pyskl - INFO - Epoch [23][1900/2353] lr: 2.360e-02, eta: 18:50:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9681, loss_cls: 0.9354, loss: 0.9354 +2023-12-27 19:40:59,275 - pyskl - INFO - Epoch [23][2000/2353] lr: 2.360e-02, eta: 18:49:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9675, loss_cls: 0.9057, loss: 0.9057 +2023-12-27 19:41:21,664 - pyskl - INFO - Epoch [23][2100/2353] lr: 2.359e-02, eta: 18:49:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9537, loss_cls: 0.9357, loss: 0.9357 +2023-12-27 19:41:44,066 - pyskl - INFO - Epoch [23][2200/2353] lr: 2.359e-02, eta: 18:48:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9563, loss_cls: 0.8955, loss: 0.8955 +2023-12-27 19:42:06,484 - pyskl - INFO - Epoch [23][2300/2353] lr: 2.358e-02, eta: 18:48:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7625, top5_acc: 0.9563, loss_cls: 0.9522, loss: 0.9522 +2023-12-27 19:42:18,834 - pyskl - INFO - Saving checkpoint at 23 epochs +2023-12-27 19:43:46,515 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:43:46,596 - pyskl - INFO - +top1_acc 0.8408 +top5_acc 0.9851 +2023-12-27 19:43:46,600 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_21.pth was removed +2023-12-27 19:43:46,730 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. +2023-12-27 19:43:46,731 - pyskl - INFO - Best top1_acc is 0.8408 at 23 epoch. +2023-12-27 19:43:46,735 - pyskl - INFO - Epoch(val) [23][1184] top1_acc: 0.8408, top5_acc: 0.9851 +2023-12-27 19:44:26,387 - pyskl - INFO - Epoch [24][100/2353] lr: 2.357e-02, eta: 18:48:25, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9563, loss_cls: 0.8573, loss: 0.8573 +2023-12-27 19:44:48,847 - pyskl - INFO - Epoch [24][200/2353] lr: 2.357e-02, eta: 18:48:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 0.8401, loss: 0.8401 +2023-12-27 19:45:11,237 - pyskl - INFO - Epoch [24][300/2353] lr: 2.356e-02, eta: 18:47:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9637, loss_cls: 0.8752, loss: 0.8752 +2023-12-27 19:45:33,615 - pyskl - INFO - Epoch [24][400/2353] lr: 2.356e-02, eta: 18:47:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9650, loss_cls: 0.8661, loss: 0.8661 +2023-12-27 19:45:55,955 - pyskl - INFO - Epoch [24][500/2353] lr: 2.355e-02, eta: 18:46:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9544, loss_cls: 0.9201, loss: 0.9201 +2023-12-27 19:46:18,358 - pyskl - INFO - Epoch [24][600/2353] lr: 2.355e-02, eta: 18:46:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9587, loss_cls: 0.8496, loss: 0.8496 +2023-12-27 19:46:40,809 - pyskl - INFO - Epoch [24][700/2353] lr: 2.354e-02, eta: 18:46:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9550, loss_cls: 0.8869, loss: 0.8869 +2023-12-27 19:47:03,273 - pyskl - INFO - Epoch [24][800/2353] lr: 2.354e-02, eta: 18:45:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9575, loss_cls: 0.8550, loss: 0.8550 +2023-12-27 19:47:25,735 - pyskl - INFO - Epoch [24][900/2353] lr: 2.353e-02, eta: 18:45:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9581, loss_cls: 0.9083, loss: 0.9083 +2023-12-27 19:47:48,272 - pyskl - INFO - Epoch [24][1000/2353] lr: 2.353e-02, eta: 18:44:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9656, loss_cls: 0.8705, loss: 0.8705 +2023-12-27 19:48:10,744 - pyskl - INFO - Epoch [24][1100/2353] lr: 2.352e-02, eta: 18:44:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9606, loss_cls: 0.8931, loss: 0.8931 +2023-12-27 19:48:33,241 - pyskl - INFO - Epoch [24][1200/2353] lr: 2.352e-02, eta: 18:44:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9644, loss_cls: 0.8225, loss: 0.8225 +2023-12-27 19:48:55,644 - pyskl - INFO - Epoch [24][1300/2353] lr: 2.351e-02, eta: 18:43:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9500, loss_cls: 0.9331, loss: 0.9331 +2023-12-27 19:49:18,052 - pyskl - INFO - Epoch [24][1400/2353] lr: 2.350e-02, eta: 18:43:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7575, top5_acc: 0.9500, loss_cls: 0.9941, loss: 0.9941 +2023-12-27 19:49:40,505 - pyskl - INFO - Epoch [24][1500/2353] lr: 2.350e-02, eta: 18:42:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9656, loss_cls: 0.9090, loss: 0.9090 +2023-12-27 19:50:02,954 - pyskl - INFO - Epoch [24][1600/2353] lr: 2.349e-02, eta: 18:42:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9487, loss_cls: 0.9680, loss: 0.9680 +2023-12-27 19:50:25,366 - pyskl - INFO - Epoch [24][1700/2353] lr: 2.349e-02, eta: 18:42:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9587, loss_cls: 0.8982, loss: 0.8982 +2023-12-27 19:50:47,838 - pyskl - INFO - Epoch [24][1800/2353] lr: 2.348e-02, eta: 18:41:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9569, loss_cls: 0.9400, loss: 0.9400 +2023-12-27 19:51:10,396 - pyskl - INFO - Epoch [24][1900/2353] lr: 2.348e-02, eta: 18:41:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7669, top5_acc: 0.9613, loss_cls: 0.9394, loss: 0.9394 +2023-12-27 19:51:32,927 - pyskl - INFO - Epoch [24][2000/2353] lr: 2.347e-02, eta: 18:40:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9606, loss_cls: 0.8472, loss: 0.8472 +2023-12-27 19:51:55,392 - pyskl - INFO - Epoch [24][2100/2353] lr: 2.347e-02, eta: 18:40:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9700, loss_cls: 0.8653, loss: 0.8653 +2023-12-27 19:52:17,996 - pyskl - INFO - Epoch [24][2200/2353] lr: 2.346e-02, eta: 18:40:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7494, top5_acc: 0.9563, loss_cls: 1.0012, loss: 1.0012 +2023-12-27 19:52:40,526 - pyskl - INFO - Epoch [24][2300/2353] lr: 2.346e-02, eta: 18:39:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9650, loss_cls: 0.8834, loss: 0.8834 +2023-12-27 19:52:53,020 - pyskl - INFO - Saving checkpoint at 24 epochs +2023-12-27 19:54:21,270 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 19:54:21,353 - pyskl - INFO - +top1_acc 0.8404 +top5_acc 0.9828 +2023-12-27 19:54:21,357 - pyskl - INFO - Epoch(val) [24][1184] top1_acc: 0.8404, top5_acc: 0.9828 +2023-12-27 19:55:00,711 - pyskl - INFO - Epoch [25][100/2353] lr: 2.345e-02, eta: 18:39:33, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9650, loss_cls: 0.8224, loss: 0.8224 +2023-12-27 19:55:23,091 - pyskl - INFO - Epoch [25][200/2353] lr: 2.344e-02, eta: 18:39:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9656, loss_cls: 0.8424, loss: 0.8424 +2023-12-27 19:55:45,504 - pyskl - INFO - Epoch [25][300/2353] lr: 2.344e-02, eta: 18:38:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9613, loss_cls: 0.8815, loss: 0.8815 +2023-12-27 19:56:07,904 - pyskl - INFO - Epoch [25][400/2353] lr: 2.343e-02, eta: 18:38:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9656, loss_cls: 0.8332, loss: 0.8332 +2023-12-27 19:56:30,259 - pyskl - INFO - Epoch [25][500/2353] lr: 2.343e-02, eta: 18:37:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9631, loss_cls: 0.9183, loss: 0.9183 +2023-12-27 19:56:52,624 - pyskl - INFO - Epoch [25][600/2353] lr: 2.342e-02, eta: 18:37:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9519, loss_cls: 0.9509, loss: 0.9509 +2023-12-27 19:57:14,990 - pyskl - INFO - Epoch [25][700/2353] lr: 2.342e-02, eta: 18:37:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9631, loss_cls: 0.8134, loss: 0.8134 +2023-12-27 19:57:37,431 - pyskl - INFO - Epoch [25][800/2353] lr: 2.341e-02, eta: 18:36:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9669, loss_cls: 0.8851, loss: 0.8851 +2023-12-27 19:57:59,775 - pyskl - INFO - Epoch [25][900/2353] lr: 2.341e-02, eta: 18:36:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9600, loss_cls: 0.8428, loss: 0.8428 +2023-12-27 19:58:22,140 - pyskl - INFO - Epoch [25][1000/2353] lr: 2.340e-02, eta: 18:35:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9587, loss_cls: 0.9096, loss: 0.9096 +2023-12-27 19:58:44,496 - pyskl - INFO - Epoch [25][1100/2353] lr: 2.339e-02, eta: 18:35:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9663, loss_cls: 0.8747, loss: 0.8747 +2023-12-27 19:59:06,999 - pyskl - INFO - Epoch [25][1200/2353] lr: 2.339e-02, eta: 18:35:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9606, loss_cls: 0.8572, loss: 0.8572 +2023-12-27 19:59:29,447 - pyskl - INFO - Epoch [25][1300/2353] lr: 2.338e-02, eta: 18:34:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9537, loss_cls: 0.9356, loss: 0.9356 +2023-12-27 19:59:51,886 - pyskl - INFO - Epoch [25][1400/2353] lr: 2.338e-02, eta: 18:34:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9594, loss_cls: 0.8926, loss: 0.8926 +2023-12-27 20:00:14,203 - pyskl - INFO - Epoch [25][1500/2353] lr: 2.337e-02, eta: 18:33:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7600, top5_acc: 0.9550, loss_cls: 1.0090, loss: 1.0090 +2023-12-27 20:00:36,519 - pyskl - INFO - Epoch [25][1600/2353] lr: 2.337e-02, eta: 18:33:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9675, loss_cls: 0.8585, loss: 0.8585 +2023-12-27 20:00:59,007 - pyskl - INFO - Epoch [25][1700/2353] lr: 2.336e-02, eta: 18:33:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.8381, loss: 0.8381 +2023-12-27 20:01:21,466 - pyskl - INFO - Epoch [25][1800/2353] lr: 2.336e-02, eta: 18:32:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7500, top5_acc: 0.9587, loss_cls: 0.9459, loss: 0.9459 +2023-12-27 20:01:43,882 - pyskl - INFO - Epoch [25][1900/2353] lr: 2.335e-02, eta: 18:32:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9594, loss_cls: 0.8919, loss: 0.8919 +2023-12-27 20:02:06,378 - pyskl - INFO - Epoch [25][2000/2353] lr: 2.334e-02, eta: 18:31:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 0.8579, loss: 0.8579 +2023-12-27 20:02:28,825 - pyskl - INFO - Epoch [25][2100/2353] lr: 2.334e-02, eta: 18:31:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9600, loss_cls: 0.9068, loss: 0.9068 +2023-12-27 20:02:51,233 - pyskl - INFO - Epoch [25][2200/2353] lr: 2.333e-02, eta: 18:31:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7544, top5_acc: 0.9563, loss_cls: 0.9631, loss: 0.9631 +2023-12-27 20:03:13,622 - pyskl - INFO - Epoch [25][2300/2353] lr: 2.333e-02, eta: 18:30:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9625, loss_cls: 0.8831, loss: 0.8831 +2023-12-27 20:03:25,941 - pyskl - INFO - Saving checkpoint at 25 epochs +2023-12-27 20:04:53,603 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:04:53,687 - pyskl - INFO - +top1_acc 0.8176 +top5_acc 0.9820 +2023-12-27 20:04:53,691 - pyskl - INFO - Epoch(val) [25][1184] top1_acc: 0.8176, top5_acc: 0.9820 +2023-12-27 20:05:33,164 - pyskl - INFO - Epoch [26][100/2353] lr: 2.332e-02, eta: 18:30:35, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.7594, top5_acc: 0.9669, loss_cls: 0.9152, loss: 0.9152 +2023-12-27 20:05:55,496 - pyskl - INFO - Epoch [26][200/2353] lr: 2.331e-02, eta: 18:30:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9594, loss_cls: 0.8890, loss: 0.8890 +2023-12-27 20:06:17,848 - pyskl - INFO - Epoch [26][300/2353] lr: 2.331e-02, eta: 18:29:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9706, loss_cls: 0.7976, loss: 0.7976 +2023-12-27 20:06:40,199 - pyskl - INFO - Epoch [26][400/2353] lr: 2.330e-02, eta: 18:29:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7631, top5_acc: 0.9631, loss_cls: 0.9440, loss: 0.9440 +2023-12-27 20:07:02,604 - pyskl - INFO - Epoch [26][500/2353] lr: 2.330e-02, eta: 18:28:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9563, loss_cls: 0.9054, loss: 0.9054 +2023-12-27 20:07:25,056 - pyskl - INFO - Epoch [26][600/2353] lr: 2.329e-02, eta: 18:28:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 0.8258, loss: 0.8258 +2023-12-27 20:07:47,522 - pyskl - INFO - Epoch [26][700/2353] lr: 2.329e-02, eta: 18:28:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9600, loss_cls: 0.8508, loss: 0.8508 +2023-12-27 20:08:10,034 - pyskl - INFO - Epoch [26][800/2353] lr: 2.328e-02, eta: 18:27:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9631, loss_cls: 0.7944, loss: 0.7944 +2023-12-27 20:08:32,494 - pyskl - INFO - Epoch [26][900/2353] lr: 2.327e-02, eta: 18:27:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9600, loss_cls: 0.8477, loss: 0.8477 +2023-12-27 20:08:54,884 - pyskl - INFO - Epoch [26][1000/2353] lr: 2.327e-02, eta: 18:27:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9563, loss_cls: 0.9106, loss: 0.9106 +2023-12-27 20:09:17,313 - pyskl - INFO - Epoch [26][1100/2353] lr: 2.326e-02, eta: 18:26:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9650, loss_cls: 0.8460, loss: 0.8460 +2023-12-27 20:09:39,769 - pyskl - INFO - Epoch [26][1200/2353] lr: 2.326e-02, eta: 18:26:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9600, loss_cls: 0.8688, loss: 0.8688 +2023-12-27 20:10:02,221 - pyskl - INFO - Epoch [26][1300/2353] lr: 2.325e-02, eta: 18:25:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9556, loss_cls: 0.9426, loss: 0.9426 +2023-12-27 20:10:24,660 - pyskl - INFO - Epoch [26][1400/2353] lr: 2.325e-02, eta: 18:25:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9506, loss_cls: 0.9352, loss: 0.9352 +2023-12-27 20:10:47,064 - pyskl - INFO - Epoch [26][1500/2353] lr: 2.324e-02, eta: 18:25:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9563, loss_cls: 0.8785, loss: 0.8785 +2023-12-27 20:11:09,450 - pyskl - INFO - Epoch [26][1600/2353] lr: 2.324e-02, eta: 18:24:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9688, loss_cls: 0.8408, loss: 0.8408 +2023-12-27 20:11:31,818 - pyskl - INFO - Epoch [26][1700/2353] lr: 2.323e-02, eta: 18:24:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9644, loss_cls: 0.8541, loss: 0.8541 +2023-12-27 20:11:54,204 - pyskl - INFO - Epoch [26][1800/2353] lr: 2.322e-02, eta: 18:23:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9525, loss_cls: 0.9135, loss: 0.9135 +2023-12-27 20:12:16,612 - pyskl - INFO - Epoch [26][1900/2353] lr: 2.322e-02, eta: 18:23:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9644, loss_cls: 0.8497, loss: 0.8497 +2023-12-27 20:12:39,076 - pyskl - INFO - Epoch [26][2000/2353] lr: 2.321e-02, eta: 18:23:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9650, loss_cls: 0.8751, loss: 0.8751 +2023-12-27 20:13:01,644 - pyskl - INFO - Epoch [26][2100/2353] lr: 2.321e-02, eta: 18:22:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9663, loss_cls: 0.8951, loss: 0.8951 +2023-12-27 20:13:24,108 - pyskl - INFO - Epoch [26][2200/2353] lr: 2.320e-02, eta: 18:22:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9631, loss_cls: 0.9061, loss: 0.9061 +2023-12-27 20:13:46,541 - pyskl - INFO - Epoch [26][2300/2353] lr: 2.320e-02, eta: 18:21:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9619, loss_cls: 0.8453, loss: 0.8453 +2023-12-27 20:13:58,886 - pyskl - INFO - Saving checkpoint at 26 epochs +2023-12-27 20:15:26,735 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:15:26,816 - pyskl - INFO - +top1_acc 0.8170 +top5_acc 0.9735 +2023-12-27 20:15:26,820 - pyskl - INFO - Epoch(val) [26][1184] top1_acc: 0.8170, top5_acc: 0.9735 +2023-12-27 20:16:06,363 - pyskl - INFO - Epoch [27][100/2353] lr: 2.319e-02, eta: 18:21:40, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9688, loss_cls: 0.7953, loss: 0.7953 +2023-12-27 20:16:28,784 - pyskl - INFO - Epoch [27][200/2353] lr: 2.318e-02, eta: 18:21:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9619, loss_cls: 0.8792, loss: 0.8792 +2023-12-27 20:16:51,225 - pyskl - INFO - Epoch [27][300/2353] lr: 2.317e-02, eta: 18:20:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.8207, loss: 0.8207 +2023-12-27 20:17:13,621 - pyskl - INFO - Epoch [27][400/2353] lr: 2.317e-02, eta: 18:20:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9594, loss_cls: 0.8860, loss: 0.8860 +2023-12-27 20:17:35,995 - pyskl - INFO - Epoch [27][500/2353] lr: 2.316e-02, eta: 18:20:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 0.8652, loss: 0.8652 +2023-12-27 20:17:58,360 - pyskl - INFO - Epoch [27][600/2353] lr: 2.316e-02, eta: 18:19:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9594, loss_cls: 0.8553, loss: 0.8553 +2023-12-27 20:18:20,703 - pyskl - INFO - Epoch [27][700/2353] lr: 2.315e-02, eta: 18:19:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9619, loss_cls: 0.8824, loss: 0.8824 +2023-12-27 20:18:43,057 - pyskl - INFO - Epoch [27][800/2353] lr: 2.315e-02, eta: 18:18:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9575, loss_cls: 0.9468, loss: 0.9468 +2023-12-27 20:19:05,412 - pyskl - INFO - Epoch [27][900/2353] lr: 2.314e-02, eta: 18:18:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9644, loss_cls: 0.8595, loss: 0.8595 +2023-12-27 20:19:27,843 - pyskl - INFO - Epoch [27][1000/2353] lr: 2.313e-02, eta: 18:18:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9731, loss_cls: 0.8692, loss: 0.8692 +2023-12-27 20:19:50,238 - pyskl - INFO - Epoch [27][1100/2353] lr: 2.313e-02, eta: 18:17:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9587, loss_cls: 0.8856, loss: 0.8856 +2023-12-27 20:20:12,652 - pyskl - INFO - Epoch [27][1200/2353] lr: 2.312e-02, eta: 18:17:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9563, loss_cls: 0.9127, loss: 0.9127 +2023-12-27 20:20:35,064 - pyskl - INFO - Epoch [27][1300/2353] lr: 2.312e-02, eta: 18:16:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 0.8416, loss: 0.8416 +2023-12-27 20:20:57,451 - pyskl - INFO - Epoch [27][1400/2353] lr: 2.311e-02, eta: 18:16:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9756, loss_cls: 0.8165, loss: 0.8165 +2023-12-27 20:21:19,813 - pyskl - INFO - Epoch [27][1500/2353] lr: 2.310e-02, eta: 18:16:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9587, loss_cls: 0.8977, loss: 0.8977 +2023-12-27 20:21:42,165 - pyskl - INFO - Epoch [27][1600/2353] lr: 2.310e-02, eta: 18:15:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9625, loss_cls: 0.9001, loss: 0.9001 +2023-12-27 20:22:04,539 - pyskl - INFO - Epoch [27][1700/2353] lr: 2.309e-02, eta: 18:15:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7769, top5_acc: 0.9563, loss_cls: 0.9074, loss: 0.9074 +2023-12-27 20:22:26,882 - pyskl - INFO - Epoch [27][1800/2353] lr: 2.309e-02, eta: 18:14:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 0.8531, loss: 0.8531 +2023-12-27 20:22:49,240 - pyskl - INFO - Epoch [27][1900/2353] lr: 2.308e-02, eta: 18:14:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9669, loss_cls: 0.8617, loss: 0.8617 +2023-12-27 20:23:11,602 - pyskl - INFO - Epoch [27][2000/2353] lr: 2.308e-02, eta: 18:14:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.8462, loss: 0.8462 +2023-12-27 20:23:33,928 - pyskl - INFO - Epoch [27][2100/2353] lr: 2.307e-02, eta: 18:13:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9613, loss_cls: 0.9053, loss: 0.9053 +2023-12-27 20:23:56,279 - pyskl - INFO - Epoch [27][2200/2353] lr: 2.306e-02, eta: 18:13:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 0.8550, loss: 0.8550 +2023-12-27 20:24:18,668 - pyskl - INFO - Epoch [27][2300/2353] lr: 2.306e-02, eta: 18:12:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9694, loss_cls: 0.8286, loss: 0.8286 +2023-12-27 20:24:31,093 - pyskl - INFO - Saving checkpoint at 27 epochs +2023-12-27 20:25:58,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:25:58,768 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9851 +2023-12-27 20:25:58,772 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_23.pth was removed +2023-12-27 20:25:58,895 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_27.pth. +2023-12-27 20:25:58,895 - pyskl - INFO - Best top1_acc is 0.8468 at 27 epoch. +2023-12-27 20:25:58,900 - pyskl - INFO - Epoch(val) [27][1184] top1_acc: 0.8468, top5_acc: 0.9851 +2023-12-27 20:26:38,424 - pyskl - INFO - Epoch [28][100/2353] lr: 2.305e-02, eta: 18:12:40, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9656, loss_cls: 0.8691, loss: 0.8691 +2023-12-27 20:27:00,790 - pyskl - INFO - Epoch [28][200/2353] lr: 2.304e-02, eta: 18:12:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7644, top5_acc: 0.9619, loss_cls: 0.9251, loss: 0.9251 +2023-12-27 20:27:23,174 - pyskl - INFO - Epoch [28][300/2353] lr: 2.304e-02, eta: 18:11:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9644, loss_cls: 0.8495, loss: 0.8495 +2023-12-27 20:27:45,587 - pyskl - INFO - Epoch [28][400/2353] lr: 2.303e-02, eta: 18:11:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9606, loss_cls: 0.8466, loss: 0.8466 +2023-12-27 20:28:07,994 - pyskl - INFO - Epoch [28][500/2353] lr: 2.302e-02, eta: 18:11:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9581, loss_cls: 0.8957, loss: 0.8957 +2023-12-27 20:28:30,433 - pyskl - INFO - Epoch [28][600/2353] lr: 2.302e-02, eta: 18:10:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9531, loss_cls: 0.9395, loss: 0.9395 +2023-12-27 20:28:52,860 - pyskl - INFO - Epoch [28][700/2353] lr: 2.301e-02, eta: 18:10:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9650, loss_cls: 0.8395, loss: 0.8395 +2023-12-27 20:29:15,242 - pyskl - INFO - Epoch [28][800/2353] lr: 2.301e-02, eta: 18:09:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9688, loss_cls: 0.7901, loss: 0.7901 +2023-12-27 20:29:37,750 - pyskl - INFO - Epoch [28][900/2353] lr: 2.300e-02, eta: 18:09:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9712, loss_cls: 0.7641, loss: 0.7641 +2023-12-27 20:30:00,268 - pyskl - INFO - Epoch [28][1000/2353] lr: 2.299e-02, eta: 18:09:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9631, loss_cls: 0.8756, loss: 0.8756 +2023-12-27 20:30:22,652 - pyskl - INFO - Epoch [28][1100/2353] lr: 2.299e-02, eta: 18:08:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9619, loss_cls: 0.9015, loss: 0.9015 +2023-12-27 20:30:44,998 - pyskl - INFO - Epoch [28][1200/2353] lr: 2.298e-02, eta: 18:08:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7775, top5_acc: 0.9581, loss_cls: 0.8875, loss: 0.8875 +2023-12-27 20:31:07,342 - pyskl - INFO - Epoch [28][1300/2353] lr: 2.298e-02, eta: 18:07:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9556, loss_cls: 0.8863, loss: 0.8863 +2023-12-27 20:31:29,744 - pyskl - INFO - Epoch [28][1400/2353] lr: 2.297e-02, eta: 18:07:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9631, loss_cls: 0.9006, loss: 0.9006 +2023-12-27 20:31:52,116 - pyskl - INFO - Epoch [28][1500/2353] lr: 2.296e-02, eta: 18:07:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 0.8422, loss: 0.8422 +2023-12-27 20:32:14,588 - pyskl - INFO - Epoch [28][1600/2353] lr: 2.296e-02, eta: 18:06:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9619, loss_cls: 0.8665, loss: 0.8665 +2023-12-27 20:32:36,982 - pyskl - INFO - Epoch [28][1700/2353] lr: 2.295e-02, eta: 18:06:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7863, top5_acc: 0.9694, loss_cls: 0.8402, loss: 0.8402 +2023-12-27 20:32:59,344 - pyskl - INFO - Epoch [28][1800/2353] lr: 2.295e-02, eta: 18:05:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 0.8379, loss: 0.8379 +2023-12-27 20:33:21,707 - pyskl - INFO - Epoch [28][1900/2353] lr: 2.294e-02, eta: 18:05:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9681, loss_cls: 0.8412, loss: 0.8412 +2023-12-27 20:33:44,106 - pyskl - INFO - Epoch [28][2000/2353] lr: 2.293e-02, eta: 18:05:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9563, loss_cls: 0.8762, loss: 0.8762 +2023-12-27 20:34:06,541 - pyskl - INFO - Epoch [28][2100/2353] lr: 2.293e-02, eta: 18:04:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9594, loss_cls: 0.9174, loss: 0.9174 +2023-12-27 20:34:29,114 - pyskl - INFO - Epoch [28][2200/2353] lr: 2.292e-02, eta: 18:04:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9563, loss_cls: 0.8744, loss: 0.8744 +2023-12-27 20:34:51,551 - pyskl - INFO - Epoch [28][2300/2353] lr: 2.291e-02, eta: 18:03:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 0.8437, loss: 0.8437 +2023-12-27 20:35:03,902 - pyskl - INFO - Saving checkpoint at 28 epochs +2023-12-27 20:36:31,177 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:36:31,260 - pyskl - INFO - +top1_acc 0.8416 +top5_acc 0.9827 +2023-12-27 20:36:31,264 - pyskl - INFO - Epoch(val) [28][1184] top1_acc: 0.8416, top5_acc: 0.9827 +2023-12-27 20:37:10,630 - pyskl - INFO - Epoch [29][100/2353] lr: 2.291e-02, eta: 18:03:44, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9644, loss_cls: 0.8871, loss: 0.8871 +2023-12-27 20:37:32,972 - pyskl - INFO - Epoch [29][200/2353] lr: 2.290e-02, eta: 18:03:20, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9712, loss_cls: 0.8434, loss: 0.8434 +2023-12-27 20:37:55,388 - pyskl - INFO - Epoch [29][300/2353] lr: 2.289e-02, eta: 18:02:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9644, loss_cls: 0.8453, loss: 0.8453 +2023-12-27 20:38:17,833 - pyskl - INFO - Epoch [29][400/2353] lr: 2.289e-02, eta: 18:02:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9606, loss_cls: 0.8193, loss: 0.8193 +2023-12-27 20:38:40,270 - pyskl - INFO - Epoch [29][500/2353] lr: 2.288e-02, eta: 18:02:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9663, loss_cls: 0.8216, loss: 0.8216 +2023-12-27 20:39:02,733 - pyskl - INFO - Epoch [29][600/2353] lr: 2.287e-02, eta: 18:01:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9700, loss_cls: 0.8265, loss: 0.8265 +2023-12-27 20:39:25,235 - pyskl - INFO - Epoch [29][700/2353] lr: 2.287e-02, eta: 18:01:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9675, loss_cls: 0.8240, loss: 0.8240 +2023-12-27 20:39:47,649 - pyskl - INFO - Epoch [29][800/2353] lr: 2.286e-02, eta: 18:00:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7638, top5_acc: 0.9656, loss_cls: 0.9154, loss: 0.9154 +2023-12-27 20:40:10,001 - pyskl - INFO - Epoch [29][900/2353] lr: 2.286e-02, eta: 18:00:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9644, loss_cls: 0.8885, loss: 0.8885 +2023-12-27 20:40:32,327 - pyskl - INFO - Epoch [29][1000/2353] lr: 2.285e-02, eta: 18:00:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9625, loss_cls: 0.8939, loss: 0.8939 +2023-12-27 20:40:54,665 - pyskl - INFO - Epoch [29][1100/2353] lr: 2.284e-02, eta: 17:59:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9650, loss_cls: 0.8696, loss: 0.8696 +2023-12-27 20:41:17,019 - pyskl - INFO - Epoch [29][1200/2353] lr: 2.284e-02, eta: 17:59:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9606, loss_cls: 0.8387, loss: 0.8387 +2023-12-27 20:41:39,352 - pyskl - INFO - Epoch [29][1300/2353] lr: 2.283e-02, eta: 17:58:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9625, loss_cls: 0.8578, loss: 0.8578 +2023-12-27 20:42:01,709 - pyskl - INFO - Epoch [29][1400/2353] lr: 2.282e-02, eta: 17:58:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9644, loss_cls: 0.8709, loss: 0.8709 +2023-12-27 20:42:24,043 - pyskl - INFO - Epoch [29][1500/2353] lr: 2.282e-02, eta: 17:58:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9569, loss_cls: 0.8916, loss: 0.8916 +2023-12-27 20:42:46,408 - pyskl - INFO - Epoch [29][1600/2353] lr: 2.281e-02, eta: 17:57:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9569, loss_cls: 0.9064, loss: 0.9064 +2023-12-27 20:43:08,780 - pyskl - INFO - Epoch [29][1700/2353] lr: 2.281e-02, eta: 17:57:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9688, loss_cls: 0.8653, loss: 0.8653 +2023-12-27 20:43:31,109 - pyskl - INFO - Epoch [29][1800/2353] lr: 2.280e-02, eta: 17:56:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7738, top5_acc: 0.9594, loss_cls: 0.8992, loss: 0.8992 +2023-12-27 20:43:53,411 - pyskl - INFO - Epoch [29][1900/2353] lr: 2.279e-02, eta: 17:56:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9656, loss_cls: 0.8446, loss: 0.8446 +2023-12-27 20:44:15,779 - pyskl - INFO - Epoch [29][2000/2353] lr: 2.279e-02, eta: 17:56:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9656, loss_cls: 0.8492, loss: 0.8492 +2023-12-27 20:44:38,185 - pyskl - INFO - Epoch [29][2100/2353] lr: 2.278e-02, eta: 17:55:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9669, loss_cls: 0.8179, loss: 0.8179 +2023-12-27 20:45:00,607 - pyskl - INFO - Epoch [29][2200/2353] lr: 2.277e-02, eta: 17:55:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9556, loss_cls: 0.8857, loss: 0.8857 +2023-12-27 20:45:23,078 - pyskl - INFO - Epoch [29][2300/2353] lr: 2.277e-02, eta: 17:55:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9613, loss_cls: 0.8676, loss: 0.8676 +2023-12-27 20:45:35,404 - pyskl - INFO - Saving checkpoint at 29 epochs +2023-12-27 20:47:03,372 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:47:03,453 - pyskl - INFO - +top1_acc 0.8522 +top5_acc 0.9842 +2023-12-27 20:47:03,457 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_27.pth was removed +2023-12-27 20:47:03,585 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_29.pth. +2023-12-27 20:47:03,585 - pyskl - INFO - Best top1_acc is 0.8522 at 29 epoch. +2023-12-27 20:47:03,590 - pyskl - INFO - Epoch(val) [29][1184] top1_acc: 0.8522, top5_acc: 0.9842 +2023-12-27 20:47:43,094 - pyskl - INFO - Epoch [30][100/2353] lr: 2.276e-02, eta: 17:54:46, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9738, loss_cls: 0.7818, loss: 0.7818 +2023-12-27 20:48:05,387 - pyskl - INFO - Epoch [30][200/2353] lr: 2.275e-02, eta: 17:54:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9669, loss_cls: 0.8528, loss: 0.8528 +2023-12-27 20:48:27,674 - pyskl - INFO - Epoch [30][300/2353] lr: 2.275e-02, eta: 17:53:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9619, loss_cls: 0.8596, loss: 0.8596 +2023-12-27 20:48:50,130 - pyskl - INFO - Epoch [30][400/2353] lr: 2.274e-02, eta: 17:53:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9637, loss_cls: 0.8004, loss: 0.8004 +2023-12-27 20:49:12,556 - pyskl - INFO - Epoch [30][500/2353] lr: 2.273e-02, eta: 17:53:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.7684, loss: 0.7684 +2023-12-27 20:49:34,921 - pyskl - INFO - Epoch [30][600/2353] lr: 2.273e-02, eta: 17:52:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 0.7908, loss: 0.7908 +2023-12-27 20:49:57,268 - pyskl - INFO - Epoch [30][700/2353] lr: 2.272e-02, eta: 17:52:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9656, loss_cls: 0.8410, loss: 0.8410 +2023-12-27 20:50:19,637 - pyskl - INFO - Epoch [30][800/2353] lr: 2.271e-02, eta: 17:51:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9681, loss_cls: 0.8423, loss: 0.8423 +2023-12-27 20:50:42,043 - pyskl - INFO - Epoch [30][900/2353] lr: 2.271e-02, eta: 17:51:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9656, loss_cls: 0.8922, loss: 0.8922 +2023-12-27 20:51:04,438 - pyskl - INFO - Epoch [30][1000/2353] lr: 2.270e-02, eta: 17:51:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9663, loss_cls: 0.8101, loss: 0.8101 +2023-12-27 20:51:26,850 - pyskl - INFO - Epoch [30][1100/2353] lr: 2.269e-02, eta: 17:50:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 0.8586, loss: 0.8586 +2023-12-27 20:51:49,256 - pyskl - INFO - Epoch [30][1200/2353] lr: 2.269e-02, eta: 17:50:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9644, loss_cls: 0.8828, loss: 0.8828 +2023-12-27 20:52:11,664 - pyskl - INFO - Epoch [30][1300/2353] lr: 2.268e-02, eta: 17:50:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 0.8465, loss: 0.8465 +2023-12-27 20:52:34,076 - pyskl - INFO - Epoch [30][1400/2353] lr: 2.267e-02, eta: 17:49:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9619, loss_cls: 0.8405, loss: 0.8405 +2023-12-27 20:52:56,517 - pyskl - INFO - Epoch [30][1500/2353] lr: 2.267e-02, eta: 17:49:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9675, loss_cls: 0.8265, loss: 0.8265 +2023-12-27 20:53:18,866 - pyskl - INFO - Epoch [30][1600/2353] lr: 2.266e-02, eta: 17:48:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 0.8678, loss: 0.8678 +2023-12-27 20:53:41,219 - pyskl - INFO - Epoch [30][1700/2353] lr: 2.266e-02, eta: 17:48:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 0.9365, loss: 0.9365 +2023-12-27 20:54:03,611 - pyskl - INFO - Epoch [30][1800/2353] lr: 2.265e-02, eta: 17:48:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9656, loss_cls: 0.8870, loss: 0.8870 +2023-12-27 20:54:25,954 - pyskl - INFO - Epoch [30][1900/2353] lr: 2.264e-02, eta: 17:47:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7750, top5_acc: 0.9513, loss_cls: 0.9226, loss: 0.9226 +2023-12-27 20:54:48,534 - pyskl - INFO - Epoch [30][2000/2353] lr: 2.264e-02, eta: 17:47:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7762, top5_acc: 0.9650, loss_cls: 0.8982, loss: 0.8982 +2023-12-27 20:55:11,116 - pyskl - INFO - Epoch [30][2100/2353] lr: 2.263e-02, eta: 17:46:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9613, loss_cls: 0.8813, loss: 0.8813 +2023-12-27 20:55:33,669 - pyskl - INFO - Epoch [30][2200/2353] lr: 2.262e-02, eta: 17:46:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9581, loss_cls: 0.9124, loss: 0.9124 +2023-12-27 20:55:56,150 - pyskl - INFO - Epoch [30][2300/2353] lr: 2.262e-02, eta: 17:46:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9569, loss_cls: 0.8795, loss: 0.8795 +2023-12-27 20:56:08,521 - pyskl - INFO - Saving checkpoint at 30 epochs +2023-12-27 20:57:36,272 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 20:57:36,354 - pyskl - INFO - +top1_acc 0.8443 +top5_acc 0.9838 +2023-12-27 20:57:36,358 - pyskl - INFO - Epoch(val) [30][1184] top1_acc: 0.8443, top5_acc: 0.9838 +2023-12-27 20:58:16,037 - pyskl - INFO - Epoch [31][100/2353] lr: 2.261e-02, eta: 17:45:51, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9581, loss_cls: 0.7950, loss: 0.7950 +2023-12-27 20:58:38,386 - pyskl - INFO - Epoch [31][200/2353] lr: 2.260e-02, eta: 17:45:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9656, loss_cls: 0.7874, loss: 0.7874 +2023-12-27 20:59:00,722 - pyskl - INFO - Epoch [31][300/2353] lr: 2.259e-02, eta: 17:45:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 0.8306, loss: 0.8306 +2023-12-27 20:59:23,116 - pyskl - INFO - Epoch [31][400/2353] lr: 2.259e-02, eta: 17:44:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9706, loss_cls: 0.8056, loss: 0.8056 +2023-12-27 20:59:45,503 - pyskl - INFO - Epoch [31][500/2353] lr: 2.258e-02, eta: 17:44:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9663, loss_cls: 0.8353, loss: 0.8353 +2023-12-27 21:00:07,948 - pyskl - INFO - Epoch [31][600/2353] lr: 2.257e-02, eta: 17:43:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9656, loss_cls: 0.8058, loss: 0.8058 +2023-12-27 21:00:30,400 - pyskl - INFO - Epoch [31][700/2353] lr: 2.257e-02, eta: 17:43:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7800, top5_acc: 0.9625, loss_cls: 0.8898, loss: 0.8898 +2023-12-27 21:00:52,861 - pyskl - INFO - Epoch [31][800/2353] lr: 2.256e-02, eta: 17:43:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9625, loss_cls: 0.8200, loss: 0.8200 +2023-12-27 21:01:15,336 - pyskl - INFO - Epoch [31][900/2353] lr: 2.255e-02, eta: 17:42:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9644, loss_cls: 0.8688, loss: 0.8688 +2023-12-27 21:01:37,786 - pyskl - INFO - Epoch [31][1000/2353] lr: 2.255e-02, eta: 17:42:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9700, loss_cls: 0.8094, loss: 0.8094 +2023-12-27 21:02:00,215 - pyskl - INFO - Epoch [31][1100/2353] lr: 2.254e-02, eta: 17:41:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9587, loss_cls: 0.8553, loss: 0.8553 +2023-12-27 21:02:22,640 - pyskl - INFO - Epoch [31][1200/2353] lr: 2.253e-02, eta: 17:41:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9619, loss_cls: 0.8758, loss: 0.8758 +2023-12-27 21:02:45,053 - pyskl - INFO - Epoch [31][1300/2353] lr: 2.253e-02, eta: 17:41:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9506, loss_cls: 0.9284, loss: 0.9284 +2023-12-27 21:03:07,477 - pyskl - INFO - Epoch [31][1400/2353] lr: 2.252e-02, eta: 17:40:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9656, loss_cls: 0.8333, loss: 0.8333 +2023-12-27 21:03:29,882 - pyskl - INFO - Epoch [31][1500/2353] lr: 2.251e-02, eta: 17:40:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7694, top5_acc: 0.9681, loss_cls: 0.8724, loss: 0.8724 +2023-12-27 21:03:52,309 - pyskl - INFO - Epoch [31][1600/2353] lr: 2.251e-02, eta: 17:39:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9625, loss_cls: 0.8676, loss: 0.8676 +2023-12-27 21:04:14,732 - pyskl - INFO - Epoch [31][1700/2353] lr: 2.250e-02, eta: 17:39:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9738, loss_cls: 0.8162, loss: 0.8162 +2023-12-27 21:04:37,167 - pyskl - INFO - Epoch [31][1800/2353] lr: 2.249e-02, eta: 17:39:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9738, loss_cls: 0.8263, loss: 0.8263 +2023-12-27 21:04:59,586 - pyskl - INFO - Epoch [31][1900/2353] lr: 2.249e-02, eta: 17:38:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7606, top5_acc: 0.9675, loss_cls: 0.8810, loss: 0.8810 +2023-12-27 21:05:21,948 - pyskl - INFO - Epoch [31][2000/2353] lr: 2.248e-02, eta: 17:38:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9594, loss_cls: 0.8684, loss: 0.8684 +2023-12-27 21:05:44,323 - pyskl - INFO - Epoch [31][2100/2353] lr: 2.247e-02, eta: 17:37:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9656, loss_cls: 0.8168, loss: 0.8168 +2023-12-27 21:06:06,704 - pyskl - INFO - Epoch [31][2200/2353] lr: 2.247e-02, eta: 17:37:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9569, loss_cls: 0.8336, loss: 0.8336 +2023-12-27 21:06:29,105 - pyskl - INFO - Epoch [31][2300/2353] lr: 2.246e-02, eta: 17:37:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7719, top5_acc: 0.9581, loss_cls: 0.9245, loss: 0.9245 +2023-12-27 21:06:41,406 - pyskl - INFO - Saving checkpoint at 31 epochs +2023-12-27 21:08:09,294 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:08:09,375 - pyskl - INFO - +top1_acc 0.8285 +top5_acc 0.9821 +2023-12-27 21:08:09,379 - pyskl - INFO - Epoch(val) [31][1184] top1_acc: 0.8285, top5_acc: 0.9821 +2023-12-27 21:08:48,385 - pyskl - INFO - Epoch [32][100/2353] lr: 2.245e-02, eta: 17:36:54, time: 0.390, data_time: 0.167, memory: 6499, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 0.9250, loss: 0.9250 +2023-12-27 21:09:10,674 - pyskl - INFO - Epoch [32][200/2353] lr: 2.244e-02, eta: 17:36:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9681, loss_cls: 0.8463, loss: 0.8463 +2023-12-27 21:09:32,986 - pyskl - INFO - Epoch [32][300/2353] lr: 2.244e-02, eta: 17:36:06, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.7858, loss: 0.7858 +2023-12-27 21:09:55,471 - pyskl - INFO - Epoch [32][400/2353] lr: 2.243e-02, eta: 17:35:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 0.8398, loss: 0.8398 +2023-12-27 21:10:17,866 - pyskl - INFO - Epoch [32][500/2353] lr: 2.242e-02, eta: 17:35:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9644, loss_cls: 0.8502, loss: 0.8502 +2023-12-27 21:10:40,267 - pyskl - INFO - Epoch [32][600/2353] lr: 2.242e-02, eta: 17:34:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9694, loss_cls: 0.8635, loss: 0.8635 +2023-12-27 21:11:02,579 - pyskl - INFO - Epoch [32][700/2353] lr: 2.241e-02, eta: 17:34:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7894, top5_acc: 0.9531, loss_cls: 0.9033, loss: 0.9033 +2023-12-27 21:11:24,969 - pyskl - INFO - Epoch [32][800/2353] lr: 2.240e-02, eta: 17:34:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9688, loss_cls: 0.8138, loss: 0.8138 +2023-12-27 21:11:47,392 - pyskl - INFO - Epoch [32][900/2353] lr: 2.240e-02, eta: 17:33:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9613, loss_cls: 0.8700, loss: 0.8700 +2023-12-27 21:12:09,759 - pyskl - INFO - Epoch [32][1000/2353] lr: 2.239e-02, eta: 17:33:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 0.8133, loss: 0.8133 +2023-12-27 21:12:32,088 - pyskl - INFO - Epoch [32][1100/2353] lr: 2.238e-02, eta: 17:32:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7662, top5_acc: 0.9569, loss_cls: 0.9025, loss: 0.9025 +2023-12-27 21:12:54,427 - pyskl - INFO - Epoch [32][1200/2353] lr: 2.238e-02, eta: 17:32:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9631, loss_cls: 0.7663, loss: 0.7663 +2023-12-27 21:13:16,762 - pyskl - INFO - Epoch [32][1300/2353] lr: 2.237e-02, eta: 17:32:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9625, loss_cls: 0.8197, loss: 0.8197 +2023-12-27 21:13:39,113 - pyskl - INFO - Epoch [32][1400/2353] lr: 2.236e-02, eta: 17:31:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9613, loss_cls: 0.8609, loss: 0.8609 +2023-12-27 21:14:01,455 - pyskl - INFO - Epoch [32][1500/2353] lr: 2.235e-02, eta: 17:31:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7887, top5_acc: 0.9613, loss_cls: 0.8558, loss: 0.8558 +2023-12-27 21:14:23,799 - pyskl - INFO - Epoch [32][1600/2353] lr: 2.235e-02, eta: 17:30:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 0.7940, loss: 0.7940 +2023-12-27 21:14:46,159 - pyskl - INFO - Epoch [32][1700/2353] lr: 2.234e-02, eta: 17:30:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9631, loss_cls: 0.8615, loss: 0.8615 +2023-12-27 21:15:08,588 - pyskl - INFO - Epoch [32][1800/2353] lr: 2.233e-02, eta: 17:30:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 0.8587, loss: 0.8587 +2023-12-27 21:15:31,042 - pyskl - INFO - Epoch [32][1900/2353] lr: 2.233e-02, eta: 17:29:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 0.7951, loss: 0.7951 +2023-12-27 21:15:53,482 - pyskl - INFO - Epoch [32][2000/2353] lr: 2.232e-02, eta: 17:29:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9619, loss_cls: 0.8732, loss: 0.8732 +2023-12-27 21:16:15,941 - pyskl - INFO - Epoch [32][2100/2353] lr: 2.231e-02, eta: 17:29:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9556, loss_cls: 0.8969, loss: 0.8969 +2023-12-27 21:16:38,434 - pyskl - INFO - Epoch [32][2200/2353] lr: 2.231e-02, eta: 17:28:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9712, loss_cls: 0.8257, loss: 0.8257 +2023-12-27 21:17:00,869 - pyskl - INFO - Epoch [32][2300/2353] lr: 2.230e-02, eta: 17:28:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9656, loss_cls: 0.8295, loss: 0.8295 +2023-12-27 21:17:13,254 - pyskl - INFO - Saving checkpoint at 32 epochs +2023-12-27 21:18:40,774 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:18:40,855 - pyskl - INFO - +top1_acc 0.8402 +top5_acc 0.9854 +2023-12-27 21:18:40,859 - pyskl - INFO - Epoch(val) [32][1184] top1_acc: 0.8402, top5_acc: 0.9854 +2023-12-27 21:19:20,492 - pyskl - INFO - Epoch [33][100/2353] lr: 2.229e-02, eta: 17:27:57, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9725, loss_cls: 0.7841, loss: 0.7841 +2023-12-27 21:19:42,903 - pyskl - INFO - Epoch [33][200/2353] lr: 2.228e-02, eta: 17:27:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9681, loss_cls: 0.8303, loss: 0.8303 +2023-12-27 21:20:05,377 - pyskl - INFO - Epoch [33][300/2353] lr: 2.228e-02, eta: 17:27:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9606, loss_cls: 0.8430, loss: 0.8430 +2023-12-27 21:20:27,819 - pyskl - INFO - Epoch [33][400/2353] lr: 2.227e-02, eta: 17:26:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9712, loss_cls: 0.7351, loss: 0.7351 +2023-12-27 21:20:50,230 - pyskl - INFO - Epoch [33][500/2353] lr: 2.226e-02, eta: 17:26:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9688, loss_cls: 0.8687, loss: 0.8687 +2023-12-27 21:21:12,620 - pyskl - INFO - Epoch [33][600/2353] lr: 2.225e-02, eta: 17:26:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.7799, loss: 0.7799 +2023-12-27 21:21:35,063 - pyskl - INFO - Epoch [33][700/2353] lr: 2.225e-02, eta: 17:25:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9644, loss_cls: 0.8515, loss: 0.8515 +2023-12-27 21:21:57,497 - pyskl - INFO - Epoch [33][800/2353] lr: 2.224e-02, eta: 17:25:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.8472, loss: 0.8472 +2023-12-27 21:22:20,051 - pyskl - INFO - Epoch [33][900/2353] lr: 2.223e-02, eta: 17:24:50, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9644, loss_cls: 0.8627, loss: 0.8627 +2023-12-27 21:22:42,565 - pyskl - INFO - Epoch [33][1000/2353] lr: 2.223e-02, eta: 17:24:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9631, loss_cls: 0.8425, loss: 0.8425 +2023-12-27 21:23:04,977 - pyskl - INFO - Epoch [33][1100/2353] lr: 2.222e-02, eta: 17:24:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.7855, loss: 0.7855 +2023-12-27 21:23:27,401 - pyskl - INFO - Epoch [33][1200/2353] lr: 2.221e-02, eta: 17:23:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7806, top5_acc: 0.9606, loss_cls: 0.8792, loss: 0.8792 +2023-12-27 21:23:49,798 - pyskl - INFO - Epoch [33][1300/2353] lr: 2.221e-02, eta: 17:23:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9600, loss_cls: 0.8571, loss: 0.8571 +2023-12-27 21:24:12,185 - pyskl - INFO - Epoch [33][1400/2353] lr: 2.220e-02, eta: 17:22:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9575, loss_cls: 0.8711, loss: 0.8711 +2023-12-27 21:24:34,586 - pyskl - INFO - Epoch [33][1500/2353] lr: 2.219e-02, eta: 17:22:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9719, loss_cls: 0.8103, loss: 0.8103 +2023-12-27 21:24:57,000 - pyskl - INFO - Epoch [33][1600/2353] lr: 2.218e-02, eta: 17:22:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7844, top5_acc: 0.9606, loss_cls: 0.8713, loss: 0.8713 +2023-12-27 21:25:19,398 - pyskl - INFO - Epoch [33][1700/2353] lr: 2.218e-02, eta: 17:21:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 0.8491, loss: 0.8491 +2023-12-27 21:25:41,792 - pyskl - INFO - Epoch [33][1800/2353] lr: 2.217e-02, eta: 17:21:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 0.8576, loss: 0.8576 +2023-12-27 21:26:04,182 - pyskl - INFO - Epoch [33][1900/2353] lr: 2.216e-02, eta: 17:20:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9650, loss_cls: 0.8234, loss: 0.8234 +2023-12-27 21:26:26,616 - pyskl - INFO - Epoch [33][2000/2353] lr: 2.216e-02, eta: 17:20:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9613, loss_cls: 0.8151, loss: 0.8151 +2023-12-27 21:26:49,027 - pyskl - INFO - Epoch [33][2100/2353] lr: 2.215e-02, eta: 17:20:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9581, loss_cls: 0.8786, loss: 0.8786 +2023-12-27 21:27:11,486 - pyskl - INFO - Epoch [33][2200/2353] lr: 2.214e-02, eta: 17:19:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9738, loss_cls: 0.8071, loss: 0.8071 +2023-12-27 21:27:33,887 - pyskl - INFO - Epoch [33][2300/2353] lr: 2.214e-02, eta: 17:19:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9581, loss_cls: 0.8422, loss: 0.8422 +2023-12-27 21:27:46,242 - pyskl - INFO - Saving checkpoint at 33 epochs +2023-12-27 21:29:14,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:29:14,138 - pyskl - INFO - +top1_acc 0.8465 +top5_acc 0.9831 +2023-12-27 21:29:14,143 - pyskl - INFO - Epoch(val) [33][1184] top1_acc: 0.8465, top5_acc: 0.9831 +2023-12-27 21:29:53,425 - pyskl - INFO - Epoch [34][100/2353] lr: 2.212e-02, eta: 17:19:03, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.7494, loss: 0.7494 +2023-12-27 21:30:15,791 - pyskl - INFO - Epoch [34][200/2353] lr: 2.212e-02, eta: 17:18:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 0.8344, loss: 0.8344 +2023-12-27 21:30:38,199 - pyskl - INFO - Epoch [34][300/2353] lr: 2.211e-02, eta: 17:18:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9738, loss_cls: 0.7994, loss: 0.7994 +2023-12-27 21:31:00,632 - pyskl - INFO - Epoch [34][400/2353] lr: 2.210e-02, eta: 17:17:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9750, loss_cls: 0.7590, loss: 0.7590 +2023-12-27 21:31:23,046 - pyskl - INFO - Epoch [34][500/2353] lr: 2.210e-02, eta: 17:17:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9581, loss_cls: 0.8754, loss: 0.8754 +2023-12-27 21:31:45,388 - pyskl - INFO - Epoch [34][600/2353] lr: 2.209e-02, eta: 17:17:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9600, loss_cls: 0.8040, loss: 0.8040 +2023-12-27 21:32:07,697 - pyskl - INFO - Epoch [34][700/2353] lr: 2.208e-02, eta: 17:16:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9762, loss_cls: 0.7851, loss: 0.7851 +2023-12-27 21:32:30,068 - pyskl - INFO - Epoch [34][800/2353] lr: 2.207e-02, eta: 17:16:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9669, loss_cls: 0.7970, loss: 0.7970 +2023-12-27 21:32:52,399 - pyskl - INFO - Epoch [34][900/2353] lr: 2.207e-02, eta: 17:15:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9581, loss_cls: 0.8603, loss: 0.8603 +2023-12-27 21:33:14,750 - pyskl - INFO - Epoch [34][1000/2353] lr: 2.206e-02, eta: 17:15:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 0.7888, loss: 0.7888 +2023-12-27 21:33:37,124 - pyskl - INFO - Epoch [34][1100/2353] lr: 2.205e-02, eta: 17:15:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9700, loss_cls: 0.7992, loss: 0.7992 +2023-12-27 21:33:59,485 - pyskl - INFO - Epoch [34][1200/2353] lr: 2.205e-02, eta: 17:14:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9644, loss_cls: 0.8518, loss: 0.8518 +2023-12-27 21:34:21,854 - pyskl - INFO - Epoch [34][1300/2353] lr: 2.204e-02, eta: 17:14:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9619, loss_cls: 0.7824, loss: 0.7824 +2023-12-27 21:34:44,245 - pyskl - INFO - Epoch [34][1400/2353] lr: 2.203e-02, eta: 17:13:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9656, loss_cls: 0.8208, loss: 0.8208 +2023-12-27 21:35:06,642 - pyskl - INFO - Epoch [34][1500/2353] lr: 2.202e-02, eta: 17:13:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9569, loss_cls: 0.8430, loss: 0.8430 +2023-12-27 21:35:29,061 - pyskl - INFO - Epoch [34][1600/2353] lr: 2.202e-02, eta: 17:13:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.8231, loss: 0.8231 +2023-12-27 21:35:51,473 - pyskl - INFO - Epoch [34][1700/2353] lr: 2.201e-02, eta: 17:12:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9694, loss_cls: 0.8377, loss: 0.8377 +2023-12-27 21:36:13,908 - pyskl - INFO - Epoch [34][1800/2353] lr: 2.200e-02, eta: 17:12:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9613, loss_cls: 0.8661, loss: 0.8661 +2023-12-27 21:36:36,328 - pyskl - INFO - Epoch [34][1900/2353] lr: 2.200e-02, eta: 17:11:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7706, top5_acc: 0.9613, loss_cls: 0.8898, loss: 0.8898 +2023-12-27 21:36:58,754 - pyskl - INFO - Epoch [34][2000/2353] lr: 2.199e-02, eta: 17:11:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7906, top5_acc: 0.9663, loss_cls: 0.8289, loss: 0.8289 +2023-12-27 21:37:21,153 - pyskl - INFO - Epoch [34][2100/2353] lr: 2.198e-02, eta: 17:11:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7819, top5_acc: 0.9619, loss_cls: 0.8868, loss: 0.8868 +2023-12-27 21:37:43,542 - pyskl - INFO - Epoch [34][2200/2353] lr: 2.197e-02, eta: 17:10:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7731, top5_acc: 0.9519, loss_cls: 0.9276, loss: 0.9276 +2023-12-27 21:38:06,012 - pyskl - INFO - Epoch [34][2300/2353] lr: 2.197e-02, eta: 17:10:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9725, loss_cls: 0.7788, loss: 0.7788 +2023-12-27 21:38:18,321 - pyskl - INFO - Saving checkpoint at 34 epochs +2023-12-27 21:39:45,944 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:39:46,026 - pyskl - INFO - +top1_acc 0.8475 +top5_acc 0.9858 +2023-12-27 21:39:46,031 - pyskl - INFO - Epoch(val) [34][1184] top1_acc: 0.8475, top5_acc: 0.9858 +2023-12-27 21:40:25,244 - pyskl - INFO - Epoch [35][100/2353] lr: 2.196e-02, eta: 17:10:05, time: 0.392, data_time: 0.168, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9681, loss_cls: 0.7918, loss: 0.7918 +2023-12-27 21:40:47,574 - pyskl - INFO - Epoch [35][200/2353] lr: 2.195e-02, eta: 17:09:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9719, loss_cls: 0.7913, loss: 0.7913 +2023-12-27 21:41:09,896 - pyskl - INFO - Epoch [35][300/2353] lr: 2.194e-02, eta: 17:09:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.8208, loss: 0.8208 +2023-12-27 21:41:32,289 - pyskl - INFO - Epoch [35][400/2353] lr: 2.193e-02, eta: 17:08:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9731, loss_cls: 0.7886, loss: 0.7886 +2023-12-27 21:41:54,728 - pyskl - INFO - Epoch [35][500/2353] lr: 2.193e-02, eta: 17:08:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7756, top5_acc: 0.9575, loss_cls: 0.8904, loss: 0.8904 +2023-12-27 21:42:17,139 - pyskl - INFO - Epoch [35][600/2353] lr: 2.192e-02, eta: 17:08:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 0.7985, loss: 0.7985 +2023-12-27 21:42:39,587 - pyskl - INFO - Epoch [35][700/2353] lr: 2.191e-02, eta: 17:07:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 0.7717, loss: 0.7717 +2023-12-27 21:43:01,950 - pyskl - INFO - Epoch [35][800/2353] lr: 2.190e-02, eta: 17:07:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9669, loss_cls: 0.7786, loss: 0.7786 +2023-12-27 21:43:24,368 - pyskl - INFO - Epoch [35][900/2353] lr: 2.190e-02, eta: 17:06:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9681, loss_cls: 0.7875, loss: 0.7875 +2023-12-27 21:43:46,780 - pyskl - INFO - Epoch [35][1000/2353] lr: 2.189e-02, eta: 17:06:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9669, loss_cls: 0.8585, loss: 0.8585 +2023-12-27 21:44:09,116 - pyskl - INFO - Epoch [35][1100/2353] lr: 2.188e-02, eta: 17:06:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9675, loss_cls: 0.8077, loss: 0.8077 +2023-12-27 21:44:31,452 - pyskl - INFO - Epoch [35][1200/2353] lr: 2.187e-02, eta: 17:05:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9731, loss_cls: 0.8060, loss: 0.8060 +2023-12-27 21:44:53,880 - pyskl - INFO - Epoch [35][1300/2353] lr: 2.187e-02, eta: 17:05:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9663, loss_cls: 0.7457, loss: 0.7457 +2023-12-27 21:45:16,364 - pyskl - INFO - Epoch [35][1400/2353] lr: 2.186e-02, eta: 17:05:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9606, loss_cls: 0.8294, loss: 0.8294 +2023-12-27 21:45:38,801 - pyskl - INFO - Epoch [35][1500/2353] lr: 2.185e-02, eta: 17:04:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9575, loss_cls: 0.8314, loss: 0.8314 +2023-12-27 21:46:01,187 - pyskl - INFO - Epoch [35][1600/2353] lr: 2.185e-02, eta: 17:04:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9594, loss_cls: 0.8697, loss: 0.8697 +2023-12-27 21:46:23,732 - pyskl - INFO - Epoch [35][1700/2353] lr: 2.184e-02, eta: 17:03:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9631, loss_cls: 0.7817, loss: 0.7817 +2023-12-27 21:46:46,197 - pyskl - INFO - Epoch [35][1800/2353] lr: 2.183e-02, eta: 17:03:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9731, loss_cls: 0.8167, loss: 0.8167 +2023-12-27 21:47:08,609 - pyskl - INFO - Epoch [35][1900/2353] lr: 2.182e-02, eta: 17:03:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9581, loss_cls: 0.8749, loss: 0.8749 +2023-12-27 21:47:31,037 - pyskl - INFO - Epoch [35][2000/2353] lr: 2.182e-02, eta: 17:02:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9650, loss_cls: 0.7974, loss: 0.7974 +2023-12-27 21:47:53,466 - pyskl - INFO - Epoch [35][2100/2353] lr: 2.181e-02, eta: 17:02:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9550, loss_cls: 0.8395, loss: 0.8395 +2023-12-27 21:48:15,929 - pyskl - INFO - Epoch [35][2200/2353] lr: 2.180e-02, eta: 17:01:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9563, loss_cls: 0.8485, loss: 0.8485 +2023-12-27 21:48:38,372 - pyskl - INFO - Epoch [35][2300/2353] lr: 2.179e-02, eta: 17:01:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9681, loss_cls: 0.7943, loss: 0.7943 +2023-12-27 21:48:50,760 - pyskl - INFO - Saving checkpoint at 35 epochs +2023-12-27 21:50:18,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 21:50:18,992 - pyskl - INFO - +top1_acc 0.8468 +top5_acc 0.9832 +2023-12-27 21:50:18,996 - pyskl - INFO - Epoch(val) [35][1184] top1_acc: 0.8468, top5_acc: 0.9832 +2023-12-27 21:50:59,143 - pyskl - INFO - Epoch [36][100/2353] lr: 2.178e-02, eta: 17:01:13, time: 0.401, data_time: 0.176, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.7521, loss: 0.7521 +2023-12-27 21:51:21,593 - pyskl - INFO - Epoch [36][200/2353] lr: 2.177e-02, eta: 17:00:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9800, loss_cls: 0.7180, loss: 0.7180 +2023-12-27 21:51:44,073 - pyskl - INFO - Epoch [36][300/2353] lr: 2.177e-02, eta: 17:00:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9637, loss_cls: 0.8359, loss: 0.8359 +2023-12-27 21:52:06,541 - pyskl - INFO - Epoch [36][400/2353] lr: 2.176e-02, eta: 17:00:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9694, loss_cls: 0.8182, loss: 0.8182 +2023-12-27 21:52:28,894 - pyskl - INFO - Epoch [36][500/2353] lr: 2.175e-02, eta: 16:59:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9694, loss_cls: 0.7778, loss: 0.7778 +2023-12-27 21:52:51,243 - pyskl - INFO - Epoch [36][600/2353] lr: 2.174e-02, eta: 16:59:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9625, loss_cls: 0.8434, loss: 0.8434 +2023-12-27 21:53:13,600 - pyskl - INFO - Epoch [36][700/2353] lr: 2.174e-02, eta: 16:58:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9663, loss_cls: 0.8532, loss: 0.8532 +2023-12-27 21:53:35,967 - pyskl - INFO - Epoch [36][800/2353] lr: 2.173e-02, eta: 16:58:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9706, loss_cls: 0.8152, loss: 0.8152 +2023-12-27 21:53:58,328 - pyskl - INFO - Epoch [36][900/2353] lr: 2.172e-02, eta: 16:58:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9750, loss_cls: 0.7414, loss: 0.7414 +2023-12-27 21:54:20,714 - pyskl - INFO - Epoch [36][1000/2353] lr: 2.171e-02, eta: 16:57:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9669, loss_cls: 0.7901, loss: 0.7901 +2023-12-27 21:54:43,084 - pyskl - INFO - Epoch [36][1100/2353] lr: 2.171e-02, eta: 16:57:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9663, loss_cls: 0.7796, loss: 0.7796 +2023-12-27 21:55:05,468 - pyskl - INFO - Epoch [36][1200/2353] lr: 2.170e-02, eta: 16:56:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9581, loss_cls: 0.8334, loss: 0.8334 +2023-12-27 21:55:27,924 - pyskl - INFO - Epoch [36][1300/2353] lr: 2.169e-02, eta: 16:56:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9650, loss_cls: 0.8443, loss: 0.8443 +2023-12-27 21:55:50,357 - pyskl - INFO - Epoch [36][1400/2353] lr: 2.168e-02, eta: 16:56:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9556, loss_cls: 0.8844, loss: 0.8844 +2023-12-27 21:56:12,761 - pyskl - INFO - Epoch [36][1500/2353] lr: 2.168e-02, eta: 16:55:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9669, loss_cls: 0.8102, loss: 0.8102 +2023-12-27 21:56:35,187 - pyskl - INFO - Epoch [36][1600/2353] lr: 2.167e-02, eta: 16:55:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9675, loss_cls: 0.8346, loss: 0.8346 +2023-12-27 21:56:57,607 - pyskl - INFO - Epoch [36][1700/2353] lr: 2.166e-02, eta: 16:54:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9725, loss_cls: 0.8112, loss: 0.8112 +2023-12-27 21:57:20,042 - pyskl - INFO - Epoch [36][1800/2353] lr: 2.165e-02, eta: 16:54:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9719, loss_cls: 0.7721, loss: 0.7721 +2023-12-27 21:57:42,449 - pyskl - INFO - Epoch [36][1900/2353] lr: 2.165e-02, eta: 16:54:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9637, loss_cls: 0.8389, loss: 0.8389 +2023-12-27 21:58:04,888 - pyskl - INFO - Epoch [36][2000/2353] lr: 2.164e-02, eta: 16:53:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7794, top5_acc: 0.9575, loss_cls: 0.8668, loss: 0.8668 +2023-12-27 21:58:27,311 - pyskl - INFO - Epoch [36][2100/2353] lr: 2.163e-02, eta: 16:53:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7788, top5_acc: 0.9650, loss_cls: 0.8851, loss: 0.8851 +2023-12-27 21:58:49,717 - pyskl - INFO - Epoch [36][2200/2353] lr: 2.162e-02, eta: 16:53:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7837, top5_acc: 0.9663, loss_cls: 0.8489, loss: 0.8489 +2023-12-27 21:59:12,144 - pyskl - INFO - Epoch [36][2300/2353] lr: 2.162e-02, eta: 16:52:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7810, loss: 0.7810 +2023-12-27 21:59:24,498 - pyskl - INFO - Saving checkpoint at 36 epochs +2023-12-27 22:00:52,694 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:00:52,776 - pyskl - INFO - +top1_acc 0.8467 +top5_acc 0.9830 +2023-12-27 22:00:52,780 - pyskl - INFO - Epoch(val) [36][1184] top1_acc: 0.8467, top5_acc: 0.9830 +2023-12-27 22:01:33,082 - pyskl - INFO - Epoch [37][100/2353] lr: 2.160e-02, eta: 16:52:21, time: 0.403, data_time: 0.178, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.8026, loss: 0.8026 +2023-12-27 22:01:55,573 - pyskl - INFO - Epoch [37][200/2353] lr: 2.160e-02, eta: 16:51:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.7670, loss: 0.7670 +2023-12-27 22:02:18,017 - pyskl - INFO - Epoch [37][300/2353] lr: 2.159e-02, eta: 16:51:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.7533, loss: 0.7533 +2023-12-27 22:02:40,498 - pyskl - INFO - Epoch [37][400/2353] lr: 2.158e-02, eta: 16:51:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9669, loss_cls: 0.7831, loss: 0.7831 +2023-12-27 22:03:02,995 - pyskl - INFO - Epoch [37][500/2353] lr: 2.157e-02, eta: 16:50:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.7568, loss: 0.7568 +2023-12-27 22:03:25,487 - pyskl - INFO - Epoch [37][600/2353] lr: 2.157e-02, eta: 16:50:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.7587, loss: 0.7587 +2023-12-27 22:03:47,970 - pyskl - INFO - Epoch [37][700/2353] lr: 2.156e-02, eta: 16:50:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9644, loss_cls: 0.8523, loss: 0.8523 +2023-12-27 22:04:10,486 - pyskl - INFO - Epoch [37][800/2353] lr: 2.155e-02, eta: 16:49:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9762, loss_cls: 0.7812, loss: 0.7812 +2023-12-27 22:04:32,996 - pyskl - INFO - Epoch [37][900/2353] lr: 2.154e-02, eta: 16:49:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9712, loss_cls: 0.7701, loss: 0.7701 +2023-12-27 22:04:55,524 - pyskl - INFO - Epoch [37][1000/2353] lr: 2.154e-02, eta: 16:48:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9656, loss_cls: 0.7960, loss: 0.7960 +2023-12-27 22:05:18,114 - pyskl - INFO - Epoch [37][1100/2353] lr: 2.153e-02, eta: 16:48:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9675, loss_cls: 0.7721, loss: 0.7721 +2023-12-27 22:05:40,560 - pyskl - INFO - Epoch [37][1200/2353] lr: 2.152e-02, eta: 16:48:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 0.8224, loss: 0.8224 +2023-12-27 22:06:02,926 - pyskl - INFO - Epoch [37][1300/2353] lr: 2.151e-02, eta: 16:47:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9600, loss_cls: 0.8454, loss: 0.8454 +2023-12-27 22:06:25,339 - pyskl - INFO - Epoch [37][1400/2353] lr: 2.150e-02, eta: 16:47:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 0.7930, loss: 0.7930 +2023-12-27 22:06:47,898 - pyskl - INFO - Epoch [37][1500/2353] lr: 2.150e-02, eta: 16:46:57, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9625, loss_cls: 0.7962, loss: 0.7962 +2023-12-27 22:07:10,435 - pyskl - INFO - Epoch [37][1600/2353] lr: 2.149e-02, eta: 16:46:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9644, loss_cls: 0.8296, loss: 0.8296 +2023-12-27 22:07:32,888 - pyskl - INFO - Epoch [37][1700/2353] lr: 2.148e-02, eta: 16:46:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9663, loss_cls: 0.7754, loss: 0.7754 +2023-12-27 22:07:55,385 - pyskl - INFO - Epoch [37][1800/2353] lr: 2.147e-02, eta: 16:45:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7850, top5_acc: 0.9637, loss_cls: 0.8417, loss: 0.8417 +2023-12-27 22:08:17,854 - pyskl - INFO - Epoch [37][1900/2353] lr: 2.147e-02, eta: 16:45:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 0.8372, loss: 0.8372 +2023-12-27 22:08:40,301 - pyskl - INFO - Epoch [37][2000/2353] lr: 2.146e-02, eta: 16:45:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9644, loss_cls: 0.8940, loss: 0.8940 +2023-12-27 22:09:02,769 - pyskl - INFO - Epoch [37][2100/2353] lr: 2.145e-02, eta: 16:44:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9581, loss_cls: 0.8489, loss: 0.8489 +2023-12-27 22:09:25,180 - pyskl - INFO - Epoch [37][2200/2353] lr: 2.144e-02, eta: 16:44:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7950, top5_acc: 0.9587, loss_cls: 0.8343, loss: 0.8343 +2023-12-27 22:09:47,533 - pyskl - INFO - Epoch [37][2300/2353] lr: 2.144e-02, eta: 16:43:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7919, top5_acc: 0.9619, loss_cls: 0.8751, loss: 0.8751 +2023-12-27 22:09:59,891 - pyskl - INFO - Saving checkpoint at 37 epochs +2023-12-27 22:11:27,817 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:11:27,897 - pyskl - INFO - +top1_acc 0.8422 +top5_acc 0.9830 +2023-12-27 22:11:27,901 - pyskl - INFO - Epoch(val) [37][1184] top1_acc: 0.8422, top5_acc: 0.9830 +2023-12-27 22:12:07,320 - pyskl - INFO - Epoch [38][100/2353] lr: 2.142e-02, eta: 16:43:31, time: 0.394, data_time: 0.171, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9637, loss_cls: 0.7877, loss: 0.7877 +2023-12-27 22:12:29,703 - pyskl - INFO - Epoch [38][200/2353] lr: 2.142e-02, eta: 16:43:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9788, loss_cls: 0.7121, loss: 0.7121 +2023-12-27 22:12:52,080 - pyskl - INFO - Epoch [38][300/2353] lr: 2.141e-02, eta: 16:42:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9619, loss_cls: 0.8126, loss: 0.8126 +2023-12-27 22:13:14,541 - pyskl - INFO - Epoch [38][400/2353] lr: 2.140e-02, eta: 16:42:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9619, loss_cls: 0.8330, loss: 0.8330 +2023-12-27 22:13:36,981 - pyskl - INFO - Epoch [38][500/2353] lr: 2.139e-02, eta: 16:41:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9637, loss_cls: 0.8028, loss: 0.8028 +2023-12-27 22:13:59,409 - pyskl - INFO - Epoch [38][600/2353] lr: 2.138e-02, eta: 16:41:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 0.7726, loss: 0.7726 +2023-12-27 22:14:21,863 - pyskl - INFO - Epoch [38][700/2353] lr: 2.138e-02, eta: 16:41:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 0.8006, loss: 0.8006 +2023-12-27 22:14:44,324 - pyskl - INFO - Epoch [38][800/2353] lr: 2.137e-02, eta: 16:40:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.7891, loss: 0.7891 +2023-12-27 22:15:06,828 - pyskl - INFO - Epoch [38][900/2353] lr: 2.136e-02, eta: 16:40:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9644, loss_cls: 0.7781, loss: 0.7781 +2023-12-27 22:15:29,290 - pyskl - INFO - Epoch [38][1000/2353] lr: 2.135e-02, eta: 16:40:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9750, loss_cls: 0.7531, loss: 0.7531 +2023-12-27 22:15:51,704 - pyskl - INFO - Epoch [38][1100/2353] lr: 2.134e-02, eta: 16:39:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9606, loss_cls: 0.7677, loss: 0.7677 +2023-12-27 22:16:14,069 - pyskl - INFO - Epoch [38][1200/2353] lr: 2.134e-02, eta: 16:39:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9650, loss_cls: 0.8246, loss: 0.8246 +2023-12-27 22:16:36,389 - pyskl - INFO - Epoch [38][1300/2353] lr: 2.133e-02, eta: 16:38:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9613, loss_cls: 0.8555, loss: 0.8555 +2023-12-27 22:16:58,716 - pyskl - INFO - Epoch [38][1400/2353] lr: 2.132e-02, eta: 16:38:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9681, loss_cls: 0.8561, loss: 0.8561 +2023-12-27 22:17:21,147 - pyskl - INFO - Epoch [38][1500/2353] lr: 2.131e-02, eta: 16:38:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9663, loss_cls: 0.8012, loss: 0.8012 +2023-12-27 22:17:43,520 - pyskl - INFO - Epoch [38][1600/2353] lr: 2.131e-02, eta: 16:37:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9619, loss_cls: 0.8016, loss: 0.8016 +2023-12-27 22:18:05,886 - pyskl - INFO - Epoch [38][1700/2353] lr: 2.130e-02, eta: 16:37:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9637, loss_cls: 0.8137, loss: 0.8137 +2023-12-27 22:18:28,448 - pyskl - INFO - Epoch [38][1800/2353] lr: 2.129e-02, eta: 16:36:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7812, top5_acc: 0.9700, loss_cls: 0.8412, loss: 0.8412 +2023-12-27 22:18:50,916 - pyskl - INFO - Epoch [38][1900/2353] lr: 2.128e-02, eta: 16:36:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9712, loss_cls: 0.7712, loss: 0.7712 +2023-12-27 22:19:13,353 - pyskl - INFO - Epoch [38][2000/2353] lr: 2.127e-02, eta: 16:36:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9663, loss_cls: 0.7969, loss: 0.7969 +2023-12-27 22:19:35,784 - pyskl - INFO - Epoch [38][2100/2353] lr: 2.127e-02, eta: 16:35:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9656, loss_cls: 0.7700, loss: 0.7700 +2023-12-27 22:19:58,183 - pyskl - INFO - Epoch [38][2200/2353] lr: 2.126e-02, eta: 16:35:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9688, loss_cls: 0.7672, loss: 0.7672 +2023-12-27 22:20:20,571 - pyskl - INFO - Epoch [38][2300/2353] lr: 2.125e-02, eta: 16:34:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9625, loss_cls: 0.8903, loss: 0.8903 +2023-12-27 22:20:32,896 - pyskl - INFO - Saving checkpoint at 38 epochs +2023-12-27 22:22:00,815 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:22:00,895 - pyskl - INFO - +top1_acc 0.8464 +top5_acc 0.9838 +2023-12-27 22:22:00,899 - pyskl - INFO - Epoch(val) [38][1184] top1_acc: 0.8464, top5_acc: 0.9838 +2023-12-27 22:22:40,392 - pyskl - INFO - Epoch [39][100/2353] lr: 2.124e-02, eta: 16:34:37, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9694, loss_cls: 0.7165, loss: 0.7165 +2023-12-27 22:23:02,803 - pyskl - INFO - Epoch [39][200/2353] lr: 2.123e-02, eta: 16:34:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9688, loss_cls: 0.7725, loss: 0.7725 +2023-12-27 22:23:25,251 - pyskl - INFO - Epoch [39][300/2353] lr: 2.122e-02, eta: 16:33:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9738, loss_cls: 0.7777, loss: 0.7777 +2023-12-27 22:23:47,721 - pyskl - INFO - Epoch [39][400/2353] lr: 2.121e-02, eta: 16:33:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9719, loss_cls: 0.7555, loss: 0.7555 +2023-12-27 22:24:10,213 - pyskl - INFO - Epoch [39][500/2353] lr: 2.121e-02, eta: 16:33:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7856, top5_acc: 0.9575, loss_cls: 0.8775, loss: 0.8775 +2023-12-27 22:24:32,617 - pyskl - INFO - Epoch [39][600/2353] lr: 2.120e-02, eta: 16:32:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9675, loss_cls: 0.7775, loss: 0.7775 +2023-12-27 22:24:54,992 - pyskl - INFO - Epoch [39][700/2353] lr: 2.119e-02, eta: 16:32:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9669, loss_cls: 0.7780, loss: 0.7780 +2023-12-27 22:25:17,477 - pyskl - INFO - Epoch [39][800/2353] lr: 2.118e-02, eta: 16:31:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7831, top5_acc: 0.9656, loss_cls: 0.8705, loss: 0.8705 +2023-12-27 22:25:40,020 - pyskl - INFO - Epoch [39][900/2353] lr: 2.117e-02, eta: 16:31:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7900, top5_acc: 0.9637, loss_cls: 0.8324, loss: 0.8324 +2023-12-27 22:26:02,387 - pyskl - INFO - Epoch [39][1000/2353] lr: 2.117e-02, eta: 16:31:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9706, loss_cls: 0.7481, loss: 0.7481 +2023-12-27 22:26:24,750 - pyskl - INFO - Epoch [39][1100/2353] lr: 2.116e-02, eta: 16:30:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9681, loss_cls: 0.8002, loss: 0.8002 +2023-12-27 22:26:47,123 - pyskl - INFO - Epoch [39][1200/2353] lr: 2.115e-02, eta: 16:30:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9600, loss_cls: 0.7929, loss: 0.7929 +2023-12-27 22:27:09,501 - pyskl - INFO - Epoch [39][1300/2353] lr: 2.114e-02, eta: 16:29:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9712, loss_cls: 0.8055, loss: 0.8055 +2023-12-27 22:27:31,882 - pyskl - INFO - Epoch [39][1400/2353] lr: 2.113e-02, eta: 16:29:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9719, loss_cls: 0.7962, loss: 0.7962 +2023-12-27 22:27:54,283 - pyskl - INFO - Epoch [39][1500/2353] lr: 2.113e-02, eta: 16:29:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9625, loss_cls: 0.7740, loss: 0.7740 +2023-12-27 22:28:16,700 - pyskl - INFO - Epoch [39][1600/2353] lr: 2.112e-02, eta: 16:28:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9631, loss_cls: 0.7958, loss: 0.7958 +2023-12-27 22:28:39,290 - pyskl - INFO - Epoch [39][1700/2353] lr: 2.111e-02, eta: 16:28:24, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9719, loss_cls: 0.7668, loss: 0.7668 +2023-12-27 22:29:01,761 - pyskl - INFO - Epoch [39][1800/2353] lr: 2.110e-02, eta: 16:28:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9656, loss_cls: 0.7986, loss: 0.7986 +2023-12-27 22:29:24,255 - pyskl - INFO - Epoch [39][1900/2353] lr: 2.109e-02, eta: 16:27:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9569, loss_cls: 0.8171, loss: 0.8171 +2023-12-27 22:29:46,727 - pyskl - INFO - Epoch [39][2000/2353] lr: 2.109e-02, eta: 16:27:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9613, loss_cls: 0.7895, loss: 0.7895 +2023-12-27 22:30:09,171 - pyskl - INFO - Epoch [39][2100/2353] lr: 2.108e-02, eta: 16:26:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9663, loss_cls: 0.8264, loss: 0.8264 +2023-12-27 22:30:31,620 - pyskl - INFO - Epoch [39][2200/2353] lr: 2.107e-02, eta: 16:26:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7681, top5_acc: 0.9619, loss_cls: 0.8830, loss: 0.8830 +2023-12-27 22:30:54,035 - pyskl - INFO - Epoch [39][2300/2353] lr: 2.106e-02, eta: 16:26:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9637, loss_cls: 0.8346, loss: 0.8346 +2023-12-27 22:31:06,381 - pyskl - INFO - Saving checkpoint at 39 epochs +2023-12-27 22:32:34,129 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:32:34,211 - pyskl - INFO - +top1_acc 0.8484 +top5_acc 0.9884 +2023-12-27 22:32:34,215 - pyskl - INFO - Epoch(val) [39][1184] top1_acc: 0.8484, top5_acc: 0.9884 +2023-12-27 22:33:13,654 - pyskl - INFO - Epoch [40][100/2353] lr: 2.105e-02, eta: 16:25:44, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9669, loss_cls: 0.7587, loss: 0.7587 +2023-12-27 22:33:36,117 - pyskl - INFO - Epoch [40][200/2353] lr: 2.104e-02, eta: 16:25:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 0.7561, loss: 0.7561 +2023-12-27 22:33:58,588 - pyskl - INFO - Epoch [40][300/2353] lr: 2.103e-02, eta: 16:24:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.7452, loss: 0.7452 +2023-12-27 22:34:21,050 - pyskl - INFO - Epoch [40][400/2353] lr: 2.102e-02, eta: 16:24:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9700, loss_cls: 0.7987, loss: 0.7987 +2023-12-27 22:34:43,532 - pyskl - INFO - Epoch [40][500/2353] lr: 2.102e-02, eta: 16:24:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9669, loss_cls: 0.7605, loss: 0.7605 +2023-12-27 22:35:05,930 - pyskl - INFO - Epoch [40][600/2353] lr: 2.101e-02, eta: 16:23:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9650, loss_cls: 0.7842, loss: 0.7842 +2023-12-27 22:35:28,300 - pyskl - INFO - Epoch [40][700/2353] lr: 2.100e-02, eta: 16:23:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.7607, loss: 0.7607 +2023-12-27 22:35:50,654 - pyskl - INFO - Epoch [40][800/2353] lr: 2.099e-02, eta: 16:23:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9637, loss_cls: 0.7668, loss: 0.7668 +2023-12-27 22:36:13,169 - pyskl - INFO - Epoch [40][900/2353] lr: 2.098e-02, eta: 16:22:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7825, top5_acc: 0.9675, loss_cls: 0.8360, loss: 0.8360 +2023-12-27 22:36:35,686 - pyskl - INFO - Epoch [40][1000/2353] lr: 2.098e-02, eta: 16:22:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9656, loss_cls: 0.7577, loss: 0.7577 +2023-12-27 22:36:58,196 - pyskl - INFO - Epoch [40][1100/2353] lr: 2.097e-02, eta: 16:21:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9731, loss_cls: 0.7957, loss: 0.7957 +2023-12-27 22:37:20,551 - pyskl - INFO - Epoch [40][1200/2353] lr: 2.096e-02, eta: 16:21:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.7119, loss: 0.7119 +2023-12-27 22:37:42,922 - pyskl - INFO - Epoch [40][1300/2353] lr: 2.095e-02, eta: 16:21:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9681, loss_cls: 0.7986, loss: 0.7986 +2023-12-27 22:38:05,301 - pyskl - INFO - Epoch [40][1400/2353] lr: 2.094e-02, eta: 16:20:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9637, loss_cls: 0.8476, loss: 0.8476 +2023-12-27 22:38:27,675 - pyskl - INFO - Epoch [40][1500/2353] lr: 2.093e-02, eta: 16:20:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.7777, loss: 0.7777 +2023-12-27 22:38:50,064 - pyskl - INFO - Epoch [40][1600/2353] lr: 2.093e-02, eta: 16:19:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9625, loss_cls: 0.8249, loss: 0.8249 +2023-12-27 22:39:12,437 - pyskl - INFO - Epoch [40][1700/2353] lr: 2.092e-02, eta: 16:19:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9606, loss_cls: 0.7849, loss: 0.7849 +2023-12-27 22:39:34,832 - pyskl - INFO - Epoch [40][1800/2353] lr: 2.091e-02, eta: 16:19:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 0.7380, loss: 0.7380 +2023-12-27 22:39:57,339 - pyskl - INFO - Epoch [40][1900/2353] lr: 2.090e-02, eta: 16:18:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9525, loss_cls: 0.8661, loss: 0.8661 +2023-12-27 22:40:19,801 - pyskl - INFO - Epoch [40][2000/2353] lr: 2.089e-02, eta: 16:18:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9706, loss_cls: 0.7377, loss: 0.7377 +2023-12-27 22:40:42,203 - pyskl - INFO - Epoch [40][2100/2353] lr: 2.089e-02, eta: 16:17:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9619, loss_cls: 0.8324, loss: 0.8324 +2023-12-27 22:41:04,667 - pyskl - INFO - Epoch [40][2200/2353] lr: 2.088e-02, eta: 16:17:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9619, loss_cls: 0.7923, loss: 0.7923 +2023-12-27 22:41:27,067 - pyskl - INFO - Epoch [40][2300/2353] lr: 2.087e-02, eta: 16:17:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9700, loss_cls: 0.7963, loss: 0.7963 +2023-12-27 22:41:39,519 - pyskl - INFO - Saving checkpoint at 40 epochs +2023-12-27 22:43:07,551 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:43:07,631 - pyskl - INFO - +top1_acc 0.8362 +top5_acc 0.9863 +2023-12-27 22:43:07,636 - pyskl - INFO - Epoch(val) [40][1184] top1_acc: 0.8362, top5_acc: 0.9863 +2023-12-27 22:43:47,722 - pyskl - INFO - Epoch [41][100/2353] lr: 2.086e-02, eta: 16:16:52, time: 0.401, data_time: 0.175, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.6991, loss: 0.6991 +2023-12-27 22:44:10,077 - pyskl - INFO - Epoch [41][200/2353] lr: 2.085e-02, eta: 16:16:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9694, loss_cls: 0.7787, loss: 0.7787 +2023-12-27 22:44:32,524 - pyskl - INFO - Epoch [41][300/2353] lr: 2.084e-02, eta: 16:16:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9688, loss_cls: 0.8366, loss: 0.8366 +2023-12-27 22:44:54,948 - pyskl - INFO - Epoch [41][400/2353] lr: 2.083e-02, eta: 16:15:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.7950, loss: 0.7950 +2023-12-27 22:45:17,370 - pyskl - INFO - Epoch [41][500/2353] lr: 2.082e-02, eta: 16:15:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 0.7610, loss: 0.7610 +2023-12-27 22:45:39,740 - pyskl - INFO - Epoch [41][600/2353] lr: 2.081e-02, eta: 16:14:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9731, loss_cls: 0.7349, loss: 0.7349 +2023-12-27 22:46:02,151 - pyskl - INFO - Epoch [41][700/2353] lr: 2.081e-02, eta: 16:14:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9663, loss_cls: 0.8060, loss: 0.8060 +2023-12-27 22:46:24,542 - pyskl - INFO - Epoch [41][800/2353] lr: 2.080e-02, eta: 16:14:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9637, loss_cls: 0.7767, loss: 0.7767 +2023-12-27 22:46:46,905 - pyskl - INFO - Epoch [41][900/2353] lr: 2.079e-02, eta: 16:13:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9663, loss_cls: 0.7881, loss: 0.7881 +2023-12-27 22:47:09,323 - pyskl - INFO - Epoch [41][1000/2353] lr: 2.078e-02, eta: 16:13:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9675, loss_cls: 0.7673, loss: 0.7673 +2023-12-27 22:47:31,806 - pyskl - INFO - Epoch [41][1100/2353] lr: 2.077e-02, eta: 16:12:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7937, top5_acc: 0.9663, loss_cls: 0.7994, loss: 0.7994 +2023-12-27 22:47:54,205 - pyskl - INFO - Epoch [41][1200/2353] lr: 2.076e-02, eta: 16:12:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9656, loss_cls: 0.7586, loss: 0.7586 +2023-12-27 22:48:16,599 - pyskl - INFO - Epoch [41][1300/2353] lr: 2.076e-02, eta: 16:12:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9694, loss_cls: 0.8279, loss: 0.8279 +2023-12-27 22:48:38,962 - pyskl - INFO - Epoch [41][1400/2353] lr: 2.075e-02, eta: 16:11:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9644, loss_cls: 0.8031, loss: 0.8031 +2023-12-27 22:49:01,324 - pyskl - INFO - Epoch [41][1500/2353] lr: 2.074e-02, eta: 16:11:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 0.8151, loss: 0.8151 +2023-12-27 22:49:23,667 - pyskl - INFO - Epoch [41][1600/2353] lr: 2.073e-02, eta: 16:11:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.7744, top5_acc: 0.9625, loss_cls: 0.8557, loss: 0.8557 +2023-12-27 22:49:46,082 - pyskl - INFO - Epoch [41][1700/2353] lr: 2.072e-02, eta: 16:10:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9663, loss_cls: 0.7892, loss: 0.7892 +2023-12-27 22:50:08,639 - pyskl - INFO - Epoch [41][1800/2353] lr: 2.071e-02, eta: 16:10:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9775, loss_cls: 0.7775, loss: 0.7775 +2023-12-27 22:50:31,136 - pyskl - INFO - Epoch [41][1900/2353] lr: 2.071e-02, eta: 16:09:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9725, loss_cls: 0.7624, loss: 0.7624 +2023-12-27 22:50:53,589 - pyskl - INFO - Epoch [41][2000/2353] lr: 2.070e-02, eta: 16:09:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9656, loss_cls: 0.7971, loss: 0.7971 +2023-12-27 22:51:16,010 - pyskl - INFO - Epoch [41][2100/2353] lr: 2.069e-02, eta: 16:09:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9681, loss_cls: 0.6979, loss: 0.6979 +2023-12-27 22:51:38,440 - pyskl - INFO - Epoch [41][2200/2353] lr: 2.068e-02, eta: 16:08:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9675, loss_cls: 0.7897, loss: 0.7897 +2023-12-27 22:52:00,800 - pyskl - INFO - Epoch [41][2300/2353] lr: 2.067e-02, eta: 16:08:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9625, loss_cls: 0.7875, loss: 0.7875 +2023-12-27 22:52:13,114 - pyskl - INFO - Saving checkpoint at 41 epochs +2023-12-27 22:53:40,942 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 22:53:41,023 - pyskl - INFO - +top1_acc 0.8526 +top5_acc 0.9859 +2023-12-27 22:53:41,027 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_29.pth was removed +2023-12-27 22:53:41,149 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. +2023-12-27 22:53:41,150 - pyskl - INFO - Best top1_acc is 0.8526 at 41 epoch. +2023-12-27 22:53:41,154 - pyskl - INFO - Epoch(val) [41][1184] top1_acc: 0.8526, top5_acc: 0.9859 +2023-12-27 22:54:21,176 - pyskl - INFO - Epoch [42][100/2353] lr: 2.066e-02, eta: 16:07:59, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9712, loss_cls: 0.7658, loss: 0.7658 +2023-12-27 22:54:43,549 - pyskl - INFO - Epoch [42][200/2353] lr: 2.065e-02, eta: 16:07:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 0.7009, loss: 0.7009 +2023-12-27 22:55:05,890 - pyskl - INFO - Epoch [42][300/2353] lr: 2.064e-02, eta: 16:07:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.6663, loss: 0.6663 +2023-12-27 22:55:28,245 - pyskl - INFO - Epoch [42][400/2353] lr: 2.063e-02, eta: 16:06:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9725, loss_cls: 0.7405, loss: 0.7405 +2023-12-27 22:55:50,682 - pyskl - INFO - Epoch [42][500/2353] lr: 2.063e-02, eta: 16:06:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9656, loss_cls: 0.7363, loss: 0.7363 +2023-12-27 22:56:13,128 - pyskl - INFO - Epoch [42][600/2353] lr: 2.062e-02, eta: 16:06:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9631, loss_cls: 0.7583, loss: 0.7583 +2023-12-27 22:56:35,507 - pyskl - INFO - Epoch [42][700/2353] lr: 2.061e-02, eta: 16:05:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9637, loss_cls: 0.8338, loss: 0.8338 +2023-12-27 22:56:57,898 - pyskl - INFO - Epoch [42][800/2353] lr: 2.060e-02, eta: 16:05:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9663, loss_cls: 0.8255, loss: 0.8255 +2023-12-27 22:57:20,295 - pyskl - INFO - Epoch [42][900/2353] lr: 2.059e-02, eta: 16:04:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.7642, loss: 0.7642 +2023-12-27 22:57:42,691 - pyskl - INFO - Epoch [42][1000/2353] lr: 2.058e-02, eta: 16:04:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9775, loss_cls: 0.7157, loss: 0.7157 +2023-12-27 22:58:05,077 - pyskl - INFO - Epoch [42][1100/2353] lr: 2.057e-02, eta: 16:04:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9606, loss_cls: 0.8128, loss: 0.8128 +2023-12-27 22:58:27,449 - pyskl - INFO - Epoch [42][1200/2353] lr: 2.057e-02, eta: 16:03:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9688, loss_cls: 0.7952, loss: 0.7952 +2023-12-27 22:58:49,841 - pyskl - INFO - Epoch [42][1300/2353] lr: 2.056e-02, eta: 16:03:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9725, loss_cls: 0.7461, loss: 0.7461 +2023-12-27 22:59:12,312 - pyskl - INFO - Epoch [42][1400/2353] lr: 2.055e-02, eta: 16:02:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9606, loss_cls: 0.8054, loss: 0.8054 +2023-12-27 22:59:34,666 - pyskl - INFO - Epoch [42][1500/2353] lr: 2.054e-02, eta: 16:02:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9681, loss_cls: 0.7425, loss: 0.7425 +2023-12-27 22:59:57,039 - pyskl - INFO - Epoch [42][1600/2353] lr: 2.053e-02, eta: 16:02:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9675, loss_cls: 0.8057, loss: 0.8057 +2023-12-27 23:00:19,407 - pyskl - INFO - Epoch [42][1700/2353] lr: 2.052e-02, eta: 16:01:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9594, loss_cls: 0.8259, loss: 0.8259 +2023-12-27 23:00:41,800 - pyskl - INFO - Epoch [42][1800/2353] lr: 2.052e-02, eta: 16:01:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7869, top5_acc: 0.9594, loss_cls: 0.8335, loss: 0.8335 +2023-12-27 23:01:04,192 - pyskl - INFO - Epoch [42][1900/2353] lr: 2.051e-02, eta: 16:00:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 0.8160, loss: 0.8160 +2023-12-27 23:01:26,545 - pyskl - INFO - Epoch [42][2000/2353] lr: 2.050e-02, eta: 16:00:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9606, loss_cls: 0.8380, loss: 0.8380 +2023-12-27 23:01:48,977 - pyskl - INFO - Epoch [42][2100/2353] lr: 2.049e-02, eta: 16:00:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7881, top5_acc: 0.9644, loss_cls: 0.8632, loss: 0.8632 +2023-12-27 23:02:11,465 - pyskl - INFO - Epoch [42][2200/2353] lr: 2.048e-02, eta: 15:59:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9681, loss_cls: 0.7433, loss: 0.7433 +2023-12-27 23:02:33,866 - pyskl - INFO - Epoch [42][2300/2353] lr: 2.047e-02, eta: 15:59:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9719, loss_cls: 0.7380, loss: 0.7380 +2023-12-27 23:02:46,214 - pyskl - INFO - Saving checkpoint at 42 epochs +2023-12-27 23:04:14,007 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:04:14,089 - pyskl - INFO - +top1_acc 0.8446 +top5_acc 0.9839 +2023-12-27 23:04:14,094 - pyskl - INFO - Epoch(val) [42][1184] top1_acc: 0.8446, top5_acc: 0.9839 +2023-12-27 23:04:54,186 - pyskl - INFO - Epoch [43][100/2353] lr: 2.046e-02, eta: 15:59:05, time: 0.401, data_time: 0.177, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9762, loss_cls: 0.7461, loss: 0.7461 +2023-12-27 23:05:16,507 - pyskl - INFO - Epoch [43][200/2353] lr: 2.045e-02, eta: 15:58:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 0.7104, loss: 0.7104 +2023-12-27 23:05:38,877 - pyskl - INFO - Epoch [43][300/2353] lr: 2.044e-02, eta: 15:58:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9688, loss_cls: 0.7653, loss: 0.7653 +2023-12-27 23:06:01,388 - pyskl - INFO - Epoch [43][400/2353] lr: 2.043e-02, eta: 15:57:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9681, loss_cls: 0.7579, loss: 0.7579 +2023-12-27 23:06:23,856 - pyskl - INFO - Epoch [43][500/2353] lr: 2.042e-02, eta: 15:57:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.7466, loss: 0.7466 +2023-12-27 23:06:46,229 - pyskl - INFO - Epoch [43][600/2353] lr: 2.042e-02, eta: 15:57:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9769, loss_cls: 0.7047, loss: 0.7047 +2023-12-27 23:07:08,607 - pyskl - INFO - Epoch [43][700/2353] lr: 2.041e-02, eta: 15:56:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7987, top5_acc: 0.9575, loss_cls: 0.8198, loss: 0.8198 +2023-12-27 23:07:31,001 - pyskl - INFO - Epoch [43][800/2353] lr: 2.040e-02, eta: 15:56:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9712, loss_cls: 0.7863, loss: 0.7863 +2023-12-27 23:07:53,391 - pyskl - INFO - Epoch [43][900/2353] lr: 2.039e-02, eta: 15:55:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9756, loss_cls: 0.7197, loss: 0.7197 +2023-12-27 23:08:15,803 - pyskl - INFO - Epoch [43][1000/2353] lr: 2.038e-02, eta: 15:55:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9750, loss_cls: 0.7507, loss: 0.7507 +2023-12-27 23:08:38,209 - pyskl - INFO - Epoch [43][1100/2353] lr: 2.037e-02, eta: 15:55:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7828, loss: 0.7828 +2023-12-27 23:09:00,595 - pyskl - INFO - Epoch [43][1200/2353] lr: 2.036e-02, eta: 15:54:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9663, loss_cls: 0.7722, loss: 0.7722 +2023-12-27 23:09:23,049 - pyskl - INFO - Epoch [43][1300/2353] lr: 2.036e-02, eta: 15:54:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.8175, loss: 0.8175 +2023-12-27 23:09:45,447 - pyskl - INFO - Epoch [43][1400/2353] lr: 2.035e-02, eta: 15:54:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9594, loss_cls: 0.8099, loss: 0.8099 +2023-12-27 23:10:07,850 - pyskl - INFO - Epoch [43][1500/2353] lr: 2.034e-02, eta: 15:53:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9706, loss_cls: 0.7432, loss: 0.7432 +2023-12-27 23:10:30,254 - pyskl - INFO - Epoch [43][1600/2353] lr: 2.033e-02, eta: 15:53:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9788, loss_cls: 0.7116, loss: 0.7116 +2023-12-27 23:10:52,745 - pyskl - INFO - Epoch [43][1700/2353] lr: 2.032e-02, eta: 15:52:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9569, loss_cls: 0.8213, loss: 0.8213 +2023-12-27 23:11:15,203 - pyskl - INFO - Epoch [43][1800/2353] lr: 2.031e-02, eta: 15:52:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9625, loss_cls: 0.7672, loss: 0.7672 +2023-12-27 23:11:37,621 - pyskl - INFO - Epoch [43][1900/2353] lr: 2.030e-02, eta: 15:52:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.7503, loss: 0.7503 +2023-12-27 23:12:00,044 - pyskl - INFO - Epoch [43][2000/2353] lr: 2.030e-02, eta: 15:51:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9631, loss_cls: 0.7803, loss: 0.7803 +2023-12-27 23:12:22,445 - pyskl - INFO - Epoch [43][2100/2353] lr: 2.029e-02, eta: 15:51:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8000, top5_acc: 0.9663, loss_cls: 0.8100, loss: 0.8100 +2023-12-27 23:12:44,813 - pyskl - INFO - Epoch [43][2200/2353] lr: 2.028e-02, eta: 15:50:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9694, loss_cls: 0.7401, loss: 0.7401 +2023-12-27 23:13:07,161 - pyskl - INFO - Epoch [43][2300/2353] lr: 2.027e-02, eta: 15:50:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9637, loss_cls: 0.7737, loss: 0.7737 +2023-12-27 23:13:19,534 - pyskl - INFO - Saving checkpoint at 43 epochs +2023-12-27 23:14:47,558 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:14:47,642 - pyskl - INFO - +top1_acc 0.8452 +top5_acc 0.9853 +2023-12-27 23:14:47,647 - pyskl - INFO - Epoch(val) [43][1184] top1_acc: 0.8452, top5_acc: 0.9853 +2023-12-27 23:15:27,918 - pyskl - INFO - Epoch [44][100/2353] lr: 2.026e-02, eta: 15:50:13, time: 0.403, data_time: 0.176, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9750, loss_cls: 0.6530, loss: 0.6530 +2023-12-27 23:15:50,345 - pyskl - INFO - Epoch [44][200/2353] lr: 2.025e-02, eta: 15:49:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9637, loss_cls: 0.7380, loss: 0.7380 +2023-12-27 23:16:12,771 - pyskl - INFO - Epoch [44][300/2353] lr: 2.024e-02, eta: 15:49:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7956, top5_acc: 0.9644, loss_cls: 0.8155, loss: 0.8155 +2023-12-27 23:16:35,326 - pyskl - INFO - Epoch [44][400/2353] lr: 2.023e-02, eta: 15:49:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9637, loss_cls: 0.7788, loss: 0.7788 +2023-12-27 23:16:57,823 - pyskl - INFO - Epoch [44][500/2353] lr: 2.022e-02, eta: 15:48:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9694, loss_cls: 0.7724, loss: 0.7724 +2023-12-27 23:17:20,209 - pyskl - INFO - Epoch [44][600/2353] lr: 2.021e-02, eta: 15:48:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9700, loss_cls: 0.7384, loss: 0.7384 +2023-12-27 23:17:42,579 - pyskl - INFO - Epoch [44][700/2353] lr: 2.020e-02, eta: 15:47:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.7230, loss: 0.7230 +2023-12-27 23:18:04,948 - pyskl - INFO - Epoch [44][800/2353] lr: 2.019e-02, eta: 15:47:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9681, loss_cls: 0.7430, loss: 0.7430 +2023-12-27 23:18:27,412 - pyskl - INFO - Epoch [44][900/2353] lr: 2.019e-02, eta: 15:47:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9712, loss_cls: 0.7647, loss: 0.7647 +2023-12-27 23:18:49,872 - pyskl - INFO - Epoch [44][1000/2353] lr: 2.018e-02, eta: 15:46:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9731, loss_cls: 0.7144, loss: 0.7144 +2023-12-27 23:19:12,352 - pyskl - INFO - Epoch [44][1100/2353] lr: 2.017e-02, eta: 15:46:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9656, loss_cls: 0.7729, loss: 0.7729 +2023-12-27 23:19:34,712 - pyskl - INFO - Epoch [44][1200/2353] lr: 2.016e-02, eta: 15:45:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9637, loss_cls: 0.7824, loss: 0.7824 +2023-12-27 23:19:57,115 - pyskl - INFO - Epoch [44][1300/2353] lr: 2.015e-02, eta: 15:45:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 0.7616, loss: 0.7616 +2023-12-27 23:20:19,558 - pyskl - INFO - Epoch [44][1400/2353] lr: 2.014e-02, eta: 15:45:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9688, loss_cls: 0.7443, loss: 0.7443 +2023-12-27 23:20:42,044 - pyskl - INFO - Epoch [44][1500/2353] lr: 2.013e-02, eta: 15:44:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9644, loss_cls: 0.7931, loss: 0.7931 +2023-12-27 23:21:04,479 - pyskl - INFO - Epoch [44][1600/2353] lr: 2.012e-02, eta: 15:44:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.7369, loss: 0.7369 +2023-12-27 23:21:26,886 - pyskl - INFO - Epoch [44][1700/2353] lr: 2.012e-02, eta: 15:44:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9775, loss_cls: 0.7338, loss: 0.7338 +2023-12-27 23:21:49,271 - pyskl - INFO - Epoch [44][1800/2353] lr: 2.011e-02, eta: 15:43:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9663, loss_cls: 0.7781, loss: 0.7781 +2023-12-27 23:22:11,674 - pyskl - INFO - Epoch [44][1900/2353] lr: 2.010e-02, eta: 15:43:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7963, top5_acc: 0.9712, loss_cls: 0.7914, loss: 0.7914 +2023-12-27 23:22:34,116 - pyskl - INFO - Epoch [44][2000/2353] lr: 2.009e-02, eta: 15:42:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.7895, loss: 0.7895 +2023-12-27 23:22:56,568 - pyskl - INFO - Epoch [44][2100/2353] lr: 2.008e-02, eta: 15:42:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9694, loss_cls: 0.7394, loss: 0.7394 +2023-12-27 23:23:19,075 - pyskl - INFO - Epoch [44][2200/2353] lr: 2.007e-02, eta: 15:42:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9725, loss_cls: 0.7408, loss: 0.7408 +2023-12-27 23:23:41,593 - pyskl - INFO - Epoch [44][2300/2353] lr: 2.006e-02, eta: 15:41:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.7478, loss: 0.7478 +2023-12-27 23:23:54,002 - pyskl - INFO - Saving checkpoint at 44 epochs +2023-12-27 23:25:21,805 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:25:21,885 - pyskl - INFO - +top1_acc 0.8578 +top5_acc 0.9868 +2023-12-27 23:25:21,889 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_41.pth was removed +2023-12-27 23:25:22,013 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. +2023-12-27 23:25:22,014 - pyskl - INFO - Best top1_acc is 0.8578 at 44 epoch. +2023-12-27 23:25:22,018 - pyskl - INFO - Epoch(val) [44][1184] top1_acc: 0.8578, top5_acc: 0.9868 +2023-12-27 23:26:01,182 - pyskl - INFO - Epoch [45][100/2353] lr: 2.005e-02, eta: 15:41:19, time: 0.392, data_time: 0.169, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9688, loss_cls: 0.7195, loss: 0.7195 +2023-12-27 23:26:23,504 - pyskl - INFO - Epoch [45][200/2353] lr: 2.004e-02, eta: 15:40:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9625, loss_cls: 0.7434, loss: 0.7434 +2023-12-27 23:26:45,962 - pyskl - INFO - Epoch [45][300/2353] lr: 2.003e-02, eta: 15:40:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9775, loss_cls: 0.6503, loss: 0.6503 +2023-12-27 23:27:08,457 - pyskl - INFO - Epoch [45][400/2353] lr: 2.002e-02, eta: 15:40:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9769, loss_cls: 0.7273, loss: 0.7273 +2023-12-27 23:27:31,092 - pyskl - INFO - Epoch [45][500/2353] lr: 2.001e-02, eta: 15:39:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9700, loss_cls: 0.7883, loss: 0.7883 +2023-12-27 23:27:53,577 - pyskl - INFO - Epoch [45][600/2353] lr: 2.000e-02, eta: 15:39:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9663, loss_cls: 0.7500, loss: 0.7500 +2023-12-27 23:28:15,947 - pyskl - INFO - Epoch [45][700/2353] lr: 2.000e-02, eta: 15:39:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9681, loss_cls: 0.7746, loss: 0.7746 +2023-12-27 23:28:38,318 - pyskl - INFO - Epoch [45][800/2353] lr: 1.999e-02, eta: 15:38:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9725, loss_cls: 0.7038, loss: 0.7038 +2023-12-27 23:29:00,709 - pyskl - INFO - Epoch [45][900/2353] lr: 1.998e-02, eta: 15:38:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9587, loss_cls: 0.8310, loss: 0.8310 +2023-12-27 23:29:23,157 - pyskl - INFO - Epoch [45][1000/2353] lr: 1.997e-02, eta: 15:37:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9675, loss_cls: 0.7754, loss: 0.7754 +2023-12-27 23:29:45,590 - pyskl - INFO - Epoch [45][1100/2353] lr: 1.996e-02, eta: 15:37:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.7564, loss: 0.7564 +2023-12-27 23:30:08,028 - pyskl - INFO - Epoch [45][1200/2353] lr: 1.995e-02, eta: 15:37:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9631, loss_cls: 0.7747, loss: 0.7747 +2023-12-27 23:30:30,425 - pyskl - INFO - Epoch [45][1300/2353] lr: 1.994e-02, eta: 15:36:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9738, loss_cls: 0.7535, loss: 0.7535 +2023-12-27 23:30:52,918 - pyskl - INFO - Epoch [45][1400/2353] lr: 1.993e-02, eta: 15:36:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 0.7993, loss: 0.7993 +2023-12-27 23:31:15,337 - pyskl - INFO - Epoch [45][1500/2353] lr: 1.992e-02, eta: 15:35:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.7735, loss: 0.7735 +2023-12-27 23:31:37,769 - pyskl - INFO - Epoch [45][1600/2353] lr: 1.992e-02, eta: 15:35:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7975, top5_acc: 0.9637, loss_cls: 0.8366, loss: 0.8366 +2023-12-27 23:32:00,193 - pyskl - INFO - Epoch [45][1700/2353] lr: 1.991e-02, eta: 15:35:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9663, loss_cls: 0.7489, loss: 0.7489 +2023-12-27 23:32:22,566 - pyskl - INFO - Epoch [45][1800/2353] lr: 1.990e-02, eta: 15:34:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7508, loss: 0.7508 +2023-12-27 23:32:44,966 - pyskl - INFO - Epoch [45][1900/2353] lr: 1.989e-02, eta: 15:34:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9637, loss_cls: 0.7576, loss: 0.7576 +2023-12-27 23:33:07,493 - pyskl - INFO - Epoch [45][2000/2353] lr: 1.988e-02, eta: 15:33:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7944, top5_acc: 0.9544, loss_cls: 0.8389, loss: 0.8389 +2023-12-27 23:33:29,984 - pyskl - INFO - Epoch [45][2100/2353] lr: 1.987e-02, eta: 15:33:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9700, loss_cls: 0.7504, loss: 0.7504 +2023-12-27 23:33:52,455 - pyskl - INFO - Epoch [45][2200/2353] lr: 1.986e-02, eta: 15:33:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9675, loss_cls: 0.7017, loss: 0.7017 +2023-12-27 23:34:14,856 - pyskl - INFO - Epoch [45][2300/2353] lr: 1.985e-02, eta: 15:32:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9663, loss_cls: 0.7665, loss: 0.7665 +2023-12-27 23:34:27,216 - pyskl - INFO - Saving checkpoint at 45 epochs +2023-12-27 23:35:55,132 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:35:55,214 - pyskl - INFO - +top1_acc 0.8579 +top5_acc 0.9852 +2023-12-27 23:35:55,218 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_44.pth was removed +2023-12-27 23:35:55,340 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_45.pth. +2023-12-27 23:35:55,341 - pyskl - INFO - Best top1_acc is 0.8579 at 45 epoch. +2023-12-27 23:35:55,345 - pyskl - INFO - Epoch(val) [45][1184] top1_acc: 0.8579, top5_acc: 0.9852 +2023-12-27 23:36:35,002 - pyskl - INFO - Epoch [46][100/2353] lr: 1.984e-02, eta: 15:32:27, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9675, loss_cls: 0.7614, loss: 0.7614 +2023-12-27 23:36:57,525 - pyskl - INFO - Epoch [46][200/2353] lr: 1.983e-02, eta: 15:32:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7994, top5_acc: 0.9700, loss_cls: 0.7641, loss: 0.7641 +2023-12-27 23:37:20,083 - pyskl - INFO - Epoch [46][300/2353] lr: 1.982e-02, eta: 15:31:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.6824, loss: 0.6824 +2023-12-27 23:37:42,568 - pyskl - INFO - Epoch [46][400/2353] lr: 1.981e-02, eta: 15:31:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 0.7585, loss: 0.7585 +2023-12-27 23:38:05,053 - pyskl - INFO - Epoch [46][500/2353] lr: 1.980e-02, eta: 15:30:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9644, loss_cls: 0.7878, loss: 0.7878 +2023-12-27 23:38:27,484 - pyskl - INFO - Epoch [46][600/2353] lr: 1.979e-02, eta: 15:30:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9619, loss_cls: 0.7758, loss: 0.7758 +2023-12-27 23:38:49,967 - pyskl - INFO - Epoch [46][700/2353] lr: 1.978e-02, eta: 15:30:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9613, loss_cls: 0.8237, loss: 0.8237 +2023-12-27 23:39:12,362 - pyskl - INFO - Epoch [46][800/2353] lr: 1.978e-02, eta: 15:29:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9756, loss_cls: 0.7083, loss: 0.7083 +2023-12-27 23:39:34,757 - pyskl - INFO - Epoch [46][900/2353] lr: 1.977e-02, eta: 15:29:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 0.7849, loss: 0.7849 +2023-12-27 23:39:57,171 - pyskl - INFO - Epoch [46][1000/2353] lr: 1.976e-02, eta: 15:28:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8019, top5_acc: 0.9631, loss_cls: 0.7682, loss: 0.7682 +2023-12-27 23:40:19,530 - pyskl - INFO - Epoch [46][1100/2353] lr: 1.975e-02, eta: 15:28:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9675, loss_cls: 0.7464, loss: 0.7464 +2023-12-27 23:40:41,871 - pyskl - INFO - Epoch [46][1200/2353] lr: 1.974e-02, eta: 15:28:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9706, loss_cls: 0.7506, loss: 0.7506 +2023-12-27 23:41:04,203 - pyskl - INFO - Epoch [46][1300/2353] lr: 1.973e-02, eta: 15:27:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9744, loss_cls: 0.7123, loss: 0.7123 +2023-12-27 23:41:26,556 - pyskl - INFO - Epoch [46][1400/2353] lr: 1.972e-02, eta: 15:27:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7931, top5_acc: 0.9663, loss_cls: 0.8250, loss: 0.8250 +2023-12-27 23:41:49,010 - pyskl - INFO - Epoch [46][1500/2353] lr: 1.971e-02, eta: 15:27:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9725, loss_cls: 0.7978, loss: 0.7978 +2023-12-27 23:42:11,459 - pyskl - INFO - Epoch [46][1600/2353] lr: 1.970e-02, eta: 15:26:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9719, loss_cls: 0.7610, loss: 0.7610 +2023-12-27 23:42:33,860 - pyskl - INFO - Epoch [46][1700/2353] lr: 1.969e-02, eta: 15:26:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9644, loss_cls: 0.7810, loss: 0.7810 +2023-12-27 23:42:56,371 - pyskl - INFO - Epoch [46][1800/2353] lr: 1.968e-02, eta: 15:25:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9656, loss_cls: 0.7846, loss: 0.7846 +2023-12-27 23:43:18,757 - pyskl - INFO - Epoch [46][1900/2353] lr: 1.968e-02, eta: 15:25:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9644, loss_cls: 0.7732, loss: 0.7732 +2023-12-27 23:43:41,158 - pyskl - INFO - Epoch [46][2000/2353] lr: 1.967e-02, eta: 15:25:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9688, loss_cls: 0.7248, loss: 0.7248 +2023-12-27 23:44:03,569 - pyskl - INFO - Epoch [46][2100/2353] lr: 1.966e-02, eta: 15:24:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 0.7832, loss: 0.7832 +2023-12-27 23:44:25,963 - pyskl - INFO - Epoch [46][2200/2353] lr: 1.965e-02, eta: 15:24:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9675, loss_cls: 0.6763, loss: 0.6763 +2023-12-27 23:44:48,374 - pyskl - INFO - Epoch [46][2300/2353] lr: 1.964e-02, eta: 15:23:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9712, loss_cls: 0.7393, loss: 0.7393 +2023-12-27 23:45:00,709 - pyskl - INFO - Saving checkpoint at 46 epochs +2023-12-27 23:46:28,350 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:46:28,431 - pyskl - INFO - +top1_acc 0.8728 +top5_acc 0.9868 +2023-12-27 23:46:28,434 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_45.pth was removed +2023-12-27 23:46:28,556 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. +2023-12-27 23:46:28,557 - pyskl - INFO - Best top1_acc is 0.8728 at 46 epoch. +2023-12-27 23:46:28,561 - pyskl - INFO - Epoch(val) [46][1184] top1_acc: 0.8728, top5_acc: 0.9868 +2023-12-27 23:47:08,219 - pyskl - INFO - Epoch [47][100/2353] lr: 1.962e-02, eta: 15:23:34, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9725, loss_cls: 0.6755, loss: 0.6755 +2023-12-27 23:47:30,554 - pyskl - INFO - Epoch [47][200/2353] lr: 1.962e-02, eta: 15:23:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.7310, loss: 0.7310 +2023-12-27 23:47:52,878 - pyskl - INFO - Epoch [47][300/2353] lr: 1.961e-02, eta: 15:22:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9688, loss_cls: 0.7578, loss: 0.7578 +2023-12-27 23:48:15,195 - pyskl - INFO - Epoch [47][400/2353] lr: 1.960e-02, eta: 15:22:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9663, loss_cls: 0.7666, loss: 0.7666 +2023-12-27 23:48:37,520 - pyskl - INFO - Epoch [47][500/2353] lr: 1.959e-02, eta: 15:22:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9663, loss_cls: 0.7527, loss: 0.7527 +2023-12-27 23:48:59,900 - pyskl - INFO - Epoch [47][600/2353] lr: 1.958e-02, eta: 15:21:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9706, loss_cls: 0.7642, loss: 0.7642 +2023-12-27 23:49:22,313 - pyskl - INFO - Epoch [47][700/2353] lr: 1.957e-02, eta: 15:21:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9725, loss_cls: 0.7075, loss: 0.7075 +2023-12-27 23:49:44,750 - pyskl - INFO - Epoch [47][800/2353] lr: 1.956e-02, eta: 15:20:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9731, loss_cls: 0.7699, loss: 0.7699 +2023-12-27 23:50:07,245 - pyskl - INFO - Epoch [47][900/2353] lr: 1.955e-02, eta: 15:20:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.7636, loss: 0.7636 +2023-12-27 23:50:29,763 - pyskl - INFO - Epoch [47][1000/2353] lr: 1.954e-02, eta: 15:20:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9706, loss_cls: 0.7321, loss: 0.7321 +2023-12-27 23:50:52,265 - pyskl - INFO - Epoch [47][1100/2353] lr: 1.953e-02, eta: 15:19:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9706, loss_cls: 0.7841, loss: 0.7841 +2023-12-27 23:51:14,780 - pyskl - INFO - Epoch [47][1200/2353] lr: 1.952e-02, eta: 15:19:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9587, loss_cls: 0.8119, loss: 0.8119 +2023-12-27 23:51:37,229 - pyskl - INFO - Epoch [47][1300/2353] lr: 1.951e-02, eta: 15:18:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.7524, loss: 0.7524 +2023-12-27 23:51:59,689 - pyskl - INFO - Epoch [47][1400/2353] lr: 1.951e-02, eta: 15:18:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9656, loss_cls: 0.7486, loss: 0.7486 +2023-12-27 23:52:22,110 - pyskl - INFO - Epoch [47][1500/2353] lr: 1.950e-02, eta: 15:18:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9619, loss_cls: 0.7941, loss: 0.7941 +2023-12-27 23:52:44,528 - pyskl - INFO - Epoch [47][1600/2353] lr: 1.949e-02, eta: 15:17:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9619, loss_cls: 0.7646, loss: 0.7646 +2023-12-27 23:53:06,938 - pyskl - INFO - Epoch [47][1700/2353] lr: 1.948e-02, eta: 15:17:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7981, top5_acc: 0.9669, loss_cls: 0.7952, loss: 0.7952 +2023-12-27 23:53:29,375 - pyskl - INFO - Epoch [47][1800/2353] lr: 1.947e-02, eta: 15:17:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9725, loss_cls: 0.7428, loss: 0.7428 +2023-12-27 23:53:51,859 - pyskl - INFO - Epoch [47][1900/2353] lr: 1.946e-02, eta: 15:16:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9669, loss_cls: 0.7808, loss: 0.7808 +2023-12-27 23:54:14,294 - pyskl - INFO - Epoch [47][2000/2353] lr: 1.945e-02, eta: 15:16:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 0.7600, loss: 0.7600 +2023-12-27 23:54:36,698 - pyskl - INFO - Epoch [47][2100/2353] lr: 1.944e-02, eta: 15:15:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9712, loss_cls: 0.7236, loss: 0.7236 +2023-12-27 23:54:59,118 - pyskl - INFO - Epoch [47][2200/2353] lr: 1.943e-02, eta: 15:15:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9650, loss_cls: 0.7961, loss: 0.7961 +2023-12-27 23:55:21,522 - pyskl - INFO - Epoch [47][2300/2353] lr: 1.942e-02, eta: 15:15:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9725, loss_cls: 0.7570, loss: 0.7570 +2023-12-27 23:55:33,799 - pyskl - INFO - Saving checkpoint at 47 epochs +2023-12-27 23:57:01,209 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-27 23:57:01,290 - pyskl - INFO - +top1_acc 0.8765 +top5_acc 0.9874 +2023-12-27 23:57:01,294 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_46.pth was removed +2023-12-27 23:57:01,422 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. +2023-12-27 23:57:01,422 - pyskl - INFO - Best top1_acc is 0.8765 at 47 epoch. +2023-12-27 23:57:01,426 - pyskl - INFO - Epoch(val) [47][1184] top1_acc: 0.8765, top5_acc: 0.9874 +2023-12-27 23:57:41,264 - pyskl - INFO - Epoch [48][100/2353] lr: 1.941e-02, eta: 15:14:41, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9706, loss_cls: 0.6980, loss: 0.6980 +2023-12-27 23:58:03,642 - pyskl - INFO - Epoch [48][200/2353] lr: 1.940e-02, eta: 15:14:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7542, loss: 0.7542 +2023-12-27 23:58:26,162 - pyskl - INFO - Epoch [48][300/2353] lr: 1.939e-02, eta: 15:13:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.6818, loss: 0.6818 +2023-12-27 23:58:48,589 - pyskl - INFO - Epoch [48][400/2353] lr: 1.938e-02, eta: 15:13:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9656, loss_cls: 0.7533, loss: 0.7533 +2023-12-27 23:59:10,985 - pyskl - INFO - Epoch [48][500/2353] lr: 1.937e-02, eta: 15:13:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.7105, loss: 0.7105 +2023-12-27 23:59:33,508 - pyskl - INFO - Epoch [48][600/2353] lr: 1.936e-02, eta: 15:12:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9706, loss_cls: 0.7477, loss: 0.7477 +2023-12-27 23:59:56,136 - pyskl - INFO - Epoch [48][700/2353] lr: 1.935e-02, eta: 15:12:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9706, loss_cls: 0.7801, loss: 0.7801 +2023-12-28 00:00:18,630 - pyskl - INFO - Epoch [48][800/2353] lr: 1.934e-02, eta: 15:11:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9700, loss_cls: 0.7731, loss: 0.7731 +2023-12-28 00:00:41,046 - pyskl - INFO - Epoch [48][900/2353] lr: 1.933e-02, eta: 15:11:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.7451, loss: 0.7451 +2023-12-28 00:01:03,602 - pyskl - INFO - Epoch [48][1000/2353] lr: 1.932e-02, eta: 15:11:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.7913, top5_acc: 0.9681, loss_cls: 0.7894, loss: 0.7894 +2023-12-28 00:01:26,136 - pyskl - INFO - Epoch [48][1100/2353] lr: 1.932e-02, eta: 15:10:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.6952, loss: 0.6952 +2023-12-28 00:01:48,591 - pyskl - INFO - Epoch [48][1200/2353] lr: 1.931e-02, eta: 15:10:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9637, loss_cls: 0.8007, loss: 0.8007 +2023-12-28 00:02:10,978 - pyskl - INFO - Epoch [48][1300/2353] lr: 1.930e-02, eta: 15:10:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 0.7356, loss: 0.7356 +2023-12-28 00:02:33,364 - pyskl - INFO - Epoch [48][1400/2353] lr: 1.929e-02, eta: 15:09:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9706, loss_cls: 0.7248, loss: 0.7248 +2023-12-28 00:02:55,753 - pyskl - INFO - Epoch [48][1500/2353] lr: 1.928e-02, eta: 15:09:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9675, loss_cls: 0.7853, loss: 0.7853 +2023-12-28 00:03:18,248 - pyskl - INFO - Epoch [48][1600/2353] lr: 1.927e-02, eta: 15:08:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9719, loss_cls: 0.7703, loss: 0.7703 +2023-12-28 00:03:40,799 - pyskl - INFO - Epoch [48][1700/2353] lr: 1.926e-02, eta: 15:08:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9637, loss_cls: 0.7646, loss: 0.7646 +2023-12-28 00:04:03,353 - pyskl - INFO - Epoch [48][1800/2353] lr: 1.925e-02, eta: 15:08:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.7584, loss: 0.7584 +2023-12-28 00:04:25,917 - pyskl - INFO - Epoch [48][1900/2353] lr: 1.924e-02, eta: 15:07:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.7535, loss: 0.7535 +2023-12-28 00:04:48,434 - pyskl - INFO - Epoch [48][2000/2353] lr: 1.923e-02, eta: 15:07:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.6714, loss: 0.6714 +2023-12-28 00:05:10,997 - pyskl - INFO - Epoch [48][2100/2353] lr: 1.922e-02, eta: 15:07:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9644, loss_cls: 0.7858, loss: 0.7858 +2023-12-28 00:05:33,563 - pyskl - INFO - Epoch [48][2200/2353] lr: 1.921e-02, eta: 15:06:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9669, loss_cls: 0.7411, loss: 0.7411 +2023-12-28 00:05:56,174 - pyskl - INFO - Epoch [48][2300/2353] lr: 1.920e-02, eta: 15:06:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9694, loss_cls: 0.7477, loss: 0.7477 +2023-12-28 00:06:08,623 - pyskl - INFO - Saving checkpoint at 48 epochs +2023-12-28 00:07:36,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:07:36,601 - pyskl - INFO - +top1_acc 0.8587 +top5_acc 0.9868 +2023-12-28 00:07:36,606 - pyskl - INFO - Epoch(val) [48][1184] top1_acc: 0.8587, top5_acc: 0.9868 +2023-12-28 00:08:16,746 - pyskl - INFO - Epoch [49][100/2353] lr: 1.919e-02, eta: 15:05:52, time: 0.401, data_time: 0.177, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9788, loss_cls: 0.6321, loss: 0.6321 +2023-12-28 00:08:39,127 - pyskl - INFO - Epoch [49][200/2353] lr: 1.918e-02, eta: 15:05:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9694, loss_cls: 0.7643, loss: 0.7643 +2023-12-28 00:09:01,538 - pyskl - INFO - Epoch [49][300/2353] lr: 1.917e-02, eta: 15:05:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9750, loss_cls: 0.7037, loss: 0.7037 +2023-12-28 00:09:23,968 - pyskl - INFO - Epoch [49][400/2353] lr: 1.916e-02, eta: 15:04:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.7016, loss: 0.7016 +2023-12-28 00:09:46,342 - pyskl - INFO - Epoch [49][500/2353] lr: 1.915e-02, eta: 15:04:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9675, loss_cls: 0.7663, loss: 0.7663 +2023-12-28 00:10:08,726 - pyskl - INFO - Epoch [49][600/2353] lr: 1.914e-02, eta: 15:03:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9756, loss_cls: 0.6834, loss: 0.6834 +2023-12-28 00:10:31,103 - pyskl - INFO - Epoch [49][700/2353] lr: 1.913e-02, eta: 15:03:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9663, loss_cls: 0.7465, loss: 0.7465 +2023-12-28 00:10:53,534 - pyskl - INFO - Epoch [49][800/2353] lr: 1.912e-02, eta: 15:03:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.7410, loss: 0.7410 +2023-12-28 00:11:15,917 - pyskl - INFO - Epoch [49][900/2353] lr: 1.911e-02, eta: 15:02:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.7041, loss: 0.7041 +2023-12-28 00:11:38,338 - pyskl - INFO - Epoch [49][1000/2353] lr: 1.910e-02, eta: 15:02:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9644, loss_cls: 0.7944, loss: 0.7944 +2023-12-28 00:12:00,759 - pyskl - INFO - Epoch [49][1100/2353] lr: 1.909e-02, eta: 15:02:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9656, loss_cls: 0.7917, loss: 0.7917 +2023-12-28 00:12:23,128 - pyskl - INFO - Epoch [49][1200/2353] lr: 1.908e-02, eta: 15:01:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9694, loss_cls: 0.7730, loss: 0.7730 +2023-12-28 00:12:45,567 - pyskl - INFO - Epoch [49][1300/2353] lr: 1.908e-02, eta: 15:01:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9738, loss_cls: 0.7508, loss: 0.7508 +2023-12-28 00:13:08,037 - pyskl - INFO - Epoch [49][1400/2353] lr: 1.907e-02, eta: 15:00:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.7925, top5_acc: 0.9644, loss_cls: 0.8381, loss: 0.8381 +2023-12-28 00:13:30,387 - pyskl - INFO - Epoch [49][1500/2353] lr: 1.906e-02, eta: 15:00:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9688, loss_cls: 0.7447, loss: 0.7447 +2023-12-28 00:13:52,736 - pyskl - INFO - Epoch [49][1600/2353] lr: 1.905e-02, eta: 15:00:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9712, loss_cls: 0.6899, loss: 0.6899 +2023-12-28 00:14:15,120 - pyskl - INFO - Epoch [49][1700/2353] lr: 1.904e-02, eta: 14:59:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9694, loss_cls: 0.7476, loss: 0.7476 +2023-12-28 00:14:37,488 - pyskl - INFO - Epoch [49][1800/2353] lr: 1.903e-02, eta: 14:59:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9775, loss_cls: 0.6788, loss: 0.6788 +2023-12-28 00:14:59,926 - pyskl - INFO - Epoch [49][1900/2353] lr: 1.902e-02, eta: 14:58:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9681, loss_cls: 0.7499, loss: 0.7499 +2023-12-28 00:15:22,369 - pyskl - INFO - Epoch [49][2000/2353] lr: 1.901e-02, eta: 14:58:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9719, loss_cls: 0.7554, loss: 0.7554 +2023-12-28 00:15:44,844 - pyskl - INFO - Epoch [49][2100/2353] lr: 1.900e-02, eta: 14:58:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9656, loss_cls: 0.7559, loss: 0.7559 +2023-12-28 00:16:07,291 - pyskl - INFO - Epoch [49][2200/2353] lr: 1.899e-02, eta: 14:57:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9731, loss_cls: 0.6917, loss: 0.6917 +2023-12-28 00:16:29,907 - pyskl - INFO - Epoch [49][2300/2353] lr: 1.898e-02, eta: 14:57:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9669, loss_cls: 0.7753, loss: 0.7753 +2023-12-28 00:16:42,360 - pyskl - INFO - Saving checkpoint at 49 epochs +2023-12-28 00:18:10,020 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:18:10,101 - pyskl - INFO - +top1_acc 0.8602 +top5_acc 0.9874 +2023-12-28 00:18:10,105 - pyskl - INFO - Epoch(val) [49][1184] top1_acc: 0.8602, top5_acc: 0.9874 +2023-12-28 00:18:49,662 - pyskl - INFO - Epoch [50][100/2353] lr: 1.897e-02, eta: 14:56:58, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 0.6461, loss: 0.6461 +2023-12-28 00:19:12,033 - pyskl - INFO - Epoch [50][200/2353] lr: 1.896e-02, eta: 14:56:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8169, top5_acc: 0.9688, loss_cls: 0.7402, loss: 0.7402 +2023-12-28 00:19:34,490 - pyskl - INFO - Epoch [50][300/2353] lr: 1.895e-02, eta: 14:56:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 0.7035, loss: 0.7035 +2023-12-28 00:19:56,936 - pyskl - INFO - Epoch [50][400/2353] lr: 1.894e-02, eta: 14:55:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.6839, loss: 0.6839 +2023-12-28 00:20:19,373 - pyskl - INFO - Epoch [50][500/2353] lr: 1.893e-02, eta: 14:55:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9694, loss_cls: 0.7604, loss: 0.7604 +2023-12-28 00:20:41,804 - pyskl - INFO - Epoch [50][600/2353] lr: 1.892e-02, eta: 14:55:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9712, loss_cls: 0.7099, loss: 0.7099 +2023-12-28 00:21:04,214 - pyskl - INFO - Epoch [50][700/2353] lr: 1.891e-02, eta: 14:54:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9738, loss_cls: 0.7359, loss: 0.7359 +2023-12-28 00:21:26,570 - pyskl - INFO - Epoch [50][800/2353] lr: 1.890e-02, eta: 14:54:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.6856, loss: 0.6856 +2023-12-28 00:21:49,024 - pyskl - INFO - Epoch [50][900/2353] lr: 1.889e-02, eta: 14:53:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9769, loss_cls: 0.7093, loss: 0.7093 +2023-12-28 00:22:11,483 - pyskl - INFO - Epoch [50][1000/2353] lr: 1.888e-02, eta: 14:53:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9681, loss_cls: 0.7497, loss: 0.7497 +2023-12-28 00:22:33,946 - pyskl - INFO - Epoch [50][1100/2353] lr: 1.887e-02, eta: 14:53:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9694, loss_cls: 0.7290, loss: 0.7290 +2023-12-28 00:22:56,439 - pyskl - INFO - Epoch [50][1200/2353] lr: 1.886e-02, eta: 14:52:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9712, loss_cls: 0.7257, loss: 0.7257 +2023-12-28 00:23:18,927 - pyskl - INFO - Epoch [50][1300/2353] lr: 1.885e-02, eta: 14:52:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9650, loss_cls: 0.7377, loss: 0.7377 +2023-12-28 00:23:41,404 - pyskl - INFO - Epoch [50][1400/2353] lr: 1.884e-02, eta: 14:51:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9656, loss_cls: 0.7428, loss: 0.7428 +2023-12-28 00:24:03,873 - pyskl - INFO - Epoch [50][1500/2353] lr: 1.883e-02, eta: 14:51:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9762, loss_cls: 0.6503, loss: 0.6503 +2023-12-28 00:24:26,312 - pyskl - INFO - Epoch [50][1600/2353] lr: 1.882e-02, eta: 14:51:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9700, loss_cls: 0.7393, loss: 0.7393 +2023-12-28 00:24:48,769 - pyskl - INFO - Epoch [50][1700/2353] lr: 1.881e-02, eta: 14:50:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9700, loss_cls: 0.7714, loss: 0.7714 +2023-12-28 00:25:11,220 - pyskl - INFO - Epoch [50][1800/2353] lr: 1.880e-02, eta: 14:50:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9644, loss_cls: 0.7599, loss: 0.7599 +2023-12-28 00:25:33,656 - pyskl - INFO - Epoch [50][1900/2353] lr: 1.879e-02, eta: 14:50:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9619, loss_cls: 0.7836, loss: 0.7836 +2023-12-28 00:25:56,047 - pyskl - INFO - Epoch [50][2000/2353] lr: 1.878e-02, eta: 14:49:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9738, loss_cls: 0.7730, loss: 0.7730 +2023-12-28 00:26:18,408 - pyskl - INFO - Epoch [50][2100/2353] lr: 1.877e-02, eta: 14:49:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 0.7603, loss: 0.7603 +2023-12-28 00:26:40,778 - pyskl - INFO - Epoch [50][2200/2353] lr: 1.876e-02, eta: 14:48:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9631, loss_cls: 0.8250, loss: 0.8250 +2023-12-28 00:27:03,190 - pyskl - INFO - Epoch [50][2300/2353] lr: 1.876e-02, eta: 14:48:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9694, loss_cls: 0.7421, loss: 0.7421 +2023-12-28 00:27:15,442 - pyskl - INFO - Saving checkpoint at 50 epochs +2023-12-28 00:28:43,352 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:28:43,433 - pyskl - INFO - +top1_acc 0.8735 +top5_acc 0.9883 +2023-12-28 00:28:43,437 - pyskl - INFO - Epoch(val) [50][1184] top1_acc: 0.8735, top5_acc: 0.9883 +2023-12-28 00:29:23,084 - pyskl - INFO - Epoch [51][100/2353] lr: 1.874e-02, eta: 14:48:05, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9694, loss_cls: 0.6873, loss: 0.6873 +2023-12-28 00:29:45,484 - pyskl - INFO - Epoch [51][200/2353] lr: 1.873e-02, eta: 14:47:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9725, loss_cls: 0.7034, loss: 0.7034 +2023-12-28 00:30:07,908 - pyskl - INFO - Epoch [51][300/2353] lr: 1.872e-02, eta: 14:47:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.7040, loss: 0.7040 +2023-12-28 00:30:30,344 - pyskl - INFO - Epoch [51][400/2353] lr: 1.871e-02, eta: 14:46:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9644, loss_cls: 0.7383, loss: 0.7383 +2023-12-28 00:30:52,780 - pyskl - INFO - Epoch [51][500/2353] lr: 1.870e-02, eta: 14:46:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9731, loss_cls: 0.7318, loss: 0.7318 +2023-12-28 00:31:15,248 - pyskl - INFO - Epoch [51][600/2353] lr: 1.869e-02, eta: 14:46:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9712, loss_cls: 0.7433, loss: 0.7433 +2023-12-28 00:31:37,658 - pyskl - INFO - Epoch [51][700/2353] lr: 1.868e-02, eta: 14:45:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9731, loss_cls: 0.7661, loss: 0.7661 +2023-12-28 00:32:00,044 - pyskl - INFO - Epoch [51][800/2353] lr: 1.867e-02, eta: 14:45:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9663, loss_cls: 0.7343, loss: 0.7343 +2023-12-28 00:32:22,457 - pyskl - INFO - Epoch [51][900/2353] lr: 1.866e-02, eta: 14:45:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9725, loss_cls: 0.7519, loss: 0.7519 +2023-12-28 00:32:44,854 - pyskl - INFO - Epoch [51][1000/2353] lr: 1.865e-02, eta: 14:44:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9719, loss_cls: 0.7093, loss: 0.7093 +2023-12-28 00:33:07,300 - pyskl - INFO - Epoch [51][1100/2353] lr: 1.864e-02, eta: 14:44:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9788, loss_cls: 0.6668, loss: 0.6668 +2023-12-28 00:33:29,922 - pyskl - INFO - Epoch [51][1200/2353] lr: 1.863e-02, eta: 14:43:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9669, loss_cls: 0.7699, loss: 0.7699 +2023-12-28 00:33:52,411 - pyskl - INFO - Epoch [51][1300/2353] lr: 1.862e-02, eta: 14:43:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.7280, loss: 0.7280 +2023-12-28 00:34:14,825 - pyskl - INFO - Epoch [51][1400/2353] lr: 1.861e-02, eta: 14:43:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7969, top5_acc: 0.9688, loss_cls: 0.8048, loss: 0.8048 +2023-12-28 00:34:37,263 - pyskl - INFO - Epoch [51][1500/2353] lr: 1.861e-02, eta: 14:42:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9631, loss_cls: 0.7156, loss: 0.7156 +2023-12-28 00:34:59,735 - pyskl - INFO - Epoch [51][1600/2353] lr: 1.860e-02, eta: 14:42:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8075, top5_acc: 0.9725, loss_cls: 0.7413, loss: 0.7413 +2023-12-28 00:35:22,116 - pyskl - INFO - Epoch [51][1700/2353] lr: 1.859e-02, eta: 14:41:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.7210, loss: 0.7210 +2023-12-28 00:35:44,557 - pyskl - INFO - Epoch [51][1800/2353] lr: 1.858e-02, eta: 14:41:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.7240, loss: 0.7240 +2023-12-28 00:36:07,132 - pyskl - INFO - Epoch [51][1900/2353] lr: 1.857e-02, eta: 14:41:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8013, top5_acc: 0.9650, loss_cls: 0.8097, loss: 0.8097 +2023-12-28 00:36:29,606 - pyskl - INFO - Epoch [51][2000/2353] lr: 1.856e-02, eta: 14:40:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8063, top5_acc: 0.9706, loss_cls: 0.7692, loss: 0.7692 +2023-12-28 00:36:52,040 - pyskl - INFO - Epoch [51][2100/2353] lr: 1.855e-02, eta: 14:40:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7875, top5_acc: 0.9688, loss_cls: 0.8394, loss: 0.8394 +2023-12-28 00:37:14,431 - pyskl - INFO - Epoch [51][2200/2353] lr: 1.854e-02, eta: 14:40:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8113, top5_acc: 0.9750, loss_cls: 0.7451, loss: 0.7451 +2023-12-28 00:37:36,830 - pyskl - INFO - Epoch [51][2300/2353] lr: 1.853e-02, eta: 14:39:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8050, top5_acc: 0.9719, loss_cls: 0.7809, loss: 0.7809 +2023-12-28 00:37:49,160 - pyskl - INFO - Saving checkpoint at 51 epochs +2023-12-28 00:39:16,573 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:39:16,653 - pyskl - INFO - +top1_acc 0.8639 +top5_acc 0.9866 +2023-12-28 00:39:16,657 - pyskl - INFO - Epoch(val) [51][1184] top1_acc: 0.8639, top5_acc: 0.9866 +2023-12-28 00:39:55,798 - pyskl - INFO - Epoch [52][100/2353] lr: 1.851e-02, eta: 14:39:12, time: 0.391, data_time: 0.168, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9775, loss_cls: 0.6876, loss: 0.6876 +2023-12-28 00:40:18,168 - pyskl - INFO - Epoch [52][200/2353] lr: 1.850e-02, eta: 14:38:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9731, loss_cls: 0.7295, loss: 0.7295 +2023-12-28 00:40:40,689 - pyskl - INFO - Epoch [52][300/2353] lr: 1.849e-02, eta: 14:38:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9712, loss_cls: 0.7233, loss: 0.7233 +2023-12-28 00:41:03,160 - pyskl - INFO - Epoch [52][400/2353] lr: 1.848e-02, eta: 14:38:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9769, loss_cls: 0.6776, loss: 0.6776 +2023-12-28 00:41:25,627 - pyskl - INFO - Epoch [52][500/2353] lr: 1.847e-02, eta: 14:37:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9700, loss_cls: 0.6813, loss: 0.6813 +2023-12-28 00:41:48,124 - pyskl - INFO - Epoch [52][600/2353] lr: 1.846e-02, eta: 14:37:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9725, loss_cls: 0.7062, loss: 0.7062 +2023-12-28 00:42:10,566 - pyskl - INFO - Epoch [52][700/2353] lr: 1.845e-02, eta: 14:36:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 0.7140, loss: 0.7140 +2023-12-28 00:42:33,023 - pyskl - INFO - Epoch [52][800/2353] lr: 1.844e-02, eta: 14:36:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9656, loss_cls: 0.7723, loss: 0.7723 +2023-12-28 00:42:55,466 - pyskl - INFO - Epoch [52][900/2353] lr: 1.843e-02, eta: 14:36:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9712, loss_cls: 0.6852, loss: 0.6852 +2023-12-28 00:43:17,860 - pyskl - INFO - Epoch [52][1000/2353] lr: 1.842e-02, eta: 14:35:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.7329, loss: 0.7329 +2023-12-28 00:43:40,252 - pyskl - INFO - Epoch [52][1100/2353] lr: 1.841e-02, eta: 14:35:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9738, loss_cls: 0.7086, loss: 0.7086 +2023-12-28 00:44:02,635 - pyskl - INFO - Epoch [52][1200/2353] lr: 1.840e-02, eta: 14:34:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9675, loss_cls: 0.7841, loss: 0.7841 +2023-12-28 00:44:25,022 - pyskl - INFO - Epoch [52][1300/2353] lr: 1.839e-02, eta: 14:34:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.6824, loss: 0.6824 +2023-12-28 00:44:47,408 - pyskl - INFO - Epoch [52][1400/2353] lr: 1.839e-02, eta: 14:34:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9669, loss_cls: 0.7622, loss: 0.7622 +2023-12-28 00:45:09,764 - pyskl - INFO - Epoch [52][1500/2353] lr: 1.838e-02, eta: 14:33:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9744, loss_cls: 0.7319, loss: 0.7319 +2023-12-28 00:45:32,128 - pyskl - INFO - Epoch [52][1600/2353] lr: 1.837e-02, eta: 14:33:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 0.7156, loss: 0.7156 +2023-12-28 00:45:54,527 - pyskl - INFO - Epoch [52][1700/2353] lr: 1.836e-02, eta: 14:33:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9750, loss_cls: 0.7259, loss: 0.7259 +2023-12-28 00:46:16,905 - pyskl - INFO - Epoch [52][1800/2353] lr: 1.835e-02, eta: 14:32:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 0.7043, loss: 0.7043 +2023-12-28 00:46:39,276 - pyskl - INFO - Epoch [52][1900/2353] lr: 1.834e-02, eta: 14:32:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9656, loss_cls: 0.7349, loss: 0.7349 +2023-12-28 00:47:01,663 - pyskl - INFO - Epoch [52][2000/2353] lr: 1.833e-02, eta: 14:31:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.7410, loss: 0.7410 +2023-12-28 00:47:24,055 - pyskl - INFO - Epoch [52][2100/2353] lr: 1.832e-02, eta: 14:31:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8037, top5_acc: 0.9606, loss_cls: 0.7929, loss: 0.7929 +2023-12-28 00:47:46,444 - pyskl - INFO - Epoch [52][2200/2353] lr: 1.831e-02, eta: 14:31:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9725, loss_cls: 0.7568, loss: 0.7568 +2023-12-28 00:48:08,876 - pyskl - INFO - Epoch [52][2300/2353] lr: 1.830e-02, eta: 14:30:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.7781, top5_acc: 0.9619, loss_cls: 0.8767, loss: 0.8767 +2023-12-28 00:48:21,204 - pyskl - INFO - Saving checkpoint at 52 epochs +2023-12-28 00:49:48,854 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 00:49:48,936 - pyskl - INFO - +top1_acc 0.8710 +top5_acc 0.9871 +2023-12-28 00:49:48,940 - pyskl - INFO - Epoch(val) [52][1184] top1_acc: 0.8710, top5_acc: 0.9871 +2023-12-28 00:50:28,325 - pyskl - INFO - Epoch [53][100/2353] lr: 1.828e-02, eta: 14:30:17, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.6930, loss: 0.6930 +2023-12-28 00:50:50,712 - pyskl - INFO - Epoch [53][200/2353] lr: 1.827e-02, eta: 14:29:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9738, loss_cls: 0.6901, loss: 0.6901 +2023-12-28 00:51:13,056 - pyskl - INFO - Epoch [53][300/2353] lr: 1.826e-02, eta: 14:29:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9762, loss_cls: 0.6903, loss: 0.6903 +2023-12-28 00:51:35,641 - pyskl - INFO - Epoch [53][400/2353] lr: 1.825e-02, eta: 14:29:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9744, loss_cls: 0.6774, loss: 0.6774 +2023-12-28 00:51:58,111 - pyskl - INFO - Epoch [53][500/2353] lr: 1.824e-02, eta: 14:28:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9775, loss_cls: 0.7212, loss: 0.7212 +2023-12-28 00:52:20,606 - pyskl - INFO - Epoch [53][600/2353] lr: 1.823e-02, eta: 14:28:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9744, loss_cls: 0.6928, loss: 0.6928 +2023-12-28 00:52:42,964 - pyskl - INFO - Epoch [53][700/2353] lr: 1.822e-02, eta: 14:27:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9719, loss_cls: 0.7713, loss: 0.7713 +2023-12-28 00:53:05,474 - pyskl - INFO - Epoch [53][800/2353] lr: 1.821e-02, eta: 14:27:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.7144, loss: 0.7144 +2023-12-28 00:53:27,972 - pyskl - INFO - Epoch [53][900/2353] lr: 1.820e-02, eta: 14:27:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9706, loss_cls: 0.7283, loss: 0.7283 +2023-12-28 00:53:50,417 - pyskl - INFO - Epoch [53][1000/2353] lr: 1.819e-02, eta: 14:26:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9750, loss_cls: 0.7221, loss: 0.7221 +2023-12-28 00:54:12,791 - pyskl - INFO - Epoch [53][1100/2353] lr: 1.818e-02, eta: 14:26:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.7079, loss: 0.7079 +2023-12-28 00:54:35,202 - pyskl - INFO - Epoch [53][1200/2353] lr: 1.817e-02, eta: 14:26:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9587, loss_cls: 0.7385, loss: 0.7385 +2023-12-28 00:54:57,643 - pyskl - INFO - Epoch [53][1300/2353] lr: 1.816e-02, eta: 14:25:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9656, loss_cls: 0.7279, loss: 0.7279 +2023-12-28 00:55:20,071 - pyskl - INFO - Epoch [53][1400/2353] lr: 1.815e-02, eta: 14:25:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9781, loss_cls: 0.6849, loss: 0.6849 +2023-12-28 00:55:42,546 - pyskl - INFO - Epoch [53][1500/2353] lr: 1.814e-02, eta: 14:24:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9669, loss_cls: 0.6982, loss: 0.6982 +2023-12-28 00:56:05,068 - pyskl - INFO - Epoch [53][1600/2353] lr: 1.813e-02, eta: 14:24:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9731, loss_cls: 0.6453, loss: 0.6453 +2023-12-28 00:56:27,488 - pyskl - INFO - Epoch [53][1700/2353] lr: 1.812e-02, eta: 14:24:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9650, loss_cls: 0.7612, loss: 0.7612 +2023-12-28 00:56:49,940 - pyskl - INFO - Epoch [53][1800/2353] lr: 1.811e-02, eta: 14:23:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9706, loss_cls: 0.7406, loss: 0.7406 +2023-12-28 00:57:12,510 - pyskl - INFO - Epoch [53][1900/2353] lr: 1.810e-02, eta: 14:23:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9750, loss_cls: 0.7259, loss: 0.7259 +2023-12-28 00:57:34,933 - pyskl - INFO - Epoch [53][2000/2353] lr: 1.809e-02, eta: 14:23:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9644, loss_cls: 0.7205, loss: 0.7205 +2023-12-28 00:57:57,295 - pyskl - INFO - Epoch [53][2100/2353] lr: 1.808e-02, eta: 14:22:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9738, loss_cls: 0.7292, loss: 0.7292 +2023-12-28 00:58:19,668 - pyskl - INFO - Epoch [53][2200/2353] lr: 1.807e-02, eta: 14:22:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.7099, loss: 0.7099 +2023-12-28 00:58:42,114 - pyskl - INFO - Epoch [53][2300/2353] lr: 1.806e-02, eta: 14:21:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8044, top5_acc: 0.9681, loss_cls: 0.7780, loss: 0.7780 +2023-12-28 00:58:54,487 - pyskl - INFO - Saving checkpoint at 53 epochs +2023-12-28 01:00:22,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:00:22,338 - pyskl - INFO - +top1_acc 0.8791 +top5_acc 0.9882 +2023-12-28 01:00:22,343 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_47.pth was removed +2023-12-28 01:00:22,473 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_53.pth. +2023-12-28 01:00:22,474 - pyskl - INFO - Best top1_acc is 0.8791 at 53 epoch. +2023-12-28 01:00:22,479 - pyskl - INFO - Epoch(val) [53][1184] top1_acc: 0.8791, top5_acc: 0.9882 +2023-12-28 01:01:01,370 - pyskl - INFO - Epoch [54][100/2353] lr: 1.805e-02, eta: 14:21:23, time: 0.389, data_time: 0.166, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9731, loss_cls: 0.7077, loss: 0.7077 +2023-12-28 01:01:23,689 - pyskl - INFO - Epoch [54][200/2353] lr: 1.804e-02, eta: 14:21:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9700, loss_cls: 0.6664, loss: 0.6664 +2023-12-28 01:01:46,068 - pyskl - INFO - Epoch [54][300/2353] lr: 1.803e-02, eta: 14:20:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.6847, loss: 0.6847 +2023-12-28 01:02:08,428 - pyskl - INFO - Epoch [54][400/2353] lr: 1.802e-02, eta: 14:20:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9675, loss_cls: 0.7028, loss: 0.7028 +2023-12-28 01:02:30,838 - pyskl - INFO - Epoch [54][500/2353] lr: 1.801e-02, eta: 14:19:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9744, loss_cls: 0.6782, loss: 0.6782 +2023-12-28 01:02:53,281 - pyskl - INFO - Epoch [54][600/2353] lr: 1.800e-02, eta: 14:19:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.7358, loss: 0.7358 +2023-12-28 01:03:15,705 - pyskl - INFO - Epoch [54][700/2353] lr: 1.799e-02, eta: 14:19:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9694, loss_cls: 0.7054, loss: 0.7054 +2023-12-28 01:03:38,114 - pyskl - INFO - Epoch [54][800/2353] lr: 1.798e-02, eta: 14:18:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9656, loss_cls: 0.7408, loss: 0.7408 +2023-12-28 01:04:00,658 - pyskl - INFO - Epoch [54][900/2353] lr: 1.797e-02, eta: 14:18:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9675, loss_cls: 0.7403, loss: 0.7403 +2023-12-28 01:04:23,110 - pyskl - INFO - Epoch [54][1000/2353] lr: 1.796e-02, eta: 14:17:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.6566, loss: 0.6566 +2023-12-28 01:04:45,553 - pyskl - INFO - Epoch [54][1100/2353] lr: 1.795e-02, eta: 14:17:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9725, loss_cls: 0.7184, loss: 0.7184 +2023-12-28 01:05:07,935 - pyskl - INFO - Epoch [54][1200/2353] lr: 1.794e-02, eta: 14:17:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9669, loss_cls: 0.7293, loss: 0.7293 +2023-12-28 01:05:30,354 - pyskl - INFO - Epoch [54][1300/2353] lr: 1.793e-02, eta: 14:16:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.6924, loss: 0.6924 +2023-12-28 01:05:52,757 - pyskl - INFO - Epoch [54][1400/2353] lr: 1.792e-02, eta: 14:16:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9769, loss_cls: 0.6955, loss: 0.6955 +2023-12-28 01:06:15,171 - pyskl - INFO - Epoch [54][1500/2353] lr: 1.791e-02, eta: 14:16:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9712, loss_cls: 0.7336, loss: 0.7336 +2023-12-28 01:06:37,588 - pyskl - INFO - Epoch [54][1600/2353] lr: 1.790e-02, eta: 14:15:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9712, loss_cls: 0.7524, loss: 0.7524 +2023-12-28 01:07:00,033 - pyskl - INFO - Epoch [54][1700/2353] lr: 1.789e-02, eta: 14:15:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8025, top5_acc: 0.9694, loss_cls: 0.7875, loss: 0.7875 +2023-12-28 01:07:22,633 - pyskl - INFO - Epoch [54][1800/2353] lr: 1.788e-02, eta: 14:14:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9650, loss_cls: 0.7641, loss: 0.7641 +2023-12-28 01:07:45,088 - pyskl - INFO - Epoch [54][1900/2353] lr: 1.787e-02, eta: 14:14:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9762, loss_cls: 0.7644, loss: 0.7644 +2023-12-28 01:08:07,477 - pyskl - INFO - Epoch [54][2000/2353] lr: 1.786e-02, eta: 14:14:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9756, loss_cls: 0.6985, loss: 0.6985 +2023-12-28 01:08:29,872 - pyskl - INFO - Epoch [54][2100/2353] lr: 1.785e-02, eta: 14:13:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9750, loss_cls: 0.6790, loss: 0.6790 +2023-12-28 01:08:52,263 - pyskl - INFO - Epoch [54][2200/2353] lr: 1.784e-02, eta: 14:13:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8006, top5_acc: 0.9731, loss_cls: 0.7619, loss: 0.7619 +2023-12-28 01:09:14,732 - pyskl - INFO - Epoch [54][2300/2353] lr: 1.783e-02, eta: 14:12:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9731, loss_cls: 0.7426, loss: 0.7426 +2023-12-28 01:09:27,137 - pyskl - INFO - Saving checkpoint at 54 epochs +2023-12-28 01:10:54,588 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:10:54,670 - pyskl - INFO - +top1_acc 0.8907 +top5_acc 0.9902 +2023-12-28 01:10:54,674 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_53.pth was removed +2023-12-28 01:10:54,796 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. +2023-12-28 01:10:54,796 - pyskl - INFO - Best top1_acc is 0.8907 at 54 epoch. +2023-12-28 01:10:54,800 - pyskl - INFO - Epoch(val) [54][1184] top1_acc: 0.8907, top5_acc: 0.9902 +2023-12-28 01:11:34,222 - pyskl - INFO - Epoch [55][100/2353] lr: 1.781e-02, eta: 14:12:30, time: 0.394, data_time: 0.171, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.6482, loss: 0.6482 +2023-12-28 01:11:56,586 - pyskl - INFO - Epoch [55][200/2353] lr: 1.780e-02, eta: 14:12:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9625, loss_cls: 0.7316, loss: 0.7316 +2023-12-28 01:12:18,960 - pyskl - INFO - Epoch [55][300/2353] lr: 1.779e-02, eta: 14:11:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9775, loss_cls: 0.6484, loss: 0.6484 +2023-12-28 01:12:41,359 - pyskl - INFO - Epoch [55][400/2353] lr: 1.778e-02, eta: 14:11:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9750, loss_cls: 0.6825, loss: 0.6825 +2023-12-28 01:13:03,777 - pyskl - INFO - Epoch [55][500/2353] lr: 1.777e-02, eta: 14:10:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9688, loss_cls: 0.7238, loss: 0.7238 +2023-12-28 01:13:26,175 - pyskl - INFO - Epoch [55][600/2353] lr: 1.776e-02, eta: 14:10:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.6979, loss: 0.6979 +2023-12-28 01:13:48,559 - pyskl - INFO - Epoch [55][700/2353] lr: 1.775e-02, eta: 14:10:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.7050, loss: 0.7050 +2023-12-28 01:14:10,973 - pyskl - INFO - Epoch [55][800/2353] lr: 1.774e-02, eta: 14:09:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9712, loss_cls: 0.6697, loss: 0.6697 +2023-12-28 01:14:33,364 - pyskl - INFO - Epoch [55][900/2353] lr: 1.773e-02, eta: 14:09:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8156, top5_acc: 0.9675, loss_cls: 0.7279, loss: 0.7279 +2023-12-28 01:14:55,829 - pyskl - INFO - Epoch [55][1000/2353] lr: 1.772e-02, eta: 14:09:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9756, loss_cls: 0.6925, loss: 0.6925 +2023-12-28 01:15:18,351 - pyskl - INFO - Epoch [55][1100/2353] lr: 1.771e-02, eta: 14:08:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9656, loss_cls: 0.7581, loss: 0.7581 +2023-12-28 01:15:40,903 - pyskl - INFO - Epoch [55][1200/2353] lr: 1.770e-02, eta: 14:08:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9719, loss_cls: 0.7452, loss: 0.7452 +2023-12-28 01:16:03,440 - pyskl - INFO - Epoch [55][1300/2353] lr: 1.769e-02, eta: 14:07:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9731, loss_cls: 0.7142, loss: 0.7142 +2023-12-28 01:16:25,885 - pyskl - INFO - Epoch [55][1400/2353] lr: 1.768e-02, eta: 14:07:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9719, loss_cls: 0.7270, loss: 0.7270 +2023-12-28 01:16:48,322 - pyskl - INFO - Epoch [55][1500/2353] lr: 1.767e-02, eta: 14:07:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9706, loss_cls: 0.7089, loss: 0.7089 +2023-12-28 01:17:10,779 - pyskl - INFO - Epoch [55][1600/2353] lr: 1.766e-02, eta: 14:06:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.7004, loss: 0.7004 +2023-12-28 01:17:33,213 - pyskl - INFO - Epoch [55][1700/2353] lr: 1.765e-02, eta: 14:06:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9769, loss_cls: 0.6760, loss: 0.6760 +2023-12-28 01:17:55,678 - pyskl - INFO - Epoch [55][1800/2353] lr: 1.764e-02, eta: 14:05:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9669, loss_cls: 0.7576, loss: 0.7576 +2023-12-28 01:18:18,122 - pyskl - INFO - Epoch [55][1900/2353] lr: 1.763e-02, eta: 14:05:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.7029, loss: 0.7029 +2023-12-28 01:18:40,570 - pyskl - INFO - Epoch [55][2000/2353] lr: 1.762e-02, eta: 14:05:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9694, loss_cls: 0.7130, loss: 0.7130 +2023-12-28 01:19:02,944 - pyskl - INFO - Epoch [55][2100/2353] lr: 1.761e-02, eta: 14:04:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.6770, loss: 0.6770 +2023-12-28 01:19:25,353 - pyskl - INFO - Epoch [55][2200/2353] lr: 1.760e-02, eta: 14:04:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9788, loss_cls: 0.6954, loss: 0.6954 +2023-12-28 01:19:47,816 - pyskl - INFO - Epoch [55][2300/2353] lr: 1.759e-02, eta: 14:04:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.7013, loss: 0.7013 +2023-12-28 01:20:00,243 - pyskl - INFO - Saving checkpoint at 55 epochs +2023-12-28 01:21:27,537 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:21:27,618 - pyskl - INFO - +top1_acc 0.8811 +top5_acc 0.9883 +2023-12-28 01:21:27,622 - pyskl - INFO - Epoch(val) [55][1184] top1_acc: 0.8811, top5_acc: 0.9883 +2023-12-28 01:22:06,533 - pyskl - INFO - Epoch [56][100/2353] lr: 1.757e-02, eta: 14:03:36, time: 0.389, data_time: 0.165, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9738, loss_cls: 0.7086, loss: 0.7086 +2023-12-28 01:22:28,884 - pyskl - INFO - Epoch [56][200/2353] lr: 1.756e-02, eta: 14:03:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9756, loss_cls: 0.6839, loss: 0.6839 +2023-12-28 01:22:51,227 - pyskl - INFO - Epoch [56][300/2353] lr: 1.755e-02, eta: 14:02:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.6677, loss: 0.6677 +2023-12-28 01:23:13,577 - pyskl - INFO - Epoch [56][400/2353] lr: 1.754e-02, eta: 14:02:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9756, loss_cls: 0.6830, loss: 0.6830 +2023-12-28 01:23:35,907 - pyskl - INFO - Epoch [56][500/2353] lr: 1.753e-02, eta: 14:02:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9744, loss_cls: 0.7095, loss: 0.7095 +2023-12-28 01:23:58,309 - pyskl - INFO - Epoch [56][600/2353] lr: 1.752e-02, eta: 14:01:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.6448, loss: 0.6448 +2023-12-28 01:24:20,703 - pyskl - INFO - Epoch [56][700/2353] lr: 1.751e-02, eta: 14:01:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9694, loss_cls: 0.7034, loss: 0.7034 +2023-12-28 01:24:43,093 - pyskl - INFO - Epoch [56][800/2353] lr: 1.750e-02, eta: 14:00:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8137, top5_acc: 0.9694, loss_cls: 0.7153, loss: 0.7153 +2023-12-28 01:25:05,485 - pyskl - INFO - Epoch [56][900/2353] lr: 1.749e-02, eta: 14:00:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9663, loss_cls: 0.7473, loss: 0.7473 +2023-12-28 01:25:27,874 - pyskl - INFO - Epoch [56][1000/2353] lr: 1.748e-02, eta: 14:00:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9731, loss_cls: 0.7134, loss: 0.7134 +2023-12-28 01:25:50,341 - pyskl - INFO - Epoch [56][1100/2353] lr: 1.747e-02, eta: 13:59:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9712, loss_cls: 0.6942, loss: 0.6942 +2023-12-28 01:26:12,806 - pyskl - INFO - Epoch [56][1200/2353] lr: 1.746e-02, eta: 13:59:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8069, top5_acc: 0.9644, loss_cls: 0.7541, loss: 0.7541 +2023-12-28 01:26:35,269 - pyskl - INFO - Epoch [56][1300/2353] lr: 1.745e-02, eta: 13:58:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.6785, loss: 0.6785 +2023-12-28 01:26:57,739 - pyskl - INFO - Epoch [56][1400/2353] lr: 1.744e-02, eta: 13:58:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.7388, loss: 0.7388 +2023-12-28 01:27:20,199 - pyskl - INFO - Epoch [56][1500/2353] lr: 1.743e-02, eta: 13:58:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9700, loss_cls: 0.7128, loss: 0.7128 +2023-12-28 01:27:42,709 - pyskl - INFO - Epoch [56][1600/2353] lr: 1.742e-02, eta: 13:57:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8056, top5_acc: 0.9644, loss_cls: 0.7680, loss: 0.7680 +2023-12-28 01:28:05,177 - pyskl - INFO - Epoch [56][1700/2353] lr: 1.741e-02, eta: 13:57:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.6641, loss: 0.6641 +2023-12-28 01:28:27,676 - pyskl - INFO - Epoch [56][1800/2353] lr: 1.740e-02, eta: 13:57:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 0.7273, loss: 0.7273 +2023-12-28 01:28:50,100 - pyskl - INFO - Epoch [56][1900/2353] lr: 1.739e-02, eta: 13:56:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9794, loss_cls: 0.7124, loss: 0.7124 +2023-12-28 01:29:12,596 - pyskl - INFO - Epoch [56][2000/2353] lr: 1.738e-02, eta: 13:56:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9750, loss_cls: 0.6448, loss: 0.6448 +2023-12-28 01:29:35,065 - pyskl - INFO - Epoch [56][2100/2353] lr: 1.737e-02, eta: 13:55:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.6175, loss: 0.6175 +2023-12-28 01:29:57,708 - pyskl - INFO - Epoch [56][2200/2353] lr: 1.736e-02, eta: 13:55:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8150, top5_acc: 0.9681, loss_cls: 0.7602, loss: 0.7602 +2023-12-28 01:30:20,561 - pyskl - INFO - Epoch [56][2300/2353] lr: 1.735e-02, eta: 13:55:10, time: 0.229, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.6662, loss: 0.6662 +2023-12-28 01:30:33,117 - pyskl - INFO - Saving checkpoint at 56 epochs +2023-12-28 01:32:00,887 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:32:00,966 - pyskl - INFO - +top1_acc 0.8771 +top5_acc 0.9886 +2023-12-28 01:32:00,970 - pyskl - INFO - Epoch(val) [56][1184] top1_acc: 0.8771, top5_acc: 0.9886 +2023-12-28 01:32:40,169 - pyskl - INFO - Epoch [57][100/2353] lr: 1.733e-02, eta: 13:54:43, time: 0.392, data_time: 0.169, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9694, loss_cls: 0.6735, loss: 0.6735 +2023-12-28 01:33:02,530 - pyskl - INFO - Epoch [57][200/2353] lr: 1.732e-02, eta: 13:54:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9756, loss_cls: 0.6232, loss: 0.6232 +2023-12-28 01:33:25,069 - pyskl - INFO - Epoch [57][300/2353] lr: 1.731e-02, eta: 13:53:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9669, loss_cls: 0.7144, loss: 0.7144 +2023-12-28 01:33:47,543 - pyskl - INFO - Epoch [57][400/2353] lr: 1.730e-02, eta: 13:53:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9719, loss_cls: 0.6890, loss: 0.6890 +2023-12-28 01:34:10,084 - pyskl - INFO - Epoch [57][500/2353] lr: 1.729e-02, eta: 13:53:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9769, loss_cls: 0.6097, loss: 0.6097 +2023-12-28 01:34:32,518 - pyskl - INFO - Epoch [57][600/2353] lr: 1.728e-02, eta: 13:52:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9706, loss_cls: 0.7125, loss: 0.7125 +2023-12-28 01:34:54,946 - pyskl - INFO - Epoch [57][700/2353] lr: 1.727e-02, eta: 13:52:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9762, loss_cls: 0.6979, loss: 0.6979 +2023-12-28 01:35:17,352 - pyskl - INFO - Epoch [57][800/2353] lr: 1.726e-02, eta: 13:52:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9775, loss_cls: 0.6668, loss: 0.6668 +2023-12-28 01:35:39,759 - pyskl - INFO - Epoch [57][900/2353] lr: 1.725e-02, eta: 13:51:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9725, loss_cls: 0.7332, loss: 0.7332 +2023-12-28 01:36:02,166 - pyskl - INFO - Epoch [57][1000/2353] lr: 1.724e-02, eta: 13:51:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9681, loss_cls: 0.6996, loss: 0.6996 +2023-12-28 01:36:24,544 - pyskl - INFO - Epoch [57][1100/2353] lr: 1.723e-02, eta: 13:50:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9769, loss_cls: 0.6743, loss: 0.6743 +2023-12-28 01:36:46,952 - pyskl - INFO - Epoch [57][1200/2353] lr: 1.722e-02, eta: 13:50:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9700, loss_cls: 0.7148, loss: 0.7148 +2023-12-28 01:37:09,317 - pyskl - INFO - Epoch [57][1300/2353] lr: 1.721e-02, eta: 13:50:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8194, top5_acc: 0.9725, loss_cls: 0.7113, loss: 0.7113 +2023-12-28 01:37:31,667 - pyskl - INFO - Epoch [57][1400/2353] lr: 1.720e-02, eta: 13:49:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9738, loss_cls: 0.7021, loss: 0.7021 +2023-12-28 01:37:54,048 - pyskl - INFO - Epoch [57][1500/2353] lr: 1.719e-02, eta: 13:49:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9694, loss_cls: 0.6633, loss: 0.6633 +2023-12-28 01:38:16,419 - pyskl - INFO - Epoch [57][1600/2353] lr: 1.718e-02, eta: 13:48:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9719, loss_cls: 0.6824, loss: 0.6824 +2023-12-28 01:38:38,834 - pyskl - INFO - Epoch [57][1700/2353] lr: 1.717e-02, eta: 13:48:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9781, loss_cls: 0.6473, loss: 0.6473 +2023-12-28 01:39:01,218 - pyskl - INFO - Epoch [57][1800/2353] lr: 1.716e-02, eta: 13:48:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9750, loss_cls: 0.7547, loss: 0.7547 +2023-12-28 01:39:23,636 - pyskl - INFO - Epoch [57][1900/2353] lr: 1.715e-02, eta: 13:47:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.6853, loss: 0.6853 +2023-12-28 01:39:46,132 - pyskl - INFO - Epoch [57][2000/2353] lr: 1.714e-02, eta: 13:47:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9725, loss_cls: 0.7065, loss: 0.7065 +2023-12-28 01:40:08,619 - pyskl - INFO - Epoch [57][2100/2353] lr: 1.713e-02, eta: 13:47:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9656, loss_cls: 0.7682, loss: 0.7682 +2023-12-28 01:40:31,034 - pyskl - INFO - Epoch [57][2200/2353] lr: 1.712e-02, eta: 13:46:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9650, loss_cls: 0.7220, loss: 0.7220 +2023-12-28 01:40:53,412 - pyskl - INFO - Epoch [57][2300/2353] lr: 1.711e-02, eta: 13:46:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.6948, loss: 0.6948 +2023-12-28 01:41:05,742 - pyskl - INFO - Saving checkpoint at 57 epochs +2023-12-28 01:42:33,296 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:42:33,374 - pyskl - INFO - +top1_acc 0.7868 +top5_acc 0.9626 +2023-12-28 01:42:33,378 - pyskl - INFO - Epoch(val) [57][1184] top1_acc: 0.7868, top5_acc: 0.9626 +2023-12-28 01:43:12,927 - pyskl - INFO - Epoch [58][100/2353] lr: 1.709e-02, eta: 13:45:50, time: 0.395, data_time: 0.172, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.6533, loss: 0.6533 +2023-12-28 01:43:35,251 - pyskl - INFO - Epoch [58][200/2353] lr: 1.708e-02, eta: 13:45:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8106, top5_acc: 0.9781, loss_cls: 0.7010, loss: 0.7010 +2023-12-28 01:43:57,622 - pyskl - INFO - Epoch [58][300/2353] lr: 1.707e-02, eta: 13:45:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9637, loss_cls: 0.7429, loss: 0.7429 +2023-12-28 01:44:20,020 - pyskl - INFO - Epoch [58][400/2353] lr: 1.706e-02, eta: 13:44:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9738, loss_cls: 0.7067, loss: 0.7067 +2023-12-28 01:44:42,417 - pyskl - INFO - Epoch [58][500/2353] lr: 1.705e-02, eta: 13:44:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9694, loss_cls: 0.7189, loss: 0.7189 +2023-12-28 01:45:04,838 - pyskl - INFO - Epoch [58][600/2353] lr: 1.704e-02, eta: 13:43:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.7162, loss: 0.7162 +2023-12-28 01:45:27,225 - pyskl - INFO - Epoch [58][700/2353] lr: 1.703e-02, eta: 13:43:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.6426, loss: 0.6426 +2023-12-28 01:45:49,606 - pyskl - INFO - Epoch [58][800/2353] lr: 1.702e-02, eta: 13:43:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9744, loss_cls: 0.6892, loss: 0.6892 +2023-12-28 01:46:12,001 - pyskl - INFO - Epoch [58][900/2353] lr: 1.701e-02, eta: 13:42:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6821, loss: 0.6821 +2023-12-28 01:46:34,411 - pyskl - INFO - Epoch [58][1000/2353] lr: 1.700e-02, eta: 13:42:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9694, loss_cls: 0.7265, loss: 0.7265 +2023-12-28 01:46:56,838 - pyskl - INFO - Epoch [58][1100/2353] lr: 1.699e-02, eta: 13:41:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.6709, loss: 0.6709 +2023-12-28 01:47:19,257 - pyskl - INFO - Epoch [58][1200/2353] lr: 1.698e-02, eta: 13:41:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9675, loss_cls: 0.7148, loss: 0.7148 +2023-12-28 01:47:41,770 - pyskl - INFO - Epoch [58][1300/2353] lr: 1.697e-02, eta: 13:41:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9806, loss_cls: 0.6444, loss: 0.6444 +2023-12-28 01:48:04,269 - pyskl - INFO - Epoch [58][1400/2353] lr: 1.696e-02, eta: 13:40:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8181, top5_acc: 0.9719, loss_cls: 0.7097, loss: 0.7097 +2023-12-28 01:48:26,778 - pyskl - INFO - Epoch [58][1500/2353] lr: 1.695e-02, eta: 13:40:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9762, loss_cls: 0.7321, loss: 0.7321 +2023-12-28 01:48:49,180 - pyskl - INFO - Epoch [58][1600/2353] lr: 1.694e-02, eta: 13:40:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9762, loss_cls: 0.6840, loss: 0.6840 +2023-12-28 01:49:11,580 - pyskl - INFO - Epoch [58][1700/2353] lr: 1.693e-02, eta: 13:39:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9719, loss_cls: 0.6976, loss: 0.6976 +2023-12-28 01:49:33,896 - pyskl - INFO - Epoch [58][1800/2353] lr: 1.691e-02, eta: 13:39:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9700, loss_cls: 0.6721, loss: 0.6721 +2023-12-28 01:49:56,214 - pyskl - INFO - Epoch [58][1900/2353] lr: 1.690e-02, eta: 13:38:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9681, loss_cls: 0.6790, loss: 0.6790 +2023-12-28 01:50:18,579 - pyskl - INFO - Epoch [58][2000/2353] lr: 1.689e-02, eta: 13:38:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.6576, loss: 0.6576 +2023-12-28 01:50:40,996 - pyskl - INFO - Epoch [58][2100/2353] lr: 1.688e-02, eta: 13:38:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9725, loss_cls: 0.6855, loss: 0.6855 +2023-12-28 01:51:03,554 - pyskl - INFO - Epoch [58][2200/2353] lr: 1.687e-02, eta: 13:37:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9769, loss_cls: 0.6978, loss: 0.6978 +2023-12-28 01:51:25,949 - pyskl - INFO - Epoch [58][2300/2353] lr: 1.686e-02, eta: 13:37:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9681, loss_cls: 0.7207, loss: 0.7207 +2023-12-28 01:51:38,339 - pyskl - INFO - Saving checkpoint at 58 epochs +2023-12-28 01:53:05,722 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 01:53:05,804 - pyskl - INFO - +top1_acc 0.8696 +top5_acc 0.9887 +2023-12-28 01:53:05,808 - pyskl - INFO - Epoch(val) [58][1184] top1_acc: 0.8696, top5_acc: 0.9887 +2023-12-28 01:53:44,867 - pyskl - INFO - Epoch [59][100/2353] lr: 1.685e-02, eta: 13:36:55, time: 0.391, data_time: 0.167, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9762, loss_cls: 0.6728, loss: 0.6728 +2023-12-28 01:54:07,265 - pyskl - INFO - Epoch [59][200/2353] lr: 1.684e-02, eta: 13:36:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9762, loss_cls: 0.5954, loss: 0.5954 +2023-12-28 01:54:29,714 - pyskl - INFO - Epoch [59][300/2353] lr: 1.683e-02, eta: 13:36:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8119, top5_acc: 0.9669, loss_cls: 0.7855, loss: 0.7855 +2023-12-28 01:54:52,153 - pyskl - INFO - Epoch [59][400/2353] lr: 1.682e-02, eta: 13:35:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9738, loss_cls: 0.7049, loss: 0.7049 +2023-12-28 01:55:14,612 - pyskl - INFO - Epoch [59][500/2353] lr: 1.681e-02, eta: 13:35:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9731, loss_cls: 0.6452, loss: 0.6452 +2023-12-28 01:55:37,045 - pyskl - INFO - Epoch [59][600/2353] lr: 1.679e-02, eta: 13:35:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9688, loss_cls: 0.6483, loss: 0.6483 +2023-12-28 01:55:59,482 - pyskl - INFO - Epoch [59][700/2353] lr: 1.678e-02, eta: 13:34:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9712, loss_cls: 0.6420, loss: 0.6420 +2023-12-28 01:56:21,994 - pyskl - INFO - Epoch [59][800/2353] lr: 1.677e-02, eta: 13:34:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9769, loss_cls: 0.6363, loss: 0.6363 +2023-12-28 01:56:44,494 - pyskl - INFO - Epoch [59][900/2353] lr: 1.676e-02, eta: 13:33:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9750, loss_cls: 0.6466, loss: 0.6466 +2023-12-28 01:57:06,940 - pyskl - INFO - Epoch [59][1000/2353] lr: 1.675e-02, eta: 13:33:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9762, loss_cls: 0.6758, loss: 0.6758 +2023-12-28 01:57:29,377 - pyskl - INFO - Epoch [59][1100/2353] lr: 1.674e-02, eta: 13:33:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9775, loss_cls: 0.6398, loss: 0.6398 +2023-12-28 01:57:51,839 - pyskl - INFO - Epoch [59][1200/2353] lr: 1.673e-02, eta: 13:32:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.7267, loss: 0.7267 +2023-12-28 01:58:14,289 - pyskl - INFO - Epoch [59][1300/2353] lr: 1.672e-02, eta: 13:32:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.6374, loss: 0.6374 +2023-12-28 01:58:36,749 - pyskl - INFO - Epoch [59][1400/2353] lr: 1.671e-02, eta: 13:31:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9719, loss_cls: 0.7321, loss: 0.7321 +2023-12-28 01:58:59,192 - pyskl - INFO - Epoch [59][1500/2353] lr: 1.670e-02, eta: 13:31:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8175, top5_acc: 0.9688, loss_cls: 0.7308, loss: 0.7308 +2023-12-28 01:59:21,655 - pyskl - INFO - Epoch [59][1600/2353] lr: 1.669e-02, eta: 13:31:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.6334, loss: 0.6334 +2023-12-28 01:59:44,129 - pyskl - INFO - Epoch [59][1700/2353] lr: 1.668e-02, eta: 13:30:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8094, top5_acc: 0.9694, loss_cls: 0.7593, loss: 0.7593 +2023-12-28 02:00:06,589 - pyskl - INFO - Epoch [59][1800/2353] lr: 1.667e-02, eta: 13:30:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9819, loss_cls: 0.6553, loss: 0.6553 +2023-12-28 02:00:29,020 - pyskl - INFO - Epoch [59][1900/2353] lr: 1.666e-02, eta: 13:30:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9806, loss_cls: 0.6255, loss: 0.6255 +2023-12-28 02:00:51,514 - pyskl - INFO - Epoch [59][2000/2353] lr: 1.665e-02, eta: 13:29:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9700, loss_cls: 0.7206, loss: 0.7206 +2023-12-28 02:01:13,946 - pyskl - INFO - Epoch [59][2100/2353] lr: 1.664e-02, eta: 13:29:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9769, loss_cls: 0.6472, loss: 0.6472 +2023-12-28 02:01:36,396 - pyskl - INFO - Epoch [59][2200/2353] lr: 1.663e-02, eta: 13:28:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8237, top5_acc: 0.9731, loss_cls: 0.6846, loss: 0.6846 +2023-12-28 02:01:58,799 - pyskl - INFO - Epoch [59][2300/2353] lr: 1.662e-02, eta: 13:28:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9694, loss_cls: 0.7252, loss: 0.7252 +2023-12-28 02:02:11,161 - pyskl - INFO - Saving checkpoint at 59 epochs +2023-12-28 02:03:38,521 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:03:38,601 - pyskl - INFO - +top1_acc 0.8666 +top5_acc 0.9851 +2023-12-28 02:03:38,605 - pyskl - INFO - Epoch(val) [59][1184] top1_acc: 0.8666, top5_acc: 0.9851 +2023-12-28 02:04:17,678 - pyskl - INFO - Epoch [60][100/2353] lr: 1.660e-02, eta: 13:28:02, time: 0.391, data_time: 0.168, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9712, loss_cls: 0.6687, loss: 0.6687 +2023-12-28 02:04:39,988 - pyskl - INFO - Epoch [60][200/2353] lr: 1.659e-02, eta: 13:27:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9800, loss_cls: 0.6324, loss: 0.6324 +2023-12-28 02:05:02,274 - pyskl - INFO - Epoch [60][300/2353] lr: 1.658e-02, eta: 13:27:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9762, loss_cls: 0.6170, loss: 0.6170 +2023-12-28 02:05:24,595 - pyskl - INFO - Epoch [60][400/2353] lr: 1.657e-02, eta: 13:26:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9794, loss_cls: 0.7119, loss: 0.7119 +2023-12-28 02:05:46,913 - pyskl - INFO - Epoch [60][500/2353] lr: 1.656e-02, eta: 13:26:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 0.6949, loss: 0.6949 +2023-12-28 02:06:09,279 - pyskl - INFO - Epoch [60][600/2353] lr: 1.655e-02, eta: 13:26:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9738, loss_cls: 0.6498, loss: 0.6498 +2023-12-28 02:06:31,635 - pyskl - INFO - Epoch [60][700/2353] lr: 1.654e-02, eta: 13:25:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9762, loss_cls: 0.6735, loss: 0.6735 +2023-12-28 02:06:54,144 - pyskl - INFO - Epoch [60][800/2353] lr: 1.653e-02, eta: 13:25:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9775, loss_cls: 0.6717, loss: 0.6717 +2023-12-28 02:07:16,692 - pyskl - INFO - Epoch [60][900/2353] lr: 1.652e-02, eta: 13:24:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9812, loss_cls: 0.6490, loss: 0.6490 +2023-12-28 02:07:39,343 - pyskl - INFO - Epoch [60][1000/2353] lr: 1.651e-02, eta: 13:24:35, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.6510, loss: 0.6510 +2023-12-28 02:08:01,874 - pyskl - INFO - Epoch [60][1100/2353] lr: 1.650e-02, eta: 13:24:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8144, top5_acc: 0.9712, loss_cls: 0.7475, loss: 0.7475 +2023-12-28 02:08:24,408 - pyskl - INFO - Epoch [60][1200/2353] lr: 1.648e-02, eta: 13:23:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8213, top5_acc: 0.9669, loss_cls: 0.7427, loss: 0.7427 +2023-12-28 02:08:46,830 - pyskl - INFO - Epoch [60][1300/2353] lr: 1.647e-02, eta: 13:23:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8031, top5_acc: 0.9719, loss_cls: 0.7668, loss: 0.7668 +2023-12-28 02:09:09,305 - pyskl - INFO - Epoch [60][1400/2353] lr: 1.646e-02, eta: 13:23:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9656, loss_cls: 0.6973, loss: 0.6973 +2023-12-28 02:09:31,783 - pyskl - INFO - Epoch [60][1500/2353] lr: 1.645e-02, eta: 13:22:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8125, top5_acc: 0.9738, loss_cls: 0.7458, loss: 0.7458 +2023-12-28 02:09:54,234 - pyskl - INFO - Epoch [60][1600/2353] lr: 1.644e-02, eta: 13:22:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9706, loss_cls: 0.7074, loss: 0.7074 +2023-12-28 02:10:16,587 - pyskl - INFO - Epoch [60][1700/2353] lr: 1.643e-02, eta: 13:21:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9750, loss_cls: 0.6348, loss: 0.6348 +2023-12-28 02:10:39,108 - pyskl - INFO - Epoch [60][1800/2353] lr: 1.642e-02, eta: 13:21:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9775, loss_cls: 0.6481, loss: 0.6481 +2023-12-28 02:11:01,551 - pyskl - INFO - Epoch [60][1900/2353] lr: 1.641e-02, eta: 13:21:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9744, loss_cls: 0.6839, loss: 0.6839 +2023-12-28 02:11:23,970 - pyskl - INFO - Epoch [60][2000/2353] lr: 1.640e-02, eta: 13:20:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9769, loss_cls: 0.6747, loss: 0.6747 +2023-12-28 02:11:46,447 - pyskl - INFO - Epoch [60][2100/2353] lr: 1.639e-02, eta: 13:20:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9744, loss_cls: 0.6793, loss: 0.6793 +2023-12-28 02:12:08,957 - pyskl - INFO - Epoch [60][2200/2353] lr: 1.638e-02, eta: 13:20:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9694, loss_cls: 0.6505, loss: 0.6505 +2023-12-28 02:12:31,433 - pyskl - INFO - Epoch [60][2300/2353] lr: 1.637e-02, eta: 13:19:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9738, loss_cls: 0.6698, loss: 0.6698 +2023-12-28 02:12:43,773 - pyskl - INFO - Saving checkpoint at 60 epochs +2023-12-28 02:14:11,415 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:14:11,495 - pyskl - INFO - +top1_acc 0.8668 +top5_acc 0.9871 +2023-12-28 02:14:11,500 - pyskl - INFO - Epoch(val) [60][1184] top1_acc: 0.8668, top5_acc: 0.9871 +2023-12-28 02:14:50,523 - pyskl - INFO - Epoch [61][100/2353] lr: 1.635e-02, eta: 13:19:09, time: 0.390, data_time: 0.167, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9781, loss_cls: 0.6392, loss: 0.6392 +2023-12-28 02:15:12,770 - pyskl - INFO - Epoch [61][200/2353] lr: 1.634e-02, eta: 13:18:45, time: 0.222, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9762, loss_cls: 0.6334, loss: 0.6334 +2023-12-28 02:15:35,072 - pyskl - INFO - Epoch [61][300/2353] lr: 1.633e-02, eta: 13:18:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9706, loss_cls: 0.6669, loss: 0.6669 +2023-12-28 02:15:57,577 - pyskl - INFO - Epoch [61][400/2353] lr: 1.632e-02, eta: 13:17:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9731, loss_cls: 0.7040, loss: 0.7040 +2023-12-28 02:16:20,056 - pyskl - INFO - Epoch [61][500/2353] lr: 1.631e-02, eta: 13:17:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.6549, loss: 0.6549 +2023-12-28 02:16:42,565 - pyskl - INFO - Epoch [61][600/2353] lr: 1.630e-02, eta: 13:17:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9663, loss_cls: 0.6849, loss: 0.6849 +2023-12-28 02:17:05,005 - pyskl - INFO - Epoch [61][700/2353] lr: 1.629e-02, eta: 13:16:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9794, loss_cls: 0.6450, loss: 0.6450 +2023-12-28 02:17:27,417 - pyskl - INFO - Epoch [61][800/2353] lr: 1.628e-02, eta: 13:16:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9781, loss_cls: 0.6594, loss: 0.6594 +2023-12-28 02:17:49,811 - pyskl - INFO - Epoch [61][900/2353] lr: 1.627e-02, eta: 13:16:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8244, top5_acc: 0.9706, loss_cls: 0.7355, loss: 0.7355 +2023-12-28 02:18:12,271 - pyskl - INFO - Epoch [61][1000/2353] lr: 1.626e-02, eta: 13:15:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8219, top5_acc: 0.9731, loss_cls: 0.6925, loss: 0.6925 +2023-12-28 02:18:34,699 - pyskl - INFO - Epoch [61][1100/2353] lr: 1.625e-02, eta: 13:15:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.6646, loss: 0.6646 +2023-12-28 02:18:57,060 - pyskl - INFO - Epoch [61][1200/2353] lr: 1.624e-02, eta: 13:14:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9688, loss_cls: 0.7111, loss: 0.7111 +2023-12-28 02:19:19,390 - pyskl - INFO - Epoch [61][1300/2353] lr: 1.623e-02, eta: 13:14:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9769, loss_cls: 0.6926, loss: 0.6926 +2023-12-28 02:19:41,738 - pyskl - INFO - Epoch [61][1400/2353] lr: 1.621e-02, eta: 13:14:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9819, loss_cls: 0.6359, loss: 0.6359 +2023-12-28 02:20:04,115 - pyskl - INFO - Epoch [61][1500/2353] lr: 1.620e-02, eta: 13:13:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8087, top5_acc: 0.9625, loss_cls: 0.7634, loss: 0.7634 +2023-12-28 02:20:26,499 - pyskl - INFO - Epoch [61][1600/2353] lr: 1.619e-02, eta: 13:13:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9719, loss_cls: 0.7458, loss: 0.7458 +2023-12-28 02:20:48,934 - pyskl - INFO - Epoch [61][1700/2353] lr: 1.618e-02, eta: 13:13:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9631, loss_cls: 0.7069, loss: 0.7069 +2023-12-28 02:21:11,344 - pyskl - INFO - Epoch [61][1800/2353] lr: 1.617e-02, eta: 13:12:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9738, loss_cls: 0.6539, loss: 0.6539 +2023-12-28 02:21:33,751 - pyskl - INFO - Epoch [61][1900/2353] lr: 1.616e-02, eta: 13:12:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9725, loss_cls: 0.6797, loss: 0.6797 +2023-12-28 02:21:56,084 - pyskl - INFO - Epoch [61][2000/2353] lr: 1.615e-02, eta: 13:11:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9775, loss_cls: 0.6399, loss: 0.6399 +2023-12-28 02:22:18,539 - pyskl - INFO - Epoch [61][2100/2353] lr: 1.614e-02, eta: 13:11:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9725, loss_cls: 0.6863, loss: 0.6863 +2023-12-28 02:22:40,929 - pyskl - INFO - Epoch [61][2200/2353] lr: 1.613e-02, eta: 13:11:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9725, loss_cls: 0.6558, loss: 0.6558 +2023-12-28 02:23:03,336 - pyskl - INFO - Epoch [61][2300/2353] lr: 1.612e-02, eta: 13:10:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9663, loss_cls: 0.6446, loss: 0.6446 +2023-12-28 02:23:15,618 - pyskl - INFO - Saving checkpoint at 61 epochs +2023-12-28 02:24:43,190 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:24:43,271 - pyskl - INFO - +top1_acc 0.8836 +top5_acc 0.9898 +2023-12-28 02:24:43,276 - pyskl - INFO - Epoch(val) [61][1184] top1_acc: 0.8836, top5_acc: 0.9898 +2023-12-28 02:25:22,618 - pyskl - INFO - Epoch [62][100/2353] lr: 1.610e-02, eta: 13:10:14, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.6080, loss: 0.6080 +2023-12-28 02:25:45,088 - pyskl - INFO - Epoch [62][200/2353] lr: 1.609e-02, eta: 13:09:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.6576, loss: 0.6576 +2023-12-28 02:26:07,530 - pyskl - INFO - Epoch [62][300/2353] lr: 1.608e-02, eta: 13:09:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8281, top5_acc: 0.9750, loss_cls: 0.6961, loss: 0.6961 +2023-12-28 02:26:29,966 - pyskl - INFO - Epoch [62][400/2353] lr: 1.607e-02, eta: 13:09:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9712, loss_cls: 0.6387, loss: 0.6387 +2023-12-28 02:26:52,428 - pyskl - INFO - Epoch [62][500/2353] lr: 1.606e-02, eta: 13:08:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9775, loss_cls: 0.6247, loss: 0.6247 +2023-12-28 02:27:14,918 - pyskl - INFO - Epoch [62][600/2353] lr: 1.605e-02, eta: 13:08:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9838, loss_cls: 0.6306, loss: 0.6306 +2023-12-28 02:27:37,371 - pyskl - INFO - Epoch [62][700/2353] lr: 1.604e-02, eta: 13:07:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 0.6673, loss: 0.6673 +2023-12-28 02:27:59,893 - pyskl - INFO - Epoch [62][800/2353] lr: 1.603e-02, eta: 13:07:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.6168, loss: 0.6168 +2023-12-28 02:28:22,345 - pyskl - INFO - Epoch [62][900/2353] lr: 1.602e-02, eta: 13:07:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9756, loss_cls: 0.6332, loss: 0.6332 +2023-12-28 02:28:44,814 - pyskl - INFO - Epoch [62][1000/2353] lr: 1.601e-02, eta: 13:06:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.6188, loss: 0.6188 +2023-12-28 02:29:07,224 - pyskl - INFO - Epoch [62][1100/2353] lr: 1.600e-02, eta: 13:06:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.7467, loss: 0.7467 +2023-12-28 02:29:29,600 - pyskl - INFO - Epoch [62][1200/2353] lr: 1.598e-02, eta: 13:06:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8200, top5_acc: 0.9644, loss_cls: 0.7366, loss: 0.7366 +2023-12-28 02:29:51,999 - pyskl - INFO - Epoch [62][1300/2353] lr: 1.597e-02, eta: 13:05:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8206, top5_acc: 0.9725, loss_cls: 0.6999, loss: 0.6999 +2023-12-28 02:30:14,578 - pyskl - INFO - Epoch [62][1400/2353] lr: 1.596e-02, eta: 13:05:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9725, loss_cls: 0.6513, loss: 0.6513 +2023-12-28 02:30:37,055 - pyskl - INFO - Epoch [62][1500/2353] lr: 1.595e-02, eta: 13:04:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9669, loss_cls: 0.6901, loss: 0.6901 +2023-12-28 02:30:59,520 - pyskl - INFO - Epoch [62][1600/2353] lr: 1.594e-02, eta: 13:04:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9775, loss_cls: 0.6834, loss: 0.6834 +2023-12-28 02:31:22,004 - pyskl - INFO - Epoch [62][1700/2353] lr: 1.593e-02, eta: 13:04:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9762, loss_cls: 0.6409, loss: 0.6409 +2023-12-28 02:31:44,402 - pyskl - INFO - Epoch [62][1800/2353] lr: 1.592e-02, eta: 13:03:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 0.7056, loss: 0.7056 +2023-12-28 02:32:06,774 - pyskl - INFO - Epoch [62][1900/2353] lr: 1.591e-02, eta: 13:03:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8131, top5_acc: 0.9706, loss_cls: 0.7206, loss: 0.7206 +2023-12-28 02:32:29,145 - pyskl - INFO - Epoch [62][2000/2353] lr: 1.590e-02, eta: 13:02:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9706, loss_cls: 0.7034, loss: 0.7034 +2023-12-28 02:32:51,573 - pyskl - INFO - Epoch [62][2100/2353] lr: 1.589e-02, eta: 13:02:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9788, loss_cls: 0.6451, loss: 0.6451 +2023-12-28 02:33:14,001 - pyskl - INFO - Epoch [62][2200/2353] lr: 1.588e-02, eta: 13:02:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9738, loss_cls: 0.6966, loss: 0.6966 +2023-12-28 02:33:36,449 - pyskl - INFO - Epoch [62][2300/2353] lr: 1.587e-02, eta: 13:01:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.5948, loss: 0.5948 +2023-12-28 02:33:48,845 - pyskl - INFO - Saving checkpoint at 62 epochs +2023-12-28 02:35:16,492 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:35:16,573 - pyskl - INFO - +top1_acc 0.8730 +top5_acc 0.9883 +2023-12-28 02:35:16,577 - pyskl - INFO - Epoch(val) [62][1184] top1_acc: 0.8730, top5_acc: 0.9883 +2023-12-28 02:35:56,174 - pyskl - INFO - Epoch [63][100/2353] lr: 1.585e-02, eta: 13:01:22, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.6845, loss: 0.6845 +2023-12-28 02:36:18,480 - pyskl - INFO - Epoch [63][200/2353] lr: 1.584e-02, eta: 13:00:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9756, loss_cls: 0.6273, loss: 0.6273 +2023-12-28 02:36:40,856 - pyskl - INFO - Epoch [63][300/2353] lr: 1.583e-02, eta: 13:00:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9769, loss_cls: 0.6269, loss: 0.6269 +2023-12-28 02:37:03,187 - pyskl - INFO - Epoch [63][400/2353] lr: 1.582e-02, eta: 13:00:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.6033, loss: 0.6033 +2023-12-28 02:37:25,614 - pyskl - INFO - Epoch [63][500/2353] lr: 1.581e-02, eta: 12:59:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9725, loss_cls: 0.6577, loss: 0.6577 +2023-12-28 02:37:48,026 - pyskl - INFO - Epoch [63][600/2353] lr: 1.580e-02, eta: 12:59:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9775, loss_cls: 0.5918, loss: 0.5918 +2023-12-28 02:38:10,480 - pyskl - INFO - Epoch [63][700/2353] lr: 1.579e-02, eta: 12:59:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9719, loss_cls: 0.6809, loss: 0.6809 +2023-12-28 02:38:33,056 - pyskl - INFO - Epoch [63][800/2353] lr: 1.578e-02, eta: 12:58:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9788, loss_cls: 0.6050, loss: 0.6050 +2023-12-28 02:38:55,498 - pyskl - INFO - Epoch [63][900/2353] lr: 1.577e-02, eta: 12:58:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9775, loss_cls: 0.6547, loss: 0.6547 +2023-12-28 02:39:17,845 - pyskl - INFO - Epoch [63][1000/2353] lr: 1.575e-02, eta: 12:57:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.6838, loss: 0.6838 +2023-12-28 02:39:40,392 - pyskl - INFO - Epoch [63][1100/2353] lr: 1.574e-02, eta: 12:57:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8081, top5_acc: 0.9700, loss_cls: 0.7218, loss: 0.7218 +2023-12-28 02:40:02,920 - pyskl - INFO - Epoch [63][1200/2353] lr: 1.573e-02, eta: 12:57:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9719, loss_cls: 0.6622, loss: 0.6622 +2023-12-28 02:40:25,327 - pyskl - INFO - Epoch [63][1300/2353] lr: 1.572e-02, eta: 12:56:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9762, loss_cls: 0.6405, loss: 0.6405 +2023-12-28 02:40:47,710 - pyskl - INFO - Epoch [63][1400/2353] lr: 1.571e-02, eta: 12:56:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8319, top5_acc: 0.9688, loss_cls: 0.7037, loss: 0.7037 +2023-12-28 02:41:10,112 - pyskl - INFO - Epoch [63][1500/2353] lr: 1.570e-02, eta: 12:56:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9750, loss_cls: 0.6351, loss: 0.6351 +2023-12-28 02:41:32,440 - pyskl - INFO - Epoch [63][1600/2353] lr: 1.569e-02, eta: 12:55:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9719, loss_cls: 0.6750, loss: 0.6750 +2023-12-28 02:41:54,740 - pyskl - INFO - Epoch [63][1700/2353] lr: 1.568e-02, eta: 12:55:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9756, loss_cls: 0.6451, loss: 0.6451 +2023-12-28 02:42:17,052 - pyskl - INFO - Epoch [63][1800/2353] lr: 1.567e-02, eta: 12:54:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9750, loss_cls: 0.6451, loss: 0.6451 +2023-12-28 02:42:39,373 - pyskl - INFO - Epoch [63][1900/2353] lr: 1.566e-02, eta: 12:54:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8225, top5_acc: 0.9694, loss_cls: 0.7249, loss: 0.7249 +2023-12-28 02:43:01,736 - pyskl - INFO - Epoch [63][2000/2353] lr: 1.565e-02, eta: 12:54:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9775, loss_cls: 0.6739, loss: 0.6739 +2023-12-28 02:43:24,146 - pyskl - INFO - Epoch [63][2100/2353] lr: 1.564e-02, eta: 12:53:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9738, loss_cls: 0.6948, loss: 0.6948 +2023-12-28 02:43:46,554 - pyskl - INFO - Epoch [63][2200/2353] lr: 1.563e-02, eta: 12:53:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8187, top5_acc: 0.9769, loss_cls: 0.7118, loss: 0.7118 +2023-12-28 02:44:09,008 - pyskl - INFO - Epoch [63][2300/2353] lr: 1.561e-02, eta: 12:52:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9675, loss_cls: 0.7331, loss: 0.7331 +2023-12-28 02:44:21,364 - pyskl - INFO - Saving checkpoint at 63 epochs +2023-12-28 02:45:49,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:45:49,242 - pyskl - INFO - +top1_acc 0.8885 +top5_acc 0.9900 +2023-12-28 02:45:49,246 - pyskl - INFO - Epoch(val) [63][1184] top1_acc: 0.8885, top5_acc: 0.9900 +2023-12-28 02:46:28,513 - pyskl - INFO - Epoch [64][100/2353] lr: 1.560e-02, eta: 12:52:28, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9819, loss_cls: 0.5602, loss: 0.5602 +2023-12-28 02:46:50,904 - pyskl - INFO - Epoch [64][200/2353] lr: 1.559e-02, eta: 12:52:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9762, loss_cls: 0.6363, loss: 0.6363 +2023-12-28 02:47:13,317 - pyskl - INFO - Epoch [64][300/2353] lr: 1.558e-02, eta: 12:51:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9831, loss_cls: 0.6074, loss: 0.6074 +2023-12-28 02:47:35,858 - pyskl - INFO - Epoch [64][400/2353] lr: 1.557e-02, eta: 12:51:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9637, loss_cls: 0.6626, loss: 0.6626 +2023-12-28 02:47:58,239 - pyskl - INFO - Epoch [64][500/2353] lr: 1.555e-02, eta: 12:50:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.6751, loss: 0.6751 +2023-12-28 02:48:20,572 - pyskl - INFO - Epoch [64][600/2353] lr: 1.554e-02, eta: 12:50:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.6440, loss: 0.6440 +2023-12-28 02:48:42,944 - pyskl - INFO - Epoch [64][700/2353] lr: 1.553e-02, eta: 12:50:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.6722, loss: 0.6722 +2023-12-28 02:49:05,342 - pyskl - INFO - Epoch [64][800/2353] lr: 1.552e-02, eta: 12:49:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.5950, loss: 0.5950 +2023-12-28 02:49:27,734 - pyskl - INFO - Epoch [64][900/2353] lr: 1.551e-02, eta: 12:49:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.5985, loss: 0.5985 +2023-12-28 02:49:50,076 - pyskl - INFO - Epoch [64][1000/2353] lr: 1.550e-02, eta: 12:49:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8250, top5_acc: 0.9688, loss_cls: 0.7101, loss: 0.7101 +2023-12-28 02:50:12,449 - pyskl - INFO - Epoch [64][1100/2353] lr: 1.549e-02, eta: 12:48:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 0.6514, loss: 0.6514 +2023-12-28 02:50:34,910 - pyskl - INFO - Epoch [64][1200/2353] lr: 1.548e-02, eta: 12:48:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.6805, loss: 0.6805 +2023-12-28 02:50:57,332 - pyskl - INFO - Epoch [64][1300/2353] lr: 1.547e-02, eta: 12:47:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9706, loss_cls: 0.6527, loss: 0.6527 +2023-12-28 02:51:19,693 - pyskl - INFO - Epoch [64][1400/2353] lr: 1.546e-02, eta: 12:47:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9750, loss_cls: 0.6615, loss: 0.6615 +2023-12-28 02:51:42,083 - pyskl - INFO - Epoch [64][1500/2353] lr: 1.545e-02, eta: 12:47:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9719, loss_cls: 0.6772, loss: 0.6772 +2023-12-28 02:52:04,422 - pyskl - INFO - Epoch [64][1600/2353] lr: 1.544e-02, eta: 12:46:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.6275, loss: 0.6275 +2023-12-28 02:52:26,810 - pyskl - INFO - Epoch [64][1700/2353] lr: 1.543e-02, eta: 12:46:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.5877, loss: 0.5877 +2023-12-28 02:52:49,199 - pyskl - INFO - Epoch [64][1800/2353] lr: 1.541e-02, eta: 12:45:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9706, loss_cls: 0.7009, loss: 0.7009 +2023-12-28 02:53:11,679 - pyskl - INFO - Epoch [64][1900/2353] lr: 1.540e-02, eta: 12:45:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.6868, loss: 0.6868 +2023-12-28 02:53:34,207 - pyskl - INFO - Epoch [64][2000/2353] lr: 1.539e-02, eta: 12:45:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9756, loss_cls: 0.6265, loss: 0.6265 +2023-12-28 02:53:56,729 - pyskl - INFO - Epoch [64][2100/2353] lr: 1.538e-02, eta: 12:44:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9675, loss_cls: 0.7077, loss: 0.7077 +2023-12-28 02:54:19,134 - pyskl - INFO - Epoch [64][2200/2353] lr: 1.537e-02, eta: 12:44:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9731, loss_cls: 0.6364, loss: 0.6364 +2023-12-28 02:54:41,566 - pyskl - INFO - Epoch [64][2300/2353] lr: 1.536e-02, eta: 12:44:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9731, loss_cls: 0.6489, loss: 0.6489 +2023-12-28 02:54:53,905 - pyskl - INFO - Saving checkpoint at 64 epochs +2023-12-28 02:56:21,772 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 02:56:21,853 - pyskl - INFO - +top1_acc 0.8656 +top5_acc 0.9874 +2023-12-28 02:56:21,857 - pyskl - INFO - Epoch(val) [64][1184] top1_acc: 0.8656, top5_acc: 0.9874 +2023-12-28 02:57:01,529 - pyskl - INFO - Epoch [65][100/2353] lr: 1.534e-02, eta: 12:43:34, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.6484, loss: 0.6484 +2023-12-28 02:57:23,968 - pyskl - INFO - Epoch [65][200/2353] lr: 1.533e-02, eta: 12:43:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9706, loss_cls: 0.6889, loss: 0.6889 +2023-12-28 02:57:46,417 - pyskl - INFO - Epoch [65][300/2353] lr: 1.532e-02, eta: 12:42:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9769, loss_cls: 0.6357, loss: 0.6357 +2023-12-28 02:58:08,794 - pyskl - INFO - Epoch [65][400/2353] lr: 1.531e-02, eta: 12:42:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9819, loss_cls: 0.6093, loss: 0.6093 +2023-12-28 02:58:31,171 - pyskl - INFO - Epoch [65][500/2353] lr: 1.530e-02, eta: 12:42:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9794, loss_cls: 0.6115, loss: 0.6115 +2023-12-28 02:58:53,624 - pyskl - INFO - Epoch [65][600/2353] lr: 1.529e-02, eta: 12:41:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9706, loss_cls: 0.5981, loss: 0.5981 +2023-12-28 02:59:16,106 - pyskl - INFO - Epoch [65][700/2353] lr: 1.528e-02, eta: 12:41:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9762, loss_cls: 0.6108, loss: 0.6108 +2023-12-28 02:59:38,588 - pyskl - INFO - Epoch [65][800/2353] lr: 1.527e-02, eta: 12:40:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9800, loss_cls: 0.6399, loss: 0.6399 +2023-12-28 03:00:01,062 - pyskl - INFO - Epoch [65][900/2353] lr: 1.526e-02, eta: 12:40:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9788, loss_cls: 0.6466, loss: 0.6466 +2023-12-28 03:00:23,526 - pyskl - INFO - Epoch [65][1000/2353] lr: 1.525e-02, eta: 12:40:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9800, loss_cls: 0.6117, loss: 0.6117 +2023-12-28 03:00:45,938 - pyskl - INFO - Epoch [65][1100/2353] lr: 1.524e-02, eta: 12:39:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9738, loss_cls: 0.6113, loss: 0.6113 +2023-12-28 03:01:08,315 - pyskl - INFO - Epoch [65][1200/2353] lr: 1.522e-02, eta: 12:39:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9781, loss_cls: 0.6455, loss: 0.6455 +2023-12-28 03:01:30,667 - pyskl - INFO - Epoch [65][1300/2353] lr: 1.521e-02, eta: 12:38:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9712, loss_cls: 0.6866, loss: 0.6866 +2023-12-28 03:01:53,020 - pyskl - INFO - Epoch [65][1400/2353] lr: 1.520e-02, eta: 12:38:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.6917, loss: 0.6917 +2023-12-28 03:02:15,444 - pyskl - INFO - Epoch [65][1500/2353] lr: 1.519e-02, eta: 12:38:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9769, loss_cls: 0.6758, loss: 0.6758 +2023-12-28 03:02:37,852 - pyskl - INFO - Epoch [65][1600/2353] lr: 1.518e-02, eta: 12:37:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9831, loss_cls: 0.6526, loss: 0.6526 +2023-12-28 03:03:00,254 - pyskl - INFO - Epoch [65][1700/2353] lr: 1.517e-02, eta: 12:37:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8337, top5_acc: 0.9712, loss_cls: 0.6967, loss: 0.6967 +2023-12-28 03:03:22,659 - pyskl - INFO - Epoch [65][1800/2353] lr: 1.516e-02, eta: 12:37:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9750, loss_cls: 0.6914, loss: 0.6914 +2023-12-28 03:03:45,100 - pyskl - INFO - Epoch [65][1900/2353] lr: 1.515e-02, eta: 12:36:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9756, loss_cls: 0.6726, loss: 0.6726 +2023-12-28 03:04:07,520 - pyskl - INFO - Epoch [65][2000/2353] lr: 1.514e-02, eta: 12:36:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8163, top5_acc: 0.9769, loss_cls: 0.6951, loss: 0.6951 +2023-12-28 03:04:29,963 - pyskl - INFO - Epoch [65][2100/2353] lr: 1.513e-02, eta: 12:35:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9775, loss_cls: 0.6771, loss: 0.6771 +2023-12-28 03:04:52,424 - pyskl - INFO - Epoch [65][2200/2353] lr: 1.512e-02, eta: 12:35:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.6575, loss: 0.6575 +2023-12-28 03:05:14,840 - pyskl - INFO - Epoch [65][2300/2353] lr: 1.510e-02, eta: 12:35:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8100, top5_acc: 0.9637, loss_cls: 0.7496, loss: 0.7496 +2023-12-28 03:05:27,149 - pyskl - INFO - Saving checkpoint at 65 epochs +2023-12-28 03:06:54,646 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:06:54,727 - pyskl - INFO - +top1_acc 0.8790 +top5_acc 0.9873 +2023-12-28 03:06:54,731 - pyskl - INFO - Epoch(val) [65][1184] top1_acc: 0.8790, top5_acc: 0.9873 +2023-12-28 03:07:34,347 - pyskl - INFO - Epoch [66][100/2353] lr: 1.509e-02, eta: 12:34:41, time: 0.396, data_time: 0.173, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9819, loss_cls: 0.5937, loss: 0.5937 +2023-12-28 03:07:56,671 - pyskl - INFO - Epoch [66][200/2353] lr: 1.508e-02, eta: 12:34:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9750, loss_cls: 0.6373, loss: 0.6373 +2023-12-28 03:08:18,993 - pyskl - INFO - Epoch [66][300/2353] lr: 1.507e-02, eta: 12:33:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.6264, loss: 0.6264 +2023-12-28 03:08:41,479 - pyskl - INFO - Epoch [66][400/2353] lr: 1.506e-02, eta: 12:33:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9744, loss_cls: 0.6405, loss: 0.6405 +2023-12-28 03:09:03,853 - pyskl - INFO - Epoch [66][500/2353] lr: 1.504e-02, eta: 12:33:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9794, loss_cls: 0.6358, loss: 0.6358 +2023-12-28 03:09:26,235 - pyskl - INFO - Epoch [66][600/2353] lr: 1.503e-02, eta: 12:32:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9719, loss_cls: 0.6682, loss: 0.6682 +2023-12-28 03:09:48,625 - pyskl - INFO - Epoch [66][700/2353] lr: 1.502e-02, eta: 12:32:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9738, loss_cls: 0.6531, loss: 0.6531 +2023-12-28 03:10:11,013 - pyskl - INFO - Epoch [66][800/2353] lr: 1.501e-02, eta: 12:32:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9756, loss_cls: 0.5935, loss: 0.5935 +2023-12-28 03:10:33,376 - pyskl - INFO - Epoch [66][900/2353] lr: 1.500e-02, eta: 12:31:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.6029, loss: 0.6029 +2023-12-28 03:10:55,735 - pyskl - INFO - Epoch [66][1000/2353] lr: 1.499e-02, eta: 12:31:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9694, loss_cls: 0.6834, loss: 0.6834 +2023-12-28 03:11:18,103 - pyskl - INFO - Epoch [66][1100/2353] lr: 1.498e-02, eta: 12:30:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.6027, loss: 0.6027 +2023-12-28 03:11:40,476 - pyskl - INFO - Epoch [66][1200/2353] lr: 1.497e-02, eta: 12:30:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.6516, loss: 0.6516 +2023-12-28 03:12:03,020 - pyskl - INFO - Epoch [66][1300/2353] lr: 1.496e-02, eta: 12:30:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9738, loss_cls: 0.6707, loss: 0.6707 +2023-12-28 03:12:25,580 - pyskl - INFO - Epoch [66][1400/2353] lr: 1.495e-02, eta: 12:29:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8287, top5_acc: 0.9712, loss_cls: 0.6900, loss: 0.6900 +2023-12-28 03:12:48,092 - pyskl - INFO - Epoch [66][1500/2353] lr: 1.494e-02, eta: 12:29:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8263, top5_acc: 0.9719, loss_cls: 0.6802, loss: 0.6802 +2023-12-28 03:13:10,534 - pyskl - INFO - Epoch [66][1600/2353] lr: 1.492e-02, eta: 12:28:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9762, loss_cls: 0.5911, loss: 0.5911 +2023-12-28 03:13:32,877 - pyskl - INFO - Epoch [66][1700/2353] lr: 1.491e-02, eta: 12:28:34, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9800, loss_cls: 0.6449, loss: 0.6449 +2023-12-28 03:13:55,349 - pyskl - INFO - Epoch [66][1800/2353] lr: 1.490e-02, eta: 12:28:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.6238, loss: 0.6238 +2023-12-28 03:14:17,745 - pyskl - INFO - Epoch [66][1900/2353] lr: 1.489e-02, eta: 12:27:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9700, loss_cls: 0.6996, loss: 0.6996 +2023-12-28 03:14:40,184 - pyskl - INFO - Epoch [66][2000/2353] lr: 1.488e-02, eta: 12:27:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8363, top5_acc: 0.9706, loss_cls: 0.6684, loss: 0.6684 +2023-12-28 03:15:02,633 - pyskl - INFO - Epoch [66][2100/2353] lr: 1.487e-02, eta: 12:27:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9675, loss_cls: 0.6586, loss: 0.6586 +2023-12-28 03:15:25,022 - pyskl - INFO - Epoch [66][2200/2353] lr: 1.486e-02, eta: 12:26:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9756, loss_cls: 0.5762, loss: 0.5762 +2023-12-28 03:15:47,389 - pyskl - INFO - Epoch [66][2300/2353] lr: 1.485e-02, eta: 12:26:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9738, loss_cls: 0.6228, loss: 0.6228 +2023-12-28 03:15:59,732 - pyskl - INFO - Saving checkpoint at 66 epochs +2023-12-28 03:17:27,730 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:17:27,809 - pyskl - INFO - +top1_acc 0.8796 +top5_acc 0.9889 +2023-12-28 03:17:27,814 - pyskl - INFO - Epoch(val) [66][1184] top1_acc: 0.8796, top5_acc: 0.9889 +2023-12-28 03:18:07,428 - pyskl - INFO - Epoch [67][100/2353] lr: 1.483e-02, eta: 12:25:48, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.6109, loss: 0.6109 +2023-12-28 03:18:29,801 - pyskl - INFO - Epoch [67][200/2353] lr: 1.482e-02, eta: 12:25:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9819, loss_cls: 0.6197, loss: 0.6197 +2023-12-28 03:18:52,134 - pyskl - INFO - Epoch [67][300/2353] lr: 1.481e-02, eta: 12:25:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9781, loss_cls: 0.6023, loss: 0.6023 +2023-12-28 03:19:14,462 - pyskl - INFO - Epoch [67][400/2353] lr: 1.480e-02, eta: 12:24:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9756, loss_cls: 0.6333, loss: 0.6333 +2023-12-28 03:19:36,886 - pyskl - INFO - Epoch [67][500/2353] lr: 1.479e-02, eta: 12:24:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9744, loss_cls: 0.6536, loss: 0.6536 +2023-12-28 03:19:59,492 - pyskl - INFO - Epoch [67][600/2353] lr: 1.478e-02, eta: 12:23:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9775, loss_cls: 0.6371, loss: 0.6371 +2023-12-28 03:20:22,062 - pyskl - INFO - Epoch [67][700/2353] lr: 1.477e-02, eta: 12:23:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 0.6245, loss: 0.6245 +2023-12-28 03:20:44,492 - pyskl - INFO - Epoch [67][800/2353] lr: 1.475e-02, eta: 12:23:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9819, loss_cls: 0.6274, loss: 0.6274 +2023-12-28 03:21:06,939 - pyskl - INFO - Epoch [67][900/2353] lr: 1.474e-02, eta: 12:22:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9800, loss_cls: 0.6315, loss: 0.6315 +2023-12-28 03:21:29,323 - pyskl - INFO - Epoch [67][1000/2353] lr: 1.473e-02, eta: 12:22:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9781, loss_cls: 0.6738, loss: 0.6738 +2023-12-28 03:21:51,721 - pyskl - INFO - Epoch [67][1100/2353] lr: 1.472e-02, eta: 12:21:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9781, loss_cls: 0.6308, loss: 0.6308 +2023-12-28 03:22:14,133 - pyskl - INFO - Epoch [67][1200/2353] lr: 1.471e-02, eta: 12:21:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9781, loss_cls: 0.6027, loss: 0.6027 +2023-12-28 03:22:36,585 - pyskl - INFO - Epoch [67][1300/2353] lr: 1.470e-02, eta: 12:21:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8231, top5_acc: 0.9663, loss_cls: 0.6978, loss: 0.6978 +2023-12-28 03:22:59,028 - pyskl - INFO - Epoch [67][1400/2353] lr: 1.469e-02, eta: 12:20:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.6465, loss: 0.6465 +2023-12-28 03:23:21,430 - pyskl - INFO - Epoch [67][1500/2353] lr: 1.468e-02, eta: 12:20:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.6639, loss: 0.6639 +2023-12-28 03:23:43,857 - pyskl - INFO - Epoch [67][1600/2353] lr: 1.467e-02, eta: 12:20:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9750, loss_cls: 0.6590, loss: 0.6590 +2023-12-28 03:24:06,304 - pyskl - INFO - Epoch [67][1700/2353] lr: 1.466e-02, eta: 12:19:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.6427, loss: 0.6427 +2023-12-28 03:24:28,719 - pyskl - INFO - Epoch [67][1800/2353] lr: 1.465e-02, eta: 12:19:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9781, loss_cls: 0.6436, loss: 0.6436 +2023-12-28 03:24:51,124 - pyskl - INFO - Epoch [67][1900/2353] lr: 1.463e-02, eta: 12:18:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9762, loss_cls: 0.6342, loss: 0.6342 +2023-12-28 03:25:13,594 - pyskl - INFO - Epoch [67][2000/2353] lr: 1.462e-02, eta: 12:18:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9750, loss_cls: 0.6724, loss: 0.6724 +2023-12-28 03:25:36,071 - pyskl - INFO - Epoch [67][2100/2353] lr: 1.461e-02, eta: 12:18:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.6399, loss: 0.6399 +2023-12-28 03:25:58,483 - pyskl - INFO - Epoch [67][2200/2353] lr: 1.460e-02, eta: 12:17:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9769, loss_cls: 0.6362, loss: 0.6362 +2023-12-28 03:26:20,830 - pyskl - INFO - Epoch [67][2300/2353] lr: 1.459e-02, eta: 12:17:23, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9800, loss_cls: 0.5884, loss: 0.5884 +2023-12-28 03:26:33,101 - pyskl - INFO - Saving checkpoint at 67 epochs +2023-12-28 03:28:00,807 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:28:00,885 - pyskl - INFO - +top1_acc 0.8760 +top5_acc 0.9894 +2023-12-28 03:28:00,889 - pyskl - INFO - Epoch(val) [67][1184] top1_acc: 0.8760, top5_acc: 0.9894 +2023-12-28 03:28:40,637 - pyskl - INFO - Epoch [68][100/2353] lr: 1.457e-02, eta: 12:16:55, time: 0.397, data_time: 0.174, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.5293, loss: 0.5293 +2023-12-28 03:29:02,969 - pyskl - INFO - Epoch [68][200/2353] lr: 1.456e-02, eta: 12:16:32, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.5713, loss: 0.5713 +2023-12-28 03:29:25,346 - pyskl - INFO - Epoch [68][300/2353] lr: 1.455e-02, eta: 12:16:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9831, loss_cls: 0.5457, loss: 0.5457 +2023-12-28 03:29:47,752 - pyskl - INFO - Epoch [68][400/2353] lr: 1.454e-02, eta: 12:15:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9831, loss_cls: 0.6119, loss: 0.6119 +2023-12-28 03:30:10,229 - pyskl - INFO - Epoch [68][500/2353] lr: 1.453e-02, eta: 12:15:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9756, loss_cls: 0.6467, loss: 0.6467 +2023-12-28 03:30:32,693 - pyskl - INFO - Epoch [68][600/2353] lr: 1.452e-02, eta: 12:15:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9850, loss_cls: 0.6133, loss: 0.6133 +2023-12-28 03:30:55,113 - pyskl - INFO - Epoch [68][700/2353] lr: 1.451e-02, eta: 12:14:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9800, loss_cls: 0.6285, loss: 0.6285 +2023-12-28 03:31:17,529 - pyskl - INFO - Epoch [68][800/2353] lr: 1.450e-02, eta: 12:14:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9694, loss_cls: 0.6862, loss: 0.6862 +2023-12-28 03:31:39,937 - pyskl - INFO - Epoch [68][900/2353] lr: 1.449e-02, eta: 12:13:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9788, loss_cls: 0.6174, loss: 0.6174 +2023-12-28 03:32:02,349 - pyskl - INFO - Epoch [68][1000/2353] lr: 1.447e-02, eta: 12:13:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9788, loss_cls: 0.5678, loss: 0.5678 +2023-12-28 03:32:24,880 - pyskl - INFO - Epoch [68][1100/2353] lr: 1.446e-02, eta: 12:13:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 0.6097, loss: 0.6097 +2023-12-28 03:32:47,349 - pyskl - INFO - Epoch [68][1200/2353] lr: 1.445e-02, eta: 12:12:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9750, loss_cls: 0.6493, loss: 0.6493 +2023-12-28 03:33:09,763 - pyskl - INFO - Epoch [68][1300/2353] lr: 1.444e-02, eta: 12:12:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9781, loss_cls: 0.6620, loss: 0.6620 +2023-12-28 03:33:32,116 - pyskl - INFO - Epoch [68][1400/2353] lr: 1.443e-02, eta: 12:11:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8306, top5_acc: 0.9731, loss_cls: 0.6809, loss: 0.6809 +2023-12-28 03:33:54,489 - pyskl - INFO - Epoch [68][1500/2353] lr: 1.442e-02, eta: 12:11:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9750, loss_cls: 0.6445, loss: 0.6445 +2023-12-28 03:34:16,881 - pyskl - INFO - Epoch [68][1600/2353] lr: 1.441e-02, eta: 12:11:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9762, loss_cls: 0.5907, loss: 0.5907 +2023-12-28 03:34:39,322 - pyskl - INFO - Epoch [68][1700/2353] lr: 1.440e-02, eta: 12:10:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9800, loss_cls: 0.6204, loss: 0.6204 +2023-12-28 03:35:01,699 - pyskl - INFO - Epoch [68][1800/2353] lr: 1.439e-02, eta: 12:10:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9788, loss_cls: 0.6398, loss: 0.6398 +2023-12-28 03:35:24,068 - pyskl - INFO - Epoch [68][1900/2353] lr: 1.438e-02, eta: 12:10:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9712, loss_cls: 0.6708, loss: 0.6708 +2023-12-28 03:35:46,495 - pyskl - INFO - Epoch [68][2000/2353] lr: 1.436e-02, eta: 12:09:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9769, loss_cls: 0.6313, loss: 0.6313 +2023-12-28 03:36:09,009 - pyskl - INFO - Epoch [68][2100/2353] lr: 1.435e-02, eta: 12:09:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.6876, loss: 0.6876 +2023-12-28 03:36:31,397 - pyskl - INFO - Epoch [68][2200/2353] lr: 1.434e-02, eta: 12:08:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9669, loss_cls: 0.6870, loss: 0.6870 +2023-12-28 03:36:53,843 - pyskl - INFO - Epoch [68][2300/2353] lr: 1.433e-02, eta: 12:08:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9719, loss_cls: 0.6443, loss: 0.6443 +2023-12-28 03:37:06,306 - pyskl - INFO - Saving checkpoint at 68 epochs +2023-12-28 03:38:34,266 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:38:34,345 - pyskl - INFO - +top1_acc 0.8873 +top5_acc 0.9891 +2023-12-28 03:38:34,350 - pyskl - INFO - Epoch(val) [68][1184] top1_acc: 0.8873, top5_acc: 0.9891 +2023-12-28 03:39:14,066 - pyskl - INFO - Epoch [69][100/2353] lr: 1.432e-02, eta: 12:08:02, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9750, loss_cls: 0.5923, loss: 0.5923 +2023-12-28 03:39:36,443 - pyskl - INFO - Epoch [69][200/2353] lr: 1.430e-02, eta: 12:07:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9744, loss_cls: 0.6036, loss: 0.6036 +2023-12-28 03:39:58,788 - pyskl - INFO - Epoch [69][300/2353] lr: 1.429e-02, eta: 12:07:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9775, loss_cls: 0.5898, loss: 0.5898 +2023-12-28 03:40:21,140 - pyskl - INFO - Epoch [69][400/2353] lr: 1.428e-02, eta: 12:06:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.6098, loss: 0.6098 +2023-12-28 03:40:43,511 - pyskl - INFO - Epoch [69][500/2353] lr: 1.427e-02, eta: 12:06:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9744, loss_cls: 0.6602, loss: 0.6602 +2023-12-28 03:41:05,875 - pyskl - INFO - Epoch [69][600/2353] lr: 1.426e-02, eta: 12:06:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9844, loss_cls: 0.5683, loss: 0.5683 +2023-12-28 03:41:28,267 - pyskl - INFO - Epoch [69][700/2353] lr: 1.425e-02, eta: 12:05:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9800, loss_cls: 0.5680, loss: 0.5680 +2023-12-28 03:41:50,619 - pyskl - INFO - Epoch [69][800/2353] lr: 1.424e-02, eta: 12:05:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9825, loss_cls: 0.5823, loss: 0.5823 +2023-12-28 03:42:12,956 - pyskl - INFO - Epoch [69][900/2353] lr: 1.423e-02, eta: 12:04:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9831, loss_cls: 0.6049, loss: 0.6049 +2023-12-28 03:42:35,381 - pyskl - INFO - Epoch [69][1000/2353] lr: 1.422e-02, eta: 12:04:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9769, loss_cls: 0.6218, loss: 0.6218 +2023-12-28 03:42:57,855 - pyskl - INFO - Epoch [69][1100/2353] lr: 1.420e-02, eta: 12:04:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9775, loss_cls: 0.6046, loss: 0.6046 +2023-12-28 03:43:20,369 - pyskl - INFO - Epoch [69][1200/2353] lr: 1.419e-02, eta: 12:03:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9819, loss_cls: 0.6126, loss: 0.6126 +2023-12-28 03:43:42,833 - pyskl - INFO - Epoch [69][1300/2353] lr: 1.418e-02, eta: 12:03:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9756, loss_cls: 0.6143, loss: 0.6143 +2023-12-28 03:44:05,246 - pyskl - INFO - Epoch [69][1400/2353] lr: 1.417e-02, eta: 12:03:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9681, loss_cls: 0.6879, loss: 0.6879 +2023-12-28 03:44:27,642 - pyskl - INFO - Epoch [69][1500/2353] lr: 1.416e-02, eta: 12:02:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9731, loss_cls: 0.6546, loss: 0.6546 +2023-12-28 03:44:50,059 - pyskl - INFO - Epoch [69][1600/2353] lr: 1.415e-02, eta: 12:02:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9769, loss_cls: 0.6123, loss: 0.6123 +2023-12-28 03:45:12,468 - pyskl - INFO - Epoch [69][1700/2353] lr: 1.414e-02, eta: 12:01:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9812, loss_cls: 0.6342, loss: 0.6342 +2023-12-28 03:45:35,011 - pyskl - INFO - Epoch [69][1800/2353] lr: 1.413e-02, eta: 12:01:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9712, loss_cls: 0.6535, loss: 0.6535 +2023-12-28 03:45:57,408 - pyskl - INFO - Epoch [69][1900/2353] lr: 1.412e-02, eta: 12:01:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9675, loss_cls: 0.6528, loss: 0.6528 +2023-12-28 03:46:19,762 - pyskl - INFO - Epoch [69][2000/2353] lr: 1.411e-02, eta: 12:00:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9800, loss_cls: 0.6105, loss: 0.6105 +2023-12-28 03:46:42,131 - pyskl - INFO - Epoch [69][2100/2353] lr: 1.409e-02, eta: 12:00:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9788, loss_cls: 0.6088, loss: 0.6088 +2023-12-28 03:47:04,520 - pyskl - INFO - Epoch [69][2200/2353] lr: 1.408e-02, eta: 12:00:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8313, top5_acc: 0.9775, loss_cls: 0.6670, loss: 0.6670 +2023-12-28 03:47:26,896 - pyskl - INFO - Epoch [69][2300/2353] lr: 1.407e-02, eta: 11:59:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9712, loss_cls: 0.6381, loss: 0.6381 +2023-12-28 03:47:39,196 - pyskl - INFO - Saving checkpoint at 69 epochs +2023-12-28 03:49:07,028 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:49:07,108 - pyskl - INFO - +top1_acc 0.8820 +top5_acc 0.9885 +2023-12-28 03:49:07,113 - pyskl - INFO - Epoch(val) [69][1184] top1_acc: 0.8820, top5_acc: 0.9885 +2023-12-28 03:49:46,449 - pyskl - INFO - Epoch [70][100/2353] lr: 1.406e-02, eta: 11:59:08, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9738, loss_cls: 0.5936, loss: 0.5936 +2023-12-28 03:50:08,992 - pyskl - INFO - Epoch [70][200/2353] lr: 1.404e-02, eta: 11:58:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9844, loss_cls: 0.5744, loss: 0.5744 +2023-12-28 03:50:31,578 - pyskl - INFO - Epoch [70][300/2353] lr: 1.403e-02, eta: 11:58:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9700, loss_cls: 0.6649, loss: 0.6649 +2023-12-28 03:50:54,113 - pyskl - INFO - Epoch [70][400/2353] lr: 1.402e-02, eta: 11:58:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9862, loss_cls: 0.5294, loss: 0.5294 +2023-12-28 03:51:16,622 - pyskl - INFO - Epoch [70][500/2353] lr: 1.401e-02, eta: 11:57:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9725, loss_cls: 0.6043, loss: 0.6043 +2023-12-28 03:51:39,142 - pyskl - INFO - Epoch [70][600/2353] lr: 1.400e-02, eta: 11:57:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9762, loss_cls: 0.6624, loss: 0.6624 +2023-12-28 03:52:01,644 - pyskl - INFO - Epoch [70][700/2353] lr: 1.399e-02, eta: 11:56:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9812, loss_cls: 0.6139, loss: 0.6139 +2023-12-28 03:52:24,165 - pyskl - INFO - Epoch [70][800/2353] lr: 1.398e-02, eta: 11:56:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9806, loss_cls: 0.6097, loss: 0.6097 +2023-12-28 03:52:46,618 - pyskl - INFO - Epoch [70][900/2353] lr: 1.397e-02, eta: 11:56:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9775, loss_cls: 0.6137, loss: 0.6137 +2023-12-28 03:53:08,983 - pyskl - INFO - Epoch [70][1000/2353] lr: 1.396e-02, eta: 11:55:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8344, top5_acc: 0.9756, loss_cls: 0.6535, loss: 0.6535 +2023-12-28 03:53:31,351 - pyskl - INFO - Epoch [70][1100/2353] lr: 1.395e-02, eta: 11:55:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9812, loss_cls: 0.5777, loss: 0.5777 +2023-12-28 03:53:53,732 - pyskl - INFO - Epoch [70][1200/2353] lr: 1.393e-02, eta: 11:54:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9738, loss_cls: 0.5975, loss: 0.5975 +2023-12-28 03:54:16,113 - pyskl - INFO - Epoch [70][1300/2353] lr: 1.392e-02, eta: 11:54:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8375, top5_acc: 0.9812, loss_cls: 0.6527, loss: 0.6527 +2023-12-28 03:54:38,474 - pyskl - INFO - Epoch [70][1400/2353] lr: 1.391e-02, eta: 11:54:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.5720, loss: 0.5720 +2023-12-28 03:55:00,987 - pyskl - INFO - Epoch [70][1500/2353] lr: 1.390e-02, eta: 11:53:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9756, loss_cls: 0.6402, loss: 0.6402 +2023-12-28 03:55:23,487 - pyskl - INFO - Epoch [70][1600/2353] lr: 1.389e-02, eta: 11:53:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9700, loss_cls: 0.6963, loss: 0.6963 +2023-12-28 03:55:46,040 - pyskl - INFO - Epoch [70][1700/2353] lr: 1.388e-02, eta: 11:53:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9794, loss_cls: 0.6019, loss: 0.6019 +2023-12-28 03:56:08,548 - pyskl - INFO - Epoch [70][1800/2353] lr: 1.387e-02, eta: 11:52:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9794, loss_cls: 0.6148, loss: 0.6148 +2023-12-28 03:56:31,037 - pyskl - INFO - Epoch [70][1900/2353] lr: 1.386e-02, eta: 11:52:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9738, loss_cls: 0.6406, loss: 0.6406 +2023-12-28 03:56:53,546 - pyskl - INFO - Epoch [70][2000/2353] lr: 1.385e-02, eta: 11:51:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8438, top5_acc: 0.9750, loss_cls: 0.6024, loss: 0.6024 +2023-12-28 03:57:16,127 - pyskl - INFO - Epoch [70][2100/2353] lr: 1.383e-02, eta: 11:51:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9700, loss_cls: 0.6677, loss: 0.6677 +2023-12-28 03:57:38,687 - pyskl - INFO - Epoch [70][2200/2353] lr: 1.382e-02, eta: 11:51:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9731, loss_cls: 0.6439, loss: 0.6439 +2023-12-28 03:58:01,147 - pyskl - INFO - Epoch [70][2300/2353] lr: 1.381e-02, eta: 11:50:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9750, loss_cls: 0.6129, loss: 0.6129 +2023-12-28 03:58:13,552 - pyskl - INFO - Saving checkpoint at 70 epochs +2023-12-28 03:59:41,396 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 03:59:41,475 - pyskl - INFO - +top1_acc 0.9066 +top5_acc 0.9902 +2023-12-28 03:59:41,479 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_54.pth was removed +2023-12-28 03:59:41,693 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_70.pth. +2023-12-28 03:59:41,694 - pyskl - INFO - Best top1_acc is 0.9066 at 70 epoch. +2023-12-28 03:59:41,698 - pyskl - INFO - Epoch(val) [70][1184] top1_acc: 0.9066, top5_acc: 0.9902 +2023-12-28 04:00:21,784 - pyskl - INFO - Epoch [71][100/2353] lr: 1.380e-02, eta: 11:50:17, time: 0.401, data_time: 0.176, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9862, loss_cls: 0.5469, loss: 0.5469 +2023-12-28 04:00:44,143 - pyskl - INFO - Epoch [71][200/2353] lr: 1.378e-02, eta: 11:49:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9731, loss_cls: 0.6155, loss: 0.6155 +2023-12-28 04:01:06,575 - pyskl - INFO - Epoch [71][300/2353] lr: 1.377e-02, eta: 11:49:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9825, loss_cls: 0.5645, loss: 0.5645 +2023-12-28 04:01:28,948 - pyskl - INFO - Epoch [71][400/2353] lr: 1.376e-02, eta: 11:49:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9788, loss_cls: 0.6348, loss: 0.6348 +2023-12-28 04:01:51,260 - pyskl - INFO - Epoch [71][500/2353] lr: 1.375e-02, eta: 11:48:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9762, loss_cls: 0.6015, loss: 0.6015 +2023-12-28 04:02:13,577 - pyskl - INFO - Epoch [71][600/2353] lr: 1.374e-02, eta: 11:48:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8381, top5_acc: 0.9806, loss_cls: 0.6184, loss: 0.6184 +2023-12-28 04:02:35,910 - pyskl - INFO - Epoch [71][700/2353] lr: 1.373e-02, eta: 11:47:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9762, loss_cls: 0.6491, loss: 0.6491 +2023-12-28 04:02:58,266 - pyskl - INFO - Epoch [71][800/2353] lr: 1.372e-02, eta: 11:47:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9800, loss_cls: 0.5958, loss: 0.5958 +2023-12-28 04:03:20,676 - pyskl - INFO - Epoch [71][900/2353] lr: 1.371e-02, eta: 11:47:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9769, loss_cls: 0.6054, loss: 0.6054 +2023-12-28 04:03:43,192 - pyskl - INFO - Epoch [71][1000/2353] lr: 1.370e-02, eta: 11:46:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8325, top5_acc: 0.9794, loss_cls: 0.6376, loss: 0.6376 +2023-12-28 04:04:05,833 - pyskl - INFO - Epoch [71][1100/2353] lr: 1.368e-02, eta: 11:46:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9806, loss_cls: 0.6331, loss: 0.6331 +2023-12-28 04:04:28,458 - pyskl - INFO - Epoch [71][1200/2353] lr: 1.367e-02, eta: 11:46:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8450, top5_acc: 0.9756, loss_cls: 0.6196, loss: 0.6196 +2023-12-28 04:04:50,920 - pyskl - INFO - Epoch [71][1300/2353] lr: 1.366e-02, eta: 11:45:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9719, loss_cls: 0.6326, loss: 0.6326 +2023-12-28 04:05:13,455 - pyskl - INFO - Epoch [71][1400/2353] lr: 1.365e-02, eta: 11:45:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9794, loss_cls: 0.6148, loss: 0.6148 +2023-12-28 04:05:35,928 - pyskl - INFO - Epoch [71][1500/2353] lr: 1.364e-02, eta: 11:44:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9756, loss_cls: 0.6161, loss: 0.6161 +2023-12-28 04:05:58,427 - pyskl - INFO - Epoch [71][1600/2353] lr: 1.363e-02, eta: 11:44:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8462, top5_acc: 0.9681, loss_cls: 0.6363, loss: 0.6363 +2023-12-28 04:06:20,862 - pyskl - INFO - Epoch [71][1700/2353] lr: 1.362e-02, eta: 11:44:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.6096, loss: 0.6096 +2023-12-28 04:06:43,255 - pyskl - INFO - Epoch [71][1800/2353] lr: 1.361e-02, eta: 11:43:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9781, loss_cls: 0.6119, loss: 0.6119 +2023-12-28 04:07:05,632 - pyskl - INFO - Epoch [71][1900/2353] lr: 1.360e-02, eta: 11:43:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9712, loss_cls: 0.6057, loss: 0.6057 +2023-12-28 04:07:28,023 - pyskl - INFO - Epoch [71][2000/2353] lr: 1.359e-02, eta: 11:43:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9762, loss_cls: 0.6119, loss: 0.6119 +2023-12-28 04:07:50,435 - pyskl - INFO - Epoch [71][2100/2353] lr: 1.357e-02, eta: 11:42:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9731, loss_cls: 0.5944, loss: 0.5944 +2023-12-28 04:08:12,829 - pyskl - INFO - Epoch [71][2200/2353] lr: 1.356e-02, eta: 11:42:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9725, loss_cls: 0.6306, loss: 0.6306 +2023-12-28 04:08:35,276 - pyskl - INFO - Epoch [71][2300/2353] lr: 1.355e-02, eta: 11:41:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9794, loss_cls: 0.5787, loss: 0.5787 +2023-12-28 04:08:47,621 - pyskl - INFO - Saving checkpoint at 71 epochs +2023-12-28 04:10:15,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:10:15,232 - pyskl - INFO - +top1_acc 0.8841 +top5_acc 0.9878 +2023-12-28 04:10:15,236 - pyskl - INFO - Epoch(val) [71][1184] top1_acc: 0.8841, top5_acc: 0.9878 +2023-12-28 04:10:55,171 - pyskl - INFO - Epoch [72][100/2353] lr: 1.353e-02, eta: 11:41:24, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9875, loss_cls: 0.5171, loss: 0.5171 +2023-12-28 04:11:17,566 - pyskl - INFO - Epoch [72][200/2353] lr: 1.352e-02, eta: 11:41:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.6023, loss: 0.6023 +2023-12-28 04:11:40,052 - pyskl - INFO - Epoch [72][300/2353] lr: 1.351e-02, eta: 11:40:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.5951, loss: 0.5951 +2023-12-28 04:12:02,513 - pyskl - INFO - Epoch [72][400/2353] lr: 1.350e-02, eta: 11:40:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9788, loss_cls: 0.5740, loss: 0.5740 +2023-12-28 04:12:24,984 - pyskl - INFO - Epoch [72][500/2353] lr: 1.349e-02, eta: 11:39:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9794, loss_cls: 0.5917, loss: 0.5917 +2023-12-28 04:12:47,437 - pyskl - INFO - Epoch [72][600/2353] lr: 1.348e-02, eta: 11:39:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9712, loss_cls: 0.6109, loss: 0.6109 +2023-12-28 04:13:09,862 - pyskl - INFO - Epoch [72][700/2353] lr: 1.347e-02, eta: 11:39:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9806, loss_cls: 0.5787, loss: 0.5787 +2023-12-28 04:13:32,334 - pyskl - INFO - Epoch [72][800/2353] lr: 1.346e-02, eta: 11:38:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9775, loss_cls: 0.6133, loss: 0.6133 +2023-12-28 04:13:54,828 - pyskl - INFO - Epoch [72][900/2353] lr: 1.345e-02, eta: 11:38:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9819, loss_cls: 0.6119, loss: 0.6119 +2023-12-28 04:14:17,318 - pyskl - INFO - Epoch [72][1000/2353] lr: 1.344e-02, eta: 11:37:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9794, loss_cls: 0.5754, loss: 0.5754 +2023-12-28 04:14:39,737 - pyskl - INFO - Epoch [72][1100/2353] lr: 1.342e-02, eta: 11:37:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9812, loss_cls: 0.5478, loss: 0.5478 +2023-12-28 04:15:02,158 - pyskl - INFO - Epoch [72][1200/2353] lr: 1.341e-02, eta: 11:37:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9769, loss_cls: 0.6433, loss: 0.6433 +2023-12-28 04:15:24,584 - pyskl - INFO - Epoch [72][1300/2353] lr: 1.340e-02, eta: 11:36:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9788, loss_cls: 0.5942, loss: 0.5942 +2023-12-28 04:15:47,017 - pyskl - INFO - Epoch [72][1400/2353] lr: 1.339e-02, eta: 11:36:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9788, loss_cls: 0.5706, loss: 0.5706 +2023-12-28 04:16:09,505 - pyskl - INFO - Epoch [72][1500/2353] lr: 1.338e-02, eta: 11:36:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9862, loss_cls: 0.5455, loss: 0.5455 +2023-12-28 04:16:31,960 - pyskl - INFO - Epoch [72][1600/2353] lr: 1.337e-02, eta: 11:35:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8275, top5_acc: 0.9712, loss_cls: 0.6879, loss: 0.6879 +2023-12-28 04:16:54,408 - pyskl - INFO - Epoch [72][1700/2353] lr: 1.336e-02, eta: 11:35:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8300, top5_acc: 0.9756, loss_cls: 0.6729, loss: 0.6729 +2023-12-28 04:17:16,834 - pyskl - INFO - Epoch [72][1800/2353] lr: 1.335e-02, eta: 11:34:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9769, loss_cls: 0.6130, loss: 0.6130 +2023-12-28 04:17:39,259 - pyskl - INFO - Epoch [72][1900/2353] lr: 1.334e-02, eta: 11:34:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9744, loss_cls: 0.6369, loss: 0.6369 +2023-12-28 04:18:01,676 - pyskl - INFO - Epoch [72][2000/2353] lr: 1.332e-02, eta: 11:34:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9769, loss_cls: 0.6287, loss: 0.6287 +2023-12-28 04:18:24,056 - pyskl - INFO - Epoch [72][2100/2353] lr: 1.331e-02, eta: 11:33:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8269, top5_acc: 0.9744, loss_cls: 0.6717, loss: 0.6717 +2023-12-28 04:18:46,553 - pyskl - INFO - Epoch [72][2200/2353] lr: 1.330e-02, eta: 11:33:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9762, loss_cls: 0.6477, loss: 0.6477 +2023-12-28 04:19:08,860 - pyskl - INFO - Epoch [72][2300/2353] lr: 1.329e-02, eta: 11:33:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.5542, loss: 0.5542 +2023-12-28 04:19:21,134 - pyskl - INFO - Saving checkpoint at 72 epochs +2023-12-28 04:20:48,993 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:20:49,071 - pyskl - INFO - +top1_acc 0.9014 +top5_acc 0.9902 +2023-12-28 04:20:49,075 - pyskl - INFO - Epoch(val) [72][1184] top1_acc: 0.9014, top5_acc: 0.9902 +2023-12-28 04:21:28,378 - pyskl - INFO - Epoch [73][100/2353] lr: 1.327e-02, eta: 11:32:31, time: 0.393, data_time: 0.170, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 0.5437, loss: 0.5437 +2023-12-28 04:21:50,751 - pyskl - INFO - Epoch [73][200/2353] lr: 1.326e-02, eta: 11:32:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9794, loss_cls: 0.5706, loss: 0.5706 +2023-12-28 04:22:13,125 - pyskl - INFO - Epoch [73][300/2353] lr: 1.325e-02, eta: 11:31:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9825, loss_cls: 0.5467, loss: 0.5467 +2023-12-28 04:22:35,463 - pyskl - INFO - Epoch [73][400/2353] lr: 1.324e-02, eta: 11:31:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9806, loss_cls: 0.6031, loss: 0.6031 +2023-12-28 04:22:57,856 - pyskl - INFO - Epoch [73][500/2353] lr: 1.323e-02, eta: 11:30:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9788, loss_cls: 0.5803, loss: 0.5803 +2023-12-28 04:23:20,262 - pyskl - INFO - Epoch [73][600/2353] lr: 1.322e-02, eta: 11:30:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9794, loss_cls: 0.5488, loss: 0.5488 +2023-12-28 04:23:42,741 - pyskl - INFO - Epoch [73][700/2353] lr: 1.321e-02, eta: 11:30:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8506, top5_acc: 0.9750, loss_cls: 0.6329, loss: 0.6329 +2023-12-28 04:24:05,190 - pyskl - INFO - Epoch [73][800/2353] lr: 1.320e-02, eta: 11:29:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8519, top5_acc: 0.9812, loss_cls: 0.5981, loss: 0.5981 +2023-12-28 04:24:27,608 - pyskl - INFO - Epoch [73][900/2353] lr: 1.319e-02, eta: 11:29:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9738, loss_cls: 0.6625, loss: 0.6625 +2023-12-28 04:24:49,978 - pyskl - INFO - Epoch [73][1000/2353] lr: 1.317e-02, eta: 11:29:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9781, loss_cls: 0.5750, loss: 0.5750 +2023-12-28 04:25:12,327 - pyskl - INFO - Epoch [73][1100/2353] lr: 1.316e-02, eta: 11:28:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.5856, loss: 0.5856 +2023-12-28 04:25:34,693 - pyskl - INFO - Epoch [73][1200/2353] lr: 1.315e-02, eta: 11:28:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9812, loss_cls: 0.5869, loss: 0.5869 +2023-12-28 04:25:57,050 - pyskl - INFO - Epoch [73][1300/2353] lr: 1.314e-02, eta: 11:27:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9781, loss_cls: 0.6174, loss: 0.6174 +2023-12-28 04:26:19,401 - pyskl - INFO - Epoch [73][1400/2353] lr: 1.313e-02, eta: 11:27:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9800, loss_cls: 0.5749, loss: 0.5749 +2023-12-28 04:26:41,827 - pyskl - INFO - Epoch [73][1500/2353] lr: 1.312e-02, eta: 11:27:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8294, top5_acc: 0.9731, loss_cls: 0.6688, loss: 0.6688 +2023-12-28 04:27:04,212 - pyskl - INFO - Epoch [73][1600/2353] lr: 1.311e-02, eta: 11:26:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9769, loss_cls: 0.6061, loss: 0.6061 +2023-12-28 04:27:26,598 - pyskl - INFO - Epoch [73][1700/2353] lr: 1.310e-02, eta: 11:26:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8444, top5_acc: 0.9806, loss_cls: 0.6025, loss: 0.6025 +2023-12-28 04:27:49,101 - pyskl - INFO - Epoch [73][1800/2353] lr: 1.309e-02, eta: 11:26:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.5775, loss: 0.5775 +2023-12-28 04:28:11,713 - pyskl - INFO - Epoch [73][1900/2353] lr: 1.307e-02, eta: 11:25:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8456, top5_acc: 0.9812, loss_cls: 0.6016, loss: 0.6016 +2023-12-28 04:28:34,295 - pyskl - INFO - Epoch [73][2000/2353] lr: 1.306e-02, eta: 11:25:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9844, loss_cls: 0.5684, loss: 0.5684 +2023-12-28 04:28:56,760 - pyskl - INFO - Epoch [73][2100/2353] lr: 1.305e-02, eta: 11:24:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9700, loss_cls: 0.6554, loss: 0.6554 +2023-12-28 04:29:19,188 - pyskl - INFO - Epoch [73][2200/2353] lr: 1.304e-02, eta: 11:24:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9762, loss_cls: 0.6229, loss: 0.6229 +2023-12-28 04:29:41,624 - pyskl - INFO - Epoch [73][2300/2353] lr: 1.303e-02, eta: 11:24:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9800, loss_cls: 0.5606, loss: 0.5606 +2023-12-28 04:29:54,004 - pyskl - INFO - Saving checkpoint at 73 epochs +2023-12-28 04:31:21,366 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:31:21,446 - pyskl - INFO - +top1_acc 0.8977 +top5_acc 0.9899 +2023-12-28 04:31:21,450 - pyskl - INFO - Epoch(val) [73][1184] top1_acc: 0.8977, top5_acc: 0.9899 +2023-12-28 04:32:01,373 - pyskl - INFO - Epoch [74][100/2353] lr: 1.301e-02, eta: 11:23:38, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.5528, loss: 0.5528 +2023-12-28 04:32:23,761 - pyskl - INFO - Epoch [74][200/2353] lr: 1.300e-02, eta: 11:23:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.5655, loss: 0.5655 +2023-12-28 04:32:46,171 - pyskl - INFO - Epoch [74][300/2353] lr: 1.299e-02, eta: 11:22:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9806, loss_cls: 0.5538, loss: 0.5538 +2023-12-28 04:33:08,556 - pyskl - INFO - Epoch [74][400/2353] lr: 1.298e-02, eta: 11:22:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.5463, loss: 0.5463 +2023-12-28 04:33:30,978 - pyskl - INFO - Epoch [74][500/2353] lr: 1.297e-02, eta: 11:22:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9769, loss_cls: 0.6061, loss: 0.6061 +2023-12-28 04:33:53,348 - pyskl - INFO - Epoch [74][600/2353] lr: 1.296e-02, eta: 11:21:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9844, loss_cls: 0.5528, loss: 0.5528 +2023-12-28 04:34:15,749 - pyskl - INFO - Epoch [74][700/2353] lr: 1.295e-02, eta: 11:21:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9800, loss_cls: 0.5616, loss: 0.5616 +2023-12-28 04:34:38,268 - pyskl - INFO - Epoch [74][800/2353] lr: 1.293e-02, eta: 11:20:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8387, top5_acc: 0.9731, loss_cls: 0.6651, loss: 0.6651 +2023-12-28 04:35:00,735 - pyskl - INFO - Epoch [74][900/2353] lr: 1.292e-02, eta: 11:20:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9712, loss_cls: 0.6187, loss: 0.6187 +2023-12-28 04:35:23,144 - pyskl - INFO - Epoch [74][1000/2353] lr: 1.291e-02, eta: 11:20:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.5431, loss: 0.5431 +2023-12-28 04:35:45,569 - pyskl - INFO - Epoch [74][1100/2353] lr: 1.290e-02, eta: 11:19:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9750, loss_cls: 0.6113, loss: 0.6113 +2023-12-28 04:36:08,012 - pyskl - INFO - Epoch [74][1200/2353] lr: 1.289e-02, eta: 11:19:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9812, loss_cls: 0.5788, loss: 0.5788 +2023-12-28 04:36:30,454 - pyskl - INFO - Epoch [74][1300/2353] lr: 1.288e-02, eta: 11:19:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9806, loss_cls: 0.6437, loss: 0.6437 +2023-12-28 04:36:52,905 - pyskl - INFO - Epoch [74][1400/2353] lr: 1.287e-02, eta: 11:18:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9794, loss_cls: 0.5652, loss: 0.5652 +2023-12-28 04:37:15,356 - pyskl - INFO - Epoch [74][1500/2353] lr: 1.286e-02, eta: 11:18:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9781, loss_cls: 0.6071, loss: 0.6071 +2023-12-28 04:37:37,869 - pyskl - INFO - Epoch [74][1600/2353] lr: 1.285e-02, eta: 11:17:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 0.5159, loss: 0.5159 +2023-12-28 04:38:00,317 - pyskl - INFO - Epoch [74][1700/2353] lr: 1.283e-02, eta: 11:17:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 0.5575, loss: 0.5575 +2023-12-28 04:38:22,769 - pyskl - INFO - Epoch [74][1800/2353] lr: 1.282e-02, eta: 11:17:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9719, loss_cls: 0.6291, loss: 0.6291 +2023-12-28 04:38:45,195 - pyskl - INFO - Epoch [74][1900/2353] lr: 1.281e-02, eta: 11:16:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.6144, loss: 0.6144 +2023-12-28 04:39:07,645 - pyskl - INFO - Epoch [74][2000/2353] lr: 1.280e-02, eta: 11:16:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8331, top5_acc: 0.9694, loss_cls: 0.6592, loss: 0.6592 +2023-12-28 04:39:30,102 - pyskl - INFO - Epoch [74][2100/2353] lr: 1.279e-02, eta: 11:16:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.5451, loss: 0.5451 +2023-12-28 04:39:52,673 - pyskl - INFO - Epoch [74][2200/2353] lr: 1.278e-02, eta: 11:15:38, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.6224, loss: 0.6224 +2023-12-28 04:40:15,070 - pyskl - INFO - Epoch [74][2300/2353] lr: 1.277e-02, eta: 11:15:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9825, loss_cls: 0.6001, loss: 0.6001 +2023-12-28 04:40:27,443 - pyskl - INFO - Saving checkpoint at 74 epochs +2023-12-28 04:41:55,353 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:41:55,431 - pyskl - INFO - +top1_acc 0.8927 +top5_acc 0.9903 +2023-12-28 04:41:55,435 - pyskl - INFO - Epoch(val) [74][1184] top1_acc: 0.8927, top5_acc: 0.9903 +2023-12-28 04:42:35,118 - pyskl - INFO - Epoch [75][100/2353] lr: 1.275e-02, eta: 11:14:46, time: 0.397, data_time: 0.171, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9825, loss_cls: 0.5162, loss: 0.5162 +2023-12-28 04:42:57,629 - pyskl - INFO - Epoch [75][200/2353] lr: 1.274e-02, eta: 11:14:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9831, loss_cls: 0.5473, loss: 0.5473 +2023-12-28 04:43:20,034 - pyskl - INFO - Epoch [75][300/2353] lr: 1.273e-02, eta: 11:14:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.5749, loss: 0.5749 +2023-12-28 04:43:42,419 - pyskl - INFO - Epoch [75][400/2353] lr: 1.272e-02, eta: 11:13:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9769, loss_cls: 0.5228, loss: 0.5228 +2023-12-28 04:44:04,800 - pyskl - INFO - Epoch [75][500/2353] lr: 1.271e-02, eta: 11:13:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9738, loss_cls: 0.5937, loss: 0.5937 +2023-12-28 04:44:27,280 - pyskl - INFO - Epoch [75][600/2353] lr: 1.270e-02, eta: 11:12:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9800, loss_cls: 0.5458, loss: 0.5458 +2023-12-28 04:44:49,735 - pyskl - INFO - Epoch [75][700/2353] lr: 1.268e-02, eta: 11:12:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.5589, loss: 0.5589 +2023-12-28 04:45:12,236 - pyskl - INFO - Epoch [75][800/2353] lr: 1.267e-02, eta: 11:12:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9819, loss_cls: 0.5285, loss: 0.5285 +2023-12-28 04:45:34,711 - pyskl - INFO - Epoch [75][900/2353] lr: 1.266e-02, eta: 11:11:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9738, loss_cls: 0.6139, loss: 0.6139 +2023-12-28 04:45:57,079 - pyskl - INFO - Epoch [75][1000/2353] lr: 1.265e-02, eta: 11:11:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9762, loss_cls: 0.5830, loss: 0.5830 +2023-12-28 04:46:19,474 - pyskl - INFO - Epoch [75][1100/2353] lr: 1.264e-02, eta: 11:10:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8406, top5_acc: 0.9800, loss_cls: 0.5922, loss: 0.5922 +2023-12-28 04:46:41,835 - pyskl - INFO - Epoch [75][1200/2353] lr: 1.263e-02, eta: 11:10:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9725, loss_cls: 0.6197, loss: 0.6197 +2023-12-28 04:47:04,198 - pyskl - INFO - Epoch [75][1300/2353] lr: 1.262e-02, eta: 11:10:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9812, loss_cls: 0.6410, loss: 0.6410 +2023-12-28 04:47:26,721 - pyskl - INFO - Epoch [75][1400/2353] lr: 1.261e-02, eta: 11:09:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8425, top5_acc: 0.9750, loss_cls: 0.6313, loss: 0.6313 +2023-12-28 04:47:49,140 - pyskl - INFO - Epoch [75][1500/2353] lr: 1.260e-02, eta: 11:09:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.5965, loss: 0.5965 +2023-12-28 04:48:11,528 - pyskl - INFO - Epoch [75][1600/2353] lr: 1.258e-02, eta: 11:09:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8369, top5_acc: 0.9725, loss_cls: 0.6507, loss: 0.6507 +2023-12-28 04:48:34,057 - pyskl - INFO - Epoch [75][1700/2353] lr: 1.257e-02, eta: 11:08:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9812, loss_cls: 0.5942, loss: 0.5942 +2023-12-28 04:48:56,501 - pyskl - INFO - Epoch [75][1800/2353] lr: 1.256e-02, eta: 11:08:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5395, loss: 0.5395 +2023-12-28 04:49:18,894 - pyskl - INFO - Epoch [75][1900/2353] lr: 1.255e-02, eta: 11:07:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9750, loss_cls: 0.5994, loss: 0.5994 +2023-12-28 04:49:41,309 - pyskl - INFO - Epoch [75][2000/2353] lr: 1.254e-02, eta: 11:07:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9819, loss_cls: 0.5731, loss: 0.5731 +2023-12-28 04:50:03,781 - pyskl - INFO - Epoch [75][2100/2353] lr: 1.253e-02, eta: 11:07:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9819, loss_cls: 0.6152, loss: 0.6152 +2023-12-28 04:50:26,154 - pyskl - INFO - Epoch [75][2200/2353] lr: 1.252e-02, eta: 11:06:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8256, top5_acc: 0.9700, loss_cls: 0.6786, loss: 0.6786 +2023-12-28 04:50:48,508 - pyskl - INFO - Epoch [75][2300/2353] lr: 1.251e-02, eta: 11:06:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8475, top5_acc: 0.9738, loss_cls: 0.6376, loss: 0.6376 +2023-12-28 04:51:00,757 - pyskl - INFO - Saving checkpoint at 75 epochs +2023-12-28 04:52:28,412 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 04:52:28,490 - pyskl - INFO - +top1_acc 0.8949 +top5_acc 0.9901 +2023-12-28 04:52:28,494 - pyskl - INFO - Epoch(val) [75][1184] top1_acc: 0.8949, top5_acc: 0.9901 +2023-12-28 04:53:08,551 - pyskl - INFO - Epoch [76][100/2353] lr: 1.249e-02, eta: 11:05:53, time: 0.401, data_time: 0.174, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9744, loss_cls: 0.5971, loss: 0.5971 +2023-12-28 04:53:30,921 - pyskl - INFO - Epoch [76][200/2353] lr: 1.248e-02, eta: 11:05:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9781, loss_cls: 0.5783, loss: 0.5783 +2023-12-28 04:53:53,404 - pyskl - INFO - Epoch [76][300/2353] lr: 1.247e-02, eta: 11:05:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8544, top5_acc: 0.9819, loss_cls: 0.6020, loss: 0.6020 +2023-12-28 04:54:15,903 - pyskl - INFO - Epoch [76][400/2353] lr: 1.246e-02, eta: 11:04:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8350, top5_acc: 0.9781, loss_cls: 0.6343, loss: 0.6343 +2023-12-28 04:54:38,420 - pyskl - INFO - Epoch [76][500/2353] lr: 1.244e-02, eta: 11:04:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9812, loss_cls: 0.5740, loss: 0.5740 +2023-12-28 04:55:00,924 - pyskl - INFO - Epoch [76][600/2353] lr: 1.243e-02, eta: 11:03:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.5553, loss: 0.5553 +2023-12-28 04:55:23,413 - pyskl - INFO - Epoch [76][700/2353] lr: 1.242e-02, eta: 11:03:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8481, top5_acc: 0.9812, loss_cls: 0.5967, loss: 0.5967 +2023-12-28 04:55:45,848 - pyskl - INFO - Epoch [76][800/2353] lr: 1.241e-02, eta: 11:03:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5671, loss: 0.5671 +2023-12-28 04:56:08,321 - pyskl - INFO - Epoch [76][900/2353] lr: 1.240e-02, eta: 11:02:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9769, loss_cls: 0.5606, loss: 0.5606 +2023-12-28 04:56:30,723 - pyskl - INFO - Epoch [76][1000/2353] lr: 1.239e-02, eta: 11:02:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9788, loss_cls: 0.5622, loss: 0.5622 +2023-12-28 04:56:53,168 - pyskl - INFO - Epoch [76][1100/2353] lr: 1.238e-02, eta: 11:02:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.5171, loss: 0.5171 +2023-12-28 04:57:15,743 - pyskl - INFO - Epoch [76][1200/2353] lr: 1.237e-02, eta: 11:01:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5556, loss: 0.5556 +2023-12-28 04:57:38,229 - pyskl - INFO - Epoch [76][1300/2353] lr: 1.236e-02, eta: 11:01:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9775, loss_cls: 0.5715, loss: 0.5715 +2023-12-28 04:58:00,652 - pyskl - INFO - Epoch [76][1400/2353] lr: 1.234e-02, eta: 11:00:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9888, loss_cls: 0.5338, loss: 0.5338 +2023-12-28 04:58:23,124 - pyskl - INFO - Epoch [76][1500/2353] lr: 1.233e-02, eta: 11:00:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9775, loss_cls: 0.5822, loss: 0.5822 +2023-12-28 04:58:45,479 - pyskl - INFO - Epoch [76][1600/2353] lr: 1.232e-02, eta: 11:00:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9831, loss_cls: 0.5964, loss: 0.5964 +2023-12-28 04:59:07,888 - pyskl - INFO - Epoch [76][1700/2353] lr: 1.231e-02, eta: 10:59:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9762, loss_cls: 0.5889, loss: 0.5889 +2023-12-28 04:59:30,272 - pyskl - INFO - Epoch [76][1800/2353] lr: 1.230e-02, eta: 10:59:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9725, loss_cls: 0.5695, loss: 0.5695 +2023-12-28 04:59:52,622 - pyskl - INFO - Epoch [76][1900/2353] lr: 1.229e-02, eta: 10:59:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9825, loss_cls: 0.5584, loss: 0.5584 +2023-12-28 05:00:14,980 - pyskl - INFO - Epoch [76][2000/2353] lr: 1.228e-02, eta: 10:58:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9750, loss_cls: 0.6128, loss: 0.6128 +2023-12-28 05:00:37,411 - pyskl - INFO - Epoch [76][2100/2353] lr: 1.227e-02, eta: 10:58:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9788, loss_cls: 0.5390, loss: 0.5390 +2023-12-28 05:00:59,865 - pyskl - INFO - Epoch [76][2200/2353] lr: 1.226e-02, eta: 10:57:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9775, loss_cls: 0.5488, loss: 0.5488 +2023-12-28 05:01:22,250 - pyskl - INFO - Epoch [76][2300/2353] lr: 1.224e-02, eta: 10:57:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9756, loss_cls: 0.6093, loss: 0.6093 +2023-12-28 05:01:34,548 - pyskl - INFO - Saving checkpoint at 76 epochs +2023-12-28 05:03:02,238 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:03:02,317 - pyskl - INFO - +top1_acc 0.9042 +top5_acc 0.9914 +2023-12-28 05:03:02,321 - pyskl - INFO - Epoch(val) [76][1184] top1_acc: 0.9042, top5_acc: 0.9914 +2023-12-28 05:03:41,891 - pyskl - INFO - Epoch [77][100/2353] lr: 1.223e-02, eta: 10:57:00, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9838, loss_cls: 0.5251, loss: 0.5251 +2023-12-28 05:04:04,290 - pyskl - INFO - Epoch [77][200/2353] lr: 1.222e-02, eta: 10:56:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9762, loss_cls: 0.5577, loss: 0.5577 +2023-12-28 05:04:26,699 - pyskl - INFO - Epoch [77][300/2353] lr: 1.220e-02, eta: 10:56:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9806, loss_cls: 0.5968, loss: 0.5968 +2023-12-28 05:04:49,111 - pyskl - INFO - Epoch [77][400/2353] lr: 1.219e-02, eta: 10:55:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 0.5477, loss: 0.5477 +2023-12-28 05:05:11,541 - pyskl - INFO - Epoch [77][500/2353] lr: 1.218e-02, eta: 10:55:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9838, loss_cls: 0.5699, loss: 0.5699 +2023-12-28 05:05:33,959 - pyskl - INFO - Epoch [77][600/2353] lr: 1.217e-02, eta: 10:55:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9850, loss_cls: 0.5699, loss: 0.5699 +2023-12-28 05:05:56,420 - pyskl - INFO - Epoch [77][700/2353] lr: 1.216e-02, eta: 10:54:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9819, loss_cls: 0.5545, loss: 0.5545 +2023-12-28 05:06:18,807 - pyskl - INFO - Epoch [77][800/2353] lr: 1.215e-02, eta: 10:54:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9756, loss_cls: 0.6321, loss: 0.6321 +2023-12-28 05:06:41,205 - pyskl - INFO - Epoch [77][900/2353] lr: 1.214e-02, eta: 10:53:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9838, loss_cls: 0.5321, loss: 0.5321 +2023-12-28 05:07:03,669 - pyskl - INFO - Epoch [77][1000/2353] lr: 1.213e-02, eta: 10:53:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9744, loss_cls: 0.5781, loss: 0.5781 +2023-12-28 05:07:26,177 - pyskl - INFO - Epoch [77][1100/2353] lr: 1.212e-02, eta: 10:53:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9775, loss_cls: 0.5930, loss: 0.5930 +2023-12-28 05:07:48,763 - pyskl - INFO - Epoch [77][1200/2353] lr: 1.210e-02, eta: 10:52:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.4818, loss: 0.4818 +2023-12-28 05:08:11,339 - pyskl - INFO - Epoch [77][1300/2353] lr: 1.209e-02, eta: 10:52:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9744, loss_cls: 0.5722, loss: 0.5722 +2023-12-28 05:08:33,844 - pyskl - INFO - Epoch [77][1400/2353] lr: 1.208e-02, eta: 10:52:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9812, loss_cls: 0.6100, loss: 0.6100 +2023-12-28 05:08:56,518 - pyskl - INFO - Epoch [77][1500/2353] lr: 1.207e-02, eta: 10:51:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9688, loss_cls: 0.6129, loss: 0.6129 +2023-12-28 05:09:19,117 - pyskl - INFO - Epoch [77][1600/2353] lr: 1.206e-02, eta: 10:51:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9756, loss_cls: 0.5949, loss: 0.5949 +2023-12-28 05:09:41,606 - pyskl - INFO - Epoch [77][1700/2353] lr: 1.205e-02, eta: 10:50:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.5289, loss: 0.5289 +2023-12-28 05:10:04,035 - pyskl - INFO - Epoch [77][1800/2353] lr: 1.204e-02, eta: 10:50:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9831, loss_cls: 0.5761, loss: 0.5761 +2023-12-28 05:10:26,447 - pyskl - INFO - Epoch [77][1900/2353] lr: 1.203e-02, eta: 10:50:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9812, loss_cls: 0.5863, loss: 0.5863 +2023-12-28 05:10:48,946 - pyskl - INFO - Epoch [77][2000/2353] lr: 1.202e-02, eta: 10:49:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9788, loss_cls: 0.6167, loss: 0.6167 +2023-12-28 05:11:11,478 - pyskl - INFO - Epoch [77][2100/2353] lr: 1.200e-02, eta: 10:49:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9844, loss_cls: 0.5439, loss: 0.5439 +2023-12-28 05:11:33,953 - pyskl - INFO - Epoch [77][2200/2353] lr: 1.199e-02, eta: 10:49:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8538, top5_acc: 0.9838, loss_cls: 0.5754, loss: 0.5754 +2023-12-28 05:11:56,404 - pyskl - INFO - Epoch [77][2300/2353] lr: 1.198e-02, eta: 10:48:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9725, loss_cls: 0.5557, loss: 0.5557 +2023-12-28 05:12:08,915 - pyskl - INFO - Saving checkpoint at 77 epochs +2023-12-28 05:13:36,619 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:13:36,697 - pyskl - INFO - +top1_acc 0.9000 +top5_acc 0.9894 +2023-12-28 05:13:36,701 - pyskl - INFO - Epoch(val) [77][1184] top1_acc: 0.9000, top5_acc: 0.9894 +2023-12-28 05:14:16,366 - pyskl - INFO - Epoch [78][100/2353] lr: 1.197e-02, eta: 10:48:08, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9850, loss_cls: 0.5173, loss: 0.5173 +2023-12-28 05:14:38,793 - pyskl - INFO - Epoch [78][200/2353] lr: 1.195e-02, eta: 10:47:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5356, loss: 0.5356 +2023-12-28 05:15:01,254 - pyskl - INFO - Epoch [78][300/2353] lr: 1.194e-02, eta: 10:47:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9762, loss_cls: 0.5178, loss: 0.5178 +2023-12-28 05:15:23,743 - pyskl - INFO - Epoch [78][400/2353] lr: 1.193e-02, eta: 10:47:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.5430, loss: 0.5430 +2023-12-28 05:15:46,284 - pyskl - INFO - Epoch [78][500/2353] lr: 1.192e-02, eta: 10:46:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.5323, loss: 0.5323 +2023-12-28 05:16:08,833 - pyskl - INFO - Epoch [78][600/2353] lr: 1.191e-02, eta: 10:46:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9806, loss_cls: 0.5155, loss: 0.5155 +2023-12-28 05:16:31,325 - pyskl - INFO - Epoch [78][700/2353] lr: 1.190e-02, eta: 10:45:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9838, loss_cls: 0.5580, loss: 0.5580 +2023-12-28 05:16:53,795 - pyskl - INFO - Epoch [78][800/2353] lr: 1.189e-02, eta: 10:45:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.4769, loss: 0.4769 +2023-12-28 05:17:16,244 - pyskl - INFO - Epoch [78][900/2353] lr: 1.188e-02, eta: 10:45:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9756, loss_cls: 0.5946, loss: 0.5946 +2023-12-28 05:17:38,587 - pyskl - INFO - Epoch [78][1000/2353] lr: 1.187e-02, eta: 10:44:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.5443, loss: 0.5443 +2023-12-28 05:18:00,946 - pyskl - INFO - Epoch [78][1100/2353] lr: 1.185e-02, eta: 10:44:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9762, loss_cls: 0.5613, loss: 0.5613 +2023-12-28 05:18:23,403 - pyskl - INFO - Epoch [78][1200/2353] lr: 1.184e-02, eta: 10:43:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 0.5521, loss: 0.5521 +2023-12-28 05:18:45,916 - pyskl - INFO - Epoch [78][1300/2353] lr: 1.183e-02, eta: 10:43:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9781, loss_cls: 0.5882, loss: 0.5882 +2023-12-28 05:19:08,326 - pyskl - INFO - Epoch [78][1400/2353] lr: 1.182e-02, eta: 10:43:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.5244, loss: 0.5244 +2023-12-28 05:19:30,794 - pyskl - INFO - Epoch [78][1500/2353] lr: 1.181e-02, eta: 10:42:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9769, loss_cls: 0.5742, loss: 0.5742 +2023-12-28 05:19:53,329 - pyskl - INFO - Epoch [78][1600/2353] lr: 1.180e-02, eta: 10:42:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8431, top5_acc: 0.9756, loss_cls: 0.6053, loss: 0.6053 +2023-12-28 05:20:15,832 - pyskl - INFO - Epoch [78][1700/2353] lr: 1.179e-02, eta: 10:42:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9875, loss_cls: 0.5253, loss: 0.5253 +2023-12-28 05:20:38,315 - pyskl - INFO - Epoch [78][1800/2353] lr: 1.178e-02, eta: 10:41:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9806, loss_cls: 0.5816, loss: 0.5816 +2023-12-28 05:21:00,772 - pyskl - INFO - Epoch [78][1900/2353] lr: 1.177e-02, eta: 10:41:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8488, top5_acc: 0.9769, loss_cls: 0.5905, loss: 0.5905 +2023-12-28 05:21:23,218 - pyskl - INFO - Epoch [78][2000/2353] lr: 1.175e-02, eta: 10:40:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9806, loss_cls: 0.5376, loss: 0.5376 +2023-12-28 05:21:45,604 - pyskl - INFO - Epoch [78][2100/2353] lr: 1.174e-02, eta: 10:40:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9769, loss_cls: 0.6098, loss: 0.6098 +2023-12-28 05:22:08,038 - pyskl - INFO - Epoch [78][2200/2353] lr: 1.173e-02, eta: 10:40:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8525, top5_acc: 0.9775, loss_cls: 0.5876, loss: 0.5876 +2023-12-28 05:22:30,442 - pyskl - INFO - Epoch [78][2300/2353] lr: 1.172e-02, eta: 10:39:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9819, loss_cls: 0.5689, loss: 0.5689 +2023-12-28 05:22:42,757 - pyskl - INFO - Saving checkpoint at 78 epochs +2023-12-28 05:24:10,398 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:24:10,476 - pyskl - INFO - +top1_acc 0.9027 +top5_acc 0.9908 +2023-12-28 05:24:10,480 - pyskl - INFO - Epoch(val) [78][1184] top1_acc: 0.9027, top5_acc: 0.9908 +2023-12-28 05:24:50,767 - pyskl - INFO - Epoch [79][100/2353] lr: 1.170e-02, eta: 10:39:17, time: 0.403, data_time: 0.178, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9769, loss_cls: 0.5774, loss: 0.5774 +2023-12-28 05:25:13,104 - pyskl - INFO - Epoch [79][200/2353] lr: 1.169e-02, eta: 10:38:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9794, loss_cls: 0.5938, loss: 0.5938 +2023-12-28 05:25:35,456 - pyskl - INFO - Epoch [79][300/2353] lr: 1.168e-02, eta: 10:38:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9819, loss_cls: 0.5435, loss: 0.5435 +2023-12-28 05:25:57,761 - pyskl - INFO - Epoch [79][400/2353] lr: 1.167e-02, eta: 10:38:08, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9819, loss_cls: 0.5423, loss: 0.5423 +2023-12-28 05:26:20,105 - pyskl - INFO - Epoch [79][500/2353] lr: 1.166e-02, eta: 10:37:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9806, loss_cls: 0.5584, loss: 0.5584 +2023-12-28 05:26:42,572 - pyskl - INFO - Epoch [79][600/2353] lr: 1.165e-02, eta: 10:37:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9825, loss_cls: 0.5259, loss: 0.5259 +2023-12-28 05:27:05,081 - pyskl - INFO - Epoch [79][700/2353] lr: 1.164e-02, eta: 10:36:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9819, loss_cls: 0.5158, loss: 0.5158 +2023-12-28 05:27:27,494 - pyskl - INFO - Epoch [79][800/2353] lr: 1.163e-02, eta: 10:36:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9838, loss_cls: 0.5910, loss: 0.5910 +2023-12-28 05:27:49,966 - pyskl - INFO - Epoch [79][900/2353] lr: 1.162e-02, eta: 10:36:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9819, loss_cls: 0.5437, loss: 0.5437 +2023-12-28 05:28:12,469 - pyskl - INFO - Epoch [79][1000/2353] lr: 1.160e-02, eta: 10:35:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9825, loss_cls: 0.4991, loss: 0.4991 +2023-12-28 05:28:34,927 - pyskl - INFO - Epoch [79][1100/2353] lr: 1.159e-02, eta: 10:35:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9831, loss_cls: 0.5208, loss: 0.5208 +2023-12-28 05:28:57,335 - pyskl - INFO - Epoch [79][1200/2353] lr: 1.158e-02, eta: 10:35:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8500, top5_acc: 0.9762, loss_cls: 0.6110, loss: 0.6110 +2023-12-28 05:29:19,702 - pyskl - INFO - Epoch [79][1300/2353] lr: 1.157e-02, eta: 10:34:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9825, loss_cls: 0.5513, loss: 0.5513 +2023-12-28 05:29:42,033 - pyskl - INFO - Epoch [79][1400/2353] lr: 1.156e-02, eta: 10:34:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.5574, loss: 0.5574 +2023-12-28 05:30:04,583 - pyskl - INFO - Epoch [79][1500/2353] lr: 1.155e-02, eta: 10:33:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9819, loss_cls: 0.5193, loss: 0.5193 +2023-12-28 05:30:27,047 - pyskl - INFO - Epoch [79][1600/2353] lr: 1.154e-02, eta: 10:33:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8419, top5_acc: 0.9775, loss_cls: 0.6079, loss: 0.6079 +2023-12-28 05:30:49,430 - pyskl - INFO - Epoch [79][1700/2353] lr: 1.153e-02, eta: 10:33:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.5288, loss: 0.5288 +2023-12-28 05:31:11,793 - pyskl - INFO - Epoch [79][1800/2353] lr: 1.152e-02, eta: 10:32:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9856, loss_cls: 0.4935, loss: 0.4935 +2023-12-28 05:31:34,111 - pyskl - INFO - Epoch [79][1900/2353] lr: 1.150e-02, eta: 10:32:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8356, top5_acc: 0.9756, loss_cls: 0.6361, loss: 0.6361 +2023-12-28 05:31:56,468 - pyskl - INFO - Epoch [79][2000/2353] lr: 1.149e-02, eta: 10:32:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9831, loss_cls: 0.5527, loss: 0.5527 +2023-12-28 05:32:18,820 - pyskl - INFO - Epoch [79][2100/2353] lr: 1.148e-02, eta: 10:31:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9831, loss_cls: 0.5457, loss: 0.5457 +2023-12-28 05:32:41,217 - pyskl - INFO - Epoch [79][2200/2353] lr: 1.147e-02, eta: 10:31:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8394, top5_acc: 0.9650, loss_cls: 0.6431, loss: 0.6431 +2023-12-28 05:33:03,645 - pyskl - INFO - Epoch [79][2300/2353] lr: 1.146e-02, eta: 10:30:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.5347, loss: 0.5347 +2023-12-28 05:33:15,947 - pyskl - INFO - Saving checkpoint at 79 epochs +2023-12-28 05:34:43,664 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:34:43,745 - pyskl - INFO - +top1_acc 0.8855 +top5_acc 0.9903 +2023-12-28 05:34:43,749 - pyskl - INFO - Epoch(val) [79][1184] top1_acc: 0.8855, top5_acc: 0.9903 +2023-12-28 05:35:23,568 - pyskl - INFO - Epoch [80][100/2353] lr: 1.144e-02, eta: 10:30:23, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.8556, top5_acc: 0.9769, loss_cls: 0.5626, loss: 0.5626 +2023-12-28 05:35:45,978 - pyskl - INFO - Epoch [80][200/2353] lr: 1.143e-02, eta: 10:30:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9800, loss_cls: 0.5225, loss: 0.5225 +2023-12-28 05:36:08,370 - pyskl - INFO - Epoch [80][300/2353] lr: 1.142e-02, eta: 10:29:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.4809, loss: 0.4809 +2023-12-28 05:36:30,787 - pyskl - INFO - Epoch [80][400/2353] lr: 1.141e-02, eta: 10:29:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.4894, loss: 0.4894 +2023-12-28 05:36:53,154 - pyskl - INFO - Epoch [80][500/2353] lr: 1.140e-02, eta: 10:28:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9794, loss_cls: 0.5294, loss: 0.5294 +2023-12-28 05:37:15,517 - pyskl - INFO - Epoch [80][600/2353] lr: 1.139e-02, eta: 10:28:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9800, loss_cls: 0.5621, loss: 0.5621 +2023-12-28 05:37:37,995 - pyskl - INFO - Epoch [80][700/2353] lr: 1.138e-02, eta: 10:28:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9806, loss_cls: 0.5267, loss: 0.5267 +2023-12-28 05:38:00,393 - pyskl - INFO - Epoch [80][800/2353] lr: 1.137e-02, eta: 10:27:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.5377, loss: 0.5377 +2023-12-28 05:38:22,775 - pyskl - INFO - Epoch [80][900/2353] lr: 1.135e-02, eta: 10:27:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9775, loss_cls: 0.5637, loss: 0.5637 +2023-12-28 05:38:45,142 - pyskl - INFO - Epoch [80][1000/2353] lr: 1.134e-02, eta: 10:26:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8494, top5_acc: 0.9800, loss_cls: 0.5890, loss: 0.5890 +2023-12-28 05:39:07,572 - pyskl - INFO - Epoch [80][1100/2353] lr: 1.133e-02, eta: 10:26:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9856, loss_cls: 0.5212, loss: 0.5212 +2023-12-28 05:39:30,087 - pyskl - INFO - Epoch [80][1200/2353] lr: 1.132e-02, eta: 10:26:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.5466, loss: 0.5466 +2023-12-28 05:39:52,546 - pyskl - INFO - Epoch [80][1300/2353] lr: 1.131e-02, eta: 10:25:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9831, loss_cls: 0.5360, loss: 0.5360 +2023-12-28 05:40:14,946 - pyskl - INFO - Epoch [80][1400/2353] lr: 1.130e-02, eta: 10:25:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8512, top5_acc: 0.9744, loss_cls: 0.6037, loss: 0.6037 +2023-12-28 05:40:37,387 - pyskl - INFO - Epoch [80][1500/2353] lr: 1.129e-02, eta: 10:25:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9800, loss_cls: 0.5627, loss: 0.5627 +2023-12-28 05:40:59,803 - pyskl - INFO - Epoch [80][1600/2353] lr: 1.128e-02, eta: 10:24:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9831, loss_cls: 0.5289, loss: 0.5289 +2023-12-28 05:41:22,263 - pyskl - INFO - Epoch [80][1700/2353] lr: 1.127e-02, eta: 10:24:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8400, top5_acc: 0.9781, loss_cls: 0.6142, loss: 0.6142 +2023-12-28 05:41:44,702 - pyskl - INFO - Epoch [80][1800/2353] lr: 1.125e-02, eta: 10:23:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9744, loss_cls: 0.5910, loss: 0.5910 +2023-12-28 05:42:07,090 - pyskl - INFO - Epoch [80][1900/2353] lr: 1.124e-02, eta: 10:23:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9750, loss_cls: 0.5545, loss: 0.5545 +2023-12-28 05:42:29,489 - pyskl - INFO - Epoch [80][2000/2353] lr: 1.123e-02, eta: 10:23:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9762, loss_cls: 0.5648, loss: 0.5648 +2023-12-28 05:42:51,894 - pyskl - INFO - Epoch [80][2100/2353] lr: 1.122e-02, eta: 10:22:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8656, top5_acc: 0.9856, loss_cls: 0.5250, loss: 0.5250 +2023-12-28 05:43:14,311 - pyskl - INFO - Epoch [80][2200/2353] lr: 1.121e-02, eta: 10:22:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8606, top5_acc: 0.9819, loss_cls: 0.5563, loss: 0.5563 +2023-12-28 05:43:36,699 - pyskl - INFO - Epoch [80][2300/2353] lr: 1.120e-02, eta: 10:22:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9738, loss_cls: 0.5889, loss: 0.5889 +2023-12-28 05:43:49,029 - pyskl - INFO - Saving checkpoint at 80 epochs +2023-12-28 05:45:17,116 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:45:17,195 - pyskl - INFO - +top1_acc 0.9067 +top5_acc 0.9916 +2023-12-28 05:45:17,199 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_70.pth was removed +2023-12-28 05:45:17,327 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_80.pth. +2023-12-28 05:45:17,327 - pyskl - INFO - Best top1_acc is 0.9067 at 80 epoch. +2023-12-28 05:45:17,332 - pyskl - INFO - Epoch(val) [80][1184] top1_acc: 0.9067, top5_acc: 0.9916 +2023-12-28 05:45:56,664 - pyskl - INFO - Epoch [81][100/2353] lr: 1.118e-02, eta: 10:21:30, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9856, loss_cls: 0.4643, loss: 0.4643 +2023-12-28 05:46:19,114 - pyskl - INFO - Epoch [81][200/2353] lr: 1.117e-02, eta: 10:21:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.4673, loss: 0.4673 +2023-12-28 05:46:41,656 - pyskl - INFO - Epoch [81][300/2353] lr: 1.116e-02, eta: 10:20:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9862, loss_cls: 0.5300, loss: 0.5300 +2023-12-28 05:47:04,187 - pyskl - INFO - Epoch [81][400/2353] lr: 1.115e-02, eta: 10:20:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8638, top5_acc: 0.9819, loss_cls: 0.5489, loss: 0.5489 +2023-12-28 05:47:26,851 - pyskl - INFO - Epoch [81][500/2353] lr: 1.114e-02, eta: 10:19:59, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9800, loss_cls: 0.5327, loss: 0.5327 +2023-12-28 05:47:49,392 - pyskl - INFO - Epoch [81][600/2353] lr: 1.113e-02, eta: 10:19:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9844, loss_cls: 0.5225, loss: 0.5225 +2023-12-28 05:48:11,926 - pyskl - INFO - Epoch [81][700/2353] lr: 1.112e-02, eta: 10:19:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9825, loss_cls: 0.5424, loss: 0.5424 +2023-12-28 05:48:34,438 - pyskl - INFO - Epoch [81][800/2353] lr: 1.111e-02, eta: 10:18:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9794, loss_cls: 0.4929, loss: 0.4929 +2023-12-28 05:48:56,963 - pyskl - INFO - Epoch [81][900/2353] lr: 1.109e-02, eta: 10:18:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.5015, loss: 0.5015 +2023-12-28 05:49:19,458 - pyskl - INFO - Epoch [81][1000/2353] lr: 1.108e-02, eta: 10:18:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8588, top5_acc: 0.9775, loss_cls: 0.5472, loss: 0.5472 +2023-12-28 05:49:41,944 - pyskl - INFO - Epoch [81][1100/2353] lr: 1.107e-02, eta: 10:17:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9794, loss_cls: 0.4942, loss: 0.4942 +2023-12-28 05:50:04,425 - pyskl - INFO - Epoch [81][1200/2353] lr: 1.106e-02, eta: 10:17:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9712, loss_cls: 0.5743, loss: 0.5743 +2023-12-28 05:50:26,794 - pyskl - INFO - Epoch [81][1300/2353] lr: 1.105e-02, eta: 10:16:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9788, loss_cls: 0.5297, loss: 0.5297 +2023-12-28 05:50:49,154 - pyskl - INFO - Epoch [81][1400/2353] lr: 1.104e-02, eta: 10:16:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9856, loss_cls: 0.5580, loss: 0.5580 +2023-12-28 05:51:11,524 - pyskl - INFO - Epoch [81][1500/2353] lr: 1.103e-02, eta: 10:16:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9750, loss_cls: 0.5934, loss: 0.5934 +2023-12-28 05:51:33,914 - pyskl - INFO - Epoch [81][1600/2353] lr: 1.102e-02, eta: 10:15:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.5666, loss: 0.5666 +2023-12-28 05:51:56,397 - pyskl - INFO - Epoch [81][1700/2353] lr: 1.101e-02, eta: 10:15:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8562, top5_acc: 0.9694, loss_cls: 0.6386, loss: 0.6386 +2023-12-28 05:52:18,850 - pyskl - INFO - Epoch [81][1800/2353] lr: 1.099e-02, eta: 10:15:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 0.5147, loss: 0.5147 +2023-12-28 05:52:41,305 - pyskl - INFO - Epoch [81][1900/2353] lr: 1.098e-02, eta: 10:14:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9844, loss_cls: 0.5663, loss: 0.5663 +2023-12-28 05:53:03,861 - pyskl - INFO - Epoch [81][2000/2353] lr: 1.097e-02, eta: 10:14:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9794, loss_cls: 0.5119, loss: 0.5119 +2023-12-28 05:53:26,320 - pyskl - INFO - Epoch [81][2100/2353] lr: 1.096e-02, eta: 10:13:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8413, top5_acc: 0.9725, loss_cls: 0.6114, loss: 0.6114 +2023-12-28 05:53:48,723 - pyskl - INFO - Epoch [81][2200/2353] lr: 1.095e-02, eta: 10:13:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9806, loss_cls: 0.5467, loss: 0.5467 +2023-12-28 05:54:11,182 - pyskl - INFO - Epoch [81][2300/2353] lr: 1.094e-02, eta: 10:13:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9838, loss_cls: 0.5087, loss: 0.5087 +2023-12-28 05:54:23,439 - pyskl - INFO - Saving checkpoint at 81 epochs +2023-12-28 05:55:51,088 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 05:55:51,169 - pyskl - INFO - +top1_acc 0.9003 +top5_acc 0.9911 +2023-12-28 05:55:51,174 - pyskl - INFO - Epoch(val) [81][1184] top1_acc: 0.9003, top5_acc: 0.9911 +2023-12-28 05:56:30,967 - pyskl - INFO - Epoch [82][100/2353] lr: 1.092e-02, eta: 10:12:38, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9781, loss_cls: 0.5033, loss: 0.5033 +2023-12-28 05:56:53,412 - pyskl - INFO - Epoch [82][200/2353] lr: 1.091e-02, eta: 10:12:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9819, loss_cls: 0.5504, loss: 0.5504 +2023-12-28 05:57:15,845 - pyskl - INFO - Epoch [82][300/2353] lr: 1.090e-02, eta: 10:11:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9819, loss_cls: 0.4942, loss: 0.4942 +2023-12-28 05:57:38,277 - pyskl - INFO - Epoch [82][400/2353] lr: 1.089e-02, eta: 10:11:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9831, loss_cls: 0.4979, loss: 0.4979 +2023-12-28 05:58:00,699 - pyskl - INFO - Epoch [82][500/2353] lr: 1.088e-02, eta: 10:11:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9844, loss_cls: 0.5509, loss: 0.5509 +2023-12-28 05:58:23,140 - pyskl - INFO - Epoch [82][600/2353] lr: 1.087e-02, eta: 10:10:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9825, loss_cls: 0.4811, loss: 0.4811 +2023-12-28 05:58:45,506 - pyskl - INFO - Epoch [82][700/2353] lr: 1.086e-02, eta: 10:10:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.5363, loss: 0.5363 +2023-12-28 05:59:07,895 - pyskl - INFO - Epoch [82][800/2353] lr: 1.085e-02, eta: 10:09:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9788, loss_cls: 0.5112, loss: 0.5112 +2023-12-28 05:59:30,409 - pyskl - INFO - Epoch [82][900/2353] lr: 1.083e-02, eta: 10:09:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8550, top5_acc: 0.9744, loss_cls: 0.5651, loss: 0.5651 +2023-12-28 05:59:52,894 - pyskl - INFO - Epoch [82][1000/2353] lr: 1.082e-02, eta: 10:09:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9812, loss_cls: 0.5451, loss: 0.5451 +2023-12-28 06:00:15,377 - pyskl - INFO - Epoch [82][1100/2353] lr: 1.081e-02, eta: 10:08:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9862, loss_cls: 0.4788, loss: 0.4788 +2023-12-28 06:00:37,939 - pyskl - INFO - Epoch [82][1200/2353] lr: 1.080e-02, eta: 10:08:27, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9819, loss_cls: 0.5053, loss: 0.5053 +2023-12-28 06:01:00,465 - pyskl - INFO - Epoch [82][1300/2353] lr: 1.079e-02, eta: 10:08:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9812, loss_cls: 0.5195, loss: 0.5195 +2023-12-28 06:01:22,981 - pyskl - INFO - Epoch [82][1400/2353] lr: 1.078e-02, eta: 10:07:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9700, loss_cls: 0.5999, loss: 0.5999 +2023-12-28 06:01:45,435 - pyskl - INFO - Epoch [82][1500/2353] lr: 1.077e-02, eta: 10:07:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9800, loss_cls: 0.5288, loss: 0.5288 +2023-12-28 06:02:07,865 - pyskl - INFO - Epoch [82][1600/2353] lr: 1.076e-02, eta: 10:06:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9844, loss_cls: 0.5303, loss: 0.5303 +2023-12-28 06:02:30,297 - pyskl - INFO - Epoch [82][1700/2353] lr: 1.075e-02, eta: 10:06:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9806, loss_cls: 0.4995, loss: 0.4995 +2023-12-28 06:02:52,745 - pyskl - INFO - Epoch [82][1800/2353] lr: 1.073e-02, eta: 10:06:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9825, loss_cls: 0.5300, loss: 0.5300 +2023-12-28 06:03:15,141 - pyskl - INFO - Epoch [82][1900/2353] lr: 1.072e-02, eta: 10:05:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8469, top5_acc: 0.9731, loss_cls: 0.5980, loss: 0.5980 +2023-12-28 06:03:37,478 - pyskl - INFO - Epoch [82][2000/2353] lr: 1.071e-02, eta: 10:05:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9844, loss_cls: 0.4727, loss: 0.4727 +2023-12-28 06:03:59,844 - pyskl - INFO - Epoch [82][2100/2353] lr: 1.070e-02, eta: 10:05:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.5470, loss: 0.5470 +2023-12-28 06:04:22,240 - pyskl - INFO - Epoch [82][2200/2353] lr: 1.069e-02, eta: 10:04:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9812, loss_cls: 0.5498, loss: 0.5498 +2023-12-28 06:04:44,594 - pyskl - INFO - Epoch [82][2300/2353] lr: 1.068e-02, eta: 10:04:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9825, loss_cls: 0.5140, loss: 0.5140 +2023-12-28 06:04:56,933 - pyskl - INFO - Saving checkpoint at 82 epochs +2023-12-28 06:06:25,255 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:06:25,334 - pyskl - INFO - +top1_acc 0.8960 +top5_acc 0.9899 +2023-12-28 06:06:25,338 - pyskl - INFO - Epoch(val) [82][1184] top1_acc: 0.8960, top5_acc: 0.9899 +2023-12-28 06:07:04,965 - pyskl - INFO - Epoch [83][100/2353] lr: 1.066e-02, eta: 10:03:45, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9838, loss_cls: 0.4827, loss: 0.4827 +2023-12-28 06:07:27,328 - pyskl - INFO - Epoch [83][200/2353] lr: 1.065e-02, eta: 10:03:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9750, loss_cls: 0.5254, loss: 0.5254 +2023-12-28 06:07:49,772 - pyskl - INFO - Epoch [83][300/2353] lr: 1.064e-02, eta: 10:02:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.4873, loss: 0.4873 +2023-12-28 06:08:12,184 - pyskl - INFO - Epoch [83][400/2353] lr: 1.063e-02, eta: 10:02:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.4444, loss: 0.4444 +2023-12-28 06:08:34,601 - pyskl - INFO - Epoch [83][500/2353] lr: 1.062e-02, eta: 10:02:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9819, loss_cls: 0.5072, loss: 0.5072 +2023-12-28 06:08:57,050 - pyskl - INFO - Epoch [83][600/2353] lr: 1.061e-02, eta: 10:01:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9869, loss_cls: 0.5070, loss: 0.5070 +2023-12-28 06:09:19,500 - pyskl - INFO - Epoch [83][700/2353] lr: 1.060e-02, eta: 10:01:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9856, loss_cls: 0.5040, loss: 0.5040 +2023-12-28 06:09:41,934 - pyskl - INFO - Epoch [83][800/2353] lr: 1.059e-02, eta: 10:01:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9794, loss_cls: 0.5324, loss: 0.5324 +2023-12-28 06:10:04,348 - pyskl - INFO - Epoch [83][900/2353] lr: 1.058e-02, eta: 10:00:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.4960, loss: 0.4960 +2023-12-28 06:10:26,791 - pyskl - INFO - Epoch [83][1000/2353] lr: 1.056e-02, eta: 10:00:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.5357, loss: 0.5357 +2023-12-28 06:10:49,170 - pyskl - INFO - Epoch [83][1100/2353] lr: 1.055e-02, eta: 9:59:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9825, loss_cls: 0.4879, loss: 0.4879 +2023-12-28 06:11:11,609 - pyskl - INFO - Epoch [83][1200/2353] lr: 1.054e-02, eta: 9:59:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9762, loss_cls: 0.5391, loss: 0.5391 +2023-12-28 06:11:34,030 - pyskl - INFO - Epoch [83][1300/2353] lr: 1.053e-02, eta: 9:59:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8662, top5_acc: 0.9850, loss_cls: 0.5332, loss: 0.5332 +2023-12-28 06:11:56,464 - pyskl - INFO - Epoch [83][1400/2353] lr: 1.052e-02, eta: 9:58:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9862, loss_cls: 0.5316, loss: 0.5316 +2023-12-28 06:12:18,989 - pyskl - INFO - Epoch [83][1500/2353] lr: 1.051e-02, eta: 9:58:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9756, loss_cls: 0.5338, loss: 0.5338 +2023-12-28 06:12:41,539 - pyskl - INFO - Epoch [83][1600/2353] lr: 1.050e-02, eta: 9:58:02, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9794, loss_cls: 0.5955, loss: 0.5955 +2023-12-28 06:13:04,080 - pyskl - INFO - Epoch [83][1700/2353] lr: 1.049e-02, eta: 9:57:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9812, loss_cls: 0.5438, loss: 0.5438 +2023-12-28 06:13:26,566 - pyskl - INFO - Epoch [83][1800/2353] lr: 1.048e-02, eta: 9:57:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.5523, loss: 0.5523 +2023-12-28 06:13:49,039 - pyskl - INFO - Epoch [83][1900/2353] lr: 1.047e-02, eta: 9:56:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9869, loss_cls: 0.4831, loss: 0.4831 +2023-12-28 06:14:11,432 - pyskl - INFO - Epoch [83][2000/2353] lr: 1.045e-02, eta: 9:56:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.4940, loss: 0.4940 +2023-12-28 06:14:33,826 - pyskl - INFO - Epoch [83][2100/2353] lr: 1.044e-02, eta: 9:56:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9844, loss_cls: 0.4969, loss: 0.4969 +2023-12-28 06:14:56,232 - pyskl - INFO - Epoch [83][2200/2353] lr: 1.043e-02, eta: 9:55:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8531, top5_acc: 0.9744, loss_cls: 0.5903, loss: 0.5903 +2023-12-28 06:15:18,651 - pyskl - INFO - Epoch [83][2300/2353] lr: 1.042e-02, eta: 9:55:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9794, loss_cls: 0.4884, loss: 0.4884 +2023-12-28 06:15:30,981 - pyskl - INFO - Saving checkpoint at 83 epochs +2023-12-28 06:16:58,370 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:16:58,449 - pyskl - INFO - +top1_acc 0.9178 +top5_acc 0.9923 +2023-12-28 06:16:58,453 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_80.pth was removed +2023-12-28 06:16:58,574 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_83.pth. +2023-12-28 06:16:58,574 - pyskl - INFO - Best top1_acc is 0.9178 at 83 epoch. +2023-12-28 06:16:58,578 - pyskl - INFO - Epoch(val) [83][1184] top1_acc: 0.9178, top5_acc: 0.9923 +2023-12-28 06:17:38,000 - pyskl - INFO - Epoch [84][100/2353] lr: 1.040e-02, eta: 9:54:52, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9850, loss_cls: 0.4570, loss: 0.4570 +2023-12-28 06:18:00,393 - pyskl - INFO - Epoch [84][200/2353] lr: 1.039e-02, eta: 9:54:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9788, loss_cls: 0.5108, loss: 0.5108 +2023-12-28 06:18:22,746 - pyskl - INFO - Epoch [84][300/2353] lr: 1.038e-02, eta: 9:54:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.5340, loss: 0.5340 +2023-12-28 06:18:45,119 - pyskl - INFO - Epoch [84][400/2353] lr: 1.037e-02, eta: 9:53:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.4770, loss: 0.4770 +2023-12-28 06:19:07,562 - pyskl - INFO - Epoch [84][500/2353] lr: 1.036e-02, eta: 9:53:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9794, loss_cls: 0.5400, loss: 0.5400 +2023-12-28 06:19:29,969 - pyskl - INFO - Epoch [84][600/2353] lr: 1.035e-02, eta: 9:52:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9856, loss_cls: 0.5212, loss: 0.5212 +2023-12-28 06:19:52,383 - pyskl - INFO - Epoch [84][700/2353] lr: 1.034e-02, eta: 9:52:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9862, loss_cls: 0.4581, loss: 0.4581 +2023-12-28 06:20:14,787 - pyskl - INFO - Epoch [84][800/2353] lr: 1.033e-02, eta: 9:52:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9800, loss_cls: 0.5291, loss: 0.5291 +2023-12-28 06:20:37,201 - pyskl - INFO - Epoch [84][900/2353] lr: 1.032e-02, eta: 9:51:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9850, loss_cls: 0.4945, loss: 0.4945 +2023-12-28 06:20:59,614 - pyskl - INFO - Epoch [84][1000/2353] lr: 1.031e-02, eta: 9:51:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9875, loss_cls: 0.5159, loss: 0.5159 +2023-12-28 06:21:22,084 - pyskl - INFO - Epoch [84][1100/2353] lr: 1.029e-02, eta: 9:51:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9819, loss_cls: 0.5384, loss: 0.5384 +2023-12-28 06:21:44,613 - pyskl - INFO - Epoch [84][1200/2353] lr: 1.028e-02, eta: 9:50:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9812, loss_cls: 0.5490, loss: 0.5490 +2023-12-28 06:22:07,188 - pyskl - INFO - Epoch [84][1300/2353] lr: 1.027e-02, eta: 9:50:18, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9844, loss_cls: 0.5281, loss: 0.5281 +2023-12-28 06:22:29,667 - pyskl - INFO - Epoch [84][1400/2353] lr: 1.026e-02, eta: 9:49:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9781, loss_cls: 0.5524, loss: 0.5524 +2023-12-28 06:22:52,100 - pyskl - INFO - Epoch [84][1500/2353] lr: 1.025e-02, eta: 9:49:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9856, loss_cls: 0.4771, loss: 0.4771 +2023-12-28 06:23:14,609 - pyskl - INFO - Epoch [84][1600/2353] lr: 1.024e-02, eta: 9:49:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8712, top5_acc: 0.9862, loss_cls: 0.4968, loss: 0.4968 +2023-12-28 06:23:36,941 - pyskl - INFO - Epoch [84][1700/2353] lr: 1.023e-02, eta: 9:48:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9812, loss_cls: 0.5413, loss: 0.5413 +2023-12-28 06:23:59,301 - pyskl - INFO - Epoch [84][1800/2353] lr: 1.022e-02, eta: 9:48:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9775, loss_cls: 0.5434, loss: 0.5434 +2023-12-28 06:24:21,674 - pyskl - INFO - Epoch [84][1900/2353] lr: 1.021e-02, eta: 9:48:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9844, loss_cls: 0.5017, loss: 0.5017 +2023-12-28 06:24:44,117 - pyskl - INFO - Epoch [84][2000/2353] lr: 1.020e-02, eta: 9:47:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9862, loss_cls: 0.5212, loss: 0.5212 +2023-12-28 06:25:06,548 - pyskl - INFO - Epoch [84][2100/2353] lr: 1.019e-02, eta: 9:47:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.5352, loss: 0.5352 +2023-12-28 06:25:29,035 - pyskl - INFO - Epoch [84][2200/2353] lr: 1.017e-02, eta: 9:46:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8569, top5_acc: 0.9775, loss_cls: 0.5599, loss: 0.5599 +2023-12-28 06:25:51,564 - pyskl - INFO - Epoch [84][2300/2353] lr: 1.016e-02, eta: 9:46:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9800, loss_cls: 0.5264, loss: 0.5264 +2023-12-28 06:26:03,897 - pyskl - INFO - Saving checkpoint at 84 epochs +2023-12-28 06:27:31,446 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:27:31,527 - pyskl - INFO - +top1_acc 0.9061 +top5_acc 0.9922 +2023-12-28 06:27:31,531 - pyskl - INFO - Epoch(val) [84][1184] top1_acc: 0.9061, top5_acc: 0.9922 +2023-12-28 06:28:11,400 - pyskl - INFO - Epoch [85][100/2353] lr: 1.015e-02, eta: 9:45:59, time: 0.399, data_time: 0.172, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.4498, loss: 0.4498 +2023-12-28 06:28:33,864 - pyskl - INFO - Epoch [85][200/2353] lr: 1.014e-02, eta: 9:45:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.4592, loss: 0.4592 +2023-12-28 06:28:56,255 - pyskl - INFO - Epoch [85][300/2353] lr: 1.013e-02, eta: 9:45:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9875, loss_cls: 0.4345, loss: 0.4345 +2023-12-28 06:29:18,627 - pyskl - INFO - Epoch [85][400/2353] lr: 1.011e-02, eta: 9:44:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.4967, loss: 0.4967 +2023-12-28 06:29:40,926 - pyskl - INFO - Epoch [85][500/2353] lr: 1.010e-02, eta: 9:44:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9812, loss_cls: 0.5153, loss: 0.5153 +2023-12-28 06:30:03,225 - pyskl - INFO - Epoch [85][600/2353] lr: 1.009e-02, eta: 9:44:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.4738, loss: 0.4738 +2023-12-28 06:30:25,542 - pyskl - INFO - Epoch [85][700/2353] lr: 1.008e-02, eta: 9:43:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9838, loss_cls: 0.5672, loss: 0.5672 +2023-12-28 06:30:47,861 - pyskl - INFO - Epoch [85][800/2353] lr: 1.007e-02, eta: 9:43:19, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9812, loss_cls: 0.5307, loss: 0.5307 +2023-12-28 06:31:10,161 - pyskl - INFO - Epoch [85][900/2353] lr: 1.006e-02, eta: 9:42:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.5006, loss: 0.5006 +2023-12-28 06:31:32,496 - pyskl - INFO - Epoch [85][1000/2353] lr: 1.005e-02, eta: 9:42:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9819, loss_cls: 0.5020, loss: 0.5020 +2023-12-28 06:31:54,869 - pyskl - INFO - Epoch [85][1100/2353] lr: 1.004e-02, eta: 9:42:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.4681, loss: 0.4681 +2023-12-28 06:32:17,306 - pyskl - INFO - Epoch [85][1200/2353] lr: 1.003e-02, eta: 9:41:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.5019, loss: 0.5019 +2023-12-28 06:32:39,721 - pyskl - INFO - Epoch [85][1300/2353] lr: 1.002e-02, eta: 9:41:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9812, loss_cls: 0.5398, loss: 0.5398 +2023-12-28 06:33:02,044 - pyskl - INFO - Epoch [85][1400/2353] lr: 1.001e-02, eta: 9:41:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.4992, loss: 0.4992 +2023-12-28 06:33:24,384 - pyskl - INFO - Epoch [85][1500/2353] lr: 9.994e-03, eta: 9:40:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9819, loss_cls: 0.5162, loss: 0.5162 +2023-12-28 06:33:46,737 - pyskl - INFO - Epoch [85][1600/2353] lr: 9.983e-03, eta: 9:40:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9794, loss_cls: 0.5272, loss: 0.5272 +2023-12-28 06:34:09,215 - pyskl - INFO - Epoch [85][1700/2353] lr: 9.972e-03, eta: 9:39:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9838, loss_cls: 0.4753, loss: 0.4753 +2023-12-28 06:34:31,685 - pyskl - INFO - Epoch [85][1800/2353] lr: 9.961e-03, eta: 9:39:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9800, loss_cls: 0.5199, loss: 0.5199 +2023-12-28 06:34:54,163 - pyskl - INFO - Epoch [85][1900/2353] lr: 9.951e-03, eta: 9:39:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9844, loss_cls: 0.5116, loss: 0.5116 +2023-12-28 06:35:16,711 - pyskl - INFO - Epoch [85][2000/2353] lr: 9.940e-03, eta: 9:38:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9800, loss_cls: 0.5114, loss: 0.5114 +2023-12-28 06:35:39,145 - pyskl - INFO - Epoch [85][2100/2353] lr: 9.929e-03, eta: 9:38:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9869, loss_cls: 0.4602, loss: 0.4602 +2023-12-28 06:36:01,509 - pyskl - INFO - Epoch [85][2200/2353] lr: 9.918e-03, eta: 9:37:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9831, loss_cls: 0.5067, loss: 0.5067 +2023-12-28 06:36:23,838 - pyskl - INFO - Epoch [85][2300/2353] lr: 9.907e-03, eta: 9:37:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.4626, loss: 0.4626 +2023-12-28 06:36:36,086 - pyskl - INFO - Saving checkpoint at 85 epochs +2023-12-28 06:38:04,122 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:38:04,200 - pyskl - INFO - +top1_acc 0.9113 +top5_acc 0.9926 +2023-12-28 06:38:04,205 - pyskl - INFO - Epoch(val) [85][1184] top1_acc: 0.9113, top5_acc: 0.9926 +2023-12-28 06:38:43,913 - pyskl - INFO - Epoch [86][100/2353] lr: 9.890e-03, eta: 9:37:05, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.4376, loss: 0.4376 +2023-12-28 06:39:06,283 - pyskl - INFO - Epoch [86][200/2353] lr: 9.879e-03, eta: 9:36:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.4034, loss: 0.4034 +2023-12-28 06:39:28,654 - pyskl - INFO - Epoch [86][300/2353] lr: 9.869e-03, eta: 9:36:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9888, loss_cls: 0.4457, loss: 0.4457 +2023-12-28 06:39:51,094 - pyskl - INFO - Epoch [86][400/2353] lr: 9.858e-03, eta: 9:35:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9844, loss_cls: 0.4958, loss: 0.4958 +2023-12-28 06:40:13,528 - pyskl - INFO - Epoch [86][500/2353] lr: 9.847e-03, eta: 9:35:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9825, loss_cls: 0.4712, loss: 0.4712 +2023-12-28 06:40:36,008 - pyskl - INFO - Epoch [86][600/2353] lr: 9.836e-03, eta: 9:35:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9844, loss_cls: 0.5043, loss: 0.5043 +2023-12-28 06:40:58,444 - pyskl - INFO - Epoch [86][700/2353] lr: 9.825e-03, eta: 9:34:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8625, top5_acc: 0.9806, loss_cls: 0.5378, loss: 0.5378 +2023-12-28 06:41:20,969 - pyskl - INFO - Epoch [86][800/2353] lr: 9.814e-03, eta: 9:34:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9838, loss_cls: 0.5060, loss: 0.5060 +2023-12-28 06:41:43,476 - pyskl - INFO - Epoch [86][900/2353] lr: 9.803e-03, eta: 9:34:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9800, loss_cls: 0.4828, loss: 0.4828 +2023-12-28 06:42:05,985 - pyskl - INFO - Epoch [86][1000/2353] lr: 9.792e-03, eta: 9:33:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8700, top5_acc: 0.9800, loss_cls: 0.5303, loss: 0.5303 +2023-12-28 06:42:28,424 - pyskl - INFO - Epoch [86][1100/2353] lr: 9.782e-03, eta: 9:33:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8594, top5_acc: 0.9788, loss_cls: 0.5547, loss: 0.5547 +2023-12-28 06:42:50,823 - pyskl - INFO - Epoch [86][1200/2353] lr: 9.771e-03, eta: 9:32:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8575, top5_acc: 0.9781, loss_cls: 0.5525, loss: 0.5525 +2023-12-28 06:43:13,220 - pyskl - INFO - Epoch [86][1300/2353] lr: 9.760e-03, eta: 9:32:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8600, top5_acc: 0.9850, loss_cls: 0.5461, loss: 0.5461 +2023-12-28 06:43:35,578 - pyskl - INFO - Epoch [86][1400/2353] lr: 9.749e-03, eta: 9:32:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9812, loss_cls: 0.4909, loss: 0.4909 +2023-12-28 06:43:58,089 - pyskl - INFO - Epoch [86][1500/2353] lr: 9.738e-03, eta: 9:31:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9894, loss_cls: 0.4724, loss: 0.4724 +2023-12-28 06:44:20,541 - pyskl - INFO - Epoch [86][1600/2353] lr: 9.727e-03, eta: 9:31:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9788, loss_cls: 0.5234, loss: 0.5234 +2023-12-28 06:44:43,017 - pyskl - INFO - Epoch [86][1700/2353] lr: 9.717e-03, eta: 9:31:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.4562, loss: 0.4562 +2023-12-28 06:45:05,547 - pyskl - INFO - Epoch [86][1800/2353] lr: 9.706e-03, eta: 9:30:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.4784, loss: 0.4784 +2023-12-28 06:45:27,989 - pyskl - INFO - Epoch [86][1900/2353] lr: 9.695e-03, eta: 9:30:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.5189, loss: 0.5189 +2023-12-28 06:45:50,525 - pyskl - INFO - Epoch [86][2000/2353] lr: 9.684e-03, eta: 9:29:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8650, top5_acc: 0.9875, loss_cls: 0.5046, loss: 0.5046 +2023-12-28 06:46:13,053 - pyskl - INFO - Epoch [86][2100/2353] lr: 9.673e-03, eta: 9:29:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8644, top5_acc: 0.9794, loss_cls: 0.5663, loss: 0.5663 +2023-12-28 06:46:35,443 - pyskl - INFO - Epoch [86][2200/2353] lr: 9.662e-03, eta: 9:29:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9819, loss_cls: 0.5438, loss: 0.5438 +2023-12-28 06:46:57,782 - pyskl - INFO - Epoch [86][2300/2353] lr: 9.651e-03, eta: 9:28:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8631, top5_acc: 0.9725, loss_cls: 0.5373, loss: 0.5373 +2023-12-28 06:47:10,163 - pyskl - INFO - Saving checkpoint at 86 epochs +2023-12-28 06:48:37,951 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:48:38,030 - pyskl - INFO - +top1_acc 0.9172 +top5_acc 0.9924 +2023-12-28 06:48:38,034 - pyskl - INFO - Epoch(val) [86][1184] top1_acc: 0.9172, top5_acc: 0.9924 +2023-12-28 06:49:17,603 - pyskl - INFO - Epoch [87][100/2353] lr: 9.635e-03, eta: 9:28:12, time: 0.396, data_time: 0.172, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9800, loss_cls: 0.4412, loss: 0.4412 +2023-12-28 06:49:40,043 - pyskl - INFO - Epoch [87][200/2353] lr: 9.624e-03, eta: 9:27:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9831, loss_cls: 0.4850, loss: 0.4850 +2023-12-28 06:50:02,526 - pyskl - INFO - Epoch [87][300/2353] lr: 9.613e-03, eta: 9:27:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9819, loss_cls: 0.4495, loss: 0.4495 +2023-12-28 06:50:24,866 - pyskl - INFO - Epoch [87][400/2353] lr: 9.602e-03, eta: 9:27:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9856, loss_cls: 0.4274, loss: 0.4274 +2023-12-28 06:50:47,212 - pyskl - INFO - Epoch [87][500/2353] lr: 9.592e-03, eta: 9:26:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9831, loss_cls: 0.4992, loss: 0.4992 +2023-12-28 06:51:09,542 - pyskl - INFO - Epoch [87][600/2353] lr: 9.581e-03, eta: 9:26:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.4583, loss: 0.4583 +2023-12-28 06:51:31,940 - pyskl - INFO - Epoch [87][700/2353] lr: 9.570e-03, eta: 9:25:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8669, top5_acc: 0.9788, loss_cls: 0.5419, loss: 0.5419 +2023-12-28 06:51:54,345 - pyskl - INFO - Epoch [87][800/2353] lr: 9.559e-03, eta: 9:25:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9888, loss_cls: 0.4506, loss: 0.4506 +2023-12-28 06:52:16,753 - pyskl - INFO - Epoch [87][900/2353] lr: 9.548e-03, eta: 9:25:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.5044, loss: 0.5044 +2023-12-28 06:52:39,172 - pyskl - INFO - Epoch [87][1000/2353] lr: 9.538e-03, eta: 9:24:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9831, loss_cls: 0.4940, loss: 0.4940 +2023-12-28 06:53:01,601 - pyskl - INFO - Epoch [87][1100/2353] lr: 9.527e-03, eta: 9:24:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8694, top5_acc: 0.9812, loss_cls: 0.5013, loss: 0.5013 +2023-12-28 06:53:24,043 - pyskl - INFO - Epoch [87][1200/2353] lr: 9.516e-03, eta: 9:24:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.5244, loss: 0.5244 +2023-12-28 06:53:46,498 - pyskl - INFO - Epoch [87][1300/2353] lr: 9.505e-03, eta: 9:23:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.4958, loss: 0.4958 +2023-12-28 06:54:08,920 - pyskl - INFO - Epoch [87][1400/2353] lr: 9.494e-03, eta: 9:23:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9788, loss_cls: 0.4739, loss: 0.4739 +2023-12-28 06:54:31,361 - pyskl - INFO - Epoch [87][1500/2353] lr: 9.483e-03, eta: 9:22:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.4664, loss: 0.4664 +2023-12-28 06:54:53,791 - pyskl - INFO - Epoch [87][1600/2353] lr: 9.473e-03, eta: 9:22:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9788, loss_cls: 0.5016, loss: 0.5016 +2023-12-28 06:55:16,252 - pyskl - INFO - Epoch [87][1700/2353] lr: 9.462e-03, eta: 9:22:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9869, loss_cls: 0.5017, loss: 0.5017 +2023-12-28 06:55:38,631 - pyskl - INFO - Epoch [87][1800/2353] lr: 9.451e-03, eta: 9:21:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.4820, loss: 0.4820 +2023-12-28 06:56:00,939 - pyskl - INFO - Epoch [87][1900/2353] lr: 9.440e-03, eta: 9:21:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9788, loss_cls: 0.5448, loss: 0.5448 +2023-12-28 06:56:23,248 - pyskl - INFO - Epoch [87][2000/2353] lr: 9.430e-03, eta: 9:20:59, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9825, loss_cls: 0.4832, loss: 0.4832 +2023-12-28 06:56:45,565 - pyskl - INFO - Epoch [87][2100/2353] lr: 9.419e-03, eta: 9:20:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9769, loss_cls: 0.5899, loss: 0.5899 +2023-12-28 06:57:07,876 - pyskl - INFO - Epoch [87][2200/2353] lr: 9.408e-03, eta: 9:20:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9844, loss_cls: 0.5085, loss: 0.5085 +2023-12-28 06:57:30,223 - pyskl - INFO - Epoch [87][2300/2353] lr: 9.397e-03, eta: 9:19:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9831, loss_cls: 0.5269, loss: 0.5269 +2023-12-28 06:57:42,455 - pyskl - INFO - Saving checkpoint at 87 epochs +2023-12-28 06:59:10,485 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 06:59:10,564 - pyskl - INFO - +top1_acc 0.9079 +top5_acc 0.9913 +2023-12-28 06:59:10,568 - pyskl - INFO - Epoch(val) [87][1184] top1_acc: 0.9079, top5_acc: 0.9913 +2023-12-28 06:59:50,121 - pyskl - INFO - Epoch [88][100/2353] lr: 9.381e-03, eta: 9:19:19, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9888, loss_cls: 0.4198, loss: 0.4198 +2023-12-28 07:00:12,513 - pyskl - INFO - Epoch [88][200/2353] lr: 9.370e-03, eta: 9:18:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9900, loss_cls: 0.4390, loss: 0.4390 +2023-12-28 07:00:35,057 - pyskl - INFO - Epoch [88][300/2353] lr: 9.359e-03, eta: 9:18:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.4705, loss: 0.4705 +2023-12-28 07:00:57,570 - pyskl - INFO - Epoch [88][400/2353] lr: 9.348e-03, eta: 9:18:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9844, loss_cls: 0.4909, loss: 0.4909 +2023-12-28 07:01:19,982 - pyskl - INFO - Epoch [88][500/2353] lr: 9.338e-03, eta: 9:17:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9831, loss_cls: 0.4628, loss: 0.4628 +2023-12-28 07:01:42,377 - pyskl - INFO - Epoch [88][600/2353] lr: 9.327e-03, eta: 9:17:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9881, loss_cls: 0.4172, loss: 0.4172 +2023-12-28 07:02:04,912 - pyskl - INFO - Epoch [88][700/2353] lr: 9.316e-03, eta: 9:17:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9856, loss_cls: 0.4723, loss: 0.4723 +2023-12-28 07:02:27,418 - pyskl - INFO - Epoch [88][800/2353] lr: 9.305e-03, eta: 9:16:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9875, loss_cls: 0.5016, loss: 0.5016 +2023-12-28 07:02:49,875 - pyskl - INFO - Epoch [88][900/2353] lr: 9.295e-03, eta: 9:16:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.4356, loss: 0.4356 +2023-12-28 07:03:12,337 - pyskl - INFO - Epoch [88][1000/2353] lr: 9.284e-03, eta: 9:15:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9831, loss_cls: 0.4785, loss: 0.4785 +2023-12-28 07:03:34,740 - pyskl - INFO - Epoch [88][1100/2353] lr: 9.273e-03, eta: 9:15:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.4694, loss: 0.4694 +2023-12-28 07:03:57,098 - pyskl - INFO - Epoch [88][1200/2353] lr: 9.262e-03, eta: 9:15:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.5020, loss: 0.5020 +2023-12-28 07:04:19,638 - pyskl - INFO - Epoch [88][1300/2353] lr: 9.252e-03, eta: 9:14:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9806, loss_cls: 0.4827, loss: 0.4827 +2023-12-28 07:04:42,101 - pyskl - INFO - Epoch [88][1400/2353] lr: 9.241e-03, eta: 9:14:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8612, top5_acc: 0.9800, loss_cls: 0.5608, loss: 0.5608 +2023-12-28 07:05:04,524 - pyskl - INFO - Epoch [88][1500/2353] lr: 9.230e-03, eta: 9:14:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8681, top5_acc: 0.9838, loss_cls: 0.5198, loss: 0.5198 +2023-12-28 07:05:26,997 - pyskl - INFO - Epoch [88][1600/2353] lr: 9.219e-03, eta: 9:13:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9881, loss_cls: 0.4895, loss: 0.4895 +2023-12-28 07:05:49,415 - pyskl - INFO - Epoch [88][1700/2353] lr: 9.209e-03, eta: 9:13:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9844, loss_cls: 0.4922, loss: 0.4922 +2023-12-28 07:06:11,821 - pyskl - INFO - Epoch [88][1800/2353] lr: 9.198e-03, eta: 9:12:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9888, loss_cls: 0.4358, loss: 0.4358 +2023-12-28 07:06:34,158 - pyskl - INFO - Epoch [88][1900/2353] lr: 9.187e-03, eta: 9:12:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9800, loss_cls: 0.4770, loss: 0.4770 +2023-12-28 07:06:56,482 - pyskl - INFO - Epoch [88][2000/2353] lr: 9.176e-03, eta: 9:12:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8675, top5_acc: 0.9875, loss_cls: 0.5126, loss: 0.5126 +2023-12-28 07:07:18,828 - pyskl - INFO - Epoch [88][2100/2353] lr: 9.166e-03, eta: 9:11:43, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9825, loss_cls: 0.4917, loss: 0.4917 +2023-12-28 07:07:41,193 - pyskl - INFO - Epoch [88][2200/2353] lr: 9.155e-03, eta: 9:11:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8688, top5_acc: 0.9831, loss_cls: 0.5283, loss: 0.5283 +2023-12-28 07:08:03,487 - pyskl - INFO - Epoch [88][2300/2353] lr: 9.144e-03, eta: 9:10:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9881, loss_cls: 0.4900, loss: 0.4900 +2023-12-28 07:08:15,732 - pyskl - INFO - Saving checkpoint at 88 epochs +2023-12-28 07:09:43,263 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:09:43,341 - pyskl - INFO - +top1_acc 0.9055 +top5_acc 0.9920 +2023-12-28 07:09:43,345 - pyskl - INFO - Epoch(val) [88][1184] top1_acc: 0.9055, top5_acc: 0.9920 +2023-12-28 07:10:23,011 - pyskl - INFO - Epoch [89][100/2353] lr: 9.128e-03, eta: 9:10:26, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9825, loss_cls: 0.4834, loss: 0.4834 +2023-12-28 07:10:45,385 - pyskl - INFO - Epoch [89][200/2353] lr: 9.117e-03, eta: 9:10:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9862, loss_cls: 0.4789, loss: 0.4789 +2023-12-28 07:11:07,698 - pyskl - INFO - Epoch [89][300/2353] lr: 9.106e-03, eta: 9:09:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4184, loss: 0.4184 +2023-12-28 07:11:30,006 - pyskl - INFO - Epoch [89][400/2353] lr: 9.096e-03, eta: 9:09:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9875, loss_cls: 0.4758, loss: 0.4758 +2023-12-28 07:11:52,363 - pyskl - INFO - Epoch [89][500/2353] lr: 9.085e-03, eta: 9:08:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9906, loss_cls: 0.4309, loss: 0.4309 +2023-12-28 07:12:14,739 - pyskl - INFO - Epoch [89][600/2353] lr: 9.074e-03, eta: 9:08:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9888, loss_cls: 0.4251, loss: 0.4251 +2023-12-28 07:12:37,133 - pyskl - INFO - Epoch [89][700/2353] lr: 9.064e-03, eta: 9:08:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9875, loss_cls: 0.4474, loss: 0.4474 +2023-12-28 07:12:59,533 - pyskl - INFO - Epoch [89][800/2353] lr: 9.053e-03, eta: 9:07:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9856, loss_cls: 0.5091, loss: 0.5091 +2023-12-28 07:13:21,960 - pyskl - INFO - Epoch [89][900/2353] lr: 9.042e-03, eta: 9:07:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9838, loss_cls: 0.4970, loss: 0.4970 +2023-12-28 07:13:44,346 - pyskl - INFO - Epoch [89][1000/2353] lr: 9.032e-03, eta: 9:07:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9825, loss_cls: 0.4531, loss: 0.4531 +2023-12-28 07:14:06,729 - pyskl - INFO - Epoch [89][1100/2353] lr: 9.021e-03, eta: 9:06:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9819, loss_cls: 0.4831, loss: 0.4831 +2023-12-28 07:14:29,109 - pyskl - INFO - Epoch [89][1200/2353] lr: 9.010e-03, eta: 9:06:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9800, loss_cls: 0.4913, loss: 0.4913 +2023-12-28 07:14:51,574 - pyskl - INFO - Epoch [89][1300/2353] lr: 9.000e-03, eta: 9:05:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 0.4299, loss: 0.4299 +2023-12-28 07:15:14,086 - pyskl - INFO - Epoch [89][1400/2353] lr: 8.989e-03, eta: 9:05:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9838, loss_cls: 0.4977, loss: 0.4977 +2023-12-28 07:15:36,547 - pyskl - INFO - Epoch [89][1500/2353] lr: 8.978e-03, eta: 9:05:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9800, loss_cls: 0.5262, loss: 0.5262 +2023-12-28 07:15:58,992 - pyskl - INFO - Epoch [89][1600/2353] lr: 8.967e-03, eta: 9:04:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 0.5111, loss: 0.5111 +2023-12-28 07:16:21,420 - pyskl - INFO - Epoch [89][1700/2353] lr: 8.957e-03, eta: 9:04:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9838, loss_cls: 0.4445, loss: 0.4445 +2023-12-28 07:16:43,880 - pyskl - INFO - Epoch [89][1800/2353] lr: 8.946e-03, eta: 9:03:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8706, top5_acc: 0.9825, loss_cls: 0.5112, loss: 0.5112 +2023-12-28 07:17:06,322 - pyskl - INFO - Epoch [89][1900/2353] lr: 8.935e-03, eta: 9:03:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9806, loss_cls: 0.4866, loss: 0.4866 +2023-12-28 07:17:28,778 - pyskl - INFO - Epoch [89][2000/2353] lr: 8.925e-03, eta: 9:03:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9831, loss_cls: 0.5124, loss: 0.5124 +2023-12-28 07:17:51,205 - pyskl - INFO - Epoch [89][2100/2353] lr: 8.914e-03, eta: 9:02:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9831, loss_cls: 0.4599, loss: 0.4599 +2023-12-28 07:18:13,696 - pyskl - INFO - Epoch [89][2200/2353] lr: 8.904e-03, eta: 9:02:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9800, loss_cls: 0.4931, loss: 0.4931 +2023-12-28 07:18:36,189 - pyskl - INFO - Epoch [89][2300/2353] lr: 8.893e-03, eta: 9:02:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.4763, loss: 0.4763 +2023-12-28 07:18:48,705 - pyskl - INFO - Saving checkpoint at 89 epochs +2023-12-28 07:20:16,254 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:20:16,333 - pyskl - INFO - +top1_acc 0.9171 +top5_acc 0.9919 +2023-12-28 07:20:16,337 - pyskl - INFO - Epoch(val) [89][1184] top1_acc: 0.9171, top5_acc: 0.9919 +2023-12-28 07:20:55,556 - pyskl - INFO - Epoch [90][100/2353] lr: 8.877e-03, eta: 9:01:32, time: 0.392, data_time: 0.168, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9869, loss_cls: 0.4450, loss: 0.4450 +2023-12-28 07:21:17,950 - pyskl - INFO - Epoch [90][200/2353] lr: 8.866e-03, eta: 9:01:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9869, loss_cls: 0.4633, loss: 0.4633 +2023-12-28 07:21:40,355 - pyskl - INFO - Epoch [90][300/2353] lr: 8.855e-03, eta: 9:00:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9819, loss_cls: 0.4693, loss: 0.4693 +2023-12-28 07:22:02,751 - pyskl - INFO - Epoch [90][400/2353] lr: 8.845e-03, eta: 9:00:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9831, loss_cls: 0.4402, loss: 0.4402 +2023-12-28 07:22:25,127 - pyskl - INFO - Epoch [90][500/2353] lr: 8.834e-03, eta: 9:00:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8762, top5_acc: 0.9862, loss_cls: 0.4844, loss: 0.4844 +2023-12-28 07:22:47,540 - pyskl - INFO - Epoch [90][600/2353] lr: 8.823e-03, eta: 8:59:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9869, loss_cls: 0.4480, loss: 0.4480 +2023-12-28 07:23:10,027 - pyskl - INFO - Epoch [90][700/2353] lr: 8.813e-03, eta: 8:59:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.4646, loss: 0.4646 +2023-12-28 07:23:32,558 - pyskl - INFO - Epoch [90][800/2353] lr: 8.802e-03, eta: 8:58:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9862, loss_cls: 0.4762, loss: 0.4762 +2023-12-28 07:23:54,986 - pyskl - INFO - Epoch [90][900/2353] lr: 8.791e-03, eta: 8:58:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8719, top5_acc: 0.9806, loss_cls: 0.5271, loss: 0.5271 +2023-12-28 07:24:17,586 - pyskl - INFO - Epoch [90][1000/2353] lr: 8.781e-03, eta: 8:58:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9862, loss_cls: 0.4914, loss: 0.4914 +2023-12-28 07:24:40,076 - pyskl - INFO - Epoch [90][1100/2353] lr: 8.770e-03, eta: 8:57:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9819, loss_cls: 0.4481, loss: 0.4481 +2023-12-28 07:25:02,555 - pyskl - INFO - Epoch [90][1200/2353] lr: 8.760e-03, eta: 8:57:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9819, loss_cls: 0.4625, loss: 0.4625 +2023-12-28 07:25:25,035 - pyskl - INFO - Epoch [90][1300/2353] lr: 8.749e-03, eta: 8:56:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.4421, loss: 0.4421 +2023-12-28 07:25:47,490 - pyskl - INFO - Epoch [90][1400/2353] lr: 8.738e-03, eta: 8:56:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9875, loss_cls: 0.4493, loss: 0.4493 +2023-12-28 07:26:09,899 - pyskl - INFO - Epoch [90][1500/2353] lr: 8.728e-03, eta: 8:56:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9844, loss_cls: 0.4398, loss: 0.4398 +2023-12-28 07:26:32,290 - pyskl - INFO - Epoch [90][1600/2353] lr: 8.717e-03, eta: 8:55:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8794, top5_acc: 0.9812, loss_cls: 0.4930, loss: 0.4930 +2023-12-28 07:26:54,710 - pyskl - INFO - Epoch [90][1700/2353] lr: 8.707e-03, eta: 8:55:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9806, loss_cls: 0.5135, loss: 0.5135 +2023-12-28 07:27:17,055 - pyskl - INFO - Epoch [90][1800/2353] lr: 8.696e-03, eta: 8:55:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8619, top5_acc: 0.9750, loss_cls: 0.5593, loss: 0.5593 +2023-12-28 07:27:39,491 - pyskl - INFO - Epoch [90][1900/2353] lr: 8.685e-03, eta: 8:54:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9819, loss_cls: 0.4939, loss: 0.4939 +2023-12-28 07:28:01,936 - pyskl - INFO - Epoch [90][2000/2353] lr: 8.675e-03, eta: 8:54:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9850, loss_cls: 0.4716, loss: 0.4716 +2023-12-28 07:28:24,376 - pyskl - INFO - Epoch [90][2100/2353] lr: 8.664e-03, eta: 8:53:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9812, loss_cls: 0.4789, loss: 0.4789 +2023-12-28 07:28:46,955 - pyskl - INFO - Epoch [90][2200/2353] lr: 8.654e-03, eta: 8:53:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9862, loss_cls: 0.4768, loss: 0.4768 +2023-12-28 07:29:09,378 - pyskl - INFO - Epoch [90][2300/2353] lr: 8.643e-03, eta: 8:53:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8850, top5_acc: 0.9844, loss_cls: 0.4673, loss: 0.4673 +2023-12-28 07:29:21,706 - pyskl - INFO - Saving checkpoint at 90 epochs +2023-12-28 07:30:49,544 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:30:49,625 - pyskl - INFO - +top1_acc 0.9112 +top5_acc 0.9918 +2023-12-28 07:30:49,630 - pyskl - INFO - Epoch(val) [90][1184] top1_acc: 0.9112, top5_acc: 0.9918 +2023-12-28 07:31:29,105 - pyskl - INFO - Epoch [91][100/2353] lr: 8.627e-03, eta: 8:52:39, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.4525, loss: 0.4525 +2023-12-28 07:31:51,474 - pyskl - INFO - Epoch [91][200/2353] lr: 8.616e-03, eta: 8:52:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.4394, loss: 0.4394 +2023-12-28 07:32:13,806 - pyskl - INFO - Epoch [91][300/2353] lr: 8.606e-03, eta: 8:51:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9825, loss_cls: 0.4125, loss: 0.4125 +2023-12-28 07:32:36,169 - pyskl - INFO - Epoch [91][400/2353] lr: 8.595e-03, eta: 8:51:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8775, top5_acc: 0.9856, loss_cls: 0.4661, loss: 0.4661 +2023-12-28 07:32:58,638 - pyskl - INFO - Epoch [91][500/2353] lr: 8.585e-03, eta: 8:51:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.4178, loss: 0.4178 +2023-12-28 07:33:21,034 - pyskl - INFO - Epoch [91][600/2353] lr: 8.574e-03, eta: 8:50:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.4522, loss: 0.4522 +2023-12-28 07:33:43,433 - pyskl - INFO - Epoch [91][700/2353] lr: 8.563e-03, eta: 8:50:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.4218, loss: 0.4218 +2023-12-28 07:34:05,845 - pyskl - INFO - Epoch [91][800/2353] lr: 8.553e-03, eta: 8:50:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9894, loss_cls: 0.4189, loss: 0.4189 +2023-12-28 07:34:28,260 - pyskl - INFO - Epoch [91][900/2353] lr: 8.542e-03, eta: 8:49:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9850, loss_cls: 0.4532, loss: 0.4532 +2023-12-28 07:34:50,668 - pyskl - INFO - Epoch [91][1000/2353] lr: 8.532e-03, eta: 8:49:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4687, loss: 0.4687 +2023-12-28 07:35:13,060 - pyskl - INFO - Epoch [91][1100/2353] lr: 8.521e-03, eta: 8:48:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9850, loss_cls: 0.4776, loss: 0.4776 +2023-12-28 07:35:35,483 - pyskl - INFO - Epoch [91][1200/2353] lr: 8.511e-03, eta: 8:48:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8800, top5_acc: 0.9762, loss_cls: 0.5073, loss: 0.5073 +2023-12-28 07:35:57,886 - pyskl - INFO - Epoch [91][1300/2353] lr: 8.500e-03, eta: 8:48:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9806, loss_cls: 0.4830, loss: 0.4830 +2023-12-28 07:36:20,258 - pyskl - INFO - Epoch [91][1400/2353] lr: 8.490e-03, eta: 8:47:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9831, loss_cls: 0.4684, loss: 0.4684 +2023-12-28 07:36:42,619 - pyskl - INFO - Epoch [91][1500/2353] lr: 8.479e-03, eta: 8:47:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9844, loss_cls: 0.4533, loss: 0.4533 +2023-12-28 07:37:04,957 - pyskl - INFO - Epoch [91][1600/2353] lr: 8.468e-03, eta: 8:46:57, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9831, loss_cls: 0.4660, loss: 0.4660 +2023-12-28 07:37:27,384 - pyskl - INFO - Epoch [91][1700/2353] lr: 8.458e-03, eta: 8:46:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9856, loss_cls: 0.4188, loss: 0.4188 +2023-12-28 07:37:49,785 - pyskl - INFO - Epoch [91][1800/2353] lr: 8.447e-03, eta: 8:46:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8581, top5_acc: 0.9819, loss_cls: 0.5485, loss: 0.5485 +2023-12-28 07:38:12,208 - pyskl - INFO - Epoch [91][1900/2353] lr: 8.437e-03, eta: 8:45:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9881, loss_cls: 0.4658, loss: 0.4658 +2023-12-28 07:38:34,670 - pyskl - INFO - Epoch [91][2000/2353] lr: 8.426e-03, eta: 8:45:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8750, top5_acc: 0.9888, loss_cls: 0.4891, loss: 0.4891 +2023-12-28 07:38:57,008 - pyskl - INFO - Epoch [91][2100/2353] lr: 8.416e-03, eta: 8:45:03, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.4752, loss: 0.4752 +2023-12-28 07:39:19,494 - pyskl - INFO - Epoch [91][2200/2353] lr: 8.405e-03, eta: 8:44:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 0.4397, loss: 0.4397 +2023-12-28 07:39:41,970 - pyskl - INFO - Epoch [91][2300/2353] lr: 8.395e-03, eta: 8:44:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9875, loss_cls: 0.4607, loss: 0.4607 +2023-12-28 07:39:54,345 - pyskl - INFO - Saving checkpoint at 91 epochs +2023-12-28 07:41:21,983 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:41:22,061 - pyskl - INFO - +top1_acc 0.9086 +top5_acc 0.9917 +2023-12-28 07:41:22,066 - pyskl - INFO - Epoch(val) [91][1184] top1_acc: 0.9086, top5_acc: 0.9917 +2023-12-28 07:42:01,642 - pyskl - INFO - Epoch [92][100/2353] lr: 8.379e-03, eta: 8:43:46, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9869, loss_cls: 0.4046, loss: 0.4046 +2023-12-28 07:42:24,110 - pyskl - INFO - Epoch [92][200/2353] lr: 8.368e-03, eta: 8:43:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9856, loss_cls: 0.4392, loss: 0.4392 +2023-12-28 07:42:46,619 - pyskl - INFO - Epoch [92][300/2353] lr: 8.358e-03, eta: 8:43:00, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9844, loss_cls: 0.4272, loss: 0.4272 +2023-12-28 07:43:09,086 - pyskl - INFO - Epoch [92][400/2353] lr: 8.347e-03, eta: 8:42:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9850, loss_cls: 0.4751, loss: 0.4751 +2023-12-28 07:43:31,514 - pyskl - INFO - Epoch [92][500/2353] lr: 8.337e-03, eta: 8:42:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.4304, loss: 0.4304 +2023-12-28 07:43:53,833 - pyskl - INFO - Epoch [92][600/2353] lr: 8.326e-03, eta: 8:41:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9812, loss_cls: 0.4505, loss: 0.4505 +2023-12-28 07:44:16,199 - pyskl - INFO - Epoch [92][700/2353] lr: 8.316e-03, eta: 8:41:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9875, loss_cls: 0.4533, loss: 0.4533 +2023-12-28 07:44:38,588 - pyskl - INFO - Epoch [92][800/2353] lr: 8.305e-03, eta: 8:41:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9931, loss_cls: 0.4463, loss: 0.4463 +2023-12-28 07:45:01,009 - pyskl - INFO - Epoch [92][900/2353] lr: 8.295e-03, eta: 8:40:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9819, loss_cls: 0.4620, loss: 0.4620 +2023-12-28 07:45:23,430 - pyskl - INFO - Epoch [92][1000/2353] lr: 8.284e-03, eta: 8:40:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9869, loss_cls: 0.4008, loss: 0.4008 +2023-12-28 07:45:45,900 - pyskl - INFO - Epoch [92][1100/2353] lr: 8.274e-03, eta: 8:39:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9869, loss_cls: 0.4302, loss: 0.4302 +2023-12-28 07:46:08,453 - pyskl - INFO - Epoch [92][1200/2353] lr: 8.263e-03, eta: 8:39:35, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9844, loss_cls: 0.4473, loss: 0.4473 +2023-12-28 07:46:30,946 - pyskl - INFO - Epoch [92][1300/2353] lr: 8.253e-03, eta: 8:39:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8738, top5_acc: 0.9812, loss_cls: 0.5065, loss: 0.5065 +2023-12-28 07:46:53,350 - pyskl - INFO - Epoch [92][1400/2353] lr: 8.242e-03, eta: 8:38:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9856, loss_cls: 0.4347, loss: 0.4347 +2023-12-28 07:47:15,749 - pyskl - INFO - Epoch [92][1500/2353] lr: 8.232e-03, eta: 8:38:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9838, loss_cls: 0.4709, loss: 0.4709 +2023-12-28 07:47:38,175 - pyskl - INFO - Epoch [92][1600/2353] lr: 8.222e-03, eta: 8:38:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8844, top5_acc: 0.9862, loss_cls: 0.4599, loss: 0.4599 +2023-12-28 07:48:00,636 - pyskl - INFO - Epoch [92][1700/2353] lr: 8.211e-03, eta: 8:37:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9844, loss_cls: 0.4752, loss: 0.4752 +2023-12-28 07:48:23,091 - pyskl - INFO - Epoch [92][1800/2353] lr: 8.201e-03, eta: 8:37:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9888, loss_cls: 0.4349, loss: 0.4349 +2023-12-28 07:48:45,502 - pyskl - INFO - Epoch [92][1900/2353] lr: 8.190e-03, eta: 8:36:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9856, loss_cls: 0.4513, loss: 0.4513 +2023-12-28 07:49:07,896 - pyskl - INFO - Epoch [92][2000/2353] lr: 8.180e-03, eta: 8:36:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.4851, loss: 0.4851 +2023-12-28 07:49:30,246 - pyskl - INFO - Epoch [92][2100/2353] lr: 8.169e-03, eta: 8:36:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9825, loss_cls: 0.4515, loss: 0.4515 +2023-12-28 07:49:52,590 - pyskl - INFO - Epoch [92][2200/2353] lr: 8.159e-03, eta: 8:35:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9850, loss_cls: 0.4785, loss: 0.4785 +2023-12-28 07:50:14,958 - pyskl - INFO - Epoch [92][2300/2353] lr: 8.148e-03, eta: 8:35:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9831, loss_cls: 0.4488, loss: 0.4488 +2023-12-28 07:50:27,226 - pyskl - INFO - Saving checkpoint at 92 epochs +2023-12-28 07:51:54,834 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 07:51:54,912 - pyskl - INFO - +top1_acc 0.9257 +top5_acc 0.9933 +2023-12-28 07:51:54,916 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_83.pth was removed +2023-12-28 07:51:55,041 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_92.pth. +2023-12-28 07:51:55,042 - pyskl - INFO - Best top1_acc is 0.9257 at 92 epoch. +2023-12-28 07:51:55,046 - pyskl - INFO - Epoch(val) [92][1184] top1_acc: 0.9257, top5_acc: 0.9933 +2023-12-28 07:52:34,860 - pyskl - INFO - Epoch [93][100/2353] lr: 8.133e-03, eta: 8:34:53, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9900, loss_cls: 0.3623, loss: 0.3623 +2023-12-28 07:52:57,237 - pyskl - INFO - Epoch [93][200/2353] lr: 8.122e-03, eta: 8:34:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9888, loss_cls: 0.4088, loss: 0.4088 +2023-12-28 07:53:19,654 - pyskl - INFO - Epoch [93][300/2353] lr: 8.112e-03, eta: 8:34:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9875, loss_cls: 0.3655, loss: 0.3655 +2023-12-28 07:53:41,955 - pyskl - INFO - Epoch [93][400/2353] lr: 8.101e-03, eta: 8:33:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.4177, loss: 0.4177 +2023-12-28 07:54:04,287 - pyskl - INFO - Epoch [93][500/2353] lr: 8.091e-03, eta: 8:33:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9825, loss_cls: 0.4184, loss: 0.4184 +2023-12-28 07:54:26,666 - pyskl - INFO - Epoch [93][600/2353] lr: 8.080e-03, eta: 8:32:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9869, loss_cls: 0.4492, loss: 0.4492 +2023-12-28 07:54:48,999 - pyskl - INFO - Epoch [93][700/2353] lr: 8.070e-03, eta: 8:32:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9856, loss_cls: 0.4834, loss: 0.4834 +2023-12-28 07:55:11,340 - pyskl - INFO - Epoch [93][800/2353] lr: 8.060e-03, eta: 8:32:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.4507, loss: 0.4507 +2023-12-28 07:55:33,673 - pyskl - INFO - Epoch [93][900/2353] lr: 8.049e-03, eta: 8:31:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 0.3799, loss: 0.3799 +2023-12-28 07:55:56,020 - pyskl - INFO - Epoch [93][1000/2353] lr: 8.039e-03, eta: 8:31:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8875, top5_acc: 0.9856, loss_cls: 0.4430, loss: 0.4430 +2023-12-28 07:56:18,396 - pyskl - INFO - Epoch [93][1100/2353] lr: 8.028e-03, eta: 8:31:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9881, loss_cls: 0.4455, loss: 0.4455 +2023-12-28 07:56:40,825 - pyskl - INFO - Epoch [93][1200/2353] lr: 8.018e-03, eta: 8:30:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9875, loss_cls: 0.4446, loss: 0.4446 +2023-12-28 07:57:03,293 - pyskl - INFO - Epoch [93][1300/2353] lr: 8.008e-03, eta: 8:30:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9869, loss_cls: 0.4198, loss: 0.4198 +2023-12-28 07:57:25,740 - pyskl - INFO - Epoch [93][1400/2353] lr: 7.997e-03, eta: 8:29:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.4252, loss: 0.4252 +2023-12-28 07:57:48,277 - pyskl - INFO - Epoch [93][1500/2353] lr: 7.987e-03, eta: 8:29:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9875, loss_cls: 0.4386, loss: 0.4386 +2023-12-28 07:58:10,817 - pyskl - INFO - Epoch [93][1600/2353] lr: 7.977e-03, eta: 8:29:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9825, loss_cls: 0.4372, loss: 0.4372 +2023-12-28 07:58:33,295 - pyskl - INFO - Epoch [93][1700/2353] lr: 7.966e-03, eta: 8:28:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8856, top5_acc: 0.9856, loss_cls: 0.4514, loss: 0.4514 +2023-12-28 07:58:55,718 - pyskl - INFO - Epoch [93][1800/2353] lr: 7.956e-03, eta: 8:28:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8825, top5_acc: 0.9869, loss_cls: 0.4847, loss: 0.4847 +2023-12-28 07:59:18,144 - pyskl - INFO - Epoch [93][1900/2353] lr: 7.945e-03, eta: 8:28:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8731, top5_acc: 0.9862, loss_cls: 0.4867, loss: 0.4867 +2023-12-28 07:59:40,561 - pyskl - INFO - Epoch [93][2000/2353] lr: 7.935e-03, eta: 8:27:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8831, top5_acc: 0.9844, loss_cls: 0.4656, loss: 0.4656 +2023-12-28 08:00:02,995 - pyskl - INFO - Epoch [93][2100/2353] lr: 7.925e-03, eta: 8:27:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9825, loss_cls: 0.5003, loss: 0.5003 +2023-12-28 08:00:25,424 - pyskl - INFO - Epoch [93][2200/2353] lr: 7.914e-03, eta: 8:26:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9862, loss_cls: 0.4487, loss: 0.4487 +2023-12-28 08:00:47,862 - pyskl - INFO - Epoch [93][2300/2353] lr: 7.904e-03, eta: 8:26:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9869, loss_cls: 0.4088, loss: 0.4088 +2023-12-28 08:01:00,401 - pyskl - INFO - Saving checkpoint at 93 epochs +2023-12-28 08:02:28,439 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:02:28,518 - pyskl - INFO - +top1_acc 0.9144 +top5_acc 0.9928 +2023-12-28 08:02:28,523 - pyskl - INFO - Epoch(val) [93][1184] top1_acc: 0.9144, top5_acc: 0.9928 +2023-12-28 08:03:08,264 - pyskl - INFO - Epoch [94][100/2353] lr: 7.888e-03, eta: 8:26:00, time: 0.397, data_time: 0.174, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.3831, loss: 0.3831 +2023-12-28 08:03:30,592 - pyskl - INFO - Epoch [94][200/2353] lr: 7.878e-03, eta: 8:25:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9881, loss_cls: 0.4202, loss: 0.4202 +2023-12-28 08:03:52,936 - pyskl - INFO - Epoch [94][300/2353] lr: 7.868e-03, eta: 8:25:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.4375, loss: 0.4375 +2023-12-28 08:04:15,307 - pyskl - INFO - Epoch [94][400/2353] lr: 7.857e-03, eta: 8:24:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4016, loss: 0.4016 +2023-12-28 08:04:37,663 - pyskl - INFO - Epoch [94][500/2353] lr: 7.847e-03, eta: 8:24:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9900, loss_cls: 0.4058, loss: 0.4058 +2023-12-28 08:05:00,056 - pyskl - INFO - Epoch [94][600/2353] lr: 7.837e-03, eta: 8:24:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9900, loss_cls: 0.4050, loss: 0.4050 +2023-12-28 08:05:22,631 - pyskl - INFO - Epoch [94][700/2353] lr: 7.826e-03, eta: 8:23:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9869, loss_cls: 0.4273, loss: 0.4273 +2023-12-28 08:05:45,191 - pyskl - INFO - Epoch [94][800/2353] lr: 7.816e-03, eta: 8:23:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9844, loss_cls: 0.4142, loss: 0.4142 +2023-12-28 08:06:07,715 - pyskl - INFO - Epoch [94][900/2353] lr: 7.806e-03, eta: 8:22:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9850, loss_cls: 0.4899, loss: 0.4899 +2023-12-28 08:06:30,217 - pyskl - INFO - Epoch [94][1000/2353] lr: 7.795e-03, eta: 8:22:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8781, top5_acc: 0.9831, loss_cls: 0.4926, loss: 0.4926 +2023-12-28 08:06:52,669 - pyskl - INFO - Epoch [94][1100/2353] lr: 7.785e-03, eta: 8:22:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9844, loss_cls: 0.4881, loss: 0.4881 +2023-12-28 08:07:15,080 - pyskl - INFO - Epoch [94][1200/2353] lr: 7.775e-03, eta: 8:21:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9869, loss_cls: 0.4706, loss: 0.4706 +2023-12-28 08:07:37,514 - pyskl - INFO - Epoch [94][1300/2353] lr: 7.764e-03, eta: 8:21:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8888, top5_acc: 0.9850, loss_cls: 0.4417, loss: 0.4417 +2023-12-28 08:07:59,951 - pyskl - INFO - Epoch [94][1400/2353] lr: 7.754e-03, eta: 8:21:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9925, loss_cls: 0.3970, loss: 0.3970 +2023-12-28 08:08:22,362 - pyskl - INFO - Epoch [94][1500/2353] lr: 7.744e-03, eta: 8:20:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9881, loss_cls: 0.4269, loss: 0.4269 +2023-12-28 08:08:44,773 - pyskl - INFO - Epoch [94][1600/2353] lr: 7.734e-03, eta: 8:20:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.3750, loss: 0.3750 +2023-12-28 08:09:07,207 - pyskl - INFO - Epoch [94][1700/2353] lr: 7.723e-03, eta: 8:19:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9856, loss_cls: 0.4574, loss: 0.4574 +2023-12-28 08:09:29,600 - pyskl - INFO - Epoch [94][1800/2353] lr: 7.713e-03, eta: 8:19:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8756, top5_acc: 0.9850, loss_cls: 0.4803, loss: 0.4803 +2023-12-28 08:09:51,971 - pyskl - INFO - Epoch [94][1900/2353] lr: 7.703e-03, eta: 8:19:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9919, loss_cls: 0.4074, loss: 0.4074 +2023-12-28 08:10:14,311 - pyskl - INFO - Epoch [94][2000/2353] lr: 7.692e-03, eta: 8:18:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8725, top5_acc: 0.9850, loss_cls: 0.5167, loss: 0.5167 +2023-12-28 08:10:36,632 - pyskl - INFO - Epoch [94][2100/2353] lr: 7.682e-03, eta: 8:18:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9788, loss_cls: 0.4477, loss: 0.4477 +2023-12-28 08:10:58,951 - pyskl - INFO - Epoch [94][2200/2353] lr: 7.672e-03, eta: 8:18:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9831, loss_cls: 0.4556, loss: 0.4556 +2023-12-28 08:11:21,333 - pyskl - INFO - Epoch [94][2300/2353] lr: 7.662e-03, eta: 8:17:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9900, loss_cls: 0.4436, loss: 0.4436 +2023-12-28 08:11:33,630 - pyskl - INFO - Saving checkpoint at 94 epochs +2023-12-28 08:13:01,306 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:13:01,386 - pyskl - INFO - +top1_acc 0.9176 +top5_acc 0.9923 +2023-12-28 08:13:01,391 - pyskl - INFO - Epoch(val) [94][1184] top1_acc: 0.9176, top5_acc: 0.9923 +2023-12-28 08:13:40,874 - pyskl - INFO - Epoch [95][100/2353] lr: 7.646e-03, eta: 8:17:06, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9862, loss_cls: 0.4116, loss: 0.4116 +2023-12-28 08:14:03,434 - pyskl - INFO - Epoch [95][200/2353] lr: 7.636e-03, eta: 8:16:44, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9894, loss_cls: 0.4143, loss: 0.4143 +2023-12-28 08:14:25,871 - pyskl - INFO - Epoch [95][300/2353] lr: 7.625e-03, eta: 8:16:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9869, loss_cls: 0.4038, loss: 0.4038 +2023-12-28 08:14:48,303 - pyskl - INFO - Epoch [95][400/2353] lr: 7.615e-03, eta: 8:15:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9856, loss_cls: 0.4148, loss: 0.4148 +2023-12-28 08:15:10,736 - pyskl - INFO - Epoch [95][500/2353] lr: 7.605e-03, eta: 8:15:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.4089, loss: 0.4089 +2023-12-28 08:15:33,180 - pyskl - INFO - Epoch [95][600/2353] lr: 7.595e-03, eta: 8:15:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9912, loss_cls: 0.3822, loss: 0.3822 +2023-12-28 08:15:55,587 - pyskl - INFO - Epoch [95][700/2353] lr: 7.584e-03, eta: 8:14:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8744, top5_acc: 0.9881, loss_cls: 0.4798, loss: 0.4798 +2023-12-28 08:16:18,022 - pyskl - INFO - Epoch [95][800/2353] lr: 7.574e-03, eta: 8:14:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9850, loss_cls: 0.4272, loss: 0.4272 +2023-12-28 08:16:40,535 - pyskl - INFO - Epoch [95][900/2353] lr: 7.564e-03, eta: 8:14:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9862, loss_cls: 0.4061, loss: 0.4061 +2023-12-28 08:17:03,071 - pyskl - INFO - Epoch [95][1000/2353] lr: 7.554e-03, eta: 8:13:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8862, top5_acc: 0.9819, loss_cls: 0.4573, loss: 0.4573 +2023-12-28 08:17:25,467 - pyskl - INFO - Epoch [95][1100/2353] lr: 7.544e-03, eta: 8:13:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9894, loss_cls: 0.4576, loss: 0.4576 +2023-12-28 08:17:47,856 - pyskl - INFO - Epoch [95][1200/2353] lr: 7.533e-03, eta: 8:12:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9831, loss_cls: 0.4474, loss: 0.4474 +2023-12-28 08:18:10,337 - pyskl - INFO - Epoch [95][1300/2353] lr: 7.523e-03, eta: 8:12:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8956, top5_acc: 0.9919, loss_cls: 0.3990, loss: 0.3990 +2023-12-28 08:18:32,770 - pyskl - INFO - Epoch [95][1400/2353] lr: 7.513e-03, eta: 8:12:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.4460, loss: 0.4460 +2023-12-28 08:18:55,169 - pyskl - INFO - Epoch [95][1500/2353] lr: 7.503e-03, eta: 8:11:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8769, top5_acc: 0.9850, loss_cls: 0.4946, loss: 0.4946 +2023-12-28 08:19:17,578 - pyskl - INFO - Epoch [95][1600/2353] lr: 7.493e-03, eta: 8:11:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9862, loss_cls: 0.4618, loss: 0.4618 +2023-12-28 08:19:40,050 - pyskl - INFO - Epoch [95][1700/2353] lr: 7.482e-03, eta: 8:11:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8869, top5_acc: 0.9862, loss_cls: 0.4449, loss: 0.4449 +2023-12-28 08:20:02,496 - pyskl - INFO - Epoch [95][1800/2353] lr: 7.472e-03, eta: 8:10:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9869, loss_cls: 0.3989, loss: 0.3989 +2023-12-28 08:20:24,938 - pyskl - INFO - Epoch [95][1900/2353] lr: 7.462e-03, eta: 8:10:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9875, loss_cls: 0.4594, loss: 0.4594 +2023-12-28 08:20:47,396 - pyskl - INFO - Epoch [95][2000/2353] lr: 7.452e-03, eta: 8:09:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9881, loss_cls: 0.3962, loss: 0.3962 +2023-12-28 08:21:09,843 - pyskl - INFO - Epoch [95][2100/2353] lr: 7.442e-03, eta: 8:09:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9881, loss_cls: 0.4256, loss: 0.4256 +2023-12-28 08:21:32,221 - pyskl - INFO - Epoch [95][2200/2353] lr: 7.431e-03, eta: 8:09:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9900, loss_cls: 0.4041, loss: 0.4041 +2023-12-28 08:21:54,598 - pyskl - INFO - Epoch [95][2300/2353] lr: 7.421e-03, eta: 8:08:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9856, loss_cls: 0.4060, loss: 0.4060 +2023-12-28 08:22:06,907 - pyskl - INFO - Saving checkpoint at 95 epochs +2023-12-28 08:23:34,589 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:23:34,669 - pyskl - INFO - +top1_acc 0.9090 +top5_acc 0.9914 +2023-12-28 08:23:34,674 - pyskl - INFO - Epoch(val) [95][1184] top1_acc: 0.9090, top5_acc: 0.9914 +2023-12-28 08:24:14,607 - pyskl - INFO - Epoch [96][100/2353] lr: 7.406e-03, eta: 8:08:14, time: 0.399, data_time: 0.175, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9856, loss_cls: 0.3638, loss: 0.3638 +2023-12-28 08:24:37,016 - pyskl - INFO - Epoch [96][200/2353] lr: 7.396e-03, eta: 8:07:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9862, loss_cls: 0.4056, loss: 0.4056 +2023-12-28 08:24:59,549 - pyskl - INFO - Epoch [96][300/2353] lr: 7.385e-03, eta: 8:07:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9881, loss_cls: 0.4468, loss: 0.4468 +2023-12-28 08:25:21,958 - pyskl - INFO - Epoch [96][400/2353] lr: 7.375e-03, eta: 8:07:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9875, loss_cls: 0.3989, loss: 0.3989 +2023-12-28 08:25:44,367 - pyskl - INFO - Epoch [96][500/2353] lr: 7.365e-03, eta: 8:06:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9862, loss_cls: 0.4049, loss: 0.4049 +2023-12-28 08:26:06,805 - pyskl - INFO - Epoch [96][600/2353] lr: 7.355e-03, eta: 8:06:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9906, loss_cls: 0.3885, loss: 0.3885 +2023-12-28 08:26:29,253 - pyskl - INFO - Epoch [96][700/2353] lr: 7.345e-03, eta: 8:05:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9888, loss_cls: 0.3842, loss: 0.3842 +2023-12-28 08:26:51,733 - pyskl - INFO - Epoch [96][800/2353] lr: 7.335e-03, eta: 8:05:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4040, loss: 0.4040 +2023-12-28 08:27:14,286 - pyskl - INFO - Epoch [96][900/2353] lr: 7.325e-03, eta: 8:05:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8819, top5_acc: 0.9850, loss_cls: 0.4726, loss: 0.4726 +2023-12-28 08:27:36,851 - pyskl - INFO - Epoch [96][1000/2353] lr: 7.314e-03, eta: 8:04:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9831, loss_cls: 0.4767, loss: 0.4767 +2023-12-28 08:27:59,369 - pyskl - INFO - Epoch [96][1100/2353] lr: 7.304e-03, eta: 8:04:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9881, loss_cls: 0.3948, loss: 0.3948 +2023-12-28 08:28:21,862 - pyskl - INFO - Epoch [96][1200/2353] lr: 7.294e-03, eta: 8:04:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9900, loss_cls: 0.3978, loss: 0.3978 +2023-12-28 08:28:44,278 - pyskl - INFO - Epoch [96][1300/2353] lr: 7.284e-03, eta: 8:03:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8938, top5_acc: 0.9869, loss_cls: 0.4413, loss: 0.4413 +2023-12-28 08:29:06,673 - pyskl - INFO - Epoch [96][1400/2353] lr: 7.274e-03, eta: 8:03:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9900, loss_cls: 0.3728, loss: 0.3728 +2023-12-28 08:29:29,065 - pyskl - INFO - Epoch [96][1500/2353] lr: 7.264e-03, eta: 8:02:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9944, loss_cls: 0.3811, loss: 0.3811 +2023-12-28 08:29:51,469 - pyskl - INFO - Epoch [96][1600/2353] lr: 7.254e-03, eta: 8:02:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9862, loss_cls: 0.4376, loss: 0.4376 +2023-12-28 08:30:13,903 - pyskl - INFO - Epoch [96][1700/2353] lr: 7.244e-03, eta: 8:02:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8894, top5_acc: 0.9912, loss_cls: 0.4348, loss: 0.4348 +2023-12-28 08:30:36,302 - pyskl - INFO - Epoch [96][1800/2353] lr: 7.234e-03, eta: 8:01:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8838, top5_acc: 0.9888, loss_cls: 0.4574, loss: 0.4574 +2023-12-28 08:30:58,626 - pyskl - INFO - Epoch [96][1900/2353] lr: 7.224e-03, eta: 8:01:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9844, loss_cls: 0.4380, loss: 0.4380 +2023-12-28 08:31:20,970 - pyskl - INFO - Epoch [96][2000/2353] lr: 7.213e-03, eta: 8:01:01, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9869, loss_cls: 0.4099, loss: 0.4099 +2023-12-28 08:31:43,324 - pyskl - INFO - Epoch [96][2100/2353] lr: 7.203e-03, eta: 8:00:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8900, top5_acc: 0.9844, loss_cls: 0.4321, loss: 0.4321 +2023-12-28 08:32:05,673 - pyskl - INFO - Epoch [96][2200/2353] lr: 7.193e-03, eta: 8:00:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9862, loss_cls: 0.4333, loss: 0.4333 +2023-12-28 08:32:28,033 - pyskl - INFO - Epoch [96][2300/2353] lr: 7.183e-03, eta: 7:59:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9862, loss_cls: 0.4291, loss: 0.4291 +2023-12-28 08:32:40,364 - pyskl - INFO - Saving checkpoint at 96 epochs +2023-12-28 08:34:08,324 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:34:08,402 - pyskl - INFO - +top1_acc 0.9210 +top5_acc 0.9930 +2023-12-28 08:34:08,406 - pyskl - INFO - Epoch(val) [96][1184] top1_acc: 0.9210, top5_acc: 0.9930 +2023-12-28 08:34:47,804 - pyskl - INFO - Epoch [97][100/2353] lr: 7.168e-03, eta: 7:59:21, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9912, loss_cls: 0.3412, loss: 0.3412 +2023-12-28 08:35:10,244 - pyskl - INFO - Epoch [97][200/2353] lr: 7.158e-03, eta: 7:58:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9881, loss_cls: 0.4087, loss: 0.4087 +2023-12-28 08:35:32,652 - pyskl - INFO - Epoch [97][300/2353] lr: 7.148e-03, eta: 7:58:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9806, loss_cls: 0.4225, loss: 0.4225 +2023-12-28 08:35:55,070 - pyskl - INFO - Epoch [97][400/2353] lr: 7.138e-03, eta: 7:58:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9862, loss_cls: 0.3910, loss: 0.3910 +2023-12-28 08:36:17,577 - pyskl - INFO - Epoch [97][500/2353] lr: 7.128e-03, eta: 7:57:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9894, loss_cls: 0.3667, loss: 0.3667 +2023-12-28 08:36:40,029 - pyskl - INFO - Epoch [97][600/2353] lr: 7.118e-03, eta: 7:57:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3662, loss: 0.3662 +2023-12-28 08:37:02,436 - pyskl - INFO - Epoch [97][700/2353] lr: 7.107e-03, eta: 7:57:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.4058, loss: 0.4058 +2023-12-28 08:37:24,841 - pyskl - INFO - Epoch [97][800/2353] lr: 7.097e-03, eta: 7:56:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9894, loss_cls: 0.3990, loss: 0.3990 +2023-12-28 08:37:47,282 - pyskl - INFO - Epoch [97][900/2353] lr: 7.087e-03, eta: 7:56:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.3431, loss: 0.3431 +2023-12-28 08:38:09,725 - pyskl - INFO - Epoch [97][1000/2353] lr: 7.077e-03, eta: 7:55:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9900, loss_cls: 0.3940, loss: 0.3940 +2023-12-28 08:38:32,371 - pyskl - INFO - Epoch [97][1100/2353] lr: 7.067e-03, eta: 7:55:33, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9875, loss_cls: 0.4010, loss: 0.4010 +2023-12-28 08:38:54,966 - pyskl - INFO - Epoch [97][1200/2353] lr: 7.057e-03, eta: 7:55:10, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9925, loss_cls: 0.4172, loss: 0.4172 +2023-12-28 08:39:17,442 - pyskl - INFO - Epoch [97][1300/2353] lr: 7.047e-03, eta: 7:54:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9906, loss_cls: 0.4071, loss: 0.4071 +2023-12-28 08:39:39,886 - pyskl - INFO - Epoch [97][1400/2353] lr: 7.037e-03, eta: 7:54:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4028, loss: 0.4028 +2023-12-28 08:40:02,362 - pyskl - INFO - Epoch [97][1500/2353] lr: 7.027e-03, eta: 7:54:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9925, loss_cls: 0.3998, loss: 0.3998 +2023-12-28 08:40:24,863 - pyskl - INFO - Epoch [97][1600/2353] lr: 7.017e-03, eta: 7:53:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.4139, loss: 0.4139 +2023-12-28 08:40:47,281 - pyskl - INFO - Epoch [97][1700/2353] lr: 7.007e-03, eta: 7:53:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9906, loss_cls: 0.3991, loss: 0.3991 +2023-12-28 08:41:09,786 - pyskl - INFO - Epoch [97][1800/2353] lr: 6.997e-03, eta: 7:52:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8788, top5_acc: 0.9775, loss_cls: 0.4801, loss: 0.4801 +2023-12-28 08:41:32,242 - pyskl - INFO - Epoch [97][1900/2353] lr: 6.987e-03, eta: 7:52:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8962, top5_acc: 0.9900, loss_cls: 0.4302, loss: 0.4302 +2023-12-28 08:41:54,726 - pyskl - INFO - Epoch [97][2000/2353] lr: 6.977e-03, eta: 7:52:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.3772, loss: 0.3772 +2023-12-28 08:42:17,151 - pyskl - INFO - Epoch [97][2100/2353] lr: 6.967e-03, eta: 7:51:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9831, loss_cls: 0.4402, loss: 0.4402 +2023-12-28 08:42:39,539 - pyskl - INFO - Epoch [97][2200/2353] lr: 6.957e-03, eta: 7:51:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8812, top5_acc: 0.9856, loss_cls: 0.4626, loss: 0.4626 +2023-12-28 08:43:01,952 - pyskl - INFO - Epoch [97][2300/2353] lr: 6.947e-03, eta: 7:51:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8919, top5_acc: 0.9888, loss_cls: 0.4161, loss: 0.4161 +2023-12-28 08:43:14,271 - pyskl - INFO - Saving checkpoint at 97 epochs +2023-12-28 08:44:42,092 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:44:42,172 - pyskl - INFO - +top1_acc 0.9151 +top5_acc 0.9927 +2023-12-28 08:44:42,177 - pyskl - INFO - Epoch(val) [97][1184] top1_acc: 0.9151, top5_acc: 0.9927 +2023-12-28 08:45:21,864 - pyskl - INFO - Epoch [98][100/2353] lr: 6.932e-03, eta: 7:50:28, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9119, top5_acc: 0.9912, loss_cls: 0.3801, loss: 0.3801 +2023-12-28 08:45:44,276 - pyskl - INFO - Epoch [98][200/2353] lr: 6.922e-03, eta: 7:50:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9906, loss_cls: 0.4027, loss: 0.4027 +2023-12-28 08:46:06,690 - pyskl - INFO - Epoch [98][300/2353] lr: 6.912e-03, eta: 7:49:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9856, loss_cls: 0.3989, loss: 0.3989 +2023-12-28 08:46:29,116 - pyskl - INFO - Epoch [98][400/2353] lr: 6.902e-03, eta: 7:49:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9881, loss_cls: 0.3811, loss: 0.3811 +2023-12-28 08:46:51,505 - pyskl - INFO - Epoch [98][500/2353] lr: 6.892e-03, eta: 7:48:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9844, loss_cls: 0.4205, loss: 0.4205 +2023-12-28 08:47:13,896 - pyskl - INFO - Epoch [98][600/2353] lr: 6.882e-03, eta: 7:48:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9938, loss_cls: 0.3282, loss: 0.3282 +2023-12-28 08:47:36,285 - pyskl - INFO - Epoch [98][700/2353] lr: 6.873e-03, eta: 7:48:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9819, loss_cls: 0.4454, loss: 0.4454 +2023-12-28 08:47:58,693 - pyskl - INFO - Epoch [98][800/2353] lr: 6.863e-03, eta: 7:47:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9812, loss_cls: 0.3960, loss: 0.3960 +2023-12-28 08:48:21,157 - pyskl - INFO - Epoch [98][900/2353] lr: 6.853e-03, eta: 7:47:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9869, loss_cls: 0.3848, loss: 0.3848 +2023-12-28 08:48:43,690 - pyskl - INFO - Epoch [98][1000/2353] lr: 6.843e-03, eta: 7:47:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8881, top5_acc: 0.9900, loss_cls: 0.4150, loss: 0.4150 +2023-12-28 08:49:06,099 - pyskl - INFO - Epoch [98][1100/2353] lr: 6.833e-03, eta: 7:46:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9888, loss_cls: 0.3549, loss: 0.3549 +2023-12-28 08:49:28,509 - pyskl - INFO - Epoch [98][1200/2353] lr: 6.823e-03, eta: 7:46:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9900, loss_cls: 0.3937, loss: 0.3937 +2023-12-28 08:49:51,030 - pyskl - INFO - Epoch [98][1300/2353] lr: 6.813e-03, eta: 7:45:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.4189, loss: 0.4189 +2023-12-28 08:50:13,518 - pyskl - INFO - Epoch [98][1400/2353] lr: 6.803e-03, eta: 7:45:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9875, loss_cls: 0.3884, loss: 0.3884 +2023-12-28 08:50:35,960 - pyskl - INFO - Epoch [98][1500/2353] lr: 6.793e-03, eta: 7:45:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9894, loss_cls: 0.3841, loss: 0.3841 +2023-12-28 08:50:58,401 - pyskl - INFO - Epoch [98][1600/2353] lr: 6.783e-03, eta: 7:44:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9844, loss_cls: 0.4556, loss: 0.4556 +2023-12-28 08:51:20,819 - pyskl - INFO - Epoch [98][1700/2353] lr: 6.773e-03, eta: 7:44:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8806, top5_acc: 0.9856, loss_cls: 0.4379, loss: 0.4379 +2023-12-28 08:51:43,241 - pyskl - INFO - Epoch [98][1800/2353] lr: 6.763e-03, eta: 7:44:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9881, loss_cls: 0.4277, loss: 0.4277 +2023-12-28 08:52:05,639 - pyskl - INFO - Epoch [98][1900/2353] lr: 6.754e-03, eta: 7:43:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9850, loss_cls: 0.3992, loss: 0.3992 +2023-12-28 08:52:28,105 - pyskl - INFO - Epoch [98][2000/2353] lr: 6.744e-03, eta: 7:43:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9906, loss_cls: 0.3740, loss: 0.3740 +2023-12-28 08:52:50,510 - pyskl - INFO - Epoch [98][2100/2353] lr: 6.734e-03, eta: 7:42:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9894, loss_cls: 0.3832, loss: 0.3832 +2023-12-28 08:53:12,925 - pyskl - INFO - Epoch [98][2200/2353] lr: 6.724e-03, eta: 7:42:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9906, loss_cls: 0.4148, loss: 0.4148 +2023-12-28 08:53:35,377 - pyskl - INFO - Epoch [98][2300/2353] lr: 6.714e-03, eta: 7:42:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9894, loss_cls: 0.4029, loss: 0.4029 +2023-12-28 08:53:47,693 - pyskl - INFO - Saving checkpoint at 98 epochs +2023-12-28 08:55:15,360 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 08:55:15,440 - pyskl - INFO - +top1_acc 0.9204 +top5_acc 0.9921 +2023-12-28 08:55:15,444 - pyskl - INFO - Epoch(val) [98][1184] top1_acc: 0.9204, top5_acc: 0.9921 +2023-12-28 08:55:55,318 - pyskl - INFO - Epoch [99][100/2353] lr: 6.699e-03, eta: 7:41:35, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9919, loss_cls: 0.3916, loss: 0.3916 +2023-12-28 08:56:17,831 - pyskl - INFO - Epoch [99][200/2353] lr: 6.689e-03, eta: 7:41:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9838, loss_cls: 0.4194, loss: 0.4194 +2023-12-28 08:56:40,267 - pyskl - INFO - Epoch [99][300/2353] lr: 6.679e-03, eta: 7:40:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.3811, loss: 0.3811 +2023-12-28 08:57:02,662 - pyskl - INFO - Epoch [99][400/2353] lr: 6.669e-03, eta: 7:40:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9919, loss_cls: 0.3327, loss: 0.3327 +2023-12-28 08:57:25,052 - pyskl - INFO - Epoch [99][500/2353] lr: 6.660e-03, eta: 7:40:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.3781, loss: 0.3781 +2023-12-28 08:57:47,409 - pyskl - INFO - Epoch [99][600/2353] lr: 6.650e-03, eta: 7:39:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.3786, loss: 0.3786 +2023-12-28 08:58:09,806 - pyskl - INFO - Epoch [99][700/2353] lr: 6.640e-03, eta: 7:39:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9881, loss_cls: 0.3771, loss: 0.3771 +2023-12-28 08:58:32,252 - pyskl - INFO - Epoch [99][800/2353] lr: 6.630e-03, eta: 7:38:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9900, loss_cls: 0.3711, loss: 0.3711 +2023-12-28 08:58:54,682 - pyskl - INFO - Epoch [99][900/2353] lr: 6.620e-03, eta: 7:38:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.3763, loss: 0.3763 +2023-12-28 08:59:17,185 - pyskl - INFO - Epoch [99][1000/2353] lr: 6.611e-03, eta: 7:38:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.4108, loss: 0.4108 +2023-12-28 08:59:39,558 - pyskl - INFO - Epoch [99][1100/2353] lr: 6.601e-03, eta: 7:37:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9925, loss_cls: 0.3726, loss: 0.3726 +2023-12-28 09:00:01,915 - pyskl - INFO - Epoch [99][1200/2353] lr: 6.591e-03, eta: 7:37:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9838, loss_cls: 0.4109, loss: 0.4109 +2023-12-28 09:00:24,285 - pyskl - INFO - Epoch [99][1300/2353] lr: 6.581e-03, eta: 7:37:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9862, loss_cls: 0.4064, loss: 0.4064 +2023-12-28 09:00:46,745 - pyskl - INFO - Epoch [99][1400/2353] lr: 6.571e-03, eta: 7:36:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9938, loss_cls: 0.3781, loss: 0.3781 +2023-12-28 09:01:09,128 - pyskl - INFO - Epoch [99][1500/2353] lr: 6.562e-03, eta: 7:36:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9869, loss_cls: 0.3971, loss: 0.3971 +2023-12-28 09:01:31,682 - pyskl - INFO - Epoch [99][1600/2353] lr: 6.552e-03, eta: 7:35:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.8925, top5_acc: 0.9888, loss_cls: 0.4480, loss: 0.4480 +2023-12-28 09:01:54,051 - pyskl - INFO - Epoch [99][1700/2353] lr: 6.542e-03, eta: 7:35:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9881, loss_cls: 0.4026, loss: 0.4026 +2023-12-28 09:02:16,417 - pyskl - INFO - Epoch [99][1800/2353] lr: 6.532e-03, eta: 7:35:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.3683, loss: 0.3683 +2023-12-28 09:02:38,764 - pyskl - INFO - Epoch [99][1900/2353] lr: 6.522e-03, eta: 7:34:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9875, loss_cls: 0.4072, loss: 0.4072 +2023-12-28 09:03:01,110 - pyskl - INFO - Epoch [99][2000/2353] lr: 6.513e-03, eta: 7:34:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8912, top5_acc: 0.9850, loss_cls: 0.4209, loss: 0.4209 +2023-12-28 09:03:23,497 - pyskl - INFO - Epoch [99][2100/2353] lr: 6.503e-03, eta: 7:33:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9881, loss_cls: 0.4021, loss: 0.4021 +2023-12-28 09:03:45,912 - pyskl - INFO - Epoch [99][2200/2353] lr: 6.493e-03, eta: 7:33:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 0.4126, loss: 0.4126 +2023-12-28 09:04:08,356 - pyskl - INFO - Epoch [99][2300/2353] lr: 6.483e-03, eta: 7:33:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9888, loss_cls: 0.4083, loss: 0.4083 +2023-12-28 09:04:20,666 - pyskl - INFO - Saving checkpoint at 99 epochs +2023-12-28 09:05:48,067 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:05:48,147 - pyskl - INFO - +top1_acc 0.9196 +top5_acc 0.9924 +2023-12-28 09:05:48,152 - pyskl - INFO - Epoch(val) [99][1184] top1_acc: 0.9196, top5_acc: 0.9924 +2023-12-28 09:06:27,563 - pyskl - INFO - Epoch [100][100/2353] lr: 6.468e-03, eta: 7:32:42, time: 0.394, data_time: 0.169, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9919, loss_cls: 0.3642, loss: 0.3642 +2023-12-28 09:06:50,171 - pyskl - INFO - Epoch [100][200/2353] lr: 6.459e-03, eta: 7:32:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9856, loss_cls: 0.3806, loss: 0.3806 +2023-12-28 09:07:12,705 - pyskl - INFO - Epoch [100][300/2353] lr: 6.449e-03, eta: 7:31:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 0.3341, loss: 0.3341 +2023-12-28 09:07:35,413 - pyskl - INFO - Epoch [100][400/2353] lr: 6.439e-03, eta: 7:31:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9875, loss_cls: 0.3306, loss: 0.3306 +2023-12-28 09:07:57,950 - pyskl - INFO - Epoch [100][500/2353] lr: 6.429e-03, eta: 7:31:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9869, loss_cls: 0.4104, loss: 0.4104 +2023-12-28 09:08:20,286 - pyskl - INFO - Epoch [100][600/2353] lr: 6.420e-03, eta: 7:30:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.3623, loss: 0.3623 +2023-12-28 09:08:42,595 - pyskl - INFO - Epoch [100][700/2353] lr: 6.410e-03, eta: 7:30:25, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9894, loss_cls: 0.3690, loss: 0.3690 +2023-12-28 09:09:04,884 - pyskl - INFO - Epoch [100][800/2353] lr: 6.400e-03, eta: 7:30:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9906, loss_cls: 0.3715, loss: 0.3715 +2023-12-28 09:09:27,189 - pyskl - INFO - Epoch [100][900/2353] lr: 6.391e-03, eta: 7:29:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9894, loss_cls: 0.3897, loss: 0.3897 +2023-12-28 09:09:49,482 - pyskl - INFO - Epoch [100][1000/2353] lr: 6.381e-03, eta: 7:29:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9844, loss_cls: 0.3739, loss: 0.3739 +2023-12-28 09:10:11,802 - pyskl - INFO - Epoch [100][1100/2353] lr: 6.371e-03, eta: 7:28:54, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9900, loss_cls: 0.3858, loss: 0.3858 +2023-12-28 09:10:34,130 - pyskl - INFO - Epoch [100][1200/2353] lr: 6.362e-03, eta: 7:28:31, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.8906, top5_acc: 0.9888, loss_cls: 0.4090, loss: 0.4090 +2023-12-28 09:10:56,483 - pyskl - INFO - Epoch [100][1300/2353] lr: 6.352e-03, eta: 7:28:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8994, top5_acc: 0.9919, loss_cls: 0.3879, loss: 0.3879 +2023-12-28 09:11:18,869 - pyskl - INFO - Epoch [100][1400/2353] lr: 6.342e-03, eta: 7:27:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9875, loss_cls: 0.4190, loss: 0.4190 +2023-12-28 09:11:41,283 - pyskl - INFO - Epoch [100][1500/2353] lr: 6.332e-03, eta: 7:27:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9888, loss_cls: 0.3879, loss: 0.3879 +2023-12-28 09:12:03,846 - pyskl - INFO - Epoch [100][1600/2353] lr: 6.323e-03, eta: 7:27:00, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9888, loss_cls: 0.3922, loss: 0.3922 +2023-12-28 09:12:26,527 - pyskl - INFO - Epoch [100][1700/2353] lr: 6.313e-03, eta: 7:26:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3327, loss: 0.3327 +2023-12-28 09:12:49,072 - pyskl - INFO - Epoch [100][1800/2353] lr: 6.303e-03, eta: 7:26:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9012, top5_acc: 0.9875, loss_cls: 0.4029, loss: 0.4029 +2023-12-28 09:13:11,539 - pyskl - INFO - Epoch [100][1900/2353] lr: 6.294e-03, eta: 7:25:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8950, top5_acc: 0.9862, loss_cls: 0.4216, loss: 0.4216 +2023-12-28 09:13:33,957 - pyskl - INFO - Epoch [100][2000/2353] lr: 6.284e-03, eta: 7:25:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9881, loss_cls: 0.3872, loss: 0.3872 +2023-12-28 09:13:56,571 - pyskl - INFO - Epoch [100][2100/2353] lr: 6.274e-03, eta: 7:25:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9838, loss_cls: 0.4146, loss: 0.4146 +2023-12-28 09:14:19,053 - pyskl - INFO - Epoch [100][2200/2353] lr: 6.265e-03, eta: 7:24:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8931, top5_acc: 0.9869, loss_cls: 0.4123, loss: 0.4123 +2023-12-28 09:14:41,570 - pyskl - INFO - Epoch [100][2300/2353] lr: 6.255e-03, eta: 7:24:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.3945, loss: 0.3945 +2023-12-28 09:14:54,036 - pyskl - INFO - Saving checkpoint at 100 epochs +2023-12-28 09:16:21,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:16:21,609 - pyskl - INFO - +top1_acc 0.9245 +top5_acc 0.9931 +2023-12-28 09:16:21,614 - pyskl - INFO - Epoch(val) [100][1184] top1_acc: 0.9245, top5_acc: 0.9931 +2023-12-28 09:17:01,318 - pyskl - INFO - Epoch [101][100/2353] lr: 6.240e-03, eta: 7:23:49, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9931, loss_cls: 0.3206, loss: 0.3206 +2023-12-28 09:17:23,763 - pyskl - INFO - Epoch [101][200/2353] lr: 6.231e-03, eta: 7:23:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.3761, loss: 0.3761 +2023-12-28 09:17:46,205 - pyskl - INFO - Epoch [101][300/2353] lr: 6.221e-03, eta: 7:23:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8975, top5_acc: 0.9881, loss_cls: 0.3855, loss: 0.3855 +2023-12-28 09:18:08,705 - pyskl - INFO - Epoch [101][400/2353] lr: 6.212e-03, eta: 7:22:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9881, loss_cls: 0.3326, loss: 0.3326 +2023-12-28 09:18:31,190 - pyskl - INFO - Epoch [101][500/2353] lr: 6.202e-03, eta: 7:22:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3586, loss: 0.3586 +2023-12-28 09:18:53,605 - pyskl - INFO - Epoch [101][600/2353] lr: 6.192e-03, eta: 7:21:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9906, loss_cls: 0.3468, loss: 0.3468 +2023-12-28 09:19:16,026 - pyskl - INFO - Epoch [101][700/2353] lr: 6.183e-03, eta: 7:21:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8944, top5_acc: 0.9856, loss_cls: 0.4096, loss: 0.4096 +2023-12-28 09:19:38,434 - pyskl - INFO - Epoch [101][800/2353] lr: 6.173e-03, eta: 7:21:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9931, loss_cls: 0.3573, loss: 0.3573 +2023-12-28 09:20:00,860 - pyskl - INFO - Epoch [101][900/2353] lr: 6.164e-03, eta: 7:20:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9888, loss_cls: 0.3935, loss: 0.3935 +2023-12-28 09:20:23,324 - pyskl - INFO - Epoch [101][1000/2353] lr: 6.154e-03, eta: 7:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9044, top5_acc: 0.9931, loss_cls: 0.3872, loss: 0.3872 +2023-12-28 09:20:45,823 - pyskl - INFO - Epoch [101][1100/2353] lr: 6.144e-03, eta: 7:20:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9894, loss_cls: 0.3438, loss: 0.3438 +2023-12-28 09:21:08,301 - pyskl - INFO - Epoch [101][1200/2353] lr: 6.135e-03, eta: 7:19:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9894, loss_cls: 0.3449, loss: 0.3449 +2023-12-28 09:21:30,766 - pyskl - INFO - Epoch [101][1300/2353] lr: 6.125e-03, eta: 7:19:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9881, loss_cls: 0.3583, loss: 0.3583 +2023-12-28 09:21:53,259 - pyskl - INFO - Epoch [101][1400/2353] lr: 6.116e-03, eta: 7:18:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9900, loss_cls: 0.3995, loss: 0.3995 +2023-12-28 09:22:15,638 - pyskl - INFO - Epoch [101][1500/2353] lr: 6.106e-03, eta: 7:18:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9900, loss_cls: 0.3475, loss: 0.3475 +2023-12-28 09:22:38,004 - pyskl - INFO - Epoch [101][1600/2353] lr: 6.097e-03, eta: 7:18:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9844, loss_cls: 0.3822, loss: 0.3822 +2023-12-28 09:23:00,387 - pyskl - INFO - Epoch [101][1700/2353] lr: 6.087e-03, eta: 7:17:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3186, loss: 0.3186 +2023-12-28 09:23:22,866 - pyskl - INFO - Epoch [101][1800/2353] lr: 6.077e-03, eta: 7:17:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.3904, loss: 0.3904 +2023-12-28 09:23:45,281 - pyskl - INFO - Epoch [101][1900/2353] lr: 6.068e-03, eta: 7:16:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9912, loss_cls: 0.3823, loss: 0.3823 +2023-12-28 09:24:07,722 - pyskl - INFO - Epoch [101][2000/2353] lr: 6.058e-03, eta: 7:16:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9912, loss_cls: 0.3524, loss: 0.3524 +2023-12-28 09:24:30,192 - pyskl - INFO - Epoch [101][2100/2353] lr: 6.049e-03, eta: 7:16:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9888, loss_cls: 0.3867, loss: 0.3867 +2023-12-28 09:24:52,636 - pyskl - INFO - Epoch [101][2200/2353] lr: 6.039e-03, eta: 7:15:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9006, top5_acc: 0.9825, loss_cls: 0.4410, loss: 0.4410 +2023-12-28 09:25:15,066 - pyskl - INFO - Epoch [101][2300/2353] lr: 6.030e-03, eta: 7:15:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9000, top5_acc: 0.9881, loss_cls: 0.4181, loss: 0.4181 +2023-12-28 09:25:27,381 - pyskl - INFO - Saving checkpoint at 101 epochs +2023-12-28 09:26:55,451 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:26:55,529 - pyskl - INFO - +top1_acc 0.9313 +top5_acc 0.9926 +2023-12-28 09:26:55,533 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_92.pth was removed +2023-12-28 09:26:55,659 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_101.pth. +2023-12-28 09:26:55,659 - pyskl - INFO - Best top1_acc is 0.9313 at 101 epoch. +2023-12-28 09:26:55,664 - pyskl - INFO - Epoch(val) [101][1184] top1_acc: 0.9313, top5_acc: 0.9926 +2023-12-28 09:27:35,460 - pyskl - INFO - Epoch [102][100/2353] lr: 6.015e-03, eta: 7:14:56, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9944, loss_cls: 0.3076, loss: 0.3076 +2023-12-28 09:27:57,823 - pyskl - INFO - Epoch [102][200/2353] lr: 6.006e-03, eta: 7:14:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9912, loss_cls: 0.3446, loss: 0.3446 +2023-12-28 09:28:20,187 - pyskl - INFO - Epoch [102][300/2353] lr: 5.996e-03, eta: 7:14:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 0.3303, loss: 0.3303 +2023-12-28 09:28:42,543 - pyskl - INFO - Epoch [102][400/2353] lr: 5.987e-03, eta: 7:13:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9956, loss_cls: 0.3246, loss: 0.3246 +2023-12-28 09:29:04,974 - pyskl - INFO - Epoch [102][500/2353] lr: 5.977e-03, eta: 7:13:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9912, loss_cls: 0.3528, loss: 0.3528 +2023-12-28 09:29:27,435 - pyskl - INFO - Epoch [102][600/2353] lr: 5.968e-03, eta: 7:13:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9925, loss_cls: 0.3251, loss: 0.3251 +2023-12-28 09:29:49,890 - pyskl - INFO - Epoch [102][700/2353] lr: 5.958e-03, eta: 7:12:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.3786, loss: 0.3786 +2023-12-28 09:30:12,396 - pyskl - INFO - Epoch [102][800/2353] lr: 5.949e-03, eta: 7:12:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9869, loss_cls: 0.3261, loss: 0.3261 +2023-12-28 09:30:34,804 - pyskl - INFO - Epoch [102][900/2353] lr: 5.939e-03, eta: 7:11:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9869, loss_cls: 0.3733, loss: 0.3733 +2023-12-28 09:30:57,325 - pyskl - INFO - Epoch [102][1000/2353] lr: 5.930e-03, eta: 7:11:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9062, top5_acc: 0.9888, loss_cls: 0.4001, loss: 0.4001 +2023-12-28 09:31:19,643 - pyskl - INFO - Epoch [102][1100/2353] lr: 5.920e-03, eta: 7:11:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9894, loss_cls: 0.3323, loss: 0.3323 +2023-12-28 09:31:42,034 - pyskl - INFO - Epoch [102][1200/2353] lr: 5.911e-03, eta: 7:10:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.3572, loss: 0.3572 +2023-12-28 09:32:04,455 - pyskl - INFO - Epoch [102][1300/2353] lr: 5.901e-03, eta: 7:10:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.3740, loss: 0.3740 +2023-12-28 09:32:26,872 - pyskl - INFO - Epoch [102][1400/2353] lr: 5.892e-03, eta: 7:10:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9919, loss_cls: 0.3556, loss: 0.3556 +2023-12-28 09:32:49,315 - pyskl - INFO - Epoch [102][1500/2353] lr: 5.883e-03, eta: 7:09:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.8969, top5_acc: 0.9906, loss_cls: 0.4100, loss: 0.4100 +2023-12-28 09:33:11,903 - pyskl - INFO - Epoch [102][1600/2353] lr: 5.873e-03, eta: 7:09:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9031, top5_acc: 0.9894, loss_cls: 0.3619, loss: 0.3619 +2023-12-28 09:33:34,464 - pyskl - INFO - Epoch [102][1700/2353] lr: 5.864e-03, eta: 7:08:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9850, loss_cls: 0.3785, loss: 0.3785 +2023-12-28 09:33:57,005 - pyskl - INFO - Epoch [102][1800/2353] lr: 5.854e-03, eta: 7:08:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8988, top5_acc: 0.9869, loss_cls: 0.4306, loss: 0.4306 +2023-12-28 09:34:19,421 - pyskl - INFO - Epoch [102][1900/2353] lr: 5.845e-03, eta: 7:08:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9906, loss_cls: 0.3706, loss: 0.3706 +2023-12-28 09:34:41,842 - pyskl - INFO - Epoch [102][2000/2353] lr: 5.835e-03, eta: 7:07:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.3484, loss: 0.3484 +2023-12-28 09:35:04,282 - pyskl - INFO - Epoch [102][2100/2353] lr: 5.826e-03, eta: 7:07:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9931, loss_cls: 0.3158, loss: 0.3158 +2023-12-28 09:35:26,729 - pyskl - INFO - Epoch [102][2200/2353] lr: 5.817e-03, eta: 7:06:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9912, loss_cls: 0.3592, loss: 0.3592 +2023-12-28 09:35:49,158 - pyskl - INFO - Epoch [102][2300/2353] lr: 5.807e-03, eta: 7:06:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9850, loss_cls: 0.3849, loss: 0.3849 +2023-12-28 09:36:01,495 - pyskl - INFO - Saving checkpoint at 102 epochs +2023-12-28 09:37:28,911 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:37:28,989 - pyskl - INFO - +top1_acc 0.9313 +top5_acc 0.9938 +2023-12-28 09:37:28,994 - pyskl - INFO - Epoch(val) [102][1184] top1_acc: 0.9313, top5_acc: 0.9938 +2023-12-28 09:38:08,477 - pyskl - INFO - Epoch [103][100/2353] lr: 5.793e-03, eta: 7:06:03, time: 0.395, data_time: 0.172, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.3028, loss: 0.3028 +2023-12-28 09:38:30,821 - pyskl - INFO - Epoch [103][200/2353] lr: 5.783e-03, eta: 7:05:40, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9906, loss_cls: 0.3660, loss: 0.3660 +2023-12-28 09:38:53,190 - pyskl - INFO - Epoch [103][300/2353] lr: 5.774e-03, eta: 7:05:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9906, loss_cls: 0.3535, loss: 0.3535 +2023-12-28 09:39:15,586 - pyskl - INFO - Epoch [103][400/2353] lr: 5.765e-03, eta: 7:04:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9962, loss_cls: 0.3020, loss: 0.3020 +2023-12-28 09:39:37,971 - pyskl - INFO - Epoch [103][500/2353] lr: 5.755e-03, eta: 7:04:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9894, loss_cls: 0.3531, loss: 0.3531 +2023-12-28 09:40:00,358 - pyskl - INFO - Epoch [103][600/2353] lr: 5.746e-03, eta: 7:04:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9931, loss_cls: 0.3163, loss: 0.3163 +2023-12-28 09:40:22,738 - pyskl - INFO - Epoch [103][700/2353] lr: 5.737e-03, eta: 7:03:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9969, loss_cls: 0.3168, loss: 0.3168 +2023-12-28 09:40:45,110 - pyskl - INFO - Epoch [103][800/2353] lr: 5.727e-03, eta: 7:03:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9912, loss_cls: 0.3284, loss: 0.3284 +2023-12-28 09:41:07,520 - pyskl - INFO - Epoch [103][900/2353] lr: 5.718e-03, eta: 7:03:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.2832, loss: 0.2832 +2023-12-28 09:41:30,009 - pyskl - INFO - Epoch [103][1000/2353] lr: 5.709e-03, eta: 7:02:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.3098, loss: 0.3098 +2023-12-28 09:41:52,471 - pyskl - INFO - Epoch [103][1100/2353] lr: 5.699e-03, eta: 7:02:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9900, loss_cls: 0.3204, loss: 0.3204 +2023-12-28 09:42:14,885 - pyskl - INFO - Epoch [103][1200/2353] lr: 5.690e-03, eta: 7:01:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9925, loss_cls: 0.3316, loss: 0.3316 +2023-12-28 09:42:37,279 - pyskl - INFO - Epoch [103][1300/2353] lr: 5.681e-03, eta: 7:01:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9844, loss_cls: 0.3915, loss: 0.3915 +2023-12-28 09:42:59,703 - pyskl - INFO - Epoch [103][1400/2353] lr: 5.671e-03, eta: 7:01:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9056, top5_acc: 0.9875, loss_cls: 0.3791, loss: 0.3791 +2023-12-28 09:43:22,034 - pyskl - INFO - Epoch [103][1500/2353] lr: 5.662e-03, eta: 7:00:44, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9125, top5_acc: 0.9919, loss_cls: 0.3577, loss: 0.3577 +2023-12-28 09:43:44,364 - pyskl - INFO - Epoch [103][1600/2353] lr: 5.653e-03, eta: 7:00:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9862, loss_cls: 0.3837, loss: 0.3837 +2023-12-28 09:44:06,810 - pyskl - INFO - Epoch [103][1700/2353] lr: 5.643e-03, eta: 6:59:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9912, loss_cls: 0.3056, loss: 0.3056 +2023-12-28 09:44:29,181 - pyskl - INFO - Epoch [103][1800/2353] lr: 5.634e-03, eta: 6:59:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9038, top5_acc: 0.9888, loss_cls: 0.3641, loss: 0.3641 +2023-12-28 09:44:51,521 - pyskl - INFO - Epoch [103][1900/2353] lr: 5.625e-03, eta: 6:59:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9081, top5_acc: 0.9875, loss_cls: 0.3997, loss: 0.3997 +2023-12-28 09:45:13,846 - pyskl - INFO - Epoch [103][2000/2353] lr: 5.615e-03, eta: 6:58:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9906, loss_cls: 0.3543, loss: 0.3543 +2023-12-28 09:45:36,192 - pyskl - INFO - Epoch [103][2100/2353] lr: 5.606e-03, eta: 6:58:28, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9900, loss_cls: 0.3387, loss: 0.3387 +2023-12-28 09:45:58,531 - pyskl - INFO - Epoch [103][2200/2353] lr: 5.597e-03, eta: 6:58:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9856, loss_cls: 0.3985, loss: 0.3985 +2023-12-28 09:46:20,881 - pyskl - INFO - Epoch [103][2300/2353] lr: 5.588e-03, eta: 6:57:42, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9087, top5_acc: 0.9919, loss_cls: 0.3561, loss: 0.3561 +2023-12-28 09:46:33,147 - pyskl - INFO - Saving checkpoint at 103 epochs +2023-12-28 09:48:00,524 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:48:00,603 - pyskl - INFO - +top1_acc 0.9358 +top5_acc 0.9947 +2023-12-28 09:48:00,607 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_101.pth was removed +2023-12-28 09:48:00,734 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_103.pth. +2023-12-28 09:48:00,734 - pyskl - INFO - Best top1_acc is 0.9358 at 103 epoch. +2023-12-28 09:48:00,739 - pyskl - INFO - Epoch(val) [103][1184] top1_acc: 0.9358, top5_acc: 0.9947 +2023-12-28 09:48:39,845 - pyskl - INFO - Epoch [104][100/2353] lr: 5.573e-03, eta: 6:57:09, time: 0.391, data_time: 0.167, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9894, loss_cls: 0.3692, loss: 0.3692 +2023-12-28 09:49:02,336 - pyskl - INFO - Epoch [104][200/2353] lr: 5.564e-03, eta: 6:56:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 0.3265, loss: 0.3265 +2023-12-28 09:49:24,763 - pyskl - INFO - Epoch [104][300/2353] lr: 5.555e-03, eta: 6:56:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9906, loss_cls: 0.3161, loss: 0.3161 +2023-12-28 09:49:47,178 - pyskl - INFO - Epoch [104][400/2353] lr: 5.546e-03, eta: 6:56:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.3198, loss: 0.3198 +2023-12-28 09:50:09,541 - pyskl - INFO - Epoch [104][500/2353] lr: 5.536e-03, eta: 6:55:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.3466, loss: 0.3466 +2023-12-28 09:50:31,931 - pyskl - INFO - Epoch [104][600/2353] lr: 5.527e-03, eta: 6:55:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9906, loss_cls: 0.3332, loss: 0.3332 +2023-12-28 09:50:54,336 - pyskl - INFO - Epoch [104][700/2353] lr: 5.518e-03, eta: 6:54:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9919, loss_cls: 0.3578, loss: 0.3578 +2023-12-28 09:51:16,712 - pyskl - INFO - Epoch [104][800/2353] lr: 5.509e-03, eta: 6:54:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9100, top5_acc: 0.9850, loss_cls: 0.3752, loss: 0.3752 +2023-12-28 09:51:39,241 - pyskl - INFO - Epoch [104][900/2353] lr: 5.500e-03, eta: 6:54:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9938, loss_cls: 0.3326, loss: 0.3326 +2023-12-28 09:52:01,932 - pyskl - INFO - Epoch [104][1000/2353] lr: 5.490e-03, eta: 6:53:45, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9925, loss_cls: 0.3292, loss: 0.3292 +2023-12-28 09:52:24,426 - pyskl - INFO - Epoch [104][1100/2353] lr: 5.481e-03, eta: 6:53:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9938, loss_cls: 0.3197, loss: 0.3197 +2023-12-28 09:52:46,929 - pyskl - INFO - Epoch [104][1200/2353] lr: 5.472e-03, eta: 6:52:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9900, loss_cls: 0.3399, loss: 0.3399 +2023-12-28 09:53:09,433 - pyskl - INFO - Epoch [104][1300/2353] lr: 5.463e-03, eta: 6:52:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9888, loss_cls: 0.3500, loss: 0.3500 +2023-12-28 09:53:31,914 - pyskl - INFO - Epoch [104][1400/2353] lr: 5.453e-03, eta: 6:52:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.8981, top5_acc: 0.9812, loss_cls: 0.4428, loss: 0.4428 +2023-12-28 09:53:54,585 - pyskl - INFO - Epoch [104][1500/2353] lr: 5.444e-03, eta: 6:51:51, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9881, loss_cls: 0.3680, loss: 0.3680 +2023-12-28 09:54:17,251 - pyskl - INFO - Epoch [104][1600/2353] lr: 5.435e-03, eta: 6:51:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9894, loss_cls: 0.3618, loss: 0.3618 +2023-12-28 09:54:39,711 - pyskl - INFO - Epoch [104][1700/2353] lr: 5.426e-03, eta: 6:51:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9931, loss_cls: 0.3705, loss: 0.3705 +2023-12-28 09:55:02,270 - pyskl - INFO - Epoch [104][1800/2353] lr: 5.417e-03, eta: 6:50:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9137, top5_acc: 0.9875, loss_cls: 0.3519, loss: 0.3519 +2023-12-28 09:55:24,724 - pyskl - INFO - Epoch [104][1900/2353] lr: 5.408e-03, eta: 6:50:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9025, top5_acc: 0.9862, loss_cls: 0.3835, loss: 0.3835 +2023-12-28 09:55:47,150 - pyskl - INFO - Epoch [104][2000/2353] lr: 5.398e-03, eta: 6:49:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9912, loss_cls: 0.3015, loss: 0.3015 +2023-12-28 09:56:09,568 - pyskl - INFO - Epoch [104][2100/2353] lr: 5.389e-03, eta: 6:49:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9900, loss_cls: 0.3464, loss: 0.3464 +2023-12-28 09:56:32,017 - pyskl - INFO - Epoch [104][2200/2353] lr: 5.380e-03, eta: 6:49:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9019, top5_acc: 0.9875, loss_cls: 0.3817, loss: 0.3817 +2023-12-28 09:56:54,434 - pyskl - INFO - Epoch [104][2300/2353] lr: 5.371e-03, eta: 6:48:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9113, top5_acc: 0.9875, loss_cls: 0.3603, loss: 0.3603 +2023-12-28 09:57:06,814 - pyskl - INFO - Saving checkpoint at 104 epochs +2023-12-28 09:58:34,832 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 09:58:34,914 - pyskl - INFO - +top1_acc 0.9331 +top5_acc 0.9939 +2023-12-28 09:58:34,919 - pyskl - INFO - Epoch(val) [104][1184] top1_acc: 0.9331, top5_acc: 0.9939 +2023-12-28 09:59:15,282 - pyskl - INFO - Epoch [105][100/2353] lr: 5.357e-03, eta: 6:48:17, time: 0.404, data_time: 0.177, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9906, loss_cls: 0.3561, loss: 0.3561 +2023-12-28 09:59:37,948 - pyskl - INFO - Epoch [105][200/2353] lr: 5.348e-03, eta: 6:47:55, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9925, loss_cls: 0.3176, loss: 0.3176 +2023-12-28 10:00:00,592 - pyskl - INFO - Epoch [105][300/2353] lr: 5.339e-03, eta: 6:47:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9906, loss_cls: 0.3368, loss: 0.3368 +2023-12-28 10:00:23,135 - pyskl - INFO - Epoch [105][400/2353] lr: 5.330e-03, eta: 6:47:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3423, loss: 0.3423 +2023-12-28 10:00:45,888 - pyskl - INFO - Epoch [105][500/2353] lr: 5.321e-03, eta: 6:46:47, time: 0.228, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9944, loss_cls: 0.3289, loss: 0.3289 +2023-12-28 10:01:08,313 - pyskl - INFO - Epoch [105][600/2353] lr: 5.311e-03, eta: 6:46:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9931, loss_cls: 0.2902, loss: 0.2902 +2023-12-28 10:01:30,831 - pyskl - INFO - Epoch [105][700/2353] lr: 5.302e-03, eta: 6:46:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9894, loss_cls: 0.3305, loss: 0.3305 +2023-12-28 10:01:53,577 - pyskl - INFO - Epoch [105][800/2353] lr: 5.293e-03, eta: 6:45:39, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9931, loss_cls: 0.3100, loss: 0.3100 +2023-12-28 10:02:16,074 - pyskl - INFO - Epoch [105][900/2353] lr: 5.284e-03, eta: 6:45:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9219, top5_acc: 0.9881, loss_cls: 0.3205, loss: 0.3205 +2023-12-28 10:02:38,572 - pyskl - INFO - Epoch [105][1000/2353] lr: 5.275e-03, eta: 6:44:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3081, loss: 0.3081 +2023-12-28 10:03:01,100 - pyskl - INFO - Epoch [105][1100/2353] lr: 5.266e-03, eta: 6:44:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9944, loss_cls: 0.3268, loss: 0.3268 +2023-12-28 10:03:23,543 - pyskl - INFO - Epoch [105][1200/2353] lr: 5.257e-03, eta: 6:44:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9931, loss_cls: 0.3573, loss: 0.3573 +2023-12-28 10:03:45,985 - pyskl - INFO - Epoch [105][1300/2353] lr: 5.248e-03, eta: 6:43:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9938, loss_cls: 0.3250, loss: 0.3250 +2023-12-28 10:04:08,413 - pyskl - INFO - Epoch [105][1400/2353] lr: 5.239e-03, eta: 6:43:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9069, top5_acc: 0.9925, loss_cls: 0.3631, loss: 0.3631 +2023-12-28 10:04:30,780 - pyskl - INFO - Epoch [105][1500/2353] lr: 5.230e-03, eta: 6:42:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.3606, loss: 0.3606 +2023-12-28 10:04:53,123 - pyskl - INFO - Epoch [105][1600/2353] lr: 5.221e-03, eta: 6:42:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9906, loss_cls: 0.3342, loss: 0.3342 +2023-12-28 10:05:15,627 - pyskl - INFO - Epoch [105][1700/2353] lr: 5.212e-03, eta: 6:42:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9888, loss_cls: 0.3289, loss: 0.3289 +2023-12-28 10:05:38,177 - pyskl - INFO - Epoch [105][1800/2353] lr: 5.203e-03, eta: 6:41:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3258, loss: 0.3258 +2023-12-28 10:06:00,580 - pyskl - INFO - Epoch [105][1900/2353] lr: 5.194e-03, eta: 6:41:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9906, loss_cls: 0.3487, loss: 0.3487 +2023-12-28 10:06:23,012 - pyskl - INFO - Epoch [105][2000/2353] lr: 5.185e-03, eta: 6:41:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9213, top5_acc: 0.9919, loss_cls: 0.3412, loss: 0.3412 +2023-12-28 10:06:45,500 - pyskl - INFO - Epoch [105][2100/2353] lr: 5.176e-03, eta: 6:40:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9075, top5_acc: 0.9900, loss_cls: 0.3606, loss: 0.3606 +2023-12-28 10:07:07,925 - pyskl - INFO - Epoch [105][2200/2353] lr: 5.167e-03, eta: 6:40:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9931, loss_cls: 0.3283, loss: 0.3283 +2023-12-28 10:07:30,375 - pyskl - INFO - Epoch [105][2300/2353] lr: 5.158e-03, eta: 6:39:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3066, loss: 0.3066 +2023-12-28 10:07:42,732 - pyskl - INFO - Saving checkpoint at 105 epochs +2023-12-28 10:09:10,502 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:09:10,582 - pyskl - INFO - +top1_acc 0.9362 +top5_acc 0.9928 +2023-12-28 10:09:10,586 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_103.pth was removed +2023-12-28 10:09:10,708 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_105.pth. +2023-12-28 10:09:10,709 - pyskl - INFO - Best top1_acc is 0.9362 at 105 epoch. +2023-12-28 10:09:10,713 - pyskl - INFO - Epoch(val) [105][1184] top1_acc: 0.9362, top5_acc: 0.9928 +2023-12-28 10:09:50,226 - pyskl - INFO - Epoch [106][100/2353] lr: 5.144e-03, eta: 6:39:25, time: 0.395, data_time: 0.170, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9912, loss_cls: 0.2608, loss: 0.2608 +2023-12-28 10:10:12,712 - pyskl - INFO - Epoch [106][200/2353] lr: 5.135e-03, eta: 6:39:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9906, loss_cls: 0.2885, loss: 0.2885 +2023-12-28 10:10:35,179 - pyskl - INFO - Epoch [106][300/2353] lr: 5.126e-03, eta: 6:38:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9869, loss_cls: 0.3490, loss: 0.3490 +2023-12-28 10:10:57,620 - pyskl - INFO - Epoch [106][400/2353] lr: 5.117e-03, eta: 6:38:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9925, loss_cls: 0.3164, loss: 0.3164 +2023-12-28 10:11:20,013 - pyskl - INFO - Epoch [106][500/2353] lr: 5.108e-03, eta: 6:37:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9237, top5_acc: 0.9919, loss_cls: 0.3138, loss: 0.3138 +2023-12-28 10:11:42,516 - pyskl - INFO - Epoch [106][600/2353] lr: 5.099e-03, eta: 6:37:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9894, loss_cls: 0.3140, loss: 0.3140 +2023-12-28 10:12:05,116 - pyskl - INFO - Epoch [106][700/2353] lr: 5.090e-03, eta: 6:37:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9925, loss_cls: 0.2927, loss: 0.2927 +2023-12-28 10:12:27,654 - pyskl - INFO - Epoch [106][800/2353] lr: 5.081e-03, eta: 6:36:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9962, loss_cls: 0.3103, loss: 0.3103 +2023-12-28 10:12:50,122 - pyskl - INFO - Epoch [106][900/2353] lr: 5.072e-03, eta: 6:36:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9944, loss_cls: 0.2871, loss: 0.2871 +2023-12-28 10:13:12,562 - pyskl - INFO - Epoch [106][1000/2353] lr: 5.063e-03, eta: 6:36:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9888, loss_cls: 0.3568, loss: 0.3568 +2023-12-28 10:13:35,078 - pyskl - INFO - Epoch [106][1100/2353] lr: 5.054e-03, eta: 6:35:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9919, loss_cls: 0.3142, loss: 0.3142 +2023-12-28 10:13:57,545 - pyskl - INFO - Epoch [106][1200/2353] lr: 5.045e-03, eta: 6:35:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9900, loss_cls: 0.3615, loss: 0.3615 +2023-12-28 10:14:19,980 - pyskl - INFO - Epoch [106][1300/2353] lr: 5.036e-03, eta: 6:34:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9944, loss_cls: 0.3332, loss: 0.3332 +2023-12-28 10:14:42,457 - pyskl - INFO - Epoch [106][1400/2353] lr: 5.027e-03, eta: 6:34:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9919, loss_cls: 0.3564, loss: 0.3564 +2023-12-28 10:15:04,960 - pyskl - INFO - Epoch [106][1500/2353] lr: 5.018e-03, eta: 6:34:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9931, loss_cls: 0.2955, loss: 0.2955 +2023-12-28 10:15:27,499 - pyskl - INFO - Epoch [106][1600/2353] lr: 5.010e-03, eta: 6:33:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9931, loss_cls: 0.3042, loss: 0.3042 +2023-12-28 10:15:50,061 - pyskl - INFO - Epoch [106][1700/2353] lr: 5.001e-03, eta: 6:33:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9894, loss_cls: 0.3328, loss: 0.3328 +2023-12-28 10:16:12,493 - pyskl - INFO - Epoch [106][1800/2353] lr: 4.992e-03, eta: 6:32:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9163, top5_acc: 0.9938, loss_cls: 0.3233, loss: 0.3233 +2023-12-28 10:16:34,898 - pyskl - INFO - Epoch [106][1900/2353] lr: 4.983e-03, eta: 6:32:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9194, top5_acc: 0.9875, loss_cls: 0.3433, loss: 0.3433 +2023-12-28 10:16:57,350 - pyskl - INFO - Epoch [106][2000/2353] lr: 4.974e-03, eta: 6:32:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9931, loss_cls: 0.3603, loss: 0.3603 +2023-12-28 10:17:19,778 - pyskl - INFO - Epoch [106][2100/2353] lr: 4.965e-03, eta: 6:31:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9900, loss_cls: 0.3261, loss: 0.3261 +2023-12-28 10:17:42,306 - pyskl - INFO - Epoch [106][2200/2353] lr: 4.956e-03, eta: 6:31:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9912, loss_cls: 0.3438, loss: 0.3438 +2023-12-28 10:18:04,899 - pyskl - INFO - Epoch [106][2300/2353] lr: 4.947e-03, eta: 6:31:05, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9931, loss_cls: 0.3195, loss: 0.3195 +2023-12-28 10:18:17,224 - pyskl - INFO - Saving checkpoint at 106 epochs +2023-12-28 10:19:45,056 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:19:45,135 - pyskl - INFO - +top1_acc 0.9309 +top5_acc 0.9938 +2023-12-28 10:19:45,139 - pyskl - INFO - Epoch(val) [106][1184] top1_acc: 0.9309, top5_acc: 0.9938 +2023-12-28 10:20:24,811 - pyskl - INFO - Epoch [107][100/2353] lr: 4.934e-03, eta: 6:30:32, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9912, loss_cls: 0.2895, loss: 0.2895 +2023-12-28 10:20:47,220 - pyskl - INFO - Epoch [107][200/2353] lr: 4.925e-03, eta: 6:30:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9925, loss_cls: 0.3193, loss: 0.3193 +2023-12-28 10:21:09,584 - pyskl - INFO - Epoch [107][300/2353] lr: 4.916e-03, eta: 6:29:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9131, top5_acc: 0.9938, loss_cls: 0.3362, loss: 0.3362 +2023-12-28 10:21:32,041 - pyskl - INFO - Epoch [107][400/2353] lr: 4.907e-03, eta: 6:29:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9881, loss_cls: 0.3093, loss: 0.3093 +2023-12-28 10:21:54,560 - pyskl - INFO - Epoch [107][500/2353] lr: 4.898e-03, eta: 6:29:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 0.3041, loss: 0.3041 +2023-12-28 10:22:16,952 - pyskl - INFO - Epoch [107][600/2353] lr: 4.890e-03, eta: 6:28:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9925, loss_cls: 0.2499, loss: 0.2499 +2023-12-28 10:22:39,523 - pyskl - INFO - Epoch [107][700/2353] lr: 4.881e-03, eta: 6:28:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9894, loss_cls: 0.3296, loss: 0.3296 +2023-12-28 10:23:02,012 - pyskl - INFO - Epoch [107][800/2353] lr: 4.872e-03, eta: 6:27:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9931, loss_cls: 0.3152, loss: 0.3152 +2023-12-28 10:23:24,438 - pyskl - INFO - Epoch [107][900/2353] lr: 4.863e-03, eta: 6:27:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9144, top5_acc: 0.9919, loss_cls: 0.3316, loss: 0.3316 +2023-12-28 10:23:46,840 - pyskl - INFO - Epoch [107][1000/2353] lr: 4.854e-03, eta: 6:27:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.2816, loss: 0.2816 +2023-12-28 10:24:09,215 - pyskl - INFO - Epoch [107][1100/2353] lr: 4.845e-03, eta: 6:26:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9206, top5_acc: 0.9888, loss_cls: 0.3043, loss: 0.3043 +2023-12-28 10:24:31,625 - pyskl - INFO - Epoch [107][1200/2353] lr: 4.837e-03, eta: 6:26:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9250, top5_acc: 0.9919, loss_cls: 0.3052, loss: 0.3052 +2023-12-28 10:24:54,065 - pyskl - INFO - Epoch [107][1300/2353] lr: 4.828e-03, eta: 6:25:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.2892, loss: 0.2892 +2023-12-28 10:25:16,565 - pyskl - INFO - Epoch [107][1400/2353] lr: 4.819e-03, eta: 6:25:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9919, loss_cls: 0.3203, loss: 0.3203 +2023-12-28 10:25:39,143 - pyskl - INFO - Epoch [107][1500/2353] lr: 4.810e-03, eta: 6:25:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9875, loss_cls: 0.3642, loss: 0.3642 +2023-12-28 10:26:01,613 - pyskl - INFO - Epoch [107][1600/2353] lr: 4.802e-03, eta: 6:24:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9912, loss_cls: 0.3272, loss: 0.3272 +2023-12-28 10:26:24,038 - pyskl - INFO - Epoch [107][1700/2353] lr: 4.793e-03, eta: 6:24:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3149, loss: 0.3149 +2023-12-28 10:26:46,469 - pyskl - INFO - Epoch [107][1800/2353] lr: 4.784e-03, eta: 6:24:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9094, top5_acc: 0.9931, loss_cls: 0.3452, loss: 0.3452 +2023-12-28 10:27:09,051 - pyskl - INFO - Epoch [107][1900/2353] lr: 4.775e-03, eta: 6:23:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3037, loss: 0.3037 +2023-12-28 10:27:31,665 - pyskl - INFO - Epoch [107][2000/2353] lr: 4.767e-03, eta: 6:23:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9888, loss_cls: 0.3324, loss: 0.3324 +2023-12-28 10:27:54,089 - pyskl - INFO - Epoch [107][2100/2353] lr: 4.758e-03, eta: 6:22:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9944, loss_cls: 0.2869, loss: 0.2869 +2023-12-28 10:28:16,523 - pyskl - INFO - Epoch [107][2200/2353] lr: 4.749e-03, eta: 6:22:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9175, top5_acc: 0.9906, loss_cls: 0.3559, loss: 0.3559 +2023-12-28 10:28:38,974 - pyskl - INFO - Epoch [107][2300/2353] lr: 4.740e-03, eta: 6:22:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9169, top5_acc: 0.9900, loss_cls: 0.3353, loss: 0.3353 +2023-12-28 10:28:51,346 - pyskl - INFO - Saving checkpoint at 107 epochs +2023-12-28 10:30:19,447 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:30:19,525 - pyskl - INFO - +top1_acc 0.9296 +top5_acc 0.9938 +2023-12-28 10:30:19,529 - pyskl - INFO - Epoch(val) [107][1184] top1_acc: 0.9296, top5_acc: 0.9938 +2023-12-28 10:30:59,406 - pyskl - INFO - Epoch [108][100/2353] lr: 4.727e-03, eta: 6:21:40, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.9294, top5_acc: 0.9944, loss_cls: 0.3075, loss: 0.3075 +2023-12-28 10:31:21,759 - pyskl - INFO - Epoch [108][200/2353] lr: 4.718e-03, eta: 6:21:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9919, loss_cls: 0.2909, loss: 0.2909 +2023-12-28 10:31:44,191 - pyskl - INFO - Epoch [108][300/2353] lr: 4.710e-03, eta: 6:20:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.2792, loss: 0.2792 +2023-12-28 10:32:06,731 - pyskl - INFO - Epoch [108][400/2353] lr: 4.701e-03, eta: 6:20:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.2983, loss: 0.2983 +2023-12-28 10:32:29,182 - pyskl - INFO - Epoch [108][500/2353] lr: 4.692e-03, eta: 6:20:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3173, loss: 0.3173 +2023-12-28 10:32:51,707 - pyskl - INFO - Epoch [108][600/2353] lr: 4.684e-03, eta: 6:19:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9938, loss_cls: 0.2992, loss: 0.2992 +2023-12-28 10:33:14,128 - pyskl - INFO - Epoch [108][700/2353] lr: 4.675e-03, eta: 6:19:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.2657, loss: 0.2657 +2023-12-28 10:33:36,544 - pyskl - INFO - Epoch [108][800/2353] lr: 4.666e-03, eta: 6:19:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9906, loss_cls: 0.3408, loss: 0.3408 +2023-12-28 10:33:58,977 - pyskl - INFO - Epoch [108][900/2353] lr: 4.658e-03, eta: 6:18:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9944, loss_cls: 0.3262, loss: 0.3262 +2023-12-28 10:34:21,436 - pyskl - INFO - Epoch [108][1000/2353] lr: 4.649e-03, eta: 6:18:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9962, loss_cls: 0.2714, loss: 0.2714 +2023-12-28 10:34:44,010 - pyskl - INFO - Epoch [108][1100/2353] lr: 4.640e-03, eta: 6:17:52, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.2907, loss: 0.2907 +2023-12-28 10:35:06,525 - pyskl - INFO - Epoch [108][1200/2353] lr: 4.632e-03, eta: 6:17:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9906, loss_cls: 0.3171, loss: 0.3171 +2023-12-28 10:35:29,018 - pyskl - INFO - Epoch [108][1300/2353] lr: 4.623e-03, eta: 6:17:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9944, loss_cls: 0.2918, loss: 0.2918 +2023-12-28 10:35:51,682 - pyskl - INFO - Epoch [108][1400/2353] lr: 4.614e-03, eta: 6:16:44, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9888, loss_cls: 0.3000, loss: 0.3000 +2023-12-28 10:36:14,177 - pyskl - INFO - Epoch [108][1500/2353] lr: 4.606e-03, eta: 6:16:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9894, loss_cls: 0.3125, loss: 0.3125 +2023-12-28 10:36:36,635 - pyskl - INFO - Epoch [108][1600/2353] lr: 4.597e-03, eta: 6:15:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9231, top5_acc: 0.9925, loss_cls: 0.3218, loss: 0.3218 +2023-12-28 10:36:59,065 - pyskl - INFO - Epoch [108][1700/2353] lr: 4.588e-03, eta: 6:15:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9931, loss_cls: 0.3264, loss: 0.3264 +2023-12-28 10:37:21,500 - pyskl - INFO - Epoch [108][1800/2353] lr: 4.580e-03, eta: 6:15:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9244, top5_acc: 0.9906, loss_cls: 0.3080, loss: 0.3080 +2023-12-28 10:37:43,894 - pyskl - INFO - Epoch [108][1900/2353] lr: 4.571e-03, eta: 6:14:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9150, top5_acc: 0.9925, loss_cls: 0.3346, loss: 0.3346 +2023-12-28 10:38:06,269 - pyskl - INFO - Epoch [108][2000/2353] lr: 4.563e-03, eta: 6:14:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9931, loss_cls: 0.2959, loss: 0.2959 +2023-12-28 10:38:28,632 - pyskl - INFO - Epoch [108][2100/2353] lr: 4.554e-03, eta: 6:14:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9944, loss_cls: 0.2948, loss: 0.2948 +2023-12-28 10:38:51,016 - pyskl - INFO - Epoch [108][2200/2353] lr: 4.545e-03, eta: 6:13:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9181, top5_acc: 0.9900, loss_cls: 0.3419, loss: 0.3419 +2023-12-28 10:39:13,379 - pyskl - INFO - Epoch [108][2300/2353] lr: 4.537e-03, eta: 6:13:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9931, loss_cls: 0.2985, loss: 0.2985 +2023-12-28 10:39:25,625 - pyskl - INFO - Saving checkpoint at 108 epochs +2023-12-28 10:40:52,860 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:40:52,939 - pyskl - INFO - +top1_acc 0.9338 +top5_acc 0.9936 +2023-12-28 10:40:52,943 - pyskl - INFO - Epoch(val) [108][1184] top1_acc: 0.9338, top5_acc: 0.9936 +2023-12-28 10:41:32,730 - pyskl - INFO - Epoch [109][100/2353] lr: 4.524e-03, eta: 6:12:47, time: 0.398, data_time: 0.172, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9988, loss_cls: 0.2440, loss: 0.2440 +2023-12-28 10:41:55,207 - pyskl - INFO - Epoch [109][200/2353] lr: 4.515e-03, eta: 6:12:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9944, loss_cls: 0.3004, loss: 0.3004 +2023-12-28 10:42:17,574 - pyskl - INFO - Epoch [109][300/2353] lr: 4.507e-03, eta: 6:12:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9931, loss_cls: 0.2646, loss: 0.2646 +2023-12-28 10:42:39,926 - pyskl - INFO - Epoch [109][400/2353] lr: 4.498e-03, eta: 6:11:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.2635, loss: 0.2635 +2023-12-28 10:43:02,295 - pyskl - INFO - Epoch [109][500/2353] lr: 4.490e-03, eta: 6:11:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9925, loss_cls: 0.2826, loss: 0.2826 +2023-12-28 10:43:24,651 - pyskl - INFO - Epoch [109][600/2353] lr: 4.481e-03, eta: 6:10:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9919, loss_cls: 0.2888, loss: 0.2888 +2023-12-28 10:43:47,009 - pyskl - INFO - Epoch [109][700/2353] lr: 4.472e-03, eta: 6:10:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 0.2561, loss: 0.2561 +2023-12-28 10:44:09,419 - pyskl - INFO - Epoch [109][800/2353] lr: 4.464e-03, eta: 6:10:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9931, loss_cls: 0.2792, loss: 0.2792 +2023-12-28 10:44:31,789 - pyskl - INFO - Epoch [109][900/2353] lr: 4.455e-03, eta: 6:09:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9912, loss_cls: 0.3036, loss: 0.3036 +2023-12-28 10:44:54,167 - pyskl - INFO - Epoch [109][1000/2353] lr: 4.447e-03, eta: 6:09:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2640, loss: 0.2640 +2023-12-28 10:45:16,566 - pyskl - INFO - Epoch [109][1100/2353] lr: 4.438e-03, eta: 6:08:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9950, loss_cls: 0.2675, loss: 0.2675 +2023-12-28 10:45:39,016 - pyskl - INFO - Epoch [109][1200/2353] lr: 4.430e-03, eta: 6:08:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9931, loss_cls: 0.2936, loss: 0.2936 +2023-12-28 10:46:01,476 - pyskl - INFO - Epoch [109][1300/2353] lr: 4.421e-03, eta: 6:08:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9962, loss_cls: 0.2653, loss: 0.2653 +2023-12-28 10:46:23,888 - pyskl - INFO - Epoch [109][1400/2353] lr: 4.413e-03, eta: 6:07:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9275, top5_acc: 0.9925, loss_cls: 0.3180, loss: 0.3180 +2023-12-28 10:46:46,455 - pyskl - INFO - Epoch [109][1500/2353] lr: 4.404e-03, eta: 6:07:28, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9200, top5_acc: 0.9931, loss_cls: 0.3250, loss: 0.3250 +2023-12-28 10:47:09,056 - pyskl - INFO - Epoch [109][1600/2353] lr: 4.396e-03, eta: 6:07:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9925, loss_cls: 0.3099, loss: 0.3099 +2023-12-28 10:47:31,533 - pyskl - INFO - Epoch [109][1700/2353] lr: 4.387e-03, eta: 6:06:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.2746, loss: 0.2746 +2023-12-28 10:47:54,061 - pyskl - INFO - Epoch [109][1800/2353] lr: 4.379e-03, eta: 6:06:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9106, top5_acc: 0.9894, loss_cls: 0.3538, loss: 0.3538 +2023-12-28 10:48:16,440 - pyskl - INFO - Epoch [109][1900/2353] lr: 4.371e-03, eta: 6:05:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9894, loss_cls: 0.3232, loss: 0.3232 +2023-12-28 10:48:38,795 - pyskl - INFO - Epoch [109][2000/2353] lr: 4.362e-03, eta: 6:05:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9187, top5_acc: 0.9881, loss_cls: 0.3262, loss: 0.3262 +2023-12-28 10:49:01,123 - pyskl - INFO - Epoch [109][2100/2353] lr: 4.354e-03, eta: 6:05:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9156, top5_acc: 0.9925, loss_cls: 0.3177, loss: 0.3177 +2023-12-28 10:49:23,459 - pyskl - INFO - Epoch [109][2200/2353] lr: 4.345e-03, eta: 6:04:49, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9919, loss_cls: 0.3035, loss: 0.3035 +2023-12-28 10:49:45,820 - pyskl - INFO - Epoch [109][2300/2353] lr: 4.337e-03, eta: 6:04:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9263, top5_acc: 0.9912, loss_cls: 0.3034, loss: 0.3034 +2023-12-28 10:49:58,115 - pyskl - INFO - Saving checkpoint at 109 epochs +2023-12-28 10:51:26,154 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 10:51:26,234 - pyskl - INFO - +top1_acc 0.9330 +top5_acc 0.9936 +2023-12-28 10:51:26,239 - pyskl - INFO - Epoch(val) [109][1184] top1_acc: 0.9330, top5_acc: 0.9936 +2023-12-28 10:52:05,611 - pyskl - INFO - Epoch [110][100/2353] lr: 4.324e-03, eta: 6:03:53, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2642, loss: 0.2642 +2023-12-28 10:52:28,001 - pyskl - INFO - Epoch [110][200/2353] lr: 4.315e-03, eta: 6:03:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9956, loss_cls: 0.2508, loss: 0.2508 +2023-12-28 10:52:50,411 - pyskl - INFO - Epoch [110][300/2353] lr: 4.307e-03, eta: 6:03:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9944, loss_cls: 0.2248, loss: 0.2248 +2023-12-28 10:53:12,814 - pyskl - INFO - Epoch [110][400/2353] lr: 4.299e-03, eta: 6:02:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9256, top5_acc: 0.9931, loss_cls: 0.3131, loss: 0.3131 +2023-12-28 10:53:35,186 - pyskl - INFO - Epoch [110][500/2353] lr: 4.290e-03, eta: 6:02:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9919, loss_cls: 0.2582, loss: 0.2582 +2023-12-28 10:53:57,611 - pyskl - INFO - Epoch [110][600/2353] lr: 4.282e-03, eta: 6:02:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.2545, loss: 0.2545 +2023-12-28 10:54:20,083 - pyskl - INFO - Epoch [110][700/2353] lr: 4.274e-03, eta: 6:01:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9912, loss_cls: 0.3112, loss: 0.3112 +2023-12-28 10:54:42,516 - pyskl - INFO - Epoch [110][800/2353] lr: 4.265e-03, eta: 6:01:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9931, loss_cls: 0.2373, loss: 0.2373 +2023-12-28 10:55:05,166 - pyskl - INFO - Epoch [110][900/2353] lr: 4.257e-03, eta: 6:00:52, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9938, loss_cls: 0.2608, loss: 0.2608 +2023-12-28 10:55:27,680 - pyskl - INFO - Epoch [110][1000/2353] lr: 4.248e-03, eta: 6:00:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9938, loss_cls: 0.2977, loss: 0.2977 +2023-12-28 10:55:50,134 - pyskl - INFO - Epoch [110][1100/2353] lr: 4.240e-03, eta: 6:00:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9950, loss_cls: 0.2931, loss: 0.2931 +2023-12-28 10:56:12,609 - pyskl - INFO - Epoch [110][1200/2353] lr: 4.232e-03, eta: 5:59:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9225, top5_acc: 0.9906, loss_cls: 0.3373, loss: 0.3373 +2023-12-28 10:56:35,019 - pyskl - INFO - Epoch [110][1300/2353] lr: 4.223e-03, eta: 5:59:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9931, loss_cls: 0.2794, loss: 0.2794 +2023-12-28 10:56:57,386 - pyskl - INFO - Epoch [110][1400/2353] lr: 4.215e-03, eta: 5:58:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9281, top5_acc: 0.9912, loss_cls: 0.3017, loss: 0.3017 +2023-12-28 10:57:19,751 - pyskl - INFO - Epoch [110][1500/2353] lr: 4.207e-03, eta: 5:58:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9300, top5_acc: 0.9881, loss_cls: 0.2906, loss: 0.2906 +2023-12-28 10:57:42,076 - pyskl - INFO - Epoch [110][1600/2353] lr: 4.198e-03, eta: 5:58:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9050, top5_acc: 0.9888, loss_cls: 0.3646, loss: 0.3646 +2023-12-28 10:58:04,387 - pyskl - INFO - Epoch [110][1700/2353] lr: 4.190e-03, eta: 5:57:50, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2573, loss: 0.2573 +2023-12-28 10:58:26,695 - pyskl - INFO - Epoch [110][1800/2353] lr: 4.182e-03, eta: 5:57:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9931, loss_cls: 0.2977, loss: 0.2977 +2023-12-28 10:58:49,062 - pyskl - INFO - Epoch [110][1900/2353] lr: 4.173e-03, eta: 5:57:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9269, top5_acc: 0.9919, loss_cls: 0.3030, loss: 0.3030 +2023-12-28 10:59:11,544 - pyskl - INFO - Epoch [110][2000/2353] lr: 4.165e-03, eta: 5:56:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.2884, loss: 0.2884 +2023-12-28 10:59:33,921 - pyskl - INFO - Epoch [110][2100/2353] lr: 4.157e-03, eta: 5:56:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9931, loss_cls: 0.2741, loss: 0.2741 +2023-12-28 10:59:56,267 - pyskl - INFO - Epoch [110][2200/2353] lr: 4.149e-03, eta: 5:55:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9944, loss_cls: 0.2584, loss: 0.2584 +2023-12-28 11:00:18,632 - pyskl - INFO - Epoch [110][2300/2353] lr: 4.140e-03, eta: 5:55:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9925, loss_cls: 0.2851, loss: 0.2851 +2023-12-28 11:00:30,951 - pyskl - INFO - Saving checkpoint at 110 epochs +2023-12-28 11:01:58,285 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:01:58,363 - pyskl - INFO - +top1_acc 0.9364 +top5_acc 0.9945 +2023-12-28 11:01:58,367 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_105.pth was removed +2023-12-28 11:01:58,494 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_110.pth. +2023-12-28 11:01:58,495 - pyskl - INFO - Best top1_acc is 0.9364 at 110 epoch. +2023-12-28 11:01:58,499 - pyskl - INFO - Epoch(val) [110][1184] top1_acc: 0.9364, top5_acc: 0.9945 +2023-12-28 11:02:37,831 - pyskl - INFO - Epoch [111][100/2353] lr: 4.128e-03, eta: 5:55:00, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9956, loss_cls: 0.2252, loss: 0.2252 +2023-12-28 11:03:00,284 - pyskl - INFO - Epoch [111][200/2353] lr: 4.119e-03, eta: 5:54:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9925, loss_cls: 0.2492, loss: 0.2492 +2023-12-28 11:03:22,763 - pyskl - INFO - Epoch [111][300/2353] lr: 4.111e-03, eta: 5:54:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9906, loss_cls: 0.2556, loss: 0.2556 +2023-12-28 11:03:45,173 - pyskl - INFO - Epoch [111][400/2353] lr: 4.103e-03, eta: 5:53:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9962, loss_cls: 0.2544, loss: 0.2544 +2023-12-28 11:04:07,552 - pyskl - INFO - Epoch [111][500/2353] lr: 4.095e-03, eta: 5:53:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9956, loss_cls: 0.2243, loss: 0.2243 +2023-12-28 11:04:29,908 - pyskl - INFO - Epoch [111][600/2353] lr: 4.086e-03, eta: 5:53:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9944, loss_cls: 0.2696, loss: 0.2696 +2023-12-28 11:04:52,287 - pyskl - INFO - Epoch [111][700/2353] lr: 4.078e-03, eta: 5:52:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9906, loss_cls: 0.2984, loss: 0.2984 +2023-12-28 11:05:14,691 - pyskl - INFO - Epoch [111][800/2353] lr: 4.070e-03, eta: 5:52:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9944, loss_cls: 0.2387, loss: 0.2387 +2023-12-28 11:05:37,178 - pyskl - INFO - Epoch [111][900/2353] lr: 4.062e-03, eta: 5:51:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.2691, loss: 0.2691 +2023-12-28 11:05:59,647 - pyskl - INFO - Epoch [111][1000/2353] lr: 4.054e-03, eta: 5:51:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9325, top5_acc: 0.9931, loss_cls: 0.2747, loss: 0.2747 +2023-12-28 11:06:22,205 - pyskl - INFO - Epoch [111][1100/2353] lr: 4.045e-03, eta: 5:51:13, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9950, loss_cls: 0.2655, loss: 0.2655 +2023-12-28 11:06:44,649 - pyskl - INFO - Epoch [111][1200/2353] lr: 4.037e-03, eta: 5:50:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9931, loss_cls: 0.2789, loss: 0.2789 +2023-12-28 11:07:07,033 - pyskl - INFO - Epoch [111][1300/2353] lr: 4.029e-03, eta: 5:50:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9313, top5_acc: 0.9919, loss_cls: 0.3065, loss: 0.3065 +2023-12-28 11:07:29,408 - pyskl - INFO - Epoch [111][1400/2353] lr: 4.021e-03, eta: 5:50:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9912, loss_cls: 0.2843, loss: 0.2843 +2023-12-28 11:07:51,838 - pyskl - INFO - Epoch [111][1500/2353] lr: 4.013e-03, eta: 5:49:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.2599, loss: 0.2599 +2023-12-28 11:08:14,247 - pyskl - INFO - Epoch [111][1600/2353] lr: 4.005e-03, eta: 5:49:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9962, loss_cls: 0.2590, loss: 0.2590 +2023-12-28 11:08:36,649 - pyskl - INFO - Epoch [111][1700/2353] lr: 3.996e-03, eta: 5:48:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9956, loss_cls: 0.2787, loss: 0.2787 +2023-12-28 11:08:59,032 - pyskl - INFO - Epoch [111][1800/2353] lr: 3.988e-03, eta: 5:48:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9956, loss_cls: 0.2738, loss: 0.2738 +2023-12-28 11:09:21,468 - pyskl - INFO - Epoch [111][1900/2353] lr: 3.980e-03, eta: 5:48:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9944, loss_cls: 0.2479, loss: 0.2479 +2023-12-28 11:09:43,969 - pyskl - INFO - Epoch [111][2000/2353] lr: 3.972e-03, eta: 5:47:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9950, loss_cls: 0.2494, loss: 0.2494 +2023-12-28 11:10:06,327 - pyskl - INFO - Epoch [111][2100/2353] lr: 3.964e-03, eta: 5:47:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9369, top5_acc: 0.9919, loss_cls: 0.2789, loss: 0.2789 +2023-12-28 11:10:28,680 - pyskl - INFO - Epoch [111][2200/2353] lr: 3.956e-03, eta: 5:47:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9906, loss_cls: 0.2924, loss: 0.2924 +2023-12-28 11:10:51,037 - pyskl - INFO - Epoch [111][2300/2353] lr: 3.948e-03, eta: 5:46:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9925, loss_cls: 0.2761, loss: 0.2761 +2023-12-28 11:11:03,292 - pyskl - INFO - Saving checkpoint at 111 epochs +2023-12-28 11:12:31,174 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:12:31,254 - pyskl - INFO - +top1_acc 0.9397 +top5_acc 0.9942 +2023-12-28 11:12:31,258 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_110.pth was removed +2023-12-28 11:12:31,382 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_111.pth. +2023-12-28 11:12:31,382 - pyskl - INFO - Best top1_acc is 0.9397 at 111 epoch. +2023-12-28 11:12:31,387 - pyskl - INFO - Epoch(val) [111][1184] top1_acc: 0.9397, top5_acc: 0.9942 +2023-12-28 11:13:11,057 - pyskl - INFO - Epoch [112][100/2353] lr: 3.935e-03, eta: 5:46:07, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9950, loss_cls: 0.2059, loss: 0.2059 +2023-12-28 11:13:33,437 - pyskl - INFO - Epoch [112][200/2353] lr: 3.927e-03, eta: 5:45:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.2424, loss: 0.2424 +2023-12-28 11:13:55,769 - pyskl - INFO - Epoch [112][300/2353] lr: 3.919e-03, eta: 5:45:21, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9925, loss_cls: 0.2632, loss: 0.2632 +2023-12-28 11:14:18,182 - pyskl - INFO - Epoch [112][400/2353] lr: 3.911e-03, eta: 5:44:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9975, loss_cls: 0.2132, loss: 0.2132 +2023-12-28 11:14:40,634 - pyskl - INFO - Epoch [112][500/2353] lr: 3.903e-03, eta: 5:44:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9938, loss_cls: 0.2517, loss: 0.2517 +2023-12-28 11:15:03,137 - pyskl - INFO - Epoch [112][600/2353] lr: 3.895e-03, eta: 5:44:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9956, loss_cls: 0.2327, loss: 0.2327 +2023-12-28 11:15:25,581 - pyskl - INFO - Epoch [112][700/2353] lr: 3.887e-03, eta: 5:43:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9912, loss_cls: 0.2725, loss: 0.2725 +2023-12-28 11:15:47,992 - pyskl - INFO - Epoch [112][800/2353] lr: 3.879e-03, eta: 5:43:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2179, loss: 0.2179 +2023-12-28 11:16:10,646 - pyskl - INFO - Epoch [112][900/2353] lr: 3.871e-03, eta: 5:43:05, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9975, loss_cls: 0.2205, loss: 0.2205 +2023-12-28 11:16:33,258 - pyskl - INFO - Epoch [112][1000/2353] lr: 3.862e-03, eta: 5:42:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9975, loss_cls: 0.2259, loss: 0.2259 +2023-12-28 11:16:55,817 - pyskl - INFO - Epoch [112][1100/2353] lr: 3.854e-03, eta: 5:42:20, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9962, loss_cls: 0.2389, loss: 0.2389 +2023-12-28 11:17:18,189 - pyskl - INFO - Epoch [112][1200/2353] lr: 3.846e-03, eta: 5:41:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9344, top5_acc: 0.9919, loss_cls: 0.2834, loss: 0.2834 +2023-12-28 11:17:40,603 - pyskl - INFO - Epoch [112][1300/2353] lr: 3.838e-03, eta: 5:41:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9938, loss_cls: 0.2495, loss: 0.2495 +2023-12-28 11:18:02,980 - pyskl - INFO - Epoch [112][1400/2353] lr: 3.830e-03, eta: 5:41:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9906, loss_cls: 0.2507, loss: 0.2507 +2023-12-28 11:18:25,364 - pyskl - INFO - Epoch [112][1500/2353] lr: 3.822e-03, eta: 5:40:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9900, loss_cls: 0.2708, loss: 0.2708 +2023-12-28 11:18:47,699 - pyskl - INFO - Epoch [112][1600/2353] lr: 3.814e-03, eta: 5:40:26, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.2611, loss: 0.2611 +2023-12-28 11:19:10,082 - pyskl - INFO - Epoch [112][1700/2353] lr: 3.806e-03, eta: 5:40:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9931, loss_cls: 0.2589, loss: 0.2589 +2023-12-28 11:19:32,471 - pyskl - INFO - Epoch [112][1800/2353] lr: 3.798e-03, eta: 5:39:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.2910, loss: 0.2910 +2023-12-28 11:19:54,872 - pyskl - INFO - Epoch [112][1900/2353] lr: 3.790e-03, eta: 5:39:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2278, loss: 0.2278 +2023-12-28 11:20:17,231 - pyskl - INFO - Epoch [112][2000/2353] lr: 3.782e-03, eta: 5:38:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9938, loss_cls: 0.2462, loss: 0.2462 +2023-12-28 11:20:39,601 - pyskl - INFO - Epoch [112][2100/2353] lr: 3.774e-03, eta: 5:38:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9931, loss_cls: 0.2594, loss: 0.2594 +2023-12-28 11:21:02,013 - pyskl - INFO - Epoch [112][2200/2353] lr: 3.766e-03, eta: 5:38:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9912, loss_cls: 0.2445, loss: 0.2445 +2023-12-28 11:21:24,425 - pyskl - INFO - Epoch [112][2300/2353] lr: 3.759e-03, eta: 5:37:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9306, top5_acc: 0.9962, loss_cls: 0.2758, loss: 0.2758 +2023-12-28 11:21:36,791 - pyskl - INFO - Saving checkpoint at 112 epochs +2023-12-28 11:23:04,432 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:23:04,510 - pyskl - INFO - +top1_acc 0.9402 +top5_acc 0.9939 +2023-12-28 11:23:04,514 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_111.pth was removed +2023-12-28 11:23:04,664 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_112.pth. +2023-12-28 11:23:04,665 - pyskl - INFO - Best top1_acc is 0.9402 at 112 epoch. +2023-12-28 11:23:04,669 - pyskl - INFO - Epoch(val) [112][1184] top1_acc: 0.9402, top5_acc: 0.9939 +2023-12-28 11:23:45,135 - pyskl - INFO - Epoch [113][100/2353] lr: 3.746e-03, eta: 5:37:14, time: 0.405, data_time: 0.180, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9962, loss_cls: 0.2544, loss: 0.2544 +2023-12-28 11:24:07,652 - pyskl - INFO - Epoch [113][200/2353] lr: 3.738e-03, eta: 5:36:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9394, top5_acc: 0.9912, loss_cls: 0.2540, loss: 0.2540 +2023-12-28 11:24:30,216 - pyskl - INFO - Epoch [113][300/2353] lr: 3.730e-03, eta: 5:36:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2252, loss: 0.2252 +2023-12-28 11:24:52,681 - pyskl - INFO - Epoch [113][400/2353] lr: 3.723e-03, eta: 5:36:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.2414, loss: 0.2414 +2023-12-28 11:25:15,065 - pyskl - INFO - Epoch [113][500/2353] lr: 3.715e-03, eta: 5:35:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9287, top5_acc: 0.9925, loss_cls: 0.2968, loss: 0.2968 +2023-12-28 11:25:37,454 - pyskl - INFO - Epoch [113][600/2353] lr: 3.707e-03, eta: 5:35:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.2435, loss: 0.2435 +2023-12-28 11:25:59,884 - pyskl - INFO - Epoch [113][700/2353] lr: 3.699e-03, eta: 5:34:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9381, top5_acc: 0.9900, loss_cls: 0.2831, loss: 0.2831 +2023-12-28 11:26:22,235 - pyskl - INFO - Epoch [113][800/2353] lr: 3.691e-03, eta: 5:34:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2258, loss: 0.2258 +2023-12-28 11:26:44,638 - pyskl - INFO - Epoch [113][900/2353] lr: 3.683e-03, eta: 5:34:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9956, loss_cls: 0.2312, loss: 0.2312 +2023-12-28 11:27:07,103 - pyskl - INFO - Epoch [113][1000/2353] lr: 3.675e-03, eta: 5:33:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9925, loss_cls: 0.2361, loss: 0.2361 +2023-12-28 11:27:29,516 - pyskl - INFO - Epoch [113][1100/2353] lr: 3.667e-03, eta: 5:33:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9938, loss_cls: 0.2247, loss: 0.2247 +2023-12-28 11:27:51,964 - pyskl - INFO - Epoch [113][1200/2353] lr: 3.659e-03, eta: 5:33:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9425, top5_acc: 0.9950, loss_cls: 0.2590, loss: 0.2590 +2023-12-28 11:28:14,387 - pyskl - INFO - Epoch [113][1300/2353] lr: 3.652e-03, eta: 5:32:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9938, loss_cls: 0.2881, loss: 0.2881 +2023-12-28 11:28:36,886 - pyskl - INFO - Epoch [113][1400/2353] lr: 3.644e-03, eta: 5:32:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9919, loss_cls: 0.2630, loss: 0.2630 +2023-12-28 11:28:59,405 - pyskl - INFO - Epoch [113][1500/2353] lr: 3.636e-03, eta: 5:31:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9919, loss_cls: 0.2802, loss: 0.2802 +2023-12-28 11:29:21,838 - pyskl - INFO - Epoch [113][1600/2353] lr: 3.628e-03, eta: 5:31:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9938, loss_cls: 0.2639, loss: 0.2639 +2023-12-28 11:29:44,203 - pyskl - INFO - Epoch [113][1700/2353] lr: 3.620e-03, eta: 5:31:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9938, loss_cls: 0.2570, loss: 0.2570 +2023-12-28 11:30:06,541 - pyskl - INFO - Epoch [113][1800/2353] lr: 3.612e-03, eta: 5:30:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9925, loss_cls: 0.2535, loss: 0.2535 +2023-12-28 11:30:28,924 - pyskl - INFO - Epoch [113][1900/2353] lr: 3.605e-03, eta: 5:30:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9906, loss_cls: 0.2562, loss: 0.2562 +2023-12-28 11:30:51,281 - pyskl - INFO - Epoch [113][2000/2353] lr: 3.597e-03, eta: 5:30:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9400, top5_acc: 0.9950, loss_cls: 0.2671, loss: 0.2671 +2023-12-28 11:31:13,747 - pyskl - INFO - Epoch [113][2100/2353] lr: 3.589e-03, eta: 5:29:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9356, top5_acc: 0.9962, loss_cls: 0.2746, loss: 0.2746 +2023-12-28 11:31:36,188 - pyskl - INFO - Epoch [113][2200/2353] lr: 3.581e-03, eta: 5:29:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9350, top5_acc: 0.9919, loss_cls: 0.2674, loss: 0.2674 +2023-12-28 11:31:58,585 - pyskl - INFO - Epoch [113][2300/2353] lr: 3.573e-03, eta: 5:28:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9950, loss_cls: 0.2546, loss: 0.2546 +2023-12-28 11:32:10,956 - pyskl - INFO - Saving checkpoint at 113 epochs +2023-12-28 11:33:38,689 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:33:38,768 - pyskl - INFO - +top1_acc 0.9348 +top5_acc 0.9937 +2023-12-28 11:33:38,772 - pyskl - INFO - Epoch(val) [113][1184] top1_acc: 0.9348, top5_acc: 0.9937 +2023-12-28 11:34:18,820 - pyskl - INFO - Epoch [114][100/2353] lr: 3.561e-03, eta: 5:28:21, time: 0.400, data_time: 0.176, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9950, loss_cls: 0.2082, loss: 0.2082 +2023-12-28 11:34:41,193 - pyskl - INFO - Epoch [114][200/2353] lr: 3.554e-03, eta: 5:27:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9962, loss_cls: 0.2203, loss: 0.2203 +2023-12-28 11:35:03,578 - pyskl - INFO - Epoch [114][300/2353] lr: 3.546e-03, eta: 5:27:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2071, loss: 0.2071 +2023-12-28 11:35:25,918 - pyskl - INFO - Epoch [114][400/2353] lr: 3.538e-03, eta: 5:27:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9931, loss_cls: 0.2547, loss: 0.2547 +2023-12-28 11:35:48,275 - pyskl - INFO - Epoch [114][500/2353] lr: 3.530e-03, eta: 5:26:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9969, loss_cls: 0.2311, loss: 0.2311 +2023-12-28 11:36:10,642 - pyskl - INFO - Epoch [114][600/2353] lr: 3.523e-03, eta: 5:26:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9944, loss_cls: 0.2054, loss: 0.2054 +2023-12-28 11:36:32,980 - pyskl - INFO - Epoch [114][700/2353] lr: 3.515e-03, eta: 5:26:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9944, loss_cls: 0.2319, loss: 0.2319 +2023-12-28 11:36:55,366 - pyskl - INFO - Epoch [114][800/2353] lr: 3.507e-03, eta: 5:25:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9413, top5_acc: 0.9962, loss_cls: 0.2307, loss: 0.2307 +2023-12-28 11:37:17,781 - pyskl - INFO - Epoch [114][900/2353] lr: 3.499e-03, eta: 5:25:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9956, loss_cls: 0.2296, loss: 0.2296 +2023-12-28 11:37:40,282 - pyskl - INFO - Epoch [114][1000/2353] lr: 3.492e-03, eta: 5:24:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9944, loss_cls: 0.2393, loss: 0.2393 +2023-12-28 11:38:02,785 - pyskl - INFO - Epoch [114][1100/2353] lr: 3.484e-03, eta: 5:24:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9944, loss_cls: 0.2207, loss: 0.2207 +2023-12-28 11:38:25,154 - pyskl - INFO - Epoch [114][1200/2353] lr: 3.476e-03, eta: 5:24:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2227, loss: 0.2227 +2023-12-28 11:38:47,593 - pyskl - INFO - Epoch [114][1300/2353] lr: 3.469e-03, eta: 5:23:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9962, loss_cls: 0.2324, loss: 0.2324 +2023-12-28 11:39:10,009 - pyskl - INFO - Epoch [114][1400/2353] lr: 3.461e-03, eta: 5:23:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9319, top5_acc: 0.9938, loss_cls: 0.2881, loss: 0.2881 +2023-12-28 11:39:32,614 - pyskl - INFO - Epoch [114][1500/2353] lr: 3.453e-03, eta: 5:23:03, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9931, loss_cls: 0.2567, loss: 0.2567 +2023-12-28 11:39:55,128 - pyskl - INFO - Epoch [114][1600/2353] lr: 3.446e-03, eta: 5:22:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9925, loss_cls: 0.2405, loss: 0.2405 +2023-12-28 11:40:17,582 - pyskl - INFO - Epoch [114][1700/2353] lr: 3.438e-03, eta: 5:22:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9938, loss_cls: 0.2401, loss: 0.2401 +2023-12-28 11:40:40,101 - pyskl - INFO - Epoch [114][1800/2353] lr: 3.430e-03, eta: 5:21:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9363, top5_acc: 0.9925, loss_cls: 0.2617, loss: 0.2617 +2023-12-28 11:41:02,565 - pyskl - INFO - Epoch [114][1900/2353] lr: 3.423e-03, eta: 5:21:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9925, loss_cls: 0.2513, loss: 0.2513 +2023-12-28 11:41:24,979 - pyskl - INFO - Epoch [114][2000/2353] lr: 3.415e-03, eta: 5:21:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9925, loss_cls: 0.2368, loss: 0.2368 +2023-12-28 11:41:47,545 - pyskl - INFO - Epoch [114][2100/2353] lr: 3.407e-03, eta: 5:20:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9925, loss_cls: 0.2202, loss: 0.2202 +2023-12-28 11:42:10,046 - pyskl - INFO - Epoch [114][2200/2353] lr: 3.400e-03, eta: 5:20:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9331, top5_acc: 0.9912, loss_cls: 0.2756, loss: 0.2756 +2023-12-28 11:42:32,443 - pyskl - INFO - Epoch [114][2300/2353] lr: 3.392e-03, eta: 5:20:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9375, top5_acc: 0.9975, loss_cls: 0.2530, loss: 0.2530 +2023-12-28 11:42:44,781 - pyskl - INFO - Saving checkpoint at 114 epochs +2023-12-28 11:44:12,638 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:44:12,717 - pyskl - INFO - +top1_acc 0.9392 +top5_acc 0.9940 +2023-12-28 11:44:12,721 - pyskl - INFO - Epoch(val) [114][1184] top1_acc: 0.9392, top5_acc: 0.9940 +2023-12-28 11:44:52,810 - pyskl - INFO - Epoch [115][100/2353] lr: 3.380e-03, eta: 5:19:28, time: 0.401, data_time: 0.177, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9962, loss_cls: 0.2097, loss: 0.2097 +2023-12-28 11:45:15,219 - pyskl - INFO - Epoch [115][200/2353] lr: 3.373e-03, eta: 5:19:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9938, loss_cls: 0.2077, loss: 0.2077 +2023-12-28 11:45:37,600 - pyskl - INFO - Epoch [115][300/2353] lr: 3.365e-03, eta: 5:18:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9950, loss_cls: 0.2007, loss: 0.2007 +2023-12-28 11:46:00,034 - pyskl - INFO - Epoch [115][400/2353] lr: 3.358e-03, eta: 5:18:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2083, loss: 0.2083 +2023-12-28 11:46:22,408 - pyskl - INFO - Epoch [115][500/2353] lr: 3.350e-03, eta: 5:17:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9950, loss_cls: 0.2220, loss: 0.2220 +2023-12-28 11:46:44,794 - pyskl - INFO - Epoch [115][600/2353] lr: 3.342e-03, eta: 5:17:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9981, loss_cls: 0.2023, loss: 0.2023 +2023-12-28 11:47:07,302 - pyskl - INFO - Epoch [115][700/2353] lr: 3.335e-03, eta: 5:17:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 0.2253, loss: 0.2253 +2023-12-28 11:47:29,858 - pyskl - INFO - Epoch [115][800/2353] lr: 3.327e-03, eta: 5:16:49, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2216, loss: 0.2216 +2023-12-28 11:47:52,447 - pyskl - INFO - Epoch [115][900/2353] lr: 3.320e-03, eta: 5:16:26, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9463, top5_acc: 0.9950, loss_cls: 0.2345, loss: 0.2345 +2023-12-28 11:48:14,975 - pyskl - INFO - Epoch [115][1000/2353] lr: 3.312e-03, eta: 5:16:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9969, loss_cls: 0.2152, loss: 0.2152 +2023-12-28 11:48:37,349 - pyskl - INFO - Epoch [115][1100/2353] lr: 3.305e-03, eta: 5:15:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9975, loss_cls: 0.2140, loss: 0.2140 +2023-12-28 11:48:59,720 - pyskl - INFO - Epoch [115][1200/2353] lr: 3.297e-03, eta: 5:15:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9962, loss_cls: 0.2212, loss: 0.2212 +2023-12-28 11:49:22,070 - pyskl - INFO - Epoch [115][1300/2353] lr: 3.290e-03, eta: 5:14:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9912, loss_cls: 0.2407, loss: 0.2407 +2023-12-28 11:49:44,527 - pyskl - INFO - Epoch [115][1400/2353] lr: 3.282e-03, eta: 5:14:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9950, loss_cls: 0.2580, loss: 0.2580 +2023-12-28 11:50:06,992 - pyskl - INFO - Epoch [115][1500/2353] lr: 3.275e-03, eta: 5:14:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9406, top5_acc: 0.9919, loss_cls: 0.2620, loss: 0.2620 +2023-12-28 11:50:29,405 - pyskl - INFO - Epoch [115][1600/2353] lr: 3.267e-03, eta: 5:13:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9919, loss_cls: 0.2738, loss: 0.2738 +2023-12-28 11:50:51,811 - pyskl - INFO - Epoch [115][1700/2353] lr: 3.260e-03, eta: 5:13:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9988, loss_cls: 0.2313, loss: 0.2313 +2023-12-28 11:51:14,255 - pyskl - INFO - Epoch [115][1800/2353] lr: 3.252e-03, eta: 5:13:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9950, loss_cls: 0.2487, loss: 0.2487 +2023-12-28 11:51:36,779 - pyskl - INFO - Epoch [115][1900/2353] lr: 3.245e-03, eta: 5:12:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9962, loss_cls: 0.2251, loss: 0.2251 +2023-12-28 11:51:59,207 - pyskl - INFO - Epoch [115][2000/2353] lr: 3.237e-03, eta: 5:12:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9906, loss_cls: 0.2348, loss: 0.2348 +2023-12-28 11:52:21,630 - pyskl - INFO - Epoch [115][2100/2353] lr: 3.230e-03, eta: 5:11:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2217, loss: 0.2217 +2023-12-28 11:52:44,072 - pyskl - INFO - Epoch [115][2200/2353] lr: 3.222e-03, eta: 5:11:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9931, loss_cls: 0.2402, loss: 0.2402 +2023-12-28 11:53:06,499 - pyskl - INFO - Epoch [115][2300/2353] lr: 3.215e-03, eta: 5:11:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9944, loss_cls: 0.2439, loss: 0.2439 +2023-12-28 11:53:18,793 - pyskl - INFO - Saving checkpoint at 115 epochs +2023-12-28 11:54:46,188 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 11:54:46,267 - pyskl - INFO - +top1_acc 0.9359 +top5_acc 0.9933 +2023-12-28 11:54:46,271 - pyskl - INFO - Epoch(val) [115][1184] top1_acc: 0.9359, top5_acc: 0.9933 +2023-12-28 11:55:26,144 - pyskl - INFO - Epoch [116][100/2353] lr: 3.203e-03, eta: 5:10:35, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9969, loss_cls: 0.2019, loss: 0.2019 +2023-12-28 11:55:48,504 - pyskl - INFO - Epoch [116][200/2353] lr: 3.196e-03, eta: 5:10:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9962, loss_cls: 0.2062, loss: 0.2062 +2023-12-28 11:56:10,876 - pyskl - INFO - Epoch [116][300/2353] lr: 3.188e-03, eta: 5:09:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9975, loss_cls: 0.1961, loss: 0.1961 +2023-12-28 11:56:33,265 - pyskl - INFO - Epoch [116][400/2353] lr: 3.181e-03, eta: 5:09:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.1914, loss: 0.1914 +2023-12-28 11:56:55,683 - pyskl - INFO - Epoch [116][500/2353] lr: 3.174e-03, eta: 5:09:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2168, loss: 0.2168 +2023-12-28 11:57:18,148 - pyskl - INFO - Epoch [116][600/2353] lr: 3.166e-03, eta: 5:08:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9925, loss_cls: 0.2053, loss: 0.2053 +2023-12-28 11:57:40,612 - pyskl - INFO - Epoch [116][700/2353] lr: 3.159e-03, eta: 5:08:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 0.2055, loss: 0.2055 +2023-12-28 11:58:03,081 - pyskl - INFO - Epoch [116][800/2353] lr: 3.151e-03, eta: 5:07:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9969, loss_cls: 0.1976, loss: 0.1976 +2023-12-28 11:58:25,514 - pyskl - INFO - Epoch [116][900/2353] lr: 3.144e-03, eta: 5:07:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.1864, loss: 0.1864 +2023-12-28 11:58:47,905 - pyskl - INFO - Epoch [116][1000/2353] lr: 3.137e-03, eta: 5:07:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9950, loss_cls: 0.2057, loss: 0.2057 +2023-12-28 11:59:10,306 - pyskl - INFO - Epoch [116][1100/2353] lr: 3.129e-03, eta: 5:06:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9456, top5_acc: 0.9981, loss_cls: 0.2147, loss: 0.2147 +2023-12-28 11:59:32,741 - pyskl - INFO - Epoch [116][1200/2353] lr: 3.122e-03, eta: 5:06:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9956, loss_cls: 0.2073, loss: 0.2073 +2023-12-28 11:59:55,243 - pyskl - INFO - Epoch [116][1300/2353] lr: 3.115e-03, eta: 5:06:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9944, loss_cls: 0.2358, loss: 0.2358 +2023-12-28 12:00:17,772 - pyskl - INFO - Epoch [116][1400/2353] lr: 3.107e-03, eta: 5:05:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9925, loss_cls: 0.2059, loss: 0.2059 +2023-12-28 12:00:40,303 - pyskl - INFO - Epoch [116][1500/2353] lr: 3.100e-03, eta: 5:05:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9419, top5_acc: 0.9919, loss_cls: 0.2377, loss: 0.2377 +2023-12-28 12:01:02,790 - pyskl - INFO - Epoch [116][1600/2353] lr: 3.093e-03, eta: 5:04:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9956, loss_cls: 0.2288, loss: 0.2288 +2023-12-28 12:01:25,254 - pyskl - INFO - Epoch [116][1700/2353] lr: 3.085e-03, eta: 5:04:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9956, loss_cls: 0.2254, loss: 0.2254 +2023-12-28 12:01:47,711 - pyskl - INFO - Epoch [116][1800/2353] lr: 3.078e-03, eta: 5:04:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9337, top5_acc: 0.9912, loss_cls: 0.2749, loss: 0.2749 +2023-12-28 12:02:10,155 - pyskl - INFO - Epoch [116][1900/2353] lr: 3.071e-03, eta: 5:03:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9912, loss_cls: 0.2306, loss: 0.2306 +2023-12-28 12:02:32,624 - pyskl - INFO - Epoch [116][2000/2353] lr: 3.063e-03, eta: 5:03:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9969, loss_cls: 0.2135, loss: 0.2135 +2023-12-28 12:02:55,034 - pyskl - INFO - Epoch [116][2100/2353] lr: 3.056e-03, eta: 5:03:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9431, top5_acc: 0.9962, loss_cls: 0.2296, loss: 0.2296 +2023-12-28 12:03:17,371 - pyskl - INFO - Epoch [116][2200/2353] lr: 3.049e-03, eta: 5:02:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9900, loss_cls: 0.2384, loss: 0.2384 +2023-12-28 12:03:39,730 - pyskl - INFO - Epoch [116][2300/2353] lr: 3.041e-03, eta: 5:02:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9919, loss_cls: 0.2441, loss: 0.2441 +2023-12-28 12:03:52,239 - pyskl - INFO - Saving checkpoint at 116 epochs +2023-12-28 12:05:20,025 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:05:20,105 - pyskl - INFO - +top1_acc 0.9506 +top5_acc 0.9949 +2023-12-28 12:05:20,109 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_112.pth was removed +2023-12-28 12:05:20,232 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_116.pth. +2023-12-28 12:05:20,232 - pyskl - INFO - Best top1_acc is 0.9506 at 116 epoch. +2023-12-28 12:05:20,236 - pyskl - INFO - Epoch(val) [116][1184] top1_acc: 0.9506, top5_acc: 0.9949 +2023-12-28 12:06:00,451 - pyskl - INFO - Epoch [117][100/2353] lr: 3.030e-03, eta: 5:01:42, time: 0.402, data_time: 0.176, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 0.2165, loss: 0.2165 +2023-12-28 12:06:22,949 - pyskl - INFO - Epoch [117][200/2353] lr: 3.023e-03, eta: 5:01:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9619, top5_acc: 0.9944, loss_cls: 0.1859, loss: 0.1859 +2023-12-28 12:06:45,477 - pyskl - INFO - Epoch [117][300/2353] lr: 3.016e-03, eta: 5:00:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.1703, loss: 0.1703 +2023-12-28 12:07:08,035 - pyskl - INFO - Epoch [117][400/2353] lr: 3.009e-03, eta: 5:00:34, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.1775, loss: 0.1775 +2023-12-28 12:07:30,461 - pyskl - INFO - Epoch [117][500/2353] lr: 3.001e-03, eta: 5:00:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9919, loss_cls: 0.2079, loss: 0.2079 +2023-12-28 12:07:52,870 - pyskl - INFO - Epoch [117][600/2353] lr: 2.994e-03, eta: 4:59:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.1667, loss: 0.1667 +2023-12-28 12:08:15,313 - pyskl - INFO - Epoch [117][700/2353] lr: 2.987e-03, eta: 4:59:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2038, loss: 0.2038 +2023-12-28 12:08:37,752 - pyskl - INFO - Epoch [117][800/2353] lr: 2.980e-03, eta: 4:59:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9962, loss_cls: 0.1700, loss: 0.1700 +2023-12-28 12:09:00,174 - pyskl - INFO - Epoch [117][900/2353] lr: 2.973e-03, eta: 4:58:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9437, top5_acc: 0.9944, loss_cls: 0.2245, loss: 0.2245 +2023-12-28 12:09:22,593 - pyskl - INFO - Epoch [117][1000/2353] lr: 2.965e-03, eta: 4:58:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9956, loss_cls: 0.2091, loss: 0.2091 +2023-12-28 12:09:44,973 - pyskl - INFO - Epoch [117][1100/2353] lr: 2.958e-03, eta: 4:57:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2005, loss: 0.2005 +2023-12-28 12:10:07,334 - pyskl - INFO - Epoch [117][1200/2353] lr: 2.951e-03, eta: 4:57:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 0.2137, loss: 0.2137 +2023-12-28 12:10:29,719 - pyskl - INFO - Epoch [117][1300/2353] lr: 2.944e-03, eta: 4:57:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2189, loss: 0.2189 +2023-12-28 12:10:52,068 - pyskl - INFO - Epoch [117][1400/2353] lr: 2.937e-03, eta: 4:56:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9956, loss_cls: 0.2202, loss: 0.2202 +2023-12-28 12:11:14,427 - pyskl - INFO - Epoch [117][1500/2353] lr: 2.929e-03, eta: 4:56:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9944, loss_cls: 0.2062, loss: 0.2062 +2023-12-28 12:11:36,877 - pyskl - INFO - Epoch [117][1600/2353] lr: 2.922e-03, eta: 4:56:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.2163, loss: 0.2163 +2023-12-28 12:11:59,238 - pyskl - INFO - Epoch [117][1700/2353] lr: 2.915e-03, eta: 4:55:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2195, loss: 0.2195 +2023-12-28 12:12:21,595 - pyskl - INFO - Epoch [117][1800/2353] lr: 2.908e-03, eta: 4:55:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9444, top5_acc: 0.9931, loss_cls: 0.2453, loss: 0.2453 +2023-12-28 12:12:43,974 - pyskl - INFO - Epoch [117][1900/2353] lr: 2.901e-03, eta: 4:54:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9525, top5_acc: 0.9981, loss_cls: 0.2178, loss: 0.2178 +2023-12-28 12:13:06,327 - pyskl - INFO - Epoch [117][2000/2353] lr: 2.894e-03, eta: 4:54:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.2057, loss: 0.2057 +2023-12-28 12:13:28,707 - pyskl - INFO - Epoch [117][2100/2353] lr: 2.887e-03, eta: 4:54:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9387, top5_acc: 0.9969, loss_cls: 0.2417, loss: 0.2417 +2023-12-28 12:13:51,087 - pyskl - INFO - Epoch [117][2200/2353] lr: 2.880e-03, eta: 4:53:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9481, top5_acc: 0.9944, loss_cls: 0.2191, loss: 0.2191 +2023-12-28 12:14:13,535 - pyskl - INFO - Epoch [117][2300/2353] lr: 2.872e-03, eta: 4:53:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9981, loss_cls: 0.2005, loss: 0.2005 +2023-12-28 12:14:25,919 - pyskl - INFO - Saving checkpoint at 117 epochs +2023-12-28 12:15:53,316 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:15:53,396 - pyskl - INFO - +top1_acc 0.9449 +top5_acc 0.9940 +2023-12-28 12:15:53,401 - pyskl - INFO - Epoch(val) [117][1184] top1_acc: 0.9449, top5_acc: 0.9940 +2023-12-28 12:16:33,417 - pyskl - INFO - Epoch [118][100/2353] lr: 2.862e-03, eta: 4:52:49, time: 0.400, data_time: 0.172, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9962, loss_cls: 0.1847, loss: 0.1847 +2023-12-28 12:16:55,892 - pyskl - INFO - Epoch [118][200/2353] lr: 2.854e-03, eta: 4:52:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.1901, loss: 0.1901 +2023-12-28 12:17:18,307 - pyskl - INFO - Epoch [118][300/2353] lr: 2.847e-03, eta: 4:52:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9950, loss_cls: 0.1886, loss: 0.1886 +2023-12-28 12:17:40,733 - pyskl - INFO - Epoch [118][400/2353] lr: 2.840e-03, eta: 4:51:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9544, top5_acc: 0.9975, loss_cls: 0.2027, loss: 0.2027 +2023-12-28 12:18:03,211 - pyskl - INFO - Epoch [118][500/2353] lr: 2.833e-03, eta: 4:51:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9506, top5_acc: 0.9938, loss_cls: 0.2113, loss: 0.2113 +2023-12-28 12:18:25,583 - pyskl - INFO - Epoch [118][600/2353] lr: 2.826e-03, eta: 4:50:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.2008, loss: 0.2008 +2023-12-28 12:18:47,928 - pyskl - INFO - Epoch [118][700/2353] lr: 2.819e-03, eta: 4:50:33, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9950, loss_cls: 0.2202, loss: 0.2202 +2023-12-28 12:19:10,268 - pyskl - INFO - Epoch [118][800/2353] lr: 2.812e-03, eta: 4:50:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9956, loss_cls: 0.1907, loss: 0.1907 +2023-12-28 12:19:32,691 - pyskl - INFO - Epoch [118][900/2353] lr: 2.805e-03, eta: 4:49:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9494, top5_acc: 0.9950, loss_cls: 0.2148, loss: 0.2148 +2023-12-28 12:19:55,175 - pyskl - INFO - Epoch [118][1000/2353] lr: 2.798e-03, eta: 4:49:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9944, loss_cls: 0.2062, loss: 0.2062 +2023-12-28 12:20:17,651 - pyskl - INFO - Epoch [118][1100/2353] lr: 2.791e-03, eta: 4:49:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9944, loss_cls: 0.2051, loss: 0.2051 +2023-12-28 12:20:40,085 - pyskl - INFO - Epoch [118][1200/2353] lr: 2.784e-03, eta: 4:48:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 0.1923, loss: 0.1923 +2023-12-28 12:21:02,484 - pyskl - INFO - Epoch [118][1300/2353] lr: 2.777e-03, eta: 4:48:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9969, loss_cls: 0.1691, loss: 0.1691 +2023-12-28 12:21:24,941 - pyskl - INFO - Epoch [118][1400/2353] lr: 2.770e-03, eta: 4:47:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9956, loss_cls: 0.2055, loss: 0.2055 +2023-12-28 12:21:47,437 - pyskl - INFO - Epoch [118][1500/2353] lr: 2.763e-03, eta: 4:47:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9487, top5_acc: 0.9969, loss_cls: 0.2172, loss: 0.2172 +2023-12-28 12:22:09,951 - pyskl - INFO - Epoch [118][1600/2353] lr: 2.756e-03, eta: 4:47:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2246, loss: 0.2246 +2023-12-28 12:22:32,446 - pyskl - INFO - Epoch [118][1700/2353] lr: 2.749e-03, eta: 4:46:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9956, loss_cls: 0.1874, loss: 0.1874 +2023-12-28 12:22:54,953 - pyskl - INFO - Epoch [118][1800/2353] lr: 2.742e-03, eta: 4:46:23, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9988, loss_cls: 0.1911, loss: 0.1911 +2023-12-28 12:23:17,403 - pyskl - INFO - Epoch [118][1900/2353] lr: 2.735e-03, eta: 4:46:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2137, loss: 0.2137 +2023-12-28 12:23:39,947 - pyskl - INFO - Epoch [118][2000/2353] lr: 2.728e-03, eta: 4:45:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.2013, loss: 0.2013 +2023-12-28 12:24:02,296 - pyskl - INFO - Epoch [118][2100/2353] lr: 2.721e-03, eta: 4:45:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9938, loss_cls: 0.2109, loss: 0.2109 +2023-12-28 12:24:24,651 - pyskl - INFO - Epoch [118][2200/2353] lr: 2.714e-03, eta: 4:44:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9950, loss_cls: 0.2173, loss: 0.2173 +2023-12-28 12:24:47,015 - pyskl - INFO - Epoch [118][2300/2353] lr: 2.708e-03, eta: 4:44:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.1876, loss: 0.1876 +2023-12-28 12:24:59,326 - pyskl - INFO - Saving checkpoint at 118 epochs +2023-12-28 12:26:27,176 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:26:27,256 - pyskl - INFO - +top1_acc 0.9442 +top5_acc 0.9948 +2023-12-28 12:26:27,260 - pyskl - INFO - Epoch(val) [118][1184] top1_acc: 0.9442, top5_acc: 0.9948 +2023-12-28 12:27:07,161 - pyskl - INFO - Epoch [119][100/2353] lr: 2.697e-03, eta: 4:43:56, time: 0.399, data_time: 0.173, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.1685, loss: 0.1685 +2023-12-28 12:27:29,637 - pyskl - INFO - Epoch [119][200/2353] lr: 2.690e-03, eta: 4:43:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9956, loss_cls: 0.1662, loss: 0.1662 +2023-12-28 12:27:52,015 - pyskl - INFO - Epoch [119][300/2353] lr: 2.683e-03, eta: 4:43:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9969, loss_cls: 0.1616, loss: 0.1616 +2023-12-28 12:28:14,364 - pyskl - INFO - Epoch [119][400/2353] lr: 2.676e-03, eta: 4:42:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9944, loss_cls: 0.2117, loss: 0.2117 +2023-12-28 12:28:36,785 - pyskl - INFO - Epoch [119][500/2353] lr: 2.669e-03, eta: 4:42:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9969, loss_cls: 0.1824, loss: 0.1824 +2023-12-28 12:28:59,203 - pyskl - INFO - Epoch [119][600/2353] lr: 2.663e-03, eta: 4:42:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9956, loss_cls: 0.1825, loss: 0.1825 +2023-12-28 12:29:21,629 - pyskl - INFO - Epoch [119][700/2353] lr: 2.656e-03, eta: 4:41:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9969, loss_cls: 0.1755, loss: 0.1755 +2023-12-28 12:29:44,197 - pyskl - INFO - Epoch [119][800/2353] lr: 2.649e-03, eta: 4:41:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9962, loss_cls: 0.1821, loss: 0.1821 +2023-12-28 12:30:06,639 - pyskl - INFO - Epoch [119][900/2353] lr: 2.642e-03, eta: 4:40:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9981, loss_cls: 0.1651, loss: 0.1651 +2023-12-28 12:30:29,083 - pyskl - INFO - Epoch [119][1000/2353] lr: 2.635e-03, eta: 4:40:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9975, loss_cls: 0.1773, loss: 0.1773 +2023-12-28 12:30:51,611 - pyskl - INFO - Epoch [119][1100/2353] lr: 2.628e-03, eta: 4:40:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9975, loss_cls: 0.1669, loss: 0.1669 +2023-12-28 12:31:14,039 - pyskl - INFO - Epoch [119][1200/2353] lr: 2.622e-03, eta: 4:39:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9594, top5_acc: 0.9956, loss_cls: 0.1885, loss: 0.1885 +2023-12-28 12:31:36,438 - pyskl - INFO - Epoch [119][1300/2353] lr: 2.615e-03, eta: 4:39:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9556, top5_acc: 0.9956, loss_cls: 0.1969, loss: 0.1969 +2023-12-28 12:31:58,845 - pyskl - INFO - Epoch [119][1400/2353] lr: 2.608e-03, eta: 4:39:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2036, loss: 0.2036 +2023-12-28 12:32:21,343 - pyskl - INFO - Epoch [119][1500/2353] lr: 2.601e-03, eta: 4:38:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9581, top5_acc: 0.9956, loss_cls: 0.2076, loss: 0.2076 +2023-12-28 12:32:43,720 - pyskl - INFO - Epoch [119][1600/2353] lr: 2.594e-03, eta: 4:38:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9975, loss_cls: 0.1830, loss: 0.1830 +2023-12-28 12:33:06,117 - pyskl - INFO - Epoch [119][1700/2353] lr: 2.588e-03, eta: 4:37:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.1970, loss: 0.1970 +2023-12-28 12:33:28,497 - pyskl - INFO - Epoch [119][1800/2353] lr: 2.581e-03, eta: 4:37:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9931, loss_cls: 0.2254, loss: 0.2254 +2023-12-28 12:33:50,918 - pyskl - INFO - Epoch [119][1900/2353] lr: 2.574e-03, eta: 4:37:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.2194, loss: 0.2194 +2023-12-28 12:34:13,331 - pyskl - INFO - Epoch [119][2000/2353] lr: 2.567e-03, eta: 4:36:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9950, loss_cls: 0.2063, loss: 0.2063 +2023-12-28 12:34:35,697 - pyskl - INFO - Epoch [119][2100/2353] lr: 2.560e-03, eta: 4:36:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9519, top5_acc: 0.9925, loss_cls: 0.2314, loss: 0.2314 +2023-12-28 12:34:58,064 - pyskl - INFO - Epoch [119][2200/2353] lr: 2.554e-03, eta: 4:35:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9475, top5_acc: 0.9919, loss_cls: 0.2356, loss: 0.2356 +2023-12-28 12:35:20,619 - pyskl - INFO - Epoch [119][2300/2353] lr: 2.547e-03, eta: 4:35:37, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9500, top5_acc: 0.9950, loss_cls: 0.2138, loss: 0.2138 +2023-12-28 12:35:33,021 - pyskl - INFO - Saving checkpoint at 119 epochs +2023-12-28 12:37:00,700 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:37:00,779 - pyskl - INFO - +top1_acc 0.9498 +top5_acc 0.9941 +2023-12-28 12:37:00,783 - pyskl - INFO - Epoch(val) [119][1184] top1_acc: 0.9498, top5_acc: 0.9941 +2023-12-28 12:37:40,969 - pyskl - INFO - Epoch [120][100/2353] lr: 2.537e-03, eta: 4:35:03, time: 0.402, data_time: 0.178, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.1585, loss: 0.1585 +2023-12-28 12:38:03,329 - pyskl - INFO - Epoch [120][200/2353] lr: 2.530e-03, eta: 4:34:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1507, loss: 0.1507 +2023-12-28 12:38:25,749 - pyskl - INFO - Epoch [120][300/2353] lr: 2.523e-03, eta: 4:34:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9975, loss_cls: 0.1586, loss: 0.1586 +2023-12-28 12:38:48,280 - pyskl - INFO - Epoch [120][400/2353] lr: 2.517e-03, eta: 4:33:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.1610, loss: 0.1610 +2023-12-28 12:39:10,714 - pyskl - INFO - Epoch [120][500/2353] lr: 2.510e-03, eta: 4:33:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.1838, loss: 0.1838 +2023-12-28 12:39:33,152 - pyskl - INFO - Epoch [120][600/2353] lr: 2.503e-03, eta: 4:33:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9950, loss_cls: 0.1885, loss: 0.1885 +2023-12-28 12:39:55,588 - pyskl - INFO - Epoch [120][700/2353] lr: 2.497e-03, eta: 4:32:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.1861, loss: 0.1861 +2023-12-28 12:40:17,958 - pyskl - INFO - Epoch [120][800/2353] lr: 2.490e-03, eta: 4:32:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9988, loss_cls: 0.1549, loss: 0.1549 +2023-12-28 12:40:40,306 - pyskl - INFO - Epoch [120][900/2353] lr: 2.483e-03, eta: 4:32:02, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9944, loss_cls: 0.1742, loss: 0.1742 +2023-12-28 12:41:02,650 - pyskl - INFO - Epoch [120][1000/2353] lr: 2.477e-03, eta: 4:31:39, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9962, loss_cls: 0.1651, loss: 0.1651 +2023-12-28 12:41:25,087 - pyskl - INFO - Epoch [120][1100/2353] lr: 2.470e-03, eta: 4:31:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9956, loss_cls: 0.1730, loss: 0.1730 +2023-12-28 12:41:47,576 - pyskl - INFO - Epoch [120][1200/2353] lr: 2.463e-03, eta: 4:30:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9950, loss_cls: 0.1790, loss: 0.1790 +2023-12-28 12:42:10,041 - pyskl - INFO - Epoch [120][1300/2353] lr: 2.457e-03, eta: 4:30:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9938, loss_cls: 0.1973, loss: 0.1973 +2023-12-28 12:42:32,463 - pyskl - INFO - Epoch [120][1400/2353] lr: 2.450e-03, eta: 4:30:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9550, top5_acc: 0.9950, loss_cls: 0.1959, loss: 0.1959 +2023-12-28 12:42:54,922 - pyskl - INFO - Epoch [120][1500/2353] lr: 2.443e-03, eta: 4:29:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.1713, loss: 0.1713 +2023-12-28 12:43:17,309 - pyskl - INFO - Epoch [120][1600/2353] lr: 2.437e-03, eta: 4:29:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9450, top5_acc: 0.9925, loss_cls: 0.2391, loss: 0.2391 +2023-12-28 12:43:39,700 - pyskl - INFO - Epoch [120][1700/2353] lr: 2.430e-03, eta: 4:29:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9569, top5_acc: 0.9956, loss_cls: 0.2039, loss: 0.2039 +2023-12-28 12:44:02,219 - pyskl - INFO - Epoch [120][1800/2353] lr: 2.424e-03, eta: 4:28:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9981, loss_cls: 0.1476, loss: 0.1476 +2023-12-28 12:44:24,676 - pyskl - INFO - Epoch [120][1900/2353] lr: 2.417e-03, eta: 4:28:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9563, top5_acc: 0.9962, loss_cls: 0.1929, loss: 0.1929 +2023-12-28 12:44:47,091 - pyskl - INFO - Epoch [120][2000/2353] lr: 2.410e-03, eta: 4:27:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9962, loss_cls: 0.2018, loss: 0.2018 +2023-12-28 12:45:09,618 - pyskl - INFO - Epoch [120][2100/2353] lr: 2.404e-03, eta: 4:27:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9988, loss_cls: 0.1710, loss: 0.1710 +2023-12-28 12:45:32,038 - pyskl - INFO - Epoch [120][2200/2353] lr: 2.397e-03, eta: 4:27:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9513, top5_acc: 0.9962, loss_cls: 0.1987, loss: 0.1987 +2023-12-28 12:45:54,442 - pyskl - INFO - Epoch [120][2300/2353] lr: 2.391e-03, eta: 4:26:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9537, top5_acc: 0.9938, loss_cls: 0.1996, loss: 0.1996 +2023-12-28 12:46:06,730 - pyskl - INFO - Saving checkpoint at 120 epochs +2023-12-28 12:47:34,330 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:47:34,411 - pyskl - INFO - +top1_acc 0.9430 +top5_acc 0.9946 +2023-12-28 12:47:34,416 - pyskl - INFO - Epoch(val) [120][1184] top1_acc: 0.9430, top5_acc: 0.9946 +2023-12-28 12:48:13,875 - pyskl - INFO - Epoch [121][100/2353] lr: 2.381e-03, eta: 4:26:10, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.1696, loss: 0.1696 +2023-12-28 12:48:36,213 - pyskl - INFO - Epoch [121][200/2353] lr: 2.374e-03, eta: 4:25:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9988, loss_cls: 0.1504, loss: 0.1504 +2023-12-28 12:48:58,750 - pyskl - INFO - Epoch [121][300/2353] lr: 2.368e-03, eta: 4:25:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9944, loss_cls: 0.1767, loss: 0.1767 +2023-12-28 12:49:21,222 - pyskl - INFO - Epoch [121][400/2353] lr: 2.361e-03, eta: 4:25:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9962, loss_cls: 0.2050, loss: 0.2050 +2023-12-28 12:49:43,612 - pyskl - INFO - Epoch [121][500/2353] lr: 2.355e-03, eta: 4:24:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9969, loss_cls: 0.1706, loss: 0.1706 +2023-12-28 12:50:06,022 - pyskl - INFO - Epoch [121][600/2353] lr: 2.348e-03, eta: 4:24:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.1666, loss: 0.1666 +2023-12-28 12:50:28,401 - pyskl - INFO - Epoch [121][700/2353] lr: 2.342e-03, eta: 4:23:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 0.1544, loss: 0.1544 +2023-12-28 12:50:50,787 - pyskl - INFO - Epoch [121][800/2353] lr: 2.335e-03, eta: 4:23:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9931, loss_cls: 0.1792, loss: 0.1792 +2023-12-28 12:51:13,171 - pyskl - INFO - Epoch [121][900/2353] lr: 2.329e-03, eta: 4:23:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9587, top5_acc: 0.9956, loss_cls: 0.2004, loss: 0.2004 +2023-12-28 12:51:35,530 - pyskl - INFO - Epoch [121][1000/2353] lr: 2.322e-03, eta: 4:22:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9962, loss_cls: 0.1771, loss: 0.1771 +2023-12-28 12:51:57,896 - pyskl - INFO - Epoch [121][1100/2353] lr: 2.316e-03, eta: 4:22:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9531, top5_acc: 0.9938, loss_cls: 0.2083, loss: 0.2083 +2023-12-28 12:52:20,242 - pyskl - INFO - Epoch [121][1200/2353] lr: 2.309e-03, eta: 4:22:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9644, top5_acc: 0.9969, loss_cls: 0.1810, loss: 0.1810 +2023-12-28 12:52:42,579 - pyskl - INFO - Epoch [121][1300/2353] lr: 2.303e-03, eta: 4:21:37, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9944, loss_cls: 0.1608, loss: 0.1608 +2023-12-28 12:53:05,003 - pyskl - INFO - Epoch [121][1400/2353] lr: 2.297e-03, eta: 4:21:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9994, loss_cls: 0.1502, loss: 0.1502 +2023-12-28 12:53:27,433 - pyskl - INFO - Epoch [121][1500/2353] lr: 2.290e-03, eta: 4:20:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9950, loss_cls: 0.1758, loss: 0.1758 +2023-12-28 12:53:49,878 - pyskl - INFO - Epoch [121][1600/2353] lr: 2.284e-03, eta: 4:20:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9919, loss_cls: 0.1967, loss: 0.1967 +2023-12-28 12:54:12,209 - pyskl - INFO - Epoch [121][1700/2353] lr: 2.277e-03, eta: 4:20:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1267, loss: 0.1267 +2023-12-28 12:54:34,577 - pyskl - INFO - Epoch [121][1800/2353] lr: 2.271e-03, eta: 4:19:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9969, loss_cls: 0.1724, loss: 0.1724 +2023-12-28 12:54:56,986 - pyskl - INFO - Epoch [121][1900/2353] lr: 2.265e-03, eta: 4:19:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9575, top5_acc: 0.9975, loss_cls: 0.1833, loss: 0.1833 +2023-12-28 12:55:19,437 - pyskl - INFO - Epoch [121][2000/2353] lr: 2.258e-03, eta: 4:18:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9950, loss_cls: 0.1552, loss: 0.1552 +2023-12-28 12:55:41,977 - pyskl - INFO - Epoch [121][2100/2353] lr: 2.252e-03, eta: 4:18:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9981, loss_cls: 0.1501, loss: 0.1501 +2023-12-28 12:56:04,502 - pyskl - INFO - Epoch [121][2200/2353] lr: 2.245e-03, eta: 4:18:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9975, loss_cls: 0.1455, loss: 0.1455 +2023-12-28 12:56:26,961 - pyskl - INFO - Epoch [121][2300/2353] lr: 2.239e-03, eta: 4:17:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9613, top5_acc: 0.9969, loss_cls: 0.1575, loss: 0.1575 +2023-12-28 12:56:39,310 - pyskl - INFO - Saving checkpoint at 121 epochs +2023-12-28 12:58:07,160 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 12:58:07,240 - pyskl - INFO - +top1_acc 0.9508 +top5_acc 0.9947 +2023-12-28 12:58:07,244 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_116.pth was removed +2023-12-28 12:58:07,374 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_121.pth. +2023-12-28 12:58:07,375 - pyskl - INFO - Best top1_acc is 0.9508 at 121 epoch. +2023-12-28 12:58:07,379 - pyskl - INFO - Epoch(val) [121][1184] top1_acc: 0.9508, top5_acc: 0.9947 +2023-12-28 12:58:47,229 - pyskl - INFO - Epoch [122][100/2353] lr: 2.229e-03, eta: 4:17:17, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9962, loss_cls: 0.1526, loss: 0.1526 +2023-12-28 12:59:09,668 - pyskl - INFO - Epoch [122][200/2353] lr: 2.223e-03, eta: 4:16:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9931, loss_cls: 0.1761, loss: 0.1761 +2023-12-28 12:59:32,099 - pyskl - INFO - Epoch [122][300/2353] lr: 2.217e-03, eta: 4:16:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.1572, loss: 0.1572 +2023-12-28 12:59:54,497 - pyskl - INFO - Epoch [122][400/2353] lr: 2.210e-03, eta: 4:16:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9988, loss_cls: 0.1462, loss: 0.1462 +2023-12-28 13:00:16,885 - pyskl - INFO - Epoch [122][500/2353] lr: 2.204e-03, eta: 4:15:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1423, loss: 0.1423 +2023-12-28 13:00:39,273 - pyskl - INFO - Epoch [122][600/2353] lr: 2.198e-03, eta: 4:15:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9975, loss_cls: 0.1488, loss: 0.1488 +2023-12-28 13:01:01,646 - pyskl - INFO - Epoch [122][700/2353] lr: 2.191e-03, eta: 4:15:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9975, loss_cls: 0.1521, loss: 0.1521 +2023-12-28 13:01:24,041 - pyskl - INFO - Epoch [122][800/2353] lr: 2.185e-03, eta: 4:14:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9969, loss_cls: 0.1328, loss: 0.1328 +2023-12-28 13:01:46,481 - pyskl - INFO - Epoch [122][900/2353] lr: 2.179e-03, eta: 4:14:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9988, loss_cls: 0.1564, loss: 0.1564 +2023-12-28 13:02:09,015 - pyskl - INFO - Epoch [122][1000/2353] lr: 2.173e-03, eta: 4:13:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9669, top5_acc: 0.9944, loss_cls: 0.1651, loss: 0.1651 +2023-12-28 13:02:31,503 - pyskl - INFO - Epoch [122][1100/2353] lr: 2.166e-03, eta: 4:13:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9600, top5_acc: 0.9981, loss_cls: 0.1751, loss: 0.1751 +2023-12-28 13:02:53,958 - pyskl - INFO - Epoch [122][1200/2353] lr: 2.160e-03, eta: 4:13:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1459, loss: 0.1459 +2023-12-28 13:03:16,383 - pyskl - INFO - Epoch [122][1300/2353] lr: 2.154e-03, eta: 4:12:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9981, loss_cls: 0.1614, loss: 0.1614 +2023-12-28 13:03:38,811 - pyskl - INFO - Epoch [122][1400/2353] lr: 2.148e-03, eta: 4:12:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1365, loss: 0.1365 +2023-12-28 13:04:01,274 - pyskl - INFO - Epoch [122][1500/2353] lr: 2.141e-03, eta: 4:11:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1379, loss: 0.1379 +2023-12-28 13:04:23,869 - pyskl - INFO - Epoch [122][1600/2353] lr: 2.135e-03, eta: 4:11:36, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1466, loss: 0.1466 +2023-12-28 13:04:46,462 - pyskl - INFO - Epoch [122][1700/2353] lr: 2.129e-03, eta: 4:11:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1415, loss: 0.1415 +2023-12-28 13:05:08,961 - pyskl - INFO - Epoch [122][1800/2353] lr: 2.123e-03, eta: 4:10:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9975, loss_cls: 0.1479, loss: 0.1479 +2023-12-28 13:05:31,425 - pyskl - INFO - Epoch [122][1900/2353] lr: 2.117e-03, eta: 4:10:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9950, loss_cls: 0.1494, loss: 0.1494 +2023-12-28 13:05:53,877 - pyskl - INFO - Epoch [122][2000/2353] lr: 2.110e-03, eta: 4:10:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1334, loss: 0.1334 +2023-12-28 13:06:16,324 - pyskl - INFO - Epoch [122][2100/2353] lr: 2.104e-03, eta: 4:09:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9956, loss_cls: 0.1498, loss: 0.1498 +2023-12-28 13:06:38,744 - pyskl - INFO - Epoch [122][2200/2353] lr: 2.098e-03, eta: 4:09:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9969, loss_cls: 0.1558, loss: 0.1558 +2023-12-28 13:07:01,198 - pyskl - INFO - Epoch [122][2300/2353] lr: 2.092e-03, eta: 4:08:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9969, loss_cls: 0.1410, loss: 0.1410 +2023-12-28 13:07:13,567 - pyskl - INFO - Saving checkpoint at 122 epochs +2023-12-28 13:08:41,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:08:41,338 - pyskl - INFO - +top1_acc 0.9437 +top5_acc 0.9950 +2023-12-28 13:08:41,342 - pyskl - INFO - Epoch(val) [122][1184] top1_acc: 0.9437, top5_acc: 0.9950 +2023-12-28 13:09:21,036 - pyskl - INFO - Epoch [123][100/2353] lr: 2.082e-03, eta: 4:08:24, time: 0.397, data_time: 0.172, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9931, loss_cls: 0.1590, loss: 0.1590 +2023-12-28 13:09:43,436 - pyskl - INFO - Epoch [123][200/2353] lr: 2.076e-03, eta: 4:08:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9950, loss_cls: 0.1439, loss: 0.1439 +2023-12-28 13:10:05,824 - pyskl - INFO - Epoch [123][300/2353] lr: 2.070e-03, eta: 4:07:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9975, loss_cls: 0.1650, loss: 0.1650 +2023-12-28 13:10:28,268 - pyskl - INFO - Epoch [123][400/2353] lr: 2.064e-03, eta: 4:07:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9975, loss_cls: 0.1478, loss: 0.1478 +2023-12-28 13:10:50,695 - pyskl - INFO - Epoch [123][500/2353] lr: 2.058e-03, eta: 4:06:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.1312, loss: 0.1312 +2023-12-28 13:11:13,095 - pyskl - INFO - Epoch [123][600/2353] lr: 2.052e-03, eta: 4:06:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9962, loss_cls: 0.1542, loss: 0.1542 +2023-12-28 13:11:35,510 - pyskl - INFO - Epoch [123][700/2353] lr: 2.046e-03, eta: 4:06:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9956, loss_cls: 0.1371, loss: 0.1371 +2023-12-28 13:11:57,976 - pyskl - INFO - Epoch [123][800/2353] lr: 2.040e-03, eta: 4:05:45, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9975, loss_cls: 0.1327, loss: 0.1327 +2023-12-28 13:12:20,552 - pyskl - INFO - Epoch [123][900/2353] lr: 2.033e-03, eta: 4:05:22, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9988, loss_cls: 0.1336, loss: 0.1336 +2023-12-28 13:12:42,960 - pyskl - INFO - Epoch [123][1000/2353] lr: 2.027e-03, eta: 4:05:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 0.1711, loss: 0.1711 +2023-12-28 13:13:05,367 - pyskl - INFO - Epoch [123][1100/2353] lr: 2.021e-03, eta: 4:04:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9956, loss_cls: 0.1646, loss: 0.1646 +2023-12-28 13:13:27,789 - pyskl - INFO - Epoch [123][1200/2353] lr: 2.015e-03, eta: 4:04:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 0.1788, loss: 0.1788 +2023-12-28 13:13:50,188 - pyskl - INFO - Epoch [123][1300/2353] lr: 2.009e-03, eta: 4:03:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9962, loss_cls: 0.1672, loss: 0.1672 +2023-12-28 13:14:12,632 - pyskl - INFO - Epoch [123][1400/2353] lr: 2.003e-03, eta: 4:03:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.1320, loss: 0.1320 +2023-12-28 13:14:35,086 - pyskl - INFO - Epoch [123][1500/2353] lr: 1.997e-03, eta: 4:03:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9981, loss_cls: 0.1327, loss: 0.1327 +2023-12-28 13:14:57,545 - pyskl - INFO - Epoch [123][1600/2353] lr: 1.991e-03, eta: 4:02:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9981, loss_cls: 0.1631, loss: 0.1631 +2023-12-28 13:15:20,110 - pyskl - INFO - Epoch [123][1700/2353] lr: 1.985e-03, eta: 4:02:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9637, top5_acc: 0.9956, loss_cls: 0.1572, loss: 0.1572 +2023-12-28 13:15:42,772 - pyskl - INFO - Epoch [123][1800/2353] lr: 1.979e-03, eta: 4:01:58, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9606, top5_acc: 0.9962, loss_cls: 0.1648, loss: 0.1648 +2023-12-28 13:16:05,172 - pyskl - INFO - Epoch [123][1900/2353] lr: 1.973e-03, eta: 4:01:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9650, top5_acc: 0.9944, loss_cls: 0.1662, loss: 0.1662 +2023-12-28 13:16:27,648 - pyskl - INFO - Epoch [123][2000/2353] lr: 1.967e-03, eta: 4:01:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9675, top5_acc: 0.9950, loss_cls: 0.1536, loss: 0.1536 +2023-12-28 13:16:50,045 - pyskl - INFO - Epoch [123][2100/2353] lr: 1.961e-03, eta: 4:00:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1334, loss: 0.1334 +2023-12-28 13:17:12,440 - pyskl - INFO - Epoch [123][2200/2353] lr: 1.955e-03, eta: 4:00:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9962, loss_cls: 0.1431, loss: 0.1431 +2023-12-28 13:17:34,780 - pyskl - INFO - Epoch [123][2300/2353] lr: 1.949e-03, eta: 4:00:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9962, loss_cls: 0.1483, loss: 0.1483 +2023-12-28 13:17:47,062 - pyskl - INFO - Saving checkpoint at 123 epochs +2023-12-28 13:19:14,984 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:19:15,062 - pyskl - INFO - +top1_acc 0.9543 +top5_acc 0.9954 +2023-12-28 13:19:15,066 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_121.pth was removed +2023-12-28 13:19:15,188 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_123.pth. +2023-12-28 13:19:15,189 - pyskl - INFO - Best top1_acc is 0.9543 at 123 epoch. +2023-12-28 13:19:15,193 - pyskl - INFO - Epoch(val) [123][1184] top1_acc: 0.9543, top5_acc: 0.9954 +2023-12-28 13:19:54,944 - pyskl - INFO - Epoch [124][100/2353] lr: 1.940e-03, eta: 3:59:31, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1240, loss: 0.1240 +2023-12-28 13:20:17,446 - pyskl - INFO - Epoch [124][200/2353] lr: 1.934e-03, eta: 3:59:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9969, loss_cls: 0.1376, loss: 0.1376 +2023-12-28 13:20:39,995 - pyskl - INFO - Epoch [124][300/2353] lr: 1.928e-03, eta: 3:58:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9944, loss_cls: 0.1479, loss: 0.1479 +2023-12-28 13:21:02,388 - pyskl - INFO - Epoch [124][400/2353] lr: 1.922e-03, eta: 3:58:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9981, loss_cls: 0.1147, loss: 0.1147 +2023-12-28 13:21:24,783 - pyskl - INFO - Epoch [124][500/2353] lr: 1.916e-03, eta: 3:58:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9994, loss_cls: 0.1174, loss: 0.1174 +2023-12-28 13:21:47,300 - pyskl - INFO - Epoch [124][600/2353] lr: 1.910e-03, eta: 3:57:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1447, loss: 0.1447 +2023-12-28 13:22:09,751 - pyskl - INFO - Epoch [124][700/2353] lr: 1.904e-03, eta: 3:57:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1399, loss: 0.1399 +2023-12-28 13:22:32,210 - pyskl - INFO - Epoch [124][800/2353] lr: 1.899e-03, eta: 3:56:52, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9950, loss_cls: 0.1422, loss: 0.1422 +2023-12-28 13:22:54,692 - pyskl - INFO - Epoch [124][900/2353] lr: 1.893e-03, eta: 3:56:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9975, loss_cls: 0.1290, loss: 0.1290 +2023-12-28 13:23:17,192 - pyskl - INFO - Epoch [124][1000/2353] lr: 1.887e-03, eta: 3:56:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9988, loss_cls: 0.1390, loss: 0.1390 +2023-12-28 13:23:39,643 - pyskl - INFO - Epoch [124][1100/2353] lr: 1.881e-03, eta: 3:55:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9994, loss_cls: 0.1057, loss: 0.1057 +2023-12-28 13:24:02,045 - pyskl - INFO - Epoch [124][1200/2353] lr: 1.875e-03, eta: 3:55:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9625, top5_acc: 0.9956, loss_cls: 0.1644, loss: 0.1644 +2023-12-28 13:24:24,435 - pyskl - INFO - Epoch [124][1300/2353] lr: 1.869e-03, eta: 3:54:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9981, loss_cls: 0.1420, loss: 0.1420 +2023-12-28 13:24:46,824 - pyskl - INFO - Epoch [124][1400/2353] lr: 1.863e-03, eta: 3:54:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9969, loss_cls: 0.1440, loss: 0.1440 +2023-12-28 13:25:09,228 - pyskl - INFO - Epoch [124][1500/2353] lr: 1.857e-03, eta: 3:54:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9962, loss_cls: 0.1604, loss: 0.1604 +2023-12-28 13:25:31,661 - pyskl - INFO - Epoch [124][1600/2353] lr: 1.852e-03, eta: 3:53:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 1.0000, loss_cls: 0.1120, loss: 0.1120 +2023-12-28 13:25:54,079 - pyskl - INFO - Epoch [124][1700/2353] lr: 1.846e-03, eta: 3:53:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9956, loss_cls: 0.1332, loss: 0.1332 +2023-12-28 13:26:16,488 - pyskl - INFO - Epoch [124][1800/2353] lr: 1.840e-03, eta: 3:53:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9994, loss_cls: 0.1400, loss: 0.1400 +2023-12-28 13:26:38,905 - pyskl - INFO - Epoch [124][1900/2353] lr: 1.834e-03, eta: 3:52:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1371, loss: 0.1371 +2023-12-28 13:27:01,410 - pyskl - INFO - Epoch [124][2000/2353] lr: 1.828e-03, eta: 3:52:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9700, top5_acc: 0.9981, loss_cls: 0.1432, loss: 0.1432 +2023-12-28 13:27:23,906 - pyskl - INFO - Epoch [124][2100/2353] lr: 1.823e-03, eta: 3:51:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9956, loss_cls: 0.1592, loss: 0.1592 +2023-12-28 13:27:46,289 - pyskl - INFO - Epoch [124][2200/2353] lr: 1.817e-03, eta: 3:51:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1443, loss: 0.1443 +2023-12-28 13:28:08,633 - pyskl - INFO - Epoch [124][2300/2353] lr: 1.811e-03, eta: 3:51:12, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9981, loss_cls: 0.1284, loss: 0.1284 +2023-12-28 13:28:20,893 - pyskl - INFO - Saving checkpoint at 124 epochs +2023-12-28 13:29:48,491 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:29:48,570 - pyskl - INFO - +top1_acc 0.9540 +top5_acc 0.9950 +2023-12-28 13:29:48,575 - pyskl - INFO - Epoch(val) [124][1184] top1_acc: 0.9540, top5_acc: 0.9950 +2023-12-28 13:30:28,229 - pyskl - INFO - Epoch [125][100/2353] lr: 1.802e-03, eta: 3:50:38, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1175, loss: 0.1175 +2023-12-28 13:30:50,798 - pyskl - INFO - Epoch [125][200/2353] lr: 1.796e-03, eta: 3:50:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1176, loss: 0.1176 +2023-12-28 13:31:13,308 - pyskl - INFO - Epoch [125][300/2353] lr: 1.791e-03, eta: 3:49:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9956, loss_cls: 0.1304, loss: 0.1304 +2023-12-28 13:31:35,762 - pyskl - INFO - Epoch [125][400/2353] lr: 1.785e-03, eta: 3:49:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 0.1445, loss: 0.1445 +2023-12-28 13:31:58,173 - pyskl - INFO - Epoch [125][500/2353] lr: 1.779e-03, eta: 3:49:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1273, loss: 0.1273 +2023-12-28 13:32:20,651 - pyskl - INFO - Epoch [125][600/2353] lr: 1.774e-03, eta: 3:48:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9962, loss_cls: 0.1382, loss: 0.1382 +2023-12-28 13:32:43,115 - pyskl - INFO - Epoch [125][700/2353] lr: 1.768e-03, eta: 3:48:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9731, top5_acc: 0.9988, loss_cls: 0.1378, loss: 0.1378 +2023-12-28 13:33:05,598 - pyskl - INFO - Epoch [125][800/2353] lr: 1.762e-03, eta: 3:47:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9656, top5_acc: 0.9981, loss_cls: 0.1422, loss: 0.1422 +2023-12-28 13:33:28,070 - pyskl - INFO - Epoch [125][900/2353] lr: 1.756e-03, eta: 3:47:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.1240, loss: 0.1240 +2023-12-28 13:33:50,546 - pyskl - INFO - Epoch [125][1000/2353] lr: 1.751e-03, eta: 3:47:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9975, loss_cls: 0.1325, loss: 0.1325 +2023-12-28 13:34:13,011 - pyskl - INFO - Epoch [125][1100/2353] lr: 1.745e-03, eta: 3:46:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9969, loss_cls: 0.1220, loss: 0.1220 +2023-12-28 13:34:35,402 - pyskl - INFO - Epoch [125][1200/2353] lr: 1.739e-03, eta: 3:46:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.1350, loss: 0.1350 +2023-12-28 13:34:57,805 - pyskl - INFO - Epoch [125][1300/2353] lr: 1.734e-03, eta: 3:46:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1182, loss: 0.1182 +2023-12-28 13:35:20,205 - pyskl - INFO - Epoch [125][1400/2353] lr: 1.728e-03, eta: 3:45:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9981, loss_cls: 0.1127, loss: 0.1127 +2023-12-28 13:35:42,604 - pyskl - INFO - Epoch [125][1500/2353] lr: 1.723e-03, eta: 3:45:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9681, top5_acc: 0.9981, loss_cls: 0.1433, loss: 0.1433 +2023-12-28 13:36:05,017 - pyskl - INFO - Epoch [125][1600/2353] lr: 1.717e-03, eta: 3:44:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9725, top5_acc: 0.9956, loss_cls: 0.1356, loss: 0.1356 +2023-12-28 13:36:27,411 - pyskl - INFO - Epoch [125][1700/2353] lr: 1.711e-03, eta: 3:44:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9956, loss_cls: 0.1296, loss: 0.1296 +2023-12-28 13:36:49,792 - pyskl - INFO - Epoch [125][1800/2353] lr: 1.706e-03, eta: 3:44:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9631, top5_acc: 0.9969, loss_cls: 0.1654, loss: 0.1654 +2023-12-28 13:37:12,202 - pyskl - INFO - Epoch [125][1900/2353] lr: 1.700e-03, eta: 3:43:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1300, loss: 0.1300 +2023-12-28 13:37:34,635 - pyskl - INFO - Epoch [125][2000/2353] lr: 1.694e-03, eta: 3:43:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1301, loss: 0.1301 +2023-12-28 13:37:56,985 - pyskl - INFO - Epoch [125][2100/2353] lr: 1.689e-03, eta: 3:43:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9663, top5_acc: 0.9956, loss_cls: 0.1567, loss: 0.1567 +2023-12-28 13:38:19,348 - pyskl - INFO - Epoch [125][2200/2353] lr: 1.683e-03, eta: 3:42:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9688, top5_acc: 0.9981, loss_cls: 0.1309, loss: 0.1309 +2023-12-28 13:38:41,719 - pyskl - INFO - Epoch [125][2300/2353] lr: 1.678e-03, eta: 3:42:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 1.0000, loss_cls: 0.1014, loss: 0.1014 +2023-12-28 13:38:54,023 - pyskl - INFO - Saving checkpoint at 125 epochs +2023-12-28 13:40:22,224 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:40:22,302 - pyskl - INFO - +top1_acc 0.9511 +top5_acc 0.9945 +2023-12-28 13:40:22,306 - pyskl - INFO - Epoch(val) [125][1184] top1_acc: 0.9511, top5_acc: 0.9945 +2023-12-28 13:41:02,448 - pyskl - INFO - Epoch [126][100/2353] lr: 1.669e-03, eta: 3:41:45, time: 0.401, data_time: 0.177, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1100, loss: 0.1100 +2023-12-28 13:41:24,843 - pyskl - INFO - Epoch [126][200/2353] lr: 1.664e-03, eta: 3:41:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1031, loss: 0.1031 +2023-12-28 13:41:47,257 - pyskl - INFO - Epoch [126][300/2353] lr: 1.658e-03, eta: 3:40:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0969, loss: 0.0969 +2023-12-28 13:42:09,659 - pyskl - INFO - Epoch [126][400/2353] lr: 1.653e-03, eta: 3:40:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1084, loss: 0.1084 +2023-12-28 13:42:32,218 - pyskl - INFO - Epoch [126][500/2353] lr: 1.647e-03, eta: 3:40:14, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9988, loss_cls: 0.1058, loss: 0.1058 +2023-12-28 13:42:54,791 - pyskl - INFO - Epoch [126][600/2353] lr: 1.642e-03, eta: 3:39:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9969, loss_cls: 0.1204, loss: 0.1204 +2023-12-28 13:43:17,305 - pyskl - INFO - Epoch [126][700/2353] lr: 1.636e-03, eta: 3:39:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9694, top5_acc: 0.9969, loss_cls: 0.1454, loss: 0.1454 +2023-12-28 13:43:39,786 - pyskl - INFO - Epoch [126][800/2353] lr: 1.631e-03, eta: 3:39:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1084, loss: 0.1084 +2023-12-28 13:44:02,290 - pyskl - INFO - Epoch [126][900/2353] lr: 1.625e-03, eta: 3:38:43, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1155, loss: 0.1155 +2023-12-28 13:44:24,683 - pyskl - INFO - Epoch [126][1000/2353] lr: 1.620e-03, eta: 3:38:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1136, loss: 0.1136 +2023-12-28 13:44:47,150 - pyskl - INFO - Epoch [126][1100/2353] lr: 1.614e-03, eta: 3:37:58, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9994, loss_cls: 0.0999, loss: 0.0999 +2023-12-28 13:45:09,587 - pyskl - INFO - Epoch [126][1200/2353] lr: 1.609e-03, eta: 3:37:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1290, loss: 0.1290 +2023-12-28 13:45:32,012 - pyskl - INFO - Epoch [126][1300/2353] lr: 1.603e-03, eta: 3:37:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9988, loss_cls: 0.1119, loss: 0.1119 +2023-12-28 13:45:54,434 - pyskl - INFO - Epoch [126][1400/2353] lr: 1.598e-03, eta: 3:36:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9981, loss_cls: 0.1248, loss: 0.1248 +2023-12-28 13:46:16,947 - pyskl - INFO - Epoch [126][1500/2353] lr: 1.592e-03, eta: 3:36:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9981, loss_cls: 0.1171, loss: 0.1171 +2023-12-28 13:46:39,543 - pyskl - INFO - Epoch [126][1600/2353] lr: 1.587e-03, eta: 3:36:04, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1111, loss: 0.1111 +2023-12-28 13:47:02,015 - pyskl - INFO - Epoch [126][1700/2353] lr: 1.581e-03, eta: 3:35:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9975, loss_cls: 0.1156, loss: 0.1156 +2023-12-28 13:47:24,379 - pyskl - INFO - Epoch [126][1800/2353] lr: 1.576e-03, eta: 3:35:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9962, loss_cls: 0.1340, loss: 0.1340 +2023-12-28 13:47:46,769 - pyskl - INFO - Epoch [126][1900/2353] lr: 1.571e-03, eta: 3:34:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9744, top5_acc: 0.9962, loss_cls: 0.1297, loss: 0.1297 +2023-12-28 13:48:09,280 - pyskl - INFO - Epoch [126][2000/2353] lr: 1.565e-03, eta: 3:34:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9988, loss_cls: 0.1214, loss: 0.1214 +2023-12-28 13:48:31,692 - pyskl - INFO - Epoch [126][2100/2353] lr: 1.560e-03, eta: 3:34:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9981, loss_cls: 0.1192, loss: 0.1192 +2023-12-28 13:48:54,195 - pyskl - INFO - Epoch [126][2200/2353] lr: 1.554e-03, eta: 3:33:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.1161, loss: 0.1161 +2023-12-28 13:49:16,629 - pyskl - INFO - Epoch [126][2300/2353] lr: 1.549e-03, eta: 3:33:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 1.0000, loss_cls: 0.1177, loss: 0.1177 +2023-12-28 13:49:28,940 - pyskl - INFO - Saving checkpoint at 126 epochs +2023-12-28 13:50:56,708 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 13:50:56,787 - pyskl - INFO - +top1_acc 0.9531 +top5_acc 0.9943 +2023-12-28 13:50:56,792 - pyskl - INFO - Epoch(val) [126][1184] top1_acc: 0.9531, top5_acc: 0.9943 +2023-12-28 13:51:36,385 - pyskl - INFO - Epoch [127][100/2353] lr: 1.541e-03, eta: 3:32:52, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.0993, loss: 0.0993 +2023-12-28 13:51:58,757 - pyskl - INFO - Epoch [127][200/2353] lr: 1.536e-03, eta: 3:32:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9962, loss_cls: 0.1194, loss: 0.1194 +2023-12-28 13:52:21,110 - pyskl - INFO - Epoch [127][300/2353] lr: 1.530e-03, eta: 3:32:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1175, loss: 0.1175 +2023-12-28 13:52:43,550 - pyskl - INFO - Epoch [127][400/2353] lr: 1.525e-03, eta: 3:31:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9956, loss_cls: 0.1470, loss: 0.1470 +2023-12-28 13:53:05,911 - pyskl - INFO - Epoch [127][500/2353] lr: 1.520e-03, eta: 3:31:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9712, top5_acc: 0.9981, loss_cls: 0.1291, loss: 0.1291 +2023-12-28 13:53:28,263 - pyskl - INFO - Epoch [127][600/2353] lr: 1.514e-03, eta: 3:30:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9962, loss_cls: 0.1147, loss: 0.1147 +2023-12-28 13:53:50,811 - pyskl - INFO - Epoch [127][700/2353] lr: 1.509e-03, eta: 3:30:36, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.1078, loss: 0.1078 +2023-12-28 13:54:13,253 - pyskl - INFO - Epoch [127][800/2353] lr: 1.504e-03, eta: 3:30:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9975, loss_cls: 0.1120, loss: 0.1120 +2023-12-28 13:54:35,671 - pyskl - INFO - Epoch [127][900/2353] lr: 1.498e-03, eta: 3:29:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9962, loss_cls: 0.1309, loss: 0.1309 +2023-12-28 13:54:58,085 - pyskl - INFO - Epoch [127][1000/2353] lr: 1.493e-03, eta: 3:29:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0902, loss: 0.0902 +2023-12-28 13:55:20,553 - pyskl - INFO - Epoch [127][1100/2353] lr: 1.488e-03, eta: 3:29:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9950, loss_cls: 0.1144, loss: 0.1144 +2023-12-28 13:55:43,199 - pyskl - INFO - Epoch [127][1200/2353] lr: 1.483e-03, eta: 3:28:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9719, top5_acc: 0.9956, loss_cls: 0.1237, loss: 0.1237 +2023-12-28 13:56:05,625 - pyskl - INFO - Epoch [127][1300/2353] lr: 1.477e-03, eta: 3:28:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 0.1203, loss: 0.1203 +2023-12-28 13:56:28,040 - pyskl - INFO - Epoch [127][1400/2353] lr: 1.472e-03, eta: 3:27:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9994, loss_cls: 0.1256, loss: 0.1256 +2023-12-28 13:56:50,445 - pyskl - INFO - Epoch [127][1500/2353] lr: 1.467e-03, eta: 3:27:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9762, top5_acc: 0.9969, loss_cls: 0.1270, loss: 0.1270 +2023-12-28 13:57:12,783 - pyskl - INFO - Epoch [127][1600/2353] lr: 1.462e-03, eta: 3:27:11, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9975, loss_cls: 0.1299, loss: 0.1299 +2023-12-28 13:57:35,283 - pyskl - INFO - Epoch [127][1700/2353] lr: 1.456e-03, eta: 3:26:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9975, loss_cls: 0.1068, loss: 0.1068 +2023-12-28 13:57:57,813 - pyskl - INFO - Epoch [127][1800/2353] lr: 1.451e-03, eta: 3:26:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1100, loss: 0.1100 +2023-12-28 13:58:20,264 - pyskl - INFO - Epoch [127][1900/2353] lr: 1.446e-03, eta: 3:26:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.1007, loss: 0.1007 +2023-12-28 13:58:42,751 - pyskl - INFO - Epoch [127][2000/2353] lr: 1.441e-03, eta: 3:25:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.0963, loss: 0.0963 +2023-12-28 13:59:05,106 - pyskl - INFO - Epoch [127][2100/2353] lr: 1.436e-03, eta: 3:25:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0895, loss: 0.0895 +2023-12-28 13:59:27,584 - pyskl - INFO - Epoch [127][2200/2353] lr: 1.430e-03, eta: 3:24:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1055, loss: 0.1055 +2023-12-28 13:59:50,059 - pyskl - INFO - Epoch [127][2300/2353] lr: 1.425e-03, eta: 3:24:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9981, loss_cls: 0.1171, loss: 0.1171 +2023-12-28 14:00:02,492 - pyskl - INFO - Saving checkpoint at 127 epochs +2023-12-28 14:01:30,258 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:01:30,337 - pyskl - INFO - +top1_acc 0.9535 +top5_acc 0.9943 +2023-12-28 14:01:30,341 - pyskl - INFO - Epoch(val) [127][1184] top1_acc: 0.9535, top5_acc: 0.9943 +2023-12-28 14:02:09,376 - pyskl - INFO - Epoch [128][100/2353] lr: 1.417e-03, eta: 3:23:59, time: 0.390, data_time: 0.167, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1093, loss: 0.1093 +2023-12-28 14:02:31,721 - pyskl - INFO - Epoch [128][200/2353] lr: 1.412e-03, eta: 3:23:36, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.0980, loss: 0.0980 +2023-12-28 14:02:54,173 - pyskl - INFO - Epoch [128][300/2353] lr: 1.407e-03, eta: 3:23:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0960, loss: 0.0960 +2023-12-28 14:03:16,718 - pyskl - INFO - Epoch [128][400/2353] lr: 1.402e-03, eta: 3:22:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9969, loss_cls: 0.1136, loss: 0.1136 +2023-12-28 14:03:39,139 - pyskl - INFO - Epoch [128][500/2353] lr: 1.397e-03, eta: 3:22:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.1003, loss: 0.1003 +2023-12-28 14:04:01,477 - pyskl - INFO - Epoch [128][600/2353] lr: 1.392e-03, eta: 3:22:05, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9962, loss_cls: 0.1073, loss: 0.1073 +2023-12-28 14:04:24,052 - pyskl - INFO - Epoch [128][700/2353] lr: 1.387e-03, eta: 3:21:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1026, loss: 0.1026 +2023-12-28 14:04:46,565 - pyskl - INFO - Epoch [128][800/2353] lr: 1.382e-03, eta: 3:21:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0984, loss: 0.0984 +2023-12-28 14:05:09,010 - pyskl - INFO - Epoch [128][900/2353] lr: 1.376e-03, eta: 3:20:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.1029, loss: 0.1029 +2023-12-28 14:05:31,663 - pyskl - INFO - Epoch [128][1000/2353] lr: 1.371e-03, eta: 3:20:34, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.0947, loss: 0.0947 +2023-12-28 14:05:54,088 - pyskl - INFO - Epoch [128][1100/2353] lr: 1.366e-03, eta: 3:20:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0876, loss: 0.0876 +2023-12-28 14:06:16,529 - pyskl - INFO - Epoch [128][1200/2353] lr: 1.361e-03, eta: 3:19:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9962, loss_cls: 0.1058, loss: 0.1058 +2023-12-28 14:06:38,903 - pyskl - INFO - Epoch [128][1300/2353] lr: 1.356e-03, eta: 3:19:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 0.1085, loss: 0.1085 +2023-12-28 14:07:01,344 - pyskl - INFO - Epoch [128][1400/2353] lr: 1.351e-03, eta: 3:19:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 1.0000, loss_cls: 0.1087, loss: 0.1087 +2023-12-28 14:07:23,898 - pyskl - INFO - Epoch [128][1500/2353] lr: 1.346e-03, eta: 3:18:41, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9706, top5_acc: 0.9956, loss_cls: 0.1320, loss: 0.1320 +2023-12-28 14:07:46,388 - pyskl - INFO - Epoch [128][1600/2353] lr: 1.341e-03, eta: 3:18:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.1168, loss: 0.1168 +2023-12-28 14:08:08,822 - pyskl - INFO - Epoch [128][1700/2353] lr: 1.336e-03, eta: 3:17:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.0942, loss: 0.0942 +2023-12-28 14:08:31,288 - pyskl - INFO - Epoch [128][1800/2353] lr: 1.331e-03, eta: 3:17:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9988, loss_cls: 0.1122, loss: 0.1122 +2023-12-28 14:08:53,740 - pyskl - INFO - Epoch [128][1900/2353] lr: 1.326e-03, eta: 3:17:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1025, loss: 0.1025 +2023-12-28 14:09:16,242 - pyskl - INFO - Epoch [128][2000/2353] lr: 1.321e-03, eta: 3:16:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9981, loss_cls: 0.1122, loss: 0.1122 +2023-12-28 14:09:38,728 - pyskl - INFO - Epoch [128][2100/2353] lr: 1.316e-03, eta: 3:16:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0988, loss: 0.0988 +2023-12-28 14:10:01,200 - pyskl - INFO - Epoch [128][2200/2353] lr: 1.311e-03, eta: 3:16:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.1214, loss: 0.1214 +2023-12-28 14:10:23,714 - pyskl - INFO - Epoch [128][2300/2353] lr: 1.306e-03, eta: 3:15:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1095, loss: 0.1095 +2023-12-28 14:10:36,123 - pyskl - INFO - Saving checkpoint at 128 epochs +2023-12-28 14:12:03,991 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:12:04,071 - pyskl - INFO - +top1_acc 0.9542 +top5_acc 0.9950 +2023-12-28 14:12:04,075 - pyskl - INFO - Epoch(val) [128][1184] top1_acc: 0.9542, top5_acc: 0.9950 +2023-12-28 14:12:43,821 - pyskl - INFO - Epoch [129][100/2353] lr: 1.299e-03, eta: 3:15:06, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9800, top5_acc: 0.9975, loss_cls: 0.1053, loss: 0.1053 +2023-12-28 14:13:06,204 - pyskl - INFO - Epoch [129][200/2353] lr: 1.294e-03, eta: 3:14:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0978, loss: 0.0978 +2023-12-28 14:13:28,566 - pyskl - INFO - Epoch [129][300/2353] lr: 1.289e-03, eta: 3:14:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0777, loss: 0.0777 +2023-12-28 14:13:50,989 - pyskl - INFO - Epoch [129][400/2353] lr: 1.284e-03, eta: 3:13:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9981, loss_cls: 0.1052, loss: 0.1052 +2023-12-28 14:14:13,500 - pyskl - INFO - Epoch [129][500/2353] lr: 1.279e-03, eta: 3:13:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9975, loss_cls: 0.1106, loss: 0.1106 +2023-12-28 14:14:36,134 - pyskl - INFO - Epoch [129][600/2353] lr: 1.274e-03, eta: 3:13:12, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9969, loss_cls: 0.1095, loss: 0.1095 +2023-12-28 14:14:58,602 - pyskl - INFO - Epoch [129][700/2353] lr: 1.269e-03, eta: 3:12:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.0989, loss: 0.0989 +2023-12-28 14:15:21,085 - pyskl - INFO - Epoch [129][800/2353] lr: 1.264e-03, eta: 3:12:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0719, loss: 0.0719 +2023-12-28 14:15:43,598 - pyskl - INFO - Epoch [129][900/2353] lr: 1.259e-03, eta: 3:12:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9969, loss_cls: 0.1337, loss: 0.1337 +2023-12-28 14:16:06,212 - pyskl - INFO - Epoch [129][1000/2353] lr: 1.255e-03, eta: 3:11:42, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0736, loss: 0.0736 +2023-12-28 14:16:28,782 - pyskl - INFO - Epoch [129][1100/2353] lr: 1.250e-03, eta: 3:11:19, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.0992, loss: 0.0992 +2023-12-28 14:16:51,339 - pyskl - INFO - Epoch [129][1200/2353] lr: 1.245e-03, eta: 3:10:56, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9756, top5_acc: 0.9975, loss_cls: 0.1184, loss: 0.1184 +2023-12-28 14:17:13,831 - pyskl - INFO - Epoch [129][1300/2353] lr: 1.240e-03, eta: 3:10:34, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9750, top5_acc: 0.9944, loss_cls: 0.1323, loss: 0.1323 +2023-12-28 14:17:36,242 - pyskl - INFO - Epoch [129][1400/2353] lr: 1.235e-03, eta: 3:10:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9738, top5_acc: 0.9969, loss_cls: 0.1249, loss: 0.1249 +2023-12-28 14:17:58,574 - pyskl - INFO - Epoch [129][1500/2353] lr: 1.230e-03, eta: 3:09:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9981, loss_cls: 0.1015, loss: 0.1015 +2023-12-28 14:18:20,940 - pyskl - INFO - Epoch [129][1600/2353] lr: 1.226e-03, eta: 3:09:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9981, loss_cls: 0.0968, loss: 0.0968 +2023-12-28 14:18:43,401 - pyskl - INFO - Epoch [129][1700/2353] lr: 1.221e-03, eta: 3:09:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.1032, loss: 0.1032 +2023-12-28 14:19:05,773 - pyskl - INFO - Epoch [129][1800/2353] lr: 1.216e-03, eta: 3:08:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.1055, loss: 0.1055 +2023-12-28 14:19:28,107 - pyskl - INFO - Epoch [129][1900/2353] lr: 1.211e-03, eta: 3:08:17, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9775, top5_acc: 0.9962, loss_cls: 0.1148, loss: 0.1148 +2023-12-28 14:19:50,439 - pyskl - INFO - Epoch [129][2000/2353] lr: 1.206e-03, eta: 3:07:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.0915, loss: 0.0915 +2023-12-28 14:20:12,822 - pyskl - INFO - Epoch [129][2100/2353] lr: 1.202e-03, eta: 3:07:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9981, loss_cls: 0.1089, loss: 0.1089 +2023-12-28 14:20:35,252 - pyskl - INFO - Epoch [129][2200/2353] lr: 1.197e-03, eta: 3:07:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.1104, loss: 0.1104 +2023-12-28 14:20:57,748 - pyskl - INFO - Epoch [129][2300/2353] lr: 1.192e-03, eta: 3:06:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9962, loss_cls: 0.1049, loss: 0.1049 +2023-12-28 14:21:10,054 - pyskl - INFO - Saving checkpoint at 129 epochs +2023-12-28 14:22:37,835 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:22:37,915 - pyskl - INFO - +top1_acc 0.9535 +top5_acc 0.9952 +2023-12-28 14:22:37,920 - pyskl - INFO - Epoch(val) [129][1184] top1_acc: 0.9535, top5_acc: 0.9952 +2023-12-28 14:23:18,008 - pyskl - INFO - Epoch [130][100/2353] lr: 1.185e-03, eta: 3:06:13, time: 0.401, data_time: 0.177, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 0.0818, loss: 0.0818 +2023-12-28 14:23:40,405 - pyskl - INFO - Epoch [130][200/2353] lr: 1.180e-03, eta: 3:05:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9962, loss_cls: 0.0916, loss: 0.0916 +2023-12-28 14:24:02,803 - pyskl - INFO - Epoch [130][300/2353] lr: 1.176e-03, eta: 3:05:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.0922, loss: 0.0922 +2023-12-28 14:24:25,198 - pyskl - INFO - Epoch [130][400/2353] lr: 1.171e-03, eta: 3:05:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0880, loss: 0.0880 +2023-12-28 14:24:47,664 - pyskl - INFO - Epoch [130][500/2353] lr: 1.166e-03, eta: 3:04:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0807, loss: 0.0807 +2023-12-28 14:25:10,055 - pyskl - INFO - Epoch [130][600/2353] lr: 1.161e-03, eta: 3:04:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9994, loss_cls: 0.0824, loss: 0.0824 +2023-12-28 14:25:32,421 - pyskl - INFO - Epoch [130][700/2353] lr: 1.157e-03, eta: 3:03:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9975, loss_cls: 0.1035, loss: 0.1035 +2023-12-28 14:25:54,844 - pyskl - INFO - Epoch [130][800/2353] lr: 1.152e-03, eta: 3:03:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.0972, loss: 0.0972 +2023-12-28 14:26:17,318 - pyskl - INFO - Epoch [130][900/2353] lr: 1.147e-03, eta: 3:03:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9788, top5_acc: 0.9975, loss_cls: 0.1078, loss: 0.1078 +2023-12-28 14:26:39,711 - pyskl - INFO - Epoch [130][1000/2353] lr: 1.143e-03, eta: 3:02:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9981, loss_cls: 0.0948, loss: 0.0948 +2023-12-28 14:27:02,094 - pyskl - INFO - Epoch [130][1100/2353] lr: 1.138e-03, eta: 3:02:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9975, loss_cls: 0.0935, loss: 0.0935 +2023-12-28 14:27:24,520 - pyskl - INFO - Epoch [130][1200/2353] lr: 1.134e-03, eta: 3:02:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9769, top5_acc: 0.9956, loss_cls: 0.1234, loss: 0.1234 +2023-12-28 14:27:46,995 - pyskl - INFO - Epoch [130][1300/2353] lr: 1.129e-03, eta: 3:01:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0910, loss: 0.0910 +2023-12-28 14:28:09,457 - pyskl - INFO - Epoch [130][1400/2353] lr: 1.124e-03, eta: 3:01:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9806, top5_acc: 0.9988, loss_cls: 0.0894, loss: 0.0894 +2023-12-28 14:28:31,963 - pyskl - INFO - Epoch [130][1500/2353] lr: 1.120e-03, eta: 3:00:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.0842, loss: 0.0842 +2023-12-28 14:28:54,481 - pyskl - INFO - Epoch [130][1600/2353] lr: 1.115e-03, eta: 3:00:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9988, loss_cls: 0.0998, loss: 0.0998 +2023-12-28 14:29:16,865 - pyskl - INFO - Epoch [130][1700/2353] lr: 1.110e-03, eta: 3:00:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9988, loss_cls: 0.0919, loss: 0.0919 +2023-12-28 14:29:39,342 - pyskl - INFO - Epoch [130][1800/2353] lr: 1.106e-03, eta: 2:59:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0893, loss: 0.0893 +2023-12-28 14:30:01,753 - pyskl - INFO - Epoch [130][1900/2353] lr: 1.101e-03, eta: 2:59:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9794, top5_acc: 0.9994, loss_cls: 0.0991, loss: 0.0991 +2023-12-28 14:30:24,188 - pyskl - INFO - Epoch [130][2000/2353] lr: 1.097e-03, eta: 2:59:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9988, loss_cls: 0.0841, loss: 0.0841 +2023-12-28 14:30:46,574 - pyskl - INFO - Epoch [130][2100/2353] lr: 1.092e-03, eta: 2:58:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 1.0000, loss_cls: 0.0914, loss: 0.0914 +2023-12-28 14:31:09,021 - pyskl - INFO - Epoch [130][2200/2353] lr: 1.088e-03, eta: 2:58:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9988, loss_cls: 0.0849, loss: 0.0849 +2023-12-28 14:31:31,517 - pyskl - INFO - Epoch [130][2300/2353] lr: 1.083e-03, eta: 2:57:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0701, loss: 0.0701 +2023-12-28 14:31:43,892 - pyskl - INFO - Saving checkpoint at 130 epochs +2023-12-28 14:33:11,636 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:33:11,715 - pyskl - INFO - +top1_acc 0.9573 +top5_acc 0.9951 +2023-12-28 14:33:11,719 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_123.pth was removed +2023-12-28 14:33:11,843 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_130.pth. +2023-12-28 14:33:11,843 - pyskl - INFO - Best top1_acc is 0.9573 at 130 epoch. +2023-12-28 14:33:11,847 - pyskl - INFO - Epoch(val) [130][1184] top1_acc: 0.9573, top5_acc: 0.9951 +2023-12-28 14:33:51,584 - pyskl - INFO - Epoch [131][100/2353] lr: 1.076e-03, eta: 2:57:20, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0774, loss: 0.0774 +2023-12-28 14:34:14,023 - pyskl - INFO - Epoch [131][200/2353] lr: 1.072e-03, eta: 2:56:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0845, loss: 0.0845 +2023-12-28 14:34:36,459 - pyskl - INFO - Epoch [131][300/2353] lr: 1.067e-03, eta: 2:56:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0834, loss: 0.0834 +2023-12-28 14:34:58,879 - pyskl - INFO - Epoch [131][400/2353] lr: 1.063e-03, eta: 2:56:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0743, loss: 0.0743 +2023-12-28 14:35:21,289 - pyskl - INFO - Epoch [131][500/2353] lr: 1.058e-03, eta: 2:55:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.0874, loss: 0.0874 +2023-12-28 14:35:43,806 - pyskl - INFO - Epoch [131][600/2353] lr: 1.054e-03, eta: 2:55:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0803, loss: 0.0803 +2023-12-28 14:36:06,222 - pyskl - INFO - Epoch [131][700/2353] lr: 1.049e-03, eta: 2:55:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.0960, loss: 0.0960 +2023-12-28 14:36:28,719 - pyskl - INFO - Epoch [131][800/2353] lr: 1.045e-03, eta: 2:54:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0798, loss: 0.0798 +2023-12-28 14:36:51,094 - pyskl - INFO - Epoch [131][900/2353] lr: 1.040e-03, eta: 2:54:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.0980, loss: 0.0980 +2023-12-28 14:37:13,523 - pyskl - INFO - Epoch [131][1000/2353] lr: 1.036e-03, eta: 2:53:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9962, loss_cls: 0.0840, loss: 0.0840 +2023-12-28 14:37:35,921 - pyskl - INFO - Epoch [131][1100/2353] lr: 1.031e-03, eta: 2:53:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9981, loss_cls: 0.1043, loss: 0.1043 +2023-12-28 14:37:58,316 - pyskl - INFO - Epoch [131][1200/2353] lr: 1.027e-03, eta: 2:53:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9981, loss_cls: 0.0944, loss: 0.0944 +2023-12-28 14:38:20,707 - pyskl - INFO - Epoch [131][1300/2353] lr: 1.023e-03, eta: 2:52:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.0990, loss: 0.0990 +2023-12-28 14:38:43,141 - pyskl - INFO - Epoch [131][1400/2353] lr: 1.018e-03, eta: 2:52:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9981, loss_cls: 0.0929, loss: 0.0929 +2023-12-28 14:39:05,538 - pyskl - INFO - Epoch [131][1500/2353] lr: 1.014e-03, eta: 2:52:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0846, loss: 0.0846 +2023-12-28 14:39:27,946 - pyskl - INFO - Epoch [131][1600/2353] lr: 1.009e-03, eta: 2:51:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9969, loss_cls: 0.1093, loss: 0.1093 +2023-12-28 14:39:50,532 - pyskl - INFO - Epoch [131][1700/2353] lr: 1.005e-03, eta: 2:51:17, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.0961, loss: 0.0961 +2023-12-28 14:40:13,081 - pyskl - INFO - Epoch [131][1800/2353] lr: 1.001e-03, eta: 2:50:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9969, loss_cls: 0.0957, loss: 0.0957 +2023-12-28 14:40:35,557 - pyskl - INFO - Epoch [131][1900/2353] lr: 9.964e-04, eta: 2:50:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0778, loss: 0.0778 +2023-12-28 14:40:58,062 - pyskl - INFO - Epoch [131][2000/2353] lr: 9.920e-04, eta: 2:50:09, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0717, loss: 0.0717 +2023-12-28 14:41:20,529 - pyskl - INFO - Epoch [131][2100/2353] lr: 9.877e-04, eta: 2:49:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9962, loss_cls: 0.0933, loss: 0.0933 +2023-12-28 14:41:42,929 - pyskl - INFO - Epoch [131][2200/2353] lr: 9.834e-04, eta: 2:49:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9819, top5_acc: 0.9988, loss_cls: 0.1023, loss: 0.1023 +2023-12-28 14:42:05,288 - pyskl - INFO - Epoch [131][2300/2353] lr: 9.790e-04, eta: 2:49:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0638, loss: 0.0638 +2023-12-28 14:42:17,590 - pyskl - INFO - Saving checkpoint at 131 epochs +2023-12-28 14:43:45,257 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:43:45,336 - pyskl - INFO - +top1_acc 0.9557 +top5_acc 0.9947 +2023-12-28 14:43:45,341 - pyskl - INFO - Epoch(val) [131][1184] top1_acc: 0.9557, top5_acc: 0.9947 +2023-12-28 14:44:25,737 - pyskl - INFO - Epoch [132][100/2353] lr: 9.724e-04, eta: 2:48:27, time: 0.404, data_time: 0.179, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0725, loss: 0.0725 +2023-12-28 14:44:48,099 - pyskl - INFO - Epoch [132][200/2353] lr: 9.681e-04, eta: 2:48:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0659, loss: 0.0659 +2023-12-28 14:45:10,428 - pyskl - INFO - Epoch [132][300/2353] lr: 9.639e-04, eta: 2:47:41, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 0.0852, loss: 0.0852 +2023-12-28 14:45:32,935 - pyskl - INFO - Epoch [132][400/2353] lr: 9.596e-04, eta: 2:47:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0773, loss: 0.0773 +2023-12-28 14:45:55,422 - pyskl - INFO - Epoch [132][500/2353] lr: 9.553e-04, eta: 2:46:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.0854, loss: 0.0854 +2023-12-28 14:46:17,893 - pyskl - INFO - Epoch [132][600/2353] lr: 9.510e-04, eta: 2:46:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0620, loss: 0.0620 +2023-12-28 14:46:40,210 - pyskl - INFO - Epoch [132][700/2353] lr: 9.468e-04, eta: 2:46:10, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0648, loss: 0.0648 +2023-12-28 14:47:02,507 - pyskl - INFO - Epoch [132][800/2353] lr: 9.426e-04, eta: 2:45:48, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 1.0000, loss_cls: 0.0817, loss: 0.0817 +2023-12-28 14:47:24,967 - pyskl - INFO - Epoch [132][900/2353] lr: 9.383e-04, eta: 2:45:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9975, loss_cls: 0.0882, loss: 0.0882 +2023-12-28 14:47:47,433 - pyskl - INFO - Epoch [132][1000/2353] lr: 9.341e-04, eta: 2:45:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9962, loss_cls: 0.1041, loss: 0.1041 +2023-12-28 14:48:09,873 - pyskl - INFO - Epoch [132][1100/2353] lr: 9.299e-04, eta: 2:44:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0785, loss: 0.0785 +2023-12-28 14:48:32,245 - pyskl - INFO - Epoch [132][1200/2353] lr: 9.257e-04, eta: 2:44:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9812, top5_acc: 0.9975, loss_cls: 0.0943, loss: 0.0943 +2023-12-28 14:48:54,760 - pyskl - INFO - Epoch [132][1300/2353] lr: 9.215e-04, eta: 2:43:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9956, loss_cls: 0.0936, loss: 0.0936 +2023-12-28 14:49:17,287 - pyskl - INFO - Epoch [132][1400/2353] lr: 9.173e-04, eta: 2:43:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9981, loss_cls: 0.0835, loss: 0.0835 +2023-12-28 14:49:39,718 - pyskl - INFO - Epoch [132][1500/2353] lr: 9.131e-04, eta: 2:43:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9781, top5_acc: 0.9994, loss_cls: 0.0967, loss: 0.0967 +2023-12-28 14:50:02,156 - pyskl - INFO - Epoch [132][1600/2353] lr: 9.089e-04, eta: 2:42:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0806, loss: 0.0806 +2023-12-28 14:50:24,604 - pyskl - INFO - Epoch [132][1700/2353] lr: 9.048e-04, eta: 2:42:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0473, loss: 0.0473 +2023-12-28 14:50:46,957 - pyskl - INFO - Epoch [132][1800/2353] lr: 9.006e-04, eta: 2:42:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9838, top5_acc: 0.9975, loss_cls: 0.0955, loss: 0.0955 +2023-12-28 14:51:09,297 - pyskl - INFO - Epoch [132][1900/2353] lr: 8.965e-04, eta: 2:41:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9975, loss_cls: 0.0952, loss: 0.0952 +2023-12-28 14:51:31,658 - pyskl - INFO - Epoch [132][2000/2353] lr: 8.924e-04, eta: 2:41:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0661, loss: 0.0661 +2023-12-28 14:51:54,278 - pyskl - INFO - Epoch [132][2100/2353] lr: 8.882e-04, eta: 2:40:53, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9988, loss_cls: 0.0867, loss: 0.0867 +2023-12-28 14:52:16,774 - pyskl - INFO - Epoch [132][2200/2353] lr: 8.841e-04, eta: 2:40:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9969, loss_cls: 0.0898, loss: 0.0898 +2023-12-28 14:52:39,230 - pyskl - INFO - Epoch [132][2300/2353] lr: 8.800e-04, eta: 2:40:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0611, loss: 0.0611 +2023-12-28 14:52:51,530 - pyskl - INFO - Saving checkpoint at 132 epochs +2023-12-28 14:54:19,153 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 14:54:19,231 - pyskl - INFO - +top1_acc 0.9579 +top5_acc 0.9954 +2023-12-28 14:54:19,235 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_130.pth was removed +2023-12-28 14:54:19,358 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_132.pth. +2023-12-28 14:54:19,359 - pyskl - INFO - Best top1_acc is 0.9579 at 132 epoch. +2023-12-28 14:54:19,364 - pyskl - INFO - Epoch(val) [132][1184] top1_acc: 0.9579, top5_acc: 0.9954 +2023-12-28 14:54:59,018 - pyskl - INFO - Epoch [133][100/2353] lr: 8.737e-04, eta: 2:39:33, time: 0.396, data_time: 0.171, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0872, loss: 0.0872 +2023-12-28 14:55:21,626 - pyskl - INFO - Epoch [133][200/2353] lr: 8.697e-04, eta: 2:39:11, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9975, loss_cls: 0.0839, loss: 0.0839 +2023-12-28 14:55:44,127 - pyskl - INFO - Epoch [133][300/2353] lr: 8.656e-04, eta: 2:38:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0774, loss: 0.0774 +2023-12-28 14:56:06,569 - pyskl - INFO - Epoch [133][400/2353] lr: 8.615e-04, eta: 2:38:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0739, loss: 0.0739 +2023-12-28 14:56:28,994 - pyskl - INFO - Epoch [133][500/2353] lr: 8.575e-04, eta: 2:38:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0832, loss: 0.0832 +2023-12-28 14:56:51,564 - pyskl - INFO - Epoch [133][600/2353] lr: 8.534e-04, eta: 2:37:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9969, loss_cls: 0.0689, loss: 0.0689 +2023-12-28 14:57:14,040 - pyskl - INFO - Epoch [133][700/2353] lr: 8.494e-04, eta: 2:37:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9988, loss_cls: 0.0830, loss: 0.0830 +2023-12-28 14:57:36,397 - pyskl - INFO - Epoch [133][800/2353] lr: 8.454e-04, eta: 2:36:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0652, loss: 0.0652 +2023-12-28 14:57:58,801 - pyskl - INFO - Epoch [133][900/2353] lr: 8.413e-04, eta: 2:36:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0701, loss: 0.0701 +2023-12-28 14:58:21,220 - pyskl - INFO - Epoch [133][1000/2353] lr: 8.373e-04, eta: 2:36:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0681, loss: 0.0681 +2023-12-28 14:58:43,539 - pyskl - INFO - Epoch [133][1100/2353] lr: 8.333e-04, eta: 2:35:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0607, loss: 0.0607 +2023-12-28 14:59:05,867 - pyskl - INFO - Epoch [133][1200/2353] lr: 8.293e-04, eta: 2:35:24, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0741, loss: 0.0741 +2023-12-28 14:59:28,407 - pyskl - INFO - Epoch [133][1300/2353] lr: 8.254e-04, eta: 2:35:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0652, loss: 0.0652 +2023-12-28 14:59:50,940 - pyskl - INFO - Epoch [133][1400/2353] lr: 8.214e-04, eta: 2:34:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0683, loss: 0.0683 +2023-12-28 15:00:13,430 - pyskl - INFO - Epoch [133][1500/2353] lr: 8.174e-04, eta: 2:34:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0756, loss: 0.0756 +2023-12-28 15:00:36,101 - pyskl - INFO - Epoch [133][1600/2353] lr: 8.135e-04, eta: 2:33:53, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0762, loss: 0.0762 +2023-12-28 15:00:58,534 - pyskl - INFO - Epoch [133][1700/2353] lr: 8.095e-04, eta: 2:33:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0637, loss: 0.0637 +2023-12-28 15:01:21,084 - pyskl - INFO - Epoch [133][1800/2353] lr: 8.056e-04, eta: 2:33:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0679, loss: 0.0679 +2023-12-28 15:01:43,702 - pyskl - INFO - Epoch [133][1900/2353] lr: 8.017e-04, eta: 2:32:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9975, loss_cls: 0.0744, loss: 0.0744 +2023-12-28 15:02:06,263 - pyskl - INFO - Epoch [133][2000/2353] lr: 7.978e-04, eta: 2:32:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643 +2023-12-28 15:02:28,970 - pyskl - INFO - Epoch [133][2100/2353] lr: 7.939e-04, eta: 2:32:00, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0717, loss: 0.0717 +2023-12-28 15:02:51,624 - pyskl - INFO - Epoch [133][2200/2353] lr: 7.900e-04, eta: 2:31:37, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 0.0753, loss: 0.0753 +2023-12-28 15:03:14,167 - pyskl - INFO - Epoch [133][2300/2353] lr: 7.861e-04, eta: 2:31:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0689, loss: 0.0689 +2023-12-28 15:03:26,517 - pyskl - INFO - Saving checkpoint at 133 epochs +2023-12-28 15:04:54,821 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:04:54,902 - pyskl - INFO - +top1_acc 0.9602 +top5_acc 0.9947 +2023-12-28 15:04:54,906 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_132.pth was removed +2023-12-28 15:04:55,029 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_133.pth. +2023-12-28 15:04:55,029 - pyskl - INFO - Best top1_acc is 0.9602 at 133 epoch. +2023-12-28 15:04:55,033 - pyskl - INFO - Epoch(val) [133][1184] top1_acc: 0.9602, top5_acc: 0.9947 +2023-12-28 15:05:35,805 - pyskl - INFO - Epoch [134][100/2353] lr: 7.801e-04, eta: 2:30:41, time: 0.408, data_time: 0.182, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0659, loss: 0.0659 +2023-12-28 15:05:58,098 - pyskl - INFO - Epoch [134][200/2353] lr: 7.763e-04, eta: 2:30:18, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0803, loss: 0.0803 +2023-12-28 15:06:20,420 - pyskl - INFO - Epoch [134][300/2353] lr: 7.724e-04, eta: 2:29:55, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0570, loss: 0.0570 +2023-12-28 15:06:42,938 - pyskl - INFO - Epoch [134][400/2353] lr: 7.686e-04, eta: 2:29:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0740, loss: 0.0740 +2023-12-28 15:07:05,446 - pyskl - INFO - Epoch [134][500/2353] lr: 7.647e-04, eta: 2:29:10, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0646, loss: 0.0646 +2023-12-28 15:07:27,963 - pyskl - INFO - Epoch [134][600/2353] lr: 7.609e-04, eta: 2:28:47, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0693, loss: 0.0693 +2023-12-28 15:07:50,526 - pyskl - INFO - Epoch [134][700/2353] lr: 7.571e-04, eta: 2:28:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9994, loss_cls: 0.0802, loss: 0.0802 +2023-12-28 15:08:13,032 - pyskl - INFO - Epoch [134][800/2353] lr: 7.533e-04, eta: 2:28:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0651, loss: 0.0651 +2023-12-28 15:08:35,556 - pyskl - INFO - Epoch [134][900/2353] lr: 7.495e-04, eta: 2:27:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0603, loss: 0.0603 +2023-12-28 15:08:57,974 - pyskl - INFO - Epoch [134][1000/2353] lr: 7.457e-04, eta: 2:27:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0688, loss: 0.0688 +2023-12-28 15:09:20,424 - pyskl - INFO - Epoch [134][1100/2353] lr: 7.419e-04, eta: 2:26:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0670, loss: 0.0670 +2023-12-28 15:09:42,852 - pyskl - INFO - Epoch [134][1200/2353] lr: 7.381e-04, eta: 2:26:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 0.0888, loss: 0.0888 +2023-12-28 15:10:05,354 - pyskl - INFO - Epoch [134][1300/2353] lr: 7.344e-04, eta: 2:26:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9988, loss_cls: 0.0658, loss: 0.0658 +2023-12-28 15:10:27,826 - pyskl - INFO - Epoch [134][1400/2353] lr: 7.306e-04, eta: 2:25:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0759, loss: 0.0759 +2023-12-28 15:10:50,206 - pyskl - INFO - Epoch [134][1500/2353] lr: 7.269e-04, eta: 2:25:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9988, loss_cls: 0.0698, loss: 0.0698 +2023-12-28 15:11:12,555 - pyskl - INFO - Epoch [134][1600/2353] lr: 7.232e-04, eta: 2:25:00, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0794, loss: 0.0794 +2023-12-28 15:11:34,894 - pyskl - INFO - Epoch [134][1700/2353] lr: 7.194e-04, eta: 2:24:38, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0713, loss: 0.0713 +2023-12-28 15:11:57,176 - pyskl - INFO - Epoch [134][1800/2353] lr: 7.157e-04, eta: 2:24:15, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9988, loss_cls: 0.0837, loss: 0.0837 +2023-12-28 15:12:19,504 - pyskl - INFO - Epoch [134][1900/2353] lr: 7.120e-04, eta: 2:23:52, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9831, top5_acc: 0.9975, loss_cls: 0.0920, loss: 0.0920 +2023-12-28 15:12:41,831 - pyskl - INFO - Epoch [134][2000/2353] lr: 7.083e-04, eta: 2:23:30, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0771, loss: 0.0771 +2023-12-28 15:13:04,154 - pyskl - INFO - Epoch [134][2100/2353] lr: 7.046e-04, eta: 2:23:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0536, loss: 0.0536 +2023-12-28 15:13:26,506 - pyskl - INFO - Epoch [134][2200/2353] lr: 7.009e-04, eta: 2:22:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0811, loss: 0.0811 +2023-12-28 15:13:48,848 - pyskl - INFO - Epoch [134][2300/2353] lr: 6.973e-04, eta: 2:22:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0588, loss: 0.0588 +2023-12-28 15:14:01,294 - pyskl - INFO - Saving checkpoint at 134 epochs +2023-12-28 15:15:29,441 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:15:29,520 - pyskl - INFO - +top1_acc 0.9608 +top5_acc 0.9951 +2023-12-28 15:15:29,523 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_133.pth was removed +2023-12-28 15:15:29,650 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_134.pth. +2023-12-28 15:15:29,650 - pyskl - INFO - Best top1_acc is 0.9608 at 134 epoch. +2023-12-28 15:15:29,654 - pyskl - INFO - Epoch(val) [134][1184] top1_acc: 0.9608, top5_acc: 0.9951 +2023-12-28 15:16:09,370 - pyskl - INFO - Epoch [135][100/2353] lr: 6.917e-04, eta: 2:21:47, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0649, loss: 0.0649 +2023-12-28 15:16:31,824 - pyskl - INFO - Epoch [135][200/2353] lr: 6.880e-04, eta: 2:21:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0607, loss: 0.0607 +2023-12-28 15:16:54,308 - pyskl - INFO - Epoch [135][300/2353] lr: 6.844e-04, eta: 2:21:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0699, loss: 0.0699 +2023-12-28 15:17:16,830 - pyskl - INFO - Epoch [135][400/2353] lr: 6.808e-04, eta: 2:20:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0785, loss: 0.0785 +2023-12-28 15:17:39,361 - pyskl - INFO - Epoch [135][500/2353] lr: 6.772e-04, eta: 2:20:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0796, loss: 0.0796 +2023-12-28 15:18:01,881 - pyskl - INFO - Epoch [135][600/2353] lr: 6.735e-04, eta: 2:19:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0615, loss: 0.0615 +2023-12-28 15:18:24,352 - pyskl - INFO - Epoch [135][700/2353] lr: 6.699e-04, eta: 2:19:31, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0703, loss: 0.0703 +2023-12-28 15:18:46,801 - pyskl - INFO - Epoch [135][800/2353] lr: 6.664e-04, eta: 2:19:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0584, loss: 0.0584 +2023-12-28 15:19:09,235 - pyskl - INFO - Epoch [135][900/2353] lr: 6.628e-04, eta: 2:18:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0662, loss: 0.0662 +2023-12-28 15:19:31,658 - pyskl - INFO - Epoch [135][1000/2353] lr: 6.592e-04, eta: 2:18:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0725, loss: 0.0725 +2023-12-28 15:19:54,080 - pyskl - INFO - Epoch [135][1100/2353] lr: 6.556e-04, eta: 2:18:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0513, loss: 0.0513 +2023-12-28 15:20:16,490 - pyskl - INFO - Epoch [135][1200/2353] lr: 6.521e-04, eta: 2:17:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0548, loss: 0.0548 +2023-12-28 15:20:38,899 - pyskl - INFO - Epoch [135][1300/2353] lr: 6.486e-04, eta: 2:17:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9975, loss_cls: 0.0631, loss: 0.0631 +2023-12-28 15:21:01,283 - pyskl - INFO - Epoch [135][1400/2353] lr: 6.450e-04, eta: 2:16:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0612, loss: 0.0612 +2023-12-28 15:21:23,770 - pyskl - INFO - Epoch [135][1500/2353] lr: 6.415e-04, eta: 2:16:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9844, top5_acc: 0.9962, loss_cls: 0.0742, loss: 0.0742 +2023-12-28 15:21:46,380 - pyskl - INFO - Epoch [135][1600/2353] lr: 6.380e-04, eta: 2:16:07, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9969, loss_cls: 0.0695, loss: 0.0695 +2023-12-28 15:22:08,940 - pyskl - INFO - Epoch [135][1700/2353] lr: 6.345e-04, eta: 2:15:45, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0630, loss: 0.0630 +2023-12-28 15:22:31,436 - pyskl - INFO - Epoch [135][1800/2353] lr: 6.310e-04, eta: 2:15:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9981, loss_cls: 0.0770, loss: 0.0770 +2023-12-28 15:22:53,907 - pyskl - INFO - Epoch [135][1900/2353] lr: 6.275e-04, eta: 2:14:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0582, loss: 0.0582 +2023-12-28 15:23:16,351 - pyskl - INFO - Epoch [135][2000/2353] lr: 6.240e-04, eta: 2:14:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9975, loss_cls: 0.0643, loss: 0.0643 +2023-12-28 15:23:38,809 - pyskl - INFO - Epoch [135][2100/2353] lr: 6.206e-04, eta: 2:14:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9862, top5_acc: 0.9988, loss_cls: 0.0856, loss: 0.0856 +2023-12-28 15:24:01,233 - pyskl - INFO - Epoch [135][2200/2353] lr: 6.171e-04, eta: 2:13:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0766, loss: 0.0766 +2023-12-28 15:24:23,886 - pyskl - INFO - Epoch [135][2300/2353] lr: 6.137e-04, eta: 2:13:29, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0722, loss: 0.0722 +2023-12-28 15:24:36,420 - pyskl - INFO - Saving checkpoint at 135 epochs +2023-12-28 15:26:04,166 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:26:04,245 - pyskl - INFO - +top1_acc 0.9598 +top5_acc 0.9952 +2023-12-28 15:26:04,250 - pyskl - INFO - Epoch(val) [135][1184] top1_acc: 0.9598, top5_acc: 0.9952 +2023-12-28 15:26:43,731 - pyskl - INFO - Epoch [136][100/2353] lr: 6.084e-04, eta: 2:12:54, time: 0.395, data_time: 0.171, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0597, loss: 0.0597 +2023-12-28 15:27:06,224 - pyskl - INFO - Epoch [136][200/2353] lr: 6.050e-04, eta: 2:12:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0688, loss: 0.0688 +2023-12-28 15:27:28,615 - pyskl - INFO - Epoch [136][300/2353] lr: 6.016e-04, eta: 2:12:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0693, loss: 0.0693 +2023-12-28 15:27:51,094 - pyskl - INFO - Epoch [136][400/2353] lr: 5.982e-04, eta: 2:11:46, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0616, loss: 0.0616 +2023-12-28 15:28:13,525 - pyskl - INFO - Epoch [136][500/2353] lr: 5.948e-04, eta: 2:11:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0703, loss: 0.0703 +2023-12-28 15:28:35,978 - pyskl - INFO - Epoch [136][600/2353] lr: 5.914e-04, eta: 2:11:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9981, loss_cls: 0.0695, loss: 0.0695 +2023-12-28 15:28:58,390 - pyskl - INFO - Epoch [136][700/2353] lr: 5.880e-04, eta: 2:10:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0688, loss: 0.0688 +2023-12-28 15:29:20,845 - pyskl - INFO - Epoch [136][800/2353] lr: 5.846e-04, eta: 2:10:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0569, loss: 0.0569 +2023-12-28 15:29:43,218 - pyskl - INFO - Epoch [136][900/2353] lr: 5.813e-04, eta: 2:09:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9825, top5_acc: 0.9962, loss_cls: 0.0930, loss: 0.0930 +2023-12-28 15:30:05,662 - pyskl - INFO - Epoch [136][1000/2353] lr: 5.779e-04, eta: 2:09:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0600, loss: 0.0600 +2023-12-28 15:30:28,051 - pyskl - INFO - Epoch [136][1100/2353] lr: 5.746e-04, eta: 2:09:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0576, loss: 0.0576 +2023-12-28 15:30:50,399 - pyskl - INFO - Epoch [136][1200/2353] lr: 5.712e-04, eta: 2:08:45, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0734, loss: 0.0734 +2023-12-28 15:31:12,784 - pyskl - INFO - Epoch [136][1300/2353] lr: 5.679e-04, eta: 2:08:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0657, loss: 0.0657 +2023-12-28 15:31:35,192 - pyskl - INFO - Epoch [136][1400/2353] lr: 5.646e-04, eta: 2:07:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9975, loss_cls: 0.0824, loss: 0.0824 +2023-12-28 15:31:57,563 - pyskl - INFO - Epoch [136][1500/2353] lr: 5.613e-04, eta: 2:07:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543 +2023-12-28 15:32:19,942 - pyskl - INFO - Epoch [136][1600/2353] lr: 5.580e-04, eta: 2:07:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0568, loss: 0.0568 +2023-12-28 15:32:42,343 - pyskl - INFO - Epoch [136][1700/2353] lr: 5.547e-04, eta: 2:06:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0713, loss: 0.0713 +2023-12-28 15:33:04,946 - pyskl - INFO - Epoch [136][1800/2353] lr: 5.515e-04, eta: 2:06:29, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0651, loss: 0.0651 +2023-12-28 15:33:27,482 - pyskl - INFO - Epoch [136][1900/2353] lr: 5.482e-04, eta: 2:06:06, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9988, loss_cls: 0.0624, loss: 0.0624 +2023-12-28 15:33:49,919 - pyskl - INFO - Epoch [136][2000/2353] lr: 5.449e-04, eta: 2:05:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0592, loss: 0.0592 +2023-12-28 15:34:12,385 - pyskl - INFO - Epoch [136][2100/2353] lr: 5.417e-04, eta: 2:05:21, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0504, loss: 0.0504 +2023-12-28 15:34:34,747 - pyskl - INFO - Epoch [136][2200/2353] lr: 5.385e-04, eta: 2:04:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0696, loss: 0.0696 +2023-12-28 15:34:57,075 - pyskl - INFO - Epoch [136][2300/2353] lr: 5.352e-04, eta: 2:04:35, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0529, loss: 0.0529 +2023-12-28 15:35:09,356 - pyskl - INFO - Saving checkpoint at 136 epochs +2023-12-28 15:36:36,936 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:36:37,015 - pyskl - INFO - +top1_acc 0.9610 +top5_acc 0.9952 +2023-12-28 15:36:37,019 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_134.pth was removed +2023-12-28 15:36:37,145 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_136.pth. +2023-12-28 15:36:37,146 - pyskl - INFO - Best top1_acc is 0.9610 at 136 epoch. +2023-12-28 15:36:37,150 - pyskl - INFO - Epoch(val) [136][1184] top1_acc: 0.9610, top5_acc: 0.9952 +2023-12-28 15:37:16,462 - pyskl - INFO - Epoch [137][100/2353] lr: 5.303e-04, eta: 2:04:01, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0613, loss: 0.0613 +2023-12-28 15:37:38,901 - pyskl - INFO - Epoch [137][200/2353] lr: 5.271e-04, eta: 2:03:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0658, loss: 0.0658 +2023-12-28 15:38:01,328 - pyskl - INFO - Epoch [137][300/2353] lr: 5.239e-04, eta: 2:03:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0503, loss: 0.0503 +2023-12-28 15:38:23,620 - pyskl - INFO - Epoch [137][400/2353] lr: 5.208e-04, eta: 2:02:53, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9856, top5_acc: 0.9975, loss_cls: 0.0747, loss: 0.0747 +2023-12-28 15:38:46,259 - pyskl - INFO - Epoch [137][500/2353] lr: 5.176e-04, eta: 2:02:30, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0640, loss: 0.0640 +2023-12-28 15:39:08,811 - pyskl - INFO - Epoch [137][600/2353] lr: 5.144e-04, eta: 2:02:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0667, loss: 0.0667 +2023-12-28 15:39:31,205 - pyskl - INFO - Epoch [137][700/2353] lr: 5.113e-04, eta: 2:01:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9994, loss_cls: 0.0649, loss: 0.0649 +2023-12-28 15:39:53,549 - pyskl - INFO - Epoch [137][800/2353] lr: 5.081e-04, eta: 2:01:22, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0535, loss: 0.0535 +2023-12-28 15:40:15,900 - pyskl - INFO - Epoch [137][900/2353] lr: 5.050e-04, eta: 2:01:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563 +2023-12-28 15:40:38,251 - pyskl - INFO - Epoch [137][1000/2353] lr: 5.019e-04, eta: 2:00:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0585, loss: 0.0585 +2023-12-28 15:41:00,618 - pyskl - INFO - Epoch [137][1100/2353] lr: 4.987e-04, eta: 2:00:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0652, loss: 0.0652 +2023-12-28 15:41:23,055 - pyskl - INFO - Epoch [137][1200/2353] lr: 4.956e-04, eta: 1:59:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9981, loss_cls: 0.0697, loss: 0.0697 +2023-12-28 15:41:45,443 - pyskl - INFO - Epoch [137][1300/2353] lr: 4.925e-04, eta: 1:59:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0615, loss: 0.0615 +2023-12-28 15:42:07,870 - pyskl - INFO - Epoch [137][1400/2353] lr: 4.894e-04, eta: 1:59:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0530, loss: 0.0530 +2023-12-28 15:42:30,264 - pyskl - INFO - Epoch [137][1500/2353] lr: 4.864e-04, eta: 1:58:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9969, loss_cls: 0.0708, loss: 0.0708 +2023-12-28 15:42:52,625 - pyskl - INFO - Epoch [137][1600/2353] lr: 4.833e-04, eta: 1:58:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9975, loss_cls: 0.0758, loss: 0.0758 +2023-12-28 15:43:15,027 - pyskl - INFO - Epoch [137][1700/2353] lr: 4.802e-04, eta: 1:57:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9981, loss_cls: 0.0688, loss: 0.0688 +2023-12-28 15:43:37,456 - pyskl - INFO - Epoch [137][1800/2353] lr: 4.772e-04, eta: 1:57:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0585, loss: 0.0585 +2023-12-28 15:43:59,870 - pyskl - INFO - Epoch [137][1900/2353] lr: 4.742e-04, eta: 1:57:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0603, loss: 0.0603 +2023-12-28 15:44:22,391 - pyskl - INFO - Epoch [137][2000/2353] lr: 4.711e-04, eta: 1:56:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0669, loss: 0.0669 +2023-12-28 15:44:44,829 - pyskl - INFO - Epoch [137][2100/2353] lr: 4.681e-04, eta: 1:56:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0534, loss: 0.0534 +2023-12-28 15:45:07,293 - pyskl - INFO - Epoch [137][2200/2353] lr: 4.651e-04, eta: 1:56:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0625, loss: 0.0625 +2023-12-28 15:45:29,776 - pyskl - INFO - Epoch [137][2300/2353] lr: 4.621e-04, eta: 1:55:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0495, loss: 0.0495 +2023-12-28 15:45:42,112 - pyskl - INFO - Saving checkpoint at 137 epochs +2023-12-28 15:47:10,048 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:47:10,127 - pyskl - INFO - +top1_acc 0.9609 +top5_acc 0.9946 +2023-12-28 15:47:10,132 - pyskl - INFO - Epoch(val) [137][1184] top1_acc: 0.9609, top5_acc: 0.9946 +2023-12-28 15:47:49,485 - pyskl - INFO - Epoch [138][100/2353] lr: 4.575e-04, eta: 1:55:08, time: 0.393, data_time: 0.170, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0536, loss: 0.0536 +2023-12-28 15:48:11,898 - pyskl - INFO - Epoch [138][200/2353] lr: 4.545e-04, eta: 1:54:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0587, loss: 0.0587 +2023-12-28 15:48:34,306 - pyskl - INFO - Epoch [138][300/2353] lr: 4.516e-04, eta: 1:54:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9994, loss_cls: 0.0703, loss: 0.0703 +2023-12-28 15:48:56,702 - pyskl - INFO - Epoch [138][400/2353] lr: 4.486e-04, eta: 1:54:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0524, loss: 0.0524 +2023-12-28 15:49:19,188 - pyskl - INFO - Epoch [138][500/2353] lr: 4.457e-04, eta: 1:53:37, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0801, loss: 0.0801 +2023-12-28 15:49:41,656 - pyskl - INFO - Epoch [138][600/2353] lr: 4.427e-04, eta: 1:53:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0502, loss: 0.0502 +2023-12-28 15:50:04,079 - pyskl - INFO - Epoch [138][700/2353] lr: 4.398e-04, eta: 1:52:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0509, loss: 0.0509 +2023-12-28 15:50:26,404 - pyskl - INFO - Epoch [138][800/2353] lr: 4.369e-04, eta: 1:52:29, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538 +2023-12-28 15:50:48,781 - pyskl - INFO - Epoch [138][900/2353] lr: 4.340e-04, eta: 1:52:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0532, loss: 0.0532 +2023-12-28 15:51:11,227 - pyskl - INFO - Epoch [138][1000/2353] lr: 4.311e-04, eta: 1:51:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0619, loss: 0.0619 +2023-12-28 15:51:33,649 - pyskl - INFO - Epoch [138][1100/2353] lr: 4.282e-04, eta: 1:51:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0606, loss: 0.0606 +2023-12-28 15:51:56,040 - pyskl - INFO - Epoch [138][1200/2353] lr: 4.253e-04, eta: 1:50:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0559, loss: 0.0559 +2023-12-28 15:52:18,474 - pyskl - INFO - Epoch [138][1300/2353] lr: 4.224e-04, eta: 1:50:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0474, loss: 0.0474 +2023-12-28 15:52:40,859 - pyskl - INFO - Epoch [138][1400/2353] lr: 4.195e-04, eta: 1:50:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 0.0648, loss: 0.0648 +2023-12-28 15:53:03,237 - pyskl - INFO - Epoch [138][1500/2353] lr: 4.167e-04, eta: 1:49:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0599, loss: 0.0599 +2023-12-28 15:53:25,596 - pyskl - INFO - Epoch [138][1600/2353] lr: 4.138e-04, eta: 1:49:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0552, loss: 0.0552 +2023-12-28 15:53:47,974 - pyskl - INFO - Epoch [138][1700/2353] lr: 4.110e-04, eta: 1:49:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0488, loss: 0.0488 +2023-12-28 15:54:10,373 - pyskl - INFO - Epoch [138][1800/2353] lr: 4.082e-04, eta: 1:48:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0612, loss: 0.0612 +2023-12-28 15:54:32,775 - pyskl - INFO - Epoch [138][1900/2353] lr: 4.054e-04, eta: 1:48:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0435, loss: 0.0435 +2023-12-28 15:54:55,155 - pyskl - INFO - Epoch [138][2000/2353] lr: 4.026e-04, eta: 1:47:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430 +2023-12-28 15:55:17,564 - pyskl - INFO - Epoch [138][2100/2353] lr: 3.998e-04, eta: 1:47:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0611, loss: 0.0611 +2023-12-28 15:55:39,993 - pyskl - INFO - Epoch [138][2200/2353] lr: 3.970e-04, eta: 1:47:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0643, loss: 0.0643 +2023-12-28 15:56:02,397 - pyskl - INFO - Epoch [138][2300/2353] lr: 3.942e-04, eta: 1:46:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0610, loss: 0.0610 +2023-12-28 15:56:14,727 - pyskl - INFO - Saving checkpoint at 138 epochs +2023-12-28 15:57:42,548 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 15:57:42,627 - pyskl - INFO - +top1_acc 0.9612 +top5_acc 0.9948 +2023-12-28 15:57:42,631 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_136.pth was removed +2023-12-28 15:57:42,756 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_138.pth. +2023-12-28 15:57:42,756 - pyskl - INFO - Best top1_acc is 0.9612 at 138 epoch. +2023-12-28 15:57:42,761 - pyskl - INFO - Epoch(val) [138][1184] top1_acc: 0.9612, top5_acc: 0.9948 +2023-12-28 15:58:22,080 - pyskl - INFO - Epoch [139][100/2353] lr: 3.900e-04, eta: 1:46:15, time: 0.393, data_time: 0.169, memory: 6499, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0524, loss: 0.0524 +2023-12-28 15:58:44,469 - pyskl - INFO - Epoch [139][200/2353] lr: 3.872e-04, eta: 1:45:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0677, loss: 0.0677 +2023-12-28 15:59:06,820 - pyskl - INFO - Epoch [139][300/2353] lr: 3.845e-04, eta: 1:45:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0419, loss: 0.0419 +2023-12-28 15:59:29,167 - pyskl - INFO - Epoch [139][400/2353] lr: 3.817e-04, eta: 1:45:07, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0513, loss: 0.0513 +2023-12-28 15:59:51,584 - pyskl - INFO - Epoch [139][500/2353] lr: 3.790e-04, eta: 1:44:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0599, loss: 0.0599 +2023-12-28 16:00:13,983 - pyskl - INFO - Epoch [139][600/2353] lr: 3.763e-04, eta: 1:44:21, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0559, loss: 0.0559 +2023-12-28 16:00:36,439 - pyskl - INFO - Epoch [139][700/2353] lr: 3.736e-04, eta: 1:43:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0573, loss: 0.0573 +2023-12-28 16:00:58,793 - pyskl - INFO - Epoch [139][800/2353] lr: 3.709e-04, eta: 1:43:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9975, loss_cls: 0.0599, loss: 0.0599 +2023-12-28 16:01:21,123 - pyskl - INFO - Epoch [139][900/2353] lr: 3.682e-04, eta: 1:43:13, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0487, loss: 0.0487 +2023-12-28 16:01:43,592 - pyskl - INFO - Epoch [139][1000/2353] lr: 3.655e-04, eta: 1:42:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0525, loss: 0.0525 +2023-12-28 16:02:06,110 - pyskl - INFO - Epoch [139][1100/2353] lr: 3.629e-04, eta: 1:42:28, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0454, loss: 0.0454 +2023-12-28 16:02:28,640 - pyskl - INFO - Epoch [139][1200/2353] lr: 3.602e-04, eta: 1:42:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9981, loss_cls: 0.0599, loss: 0.0599 +2023-12-28 16:02:51,194 - pyskl - INFO - Epoch [139][1300/2353] lr: 3.576e-04, eta: 1:41:43, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0699, loss: 0.0699 +2023-12-28 16:03:13,649 - pyskl - INFO - Epoch [139][1400/2353] lr: 3.549e-04, eta: 1:41:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9962, loss_cls: 0.0703, loss: 0.0703 +2023-12-28 16:03:36,107 - pyskl - INFO - Epoch [139][1500/2353] lr: 3.523e-04, eta: 1:40:57, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0604, loss: 0.0604 +2023-12-28 16:03:58,596 - pyskl - INFO - Epoch [139][1600/2353] lr: 3.497e-04, eta: 1:40:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0558, loss: 0.0558 +2023-12-28 16:04:21,114 - pyskl - INFO - Epoch [139][1700/2353] lr: 3.471e-04, eta: 1:40:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0503, loss: 0.0503 +2023-12-28 16:04:43,565 - pyskl - INFO - Epoch [139][1800/2353] lr: 3.445e-04, eta: 1:39:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0463, loss: 0.0463 +2023-12-28 16:05:06,072 - pyskl - INFO - Epoch [139][1900/2353] lr: 3.419e-04, eta: 1:39:27, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9975, loss_cls: 0.0552, loss: 0.0552 +2023-12-28 16:05:28,613 - pyskl - INFO - Epoch [139][2000/2353] lr: 3.393e-04, eta: 1:39:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0510, loss: 0.0510 +2023-12-28 16:05:51,265 - pyskl - INFO - Epoch [139][2100/2353] lr: 3.367e-04, eta: 1:38:41, time: 0.227, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 1.0000, loss_cls: 0.0562, loss: 0.0562 +2023-12-28 16:06:13,660 - pyskl - INFO - Epoch [139][2200/2353] lr: 3.342e-04, eta: 1:38:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0596, loss: 0.0596 +2023-12-28 16:06:35,986 - pyskl - INFO - Epoch [139][2300/2353] lr: 3.316e-04, eta: 1:37:56, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0495, loss: 0.0495 +2023-12-28 16:06:48,259 - pyskl - INFO - Saving checkpoint at 139 epochs +2023-12-28 16:08:15,685 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:08:15,764 - pyskl - INFO - +top1_acc 0.9614 +top5_acc 0.9950 +2023-12-28 16:08:15,768 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_138.pth was removed +2023-12-28 16:08:15,890 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_139.pth. +2023-12-28 16:08:15,891 - pyskl - INFO - Best top1_acc is 0.9614 at 139 epoch. +2023-12-28 16:08:15,895 - pyskl - INFO - Epoch(val) [139][1184] top1_acc: 0.9614, top5_acc: 0.9950 +2023-12-28 16:08:55,169 - pyskl - INFO - Epoch [140][100/2353] lr: 3.278e-04, eta: 1:37:22, time: 0.393, data_time: 0.168, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2023-12-28 16:09:17,631 - pyskl - INFO - Epoch [140][200/2353] lr: 3.252e-04, eta: 1:36:59, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0506, loss: 0.0506 +2023-12-28 16:09:40,058 - pyskl - INFO - Epoch [140][300/2353] lr: 3.227e-04, eta: 1:36:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0615, loss: 0.0615 +2023-12-28 16:10:02,407 - pyskl - INFO - Epoch [140][400/2353] lr: 3.202e-04, eta: 1:36:14, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0578, loss: 0.0578 +2023-12-28 16:10:24,748 - pyskl - INFO - Epoch [140][500/2353] lr: 3.177e-04, eta: 1:35:51, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 0.9969, loss_cls: 0.0622, loss: 0.0622 +2023-12-28 16:10:47,132 - pyskl - INFO - Epoch [140][600/2353] lr: 3.152e-04, eta: 1:35:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0537, loss: 0.0537 +2023-12-28 16:11:09,533 - pyskl - INFO - Epoch [140][700/2353] lr: 3.127e-04, eta: 1:35:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0576, loss: 0.0576 +2023-12-28 16:11:31,960 - pyskl - INFO - Epoch [140][800/2353] lr: 3.103e-04, eta: 1:34:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0494, loss: 0.0494 +2023-12-28 16:11:54,432 - pyskl - INFO - Epoch [140][900/2353] lr: 3.078e-04, eta: 1:34:20, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0522, loss: 0.0522 +2023-12-28 16:12:16,824 - pyskl - INFO - Epoch [140][1000/2353] lr: 3.054e-04, eta: 1:33:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0447, loss: 0.0447 +2023-12-28 16:12:39,178 - pyskl - INFO - Epoch [140][1100/2353] lr: 3.029e-04, eta: 1:33:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425 +2023-12-28 16:13:01,546 - pyskl - INFO - Epoch [140][1200/2353] lr: 3.005e-04, eta: 1:33:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0531, loss: 0.0531 +2023-12-28 16:13:23,920 - pyskl - INFO - Epoch [140][1300/2353] lr: 2.981e-04, eta: 1:32:49, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0504, loss: 0.0504 +2023-12-28 16:13:46,299 - pyskl - INFO - Epoch [140][1400/2353] lr: 2.957e-04, eta: 1:32:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0587, loss: 0.0587 +2023-12-28 16:14:08,788 - pyskl - INFO - Epoch [140][1500/2353] lr: 2.933e-04, eta: 1:32:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9981, loss_cls: 0.0596, loss: 0.0596 +2023-12-28 16:14:31,202 - pyskl - INFO - Epoch [140][1600/2353] lr: 2.909e-04, eta: 1:31:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0491, loss: 0.0491 +2023-12-28 16:14:53,602 - pyskl - INFO - Epoch [140][1700/2353] lr: 2.885e-04, eta: 1:31:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0571, loss: 0.0571 +2023-12-28 16:15:16,074 - pyskl - INFO - Epoch [140][1800/2353] lr: 2.861e-04, eta: 1:30:56, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9994, loss_cls: 0.0602, loss: 0.0602 +2023-12-28 16:15:38,528 - pyskl - INFO - Epoch [140][1900/2353] lr: 2.838e-04, eta: 1:30:33, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0558, loss: 0.0558 +2023-12-28 16:16:01,026 - pyskl - INFO - Epoch [140][2000/2353] lr: 2.814e-04, eta: 1:30:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0556, loss: 0.0556 +2023-12-28 16:16:23,499 - pyskl - INFO - Epoch [140][2100/2353] lr: 2.791e-04, eta: 1:29:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0554, loss: 0.0554 +2023-12-28 16:16:45,975 - pyskl - INFO - Epoch [140][2200/2353] lr: 2.767e-04, eta: 1:29:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0593, loss: 0.0593 +2023-12-28 16:17:08,423 - pyskl - INFO - Epoch [140][2300/2353] lr: 2.744e-04, eta: 1:29:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9975, loss_cls: 0.0569, loss: 0.0569 +2023-12-28 16:17:20,839 - pyskl - INFO - Saving checkpoint at 140 epochs +2023-12-28 16:18:48,531 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:18:48,610 - pyskl - INFO - +top1_acc 0.9611 +top5_acc 0.9950 +2023-12-28 16:18:48,614 - pyskl - INFO - Epoch(val) [140][1184] top1_acc: 0.9611, top5_acc: 0.9950 +2023-12-28 16:19:27,997 - pyskl - INFO - Epoch [141][100/2353] lr: 2.709e-04, eta: 1:28:28, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0494, loss: 0.0494 +2023-12-28 16:19:50,390 - pyskl - INFO - Epoch [141][200/2353] lr: 2.686e-04, eta: 1:28:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9962, loss_cls: 0.0706, loss: 0.0706 +2023-12-28 16:20:12,802 - pyskl - INFO - Epoch [141][300/2353] lr: 2.663e-04, eta: 1:27:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0618, loss: 0.0618 +2023-12-28 16:20:35,227 - pyskl - INFO - Epoch [141][400/2353] lr: 2.640e-04, eta: 1:27:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0537, loss: 0.0537 +2023-12-28 16:20:57,572 - pyskl - INFO - Epoch [141][500/2353] lr: 2.617e-04, eta: 1:26:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0575, loss: 0.0575 +2023-12-28 16:21:19,940 - pyskl - INFO - Epoch [141][600/2353] lr: 2.595e-04, eta: 1:26:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0541, loss: 0.0541 +2023-12-28 16:21:42,352 - pyskl - INFO - Epoch [141][700/2353] lr: 2.572e-04, eta: 1:26:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0481, loss: 0.0481 +2023-12-28 16:22:04,752 - pyskl - INFO - Epoch [141][800/2353] lr: 2.550e-04, eta: 1:25:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2023-12-28 16:22:27,096 - pyskl - INFO - Epoch [141][900/2353] lr: 2.528e-04, eta: 1:25:27, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0465, loss: 0.0465 +2023-12-28 16:22:49,466 - pyskl - INFO - Epoch [141][1000/2353] lr: 2.505e-04, eta: 1:25:04, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0535, loss: 0.0535 +2023-12-28 16:23:11,873 - pyskl - INFO - Epoch [141][1100/2353] lr: 2.483e-04, eta: 1:24:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0530, loss: 0.0530 +2023-12-28 16:23:34,263 - pyskl - INFO - Epoch [141][1200/2353] lr: 2.461e-04, eta: 1:24:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0485, loss: 0.0485 +2023-12-28 16:23:56,653 - pyskl - INFO - Epoch [141][1300/2353] lr: 2.439e-04, eta: 1:23:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 +2023-12-28 16:24:19,036 - pyskl - INFO - Epoch [141][1400/2353] lr: 2.417e-04, eta: 1:23:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0543, loss: 0.0543 +2023-12-28 16:24:41,448 - pyskl - INFO - Epoch [141][1500/2353] lr: 2.396e-04, eta: 1:23:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9969, loss_cls: 0.0650, loss: 0.0650 +2023-12-28 16:25:03,963 - pyskl - INFO - Epoch [141][1600/2353] lr: 2.374e-04, eta: 1:22:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0501, loss: 0.0501 +2023-12-28 16:25:26,397 - pyskl - INFO - Epoch [141][1700/2353] lr: 2.353e-04, eta: 1:22:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 +2023-12-28 16:25:48,814 - pyskl - INFO - Epoch [141][1800/2353] lr: 2.331e-04, eta: 1:22:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0483, loss: 0.0483 +2023-12-28 16:26:11,190 - pyskl - INFO - Epoch [141][1900/2353] lr: 2.310e-04, eta: 1:21:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9881, top5_acc: 0.9969, loss_cls: 0.0664, loss: 0.0664 +2023-12-28 16:26:33,613 - pyskl - INFO - Epoch [141][2000/2353] lr: 2.289e-04, eta: 1:21:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 16:26:56,007 - pyskl - INFO - Epoch [141][2100/2353] lr: 2.267e-04, eta: 1:20:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453 +2023-12-28 16:27:18,388 - pyskl - INFO - Epoch [141][2200/2353] lr: 2.246e-04, eta: 1:20:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0689, loss: 0.0689 +2023-12-28 16:27:40,763 - pyskl - INFO - Epoch [141][2300/2353] lr: 2.225e-04, eta: 1:20:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0510, loss: 0.0510 +2023-12-28 16:27:53,098 - pyskl - INFO - Saving checkpoint at 141 epochs +2023-12-28 16:29:20,610 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:29:20,690 - pyskl - INFO - +top1_acc 0.9622 +top5_acc 0.9949 +2023-12-28 16:29:20,695 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_139.pth was removed +2023-12-28 16:29:20,823 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_141.pth. +2023-12-28 16:29:20,824 - pyskl - INFO - Best top1_acc is 0.9622 at 141 epoch. +2023-12-28 16:29:20,829 - pyskl - INFO - Epoch(val) [141][1184] top1_acc: 0.9622, top5_acc: 0.9949 +2023-12-28 16:30:00,218 - pyskl - INFO - Epoch [142][100/2353] lr: 2.194e-04, eta: 1:19:35, time: 0.394, data_time: 0.170, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0625, loss: 0.0625 +2023-12-28 16:30:22,672 - pyskl - INFO - Epoch [142][200/2353] lr: 2.173e-04, eta: 1:19:12, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0713, loss: 0.0713 +2023-12-28 16:30:45,085 - pyskl - INFO - Epoch [142][300/2353] lr: 2.152e-04, eta: 1:18:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9888, top5_acc: 1.0000, loss_cls: 0.0613, loss: 0.0613 +2023-12-28 16:31:07,438 - pyskl - INFO - Epoch [142][400/2353] lr: 2.132e-04, eta: 1:18:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9981, loss_cls: 0.0604, loss: 0.0604 +2023-12-28 16:31:29,777 - pyskl - INFO - Epoch [142][500/2353] lr: 2.111e-04, eta: 1:18:04, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0527, loss: 0.0527 +2023-12-28 16:31:52,191 - pyskl - INFO - Epoch [142][600/2353] lr: 2.091e-04, eta: 1:17:42, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0486, loss: 0.0486 +2023-12-28 16:32:14,646 - pyskl - INFO - Epoch [142][700/2353] lr: 2.071e-04, eta: 1:17:19, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0534, loss: 0.0534 +2023-12-28 16:32:37,088 - pyskl - INFO - Epoch [142][800/2353] lr: 2.051e-04, eta: 1:16:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0609, loss: 0.0609 +2023-12-28 16:32:59,530 - pyskl - INFO - Epoch [142][900/2353] lr: 2.031e-04, eta: 1:16:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0491, loss: 0.0491 +2023-12-28 16:33:21,994 - pyskl - INFO - Epoch [142][1000/2353] lr: 2.011e-04, eta: 1:16:11, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474 +2023-12-28 16:33:44,420 - pyskl - INFO - Epoch [142][1100/2353] lr: 1.991e-04, eta: 1:15:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0477, loss: 0.0477 +2023-12-28 16:34:06,817 - pyskl - INFO - Epoch [142][1200/2353] lr: 1.971e-04, eta: 1:15:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0545, loss: 0.0545 +2023-12-28 16:34:29,363 - pyskl - INFO - Epoch [142][1300/2353] lr: 1.951e-04, eta: 1:15:03, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9988, loss_cls: 0.0606, loss: 0.0606 +2023-12-28 16:34:51,746 - pyskl - INFO - Epoch [142][1400/2353] lr: 1.932e-04, eta: 1:14:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0512, loss: 0.0512 +2023-12-28 16:35:14,249 - pyskl - INFO - Epoch [142][1500/2353] lr: 1.913e-04, eta: 1:14:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0583, loss: 0.0583 +2023-12-28 16:35:36,756 - pyskl - INFO - Epoch [142][1600/2353] lr: 1.893e-04, eta: 1:13:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0550, loss: 0.0550 +2023-12-28 16:35:59,256 - pyskl - INFO - Epoch [142][1700/2353] lr: 1.874e-04, eta: 1:13:32, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0405, loss: 0.0405 +2023-12-28 16:36:21,686 - pyskl - INFO - Epoch [142][1800/2353] lr: 1.855e-04, eta: 1:13:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0453, loss: 0.0453 +2023-12-28 16:36:44,113 - pyskl - INFO - Epoch [142][1900/2353] lr: 1.836e-04, eta: 1:12:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0375, loss: 0.0375 +2023-12-28 16:37:06,537 - pyskl - INFO - Epoch [142][2000/2353] lr: 1.817e-04, eta: 1:12:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0467, loss: 0.0467 +2023-12-28 16:37:28,913 - pyskl - INFO - Epoch [142][2100/2353] lr: 1.798e-04, eta: 1:12:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0422, loss: 0.0422 +2023-12-28 16:37:51,274 - pyskl - INFO - Epoch [142][2200/2353] lr: 1.779e-04, eta: 1:11:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458 +2023-12-28 16:38:13,604 - pyskl - INFO - Epoch [142][2300/2353] lr: 1.761e-04, eta: 1:11:16, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0483, loss: 0.0483 +2023-12-28 16:38:25,962 - pyskl - INFO - Saving checkpoint at 142 epochs +2023-12-28 16:39:54,274 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:39:54,353 - pyskl - INFO - +top1_acc 0.9633 +top5_acc 0.9949 +2023-12-28 16:39:54,357 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_141.pth was removed +2023-12-28 16:39:54,483 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_142.pth. +2023-12-28 16:39:54,483 - pyskl - INFO - Best top1_acc is 0.9633 at 142 epoch. +2023-12-28 16:39:54,488 - pyskl - INFO - Epoch(val) [142][1184] top1_acc: 0.9633, top5_acc: 0.9949 +2023-12-28 16:40:34,257 - pyskl - INFO - Epoch [143][100/2353] lr: 1.732e-04, eta: 1:10:42, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0532, loss: 0.0532 +2023-12-28 16:40:56,654 - pyskl - INFO - Epoch [143][200/2353] lr: 1.714e-04, eta: 1:10:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0590, loss: 0.0590 +2023-12-28 16:41:19,050 - pyskl - INFO - Epoch [143][300/2353] lr: 1.695e-04, eta: 1:09:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 +2023-12-28 16:41:41,489 - pyskl - INFO - Epoch [143][400/2353] lr: 1.677e-04, eta: 1:09:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0481, loss: 0.0481 +2023-12-28 16:42:03,916 - pyskl - INFO - Epoch [143][500/2353] lr: 1.659e-04, eta: 1:09:11, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0528, loss: 0.0528 +2023-12-28 16:42:26,451 - pyskl - INFO - Epoch [143][600/2353] lr: 1.641e-04, eta: 1:08:49, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0566, loss: 0.0566 +2023-12-28 16:42:48,872 - pyskl - INFO - Epoch [143][700/2353] lr: 1.623e-04, eta: 1:08:26, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0554, loss: 0.0554 +2023-12-28 16:43:11,278 - pyskl - INFO - Epoch [143][800/2353] lr: 1.605e-04, eta: 1:08:03, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0483, loss: 0.0483 +2023-12-28 16:43:33,678 - pyskl - INFO - Epoch [143][900/2353] lr: 1.588e-04, eta: 1:07:41, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489 +2023-12-28 16:43:56,044 - pyskl - INFO - Epoch [143][1000/2353] lr: 1.570e-04, eta: 1:07:18, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0469, loss: 0.0469 +2023-12-28 16:44:18,517 - pyskl - INFO - Epoch [143][1100/2353] lr: 1.552e-04, eta: 1:06:55, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0387, loss: 0.0387 +2023-12-28 16:44:40,922 - pyskl - INFO - Epoch [143][1200/2353] lr: 1.535e-04, eta: 1:06:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0536, loss: 0.0536 +2023-12-28 16:45:03,294 - pyskl - INFO - Epoch [143][1300/2353] lr: 1.518e-04, eta: 1:06:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0453, loss: 0.0453 +2023-12-28 16:45:25,934 - pyskl - INFO - Epoch [143][1400/2353] lr: 1.500e-04, eta: 1:05:47, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0509, loss: 0.0509 +2023-12-28 16:45:48,497 - pyskl - INFO - Epoch [143][1500/2353] lr: 1.483e-04, eta: 1:05:25, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0390, loss: 0.0390 +2023-12-28 16:46:11,044 - pyskl - INFO - Epoch [143][1600/2353] lr: 1.466e-04, eta: 1:05:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0497, loss: 0.0497 +2023-12-28 16:46:33,576 - pyskl - INFO - Epoch [143][1700/2353] lr: 1.449e-04, eta: 1:04:39, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2023-12-28 16:46:55,973 - pyskl - INFO - Epoch [143][1800/2353] lr: 1.433e-04, eta: 1:04:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0484, loss: 0.0484 +2023-12-28 16:47:18,356 - pyskl - INFO - Epoch [143][1900/2353] lr: 1.416e-04, eta: 1:03:54, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0583, loss: 0.0583 +2023-12-28 16:47:40,721 - pyskl - INFO - Epoch [143][2000/2353] lr: 1.399e-04, eta: 1:03:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0434, loss: 0.0434 +2023-12-28 16:48:03,097 - pyskl - INFO - Epoch [143][2100/2353] lr: 1.383e-04, eta: 1:03:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0538, loss: 0.0538 +2023-12-28 16:48:25,513 - pyskl - INFO - Epoch [143][2200/2353] lr: 1.366e-04, eta: 1:02:46, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0508, loss: 0.0508 +2023-12-28 16:48:47,921 - pyskl - INFO - Epoch [143][2300/2353] lr: 1.350e-04, eta: 1:02:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0519, loss: 0.0519 +2023-12-28 16:49:00,238 - pyskl - INFO - Saving checkpoint at 143 epochs +2023-12-28 16:50:27,754 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 16:50:27,833 - pyskl - INFO - +top1_acc 0.9620 +top5_acc 0.9953 +2023-12-28 16:50:27,837 - pyskl - INFO - Epoch(val) [143][1184] top1_acc: 0.9620, top5_acc: 0.9953 +2023-12-28 16:51:07,265 - pyskl - INFO - Epoch [144][100/2353] lr: 1.325e-04, eta: 1:01:49, time: 0.394, data_time: 0.171, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0614, loss: 0.0614 +2023-12-28 16:51:29,750 - pyskl - INFO - Epoch [144][200/2353] lr: 1.309e-04, eta: 1:01:26, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0503, loss: 0.0503 +2023-12-28 16:51:52,251 - pyskl - INFO - Epoch [144][300/2353] lr: 1.293e-04, eta: 1:01:04, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0486, loss: 0.0486 +2023-12-28 16:52:14,710 - pyskl - INFO - Epoch [144][400/2353] lr: 1.277e-04, eta: 1:00:41, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 16:52:37,192 - pyskl - INFO - Epoch [144][500/2353] lr: 1.261e-04, eta: 1:00:18, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0412, loss: 0.0412 +2023-12-28 16:52:59,625 - pyskl - INFO - Epoch [144][600/2353] lr: 1.245e-04, eta: 0:59:56, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0406, loss: 0.0406 +2023-12-28 16:53:22,068 - pyskl - INFO - Epoch [144][700/2353] lr: 1.230e-04, eta: 0:59:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0476, loss: 0.0476 +2023-12-28 16:53:44,433 - pyskl - INFO - Epoch [144][800/2353] lr: 1.214e-04, eta: 0:59:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0533, loss: 0.0533 +2023-12-28 16:54:06,873 - pyskl - INFO - Epoch [144][900/2353] lr: 1.199e-04, eta: 0:58:48, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9981, loss_cls: 0.0445, loss: 0.0445 +2023-12-28 16:54:29,374 - pyskl - INFO - Epoch [144][1000/2353] lr: 1.183e-04, eta: 0:58:25, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9981, loss_cls: 0.0513, loss: 0.0513 +2023-12-28 16:54:51,829 - pyskl - INFO - Epoch [144][1100/2353] lr: 1.168e-04, eta: 0:58:02, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9975, loss_cls: 0.0524, loss: 0.0524 +2023-12-28 16:55:14,217 - pyskl - INFO - Epoch [144][1200/2353] lr: 1.153e-04, eta: 0:57:40, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9981, loss_cls: 0.0533, loss: 0.0533 +2023-12-28 16:55:36,632 - pyskl - INFO - Epoch [144][1300/2353] lr: 1.138e-04, eta: 0:57:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0423, loss: 0.0423 +2023-12-28 16:55:59,084 - pyskl - INFO - Epoch [144][1400/2353] lr: 1.123e-04, eta: 0:56:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0528, loss: 0.0528 +2023-12-28 16:56:21,509 - pyskl - INFO - Epoch [144][1500/2353] lr: 1.108e-04, eta: 0:56:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0522, loss: 0.0522 +2023-12-28 16:56:43,841 - pyskl - INFO - Epoch [144][1600/2353] lr: 1.094e-04, eta: 0:56:09, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9981, loss_cls: 0.0591, loss: 0.0591 +2023-12-28 16:57:06,185 - pyskl - INFO - Epoch [144][1700/2353] lr: 1.079e-04, eta: 0:55:46, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0492, loss: 0.0492 +2023-12-28 16:57:28,599 - pyskl - INFO - Epoch [144][1800/2353] lr: 1.064e-04, eta: 0:55:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0450, loss: 0.0450 +2023-12-28 16:57:50,976 - pyskl - INFO - Epoch [144][1900/2353] lr: 1.050e-04, eta: 0:55:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9969, loss_cls: 0.0643, loss: 0.0643 +2023-12-28 16:58:13,452 - pyskl - INFO - Epoch [144][2000/2353] lr: 1.036e-04, eta: 0:54:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0472, loss: 0.0472 +2023-12-28 16:58:35,971 - pyskl - INFO - Epoch [144][2100/2353] lr: 1.021e-04, eta: 0:54:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0473, loss: 0.0473 +2023-12-28 16:58:58,425 - pyskl - INFO - Epoch [144][2200/2353] lr: 1.007e-04, eta: 0:53:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0469, loss: 0.0469 +2023-12-28 16:59:20,884 - pyskl - INFO - Epoch [144][2300/2353] lr: 9.932e-05, eta: 0:53:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0446, loss: 0.0446 +2023-12-28 16:59:33,359 - pyskl - INFO - Saving checkpoint at 144 epochs +2023-12-28 17:01:01,280 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:01:01,360 - pyskl - INFO - +top1_acc 0.9634 +top5_acc 0.9952 +2023-12-28 17:01:01,364 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_142.pth was removed +2023-12-28 17:01:01,492 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_144.pth. +2023-12-28 17:01:01,493 - pyskl - INFO - Best top1_acc is 0.9634 at 144 epoch. +2023-12-28 17:01:01,497 - pyskl - INFO - Epoch(val) [144][1184] top1_acc: 0.9634, top5_acc: 0.9952 +2023-12-28 17:01:41,252 - pyskl - INFO - Epoch [145][100/2353] lr: 9.719e-05, eta: 0:52:56, time: 0.398, data_time: 0.173, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429 +2023-12-28 17:02:03,616 - pyskl - INFO - Epoch [145][200/2353] lr: 9.581e-05, eta: 0:52:33, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0571, loss: 0.0571 +2023-12-28 17:02:26,003 - pyskl - INFO - Epoch [145][300/2353] lr: 9.444e-05, eta: 0:52:10, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0400, loss: 0.0400 +2023-12-28 17:02:48,480 - pyskl - INFO - Epoch [145][400/2353] lr: 9.308e-05, eta: 0:51:48, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0457, loss: 0.0457 +2023-12-28 17:03:10,905 - pyskl - INFO - Epoch [145][500/2353] lr: 9.173e-05, eta: 0:51:25, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9969, loss_cls: 0.0595, loss: 0.0595 +2023-12-28 17:03:33,332 - pyskl - INFO - Epoch [145][600/2353] lr: 9.039e-05, eta: 0:51:02, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0538, loss: 0.0538 +2023-12-28 17:03:55,928 - pyskl - INFO - Epoch [145][700/2353] lr: 8.906e-05, eta: 0:50:40, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0382, loss: 0.0382 +2023-12-28 17:04:18,470 - pyskl - INFO - Epoch [145][800/2353] lr: 8.774e-05, eta: 0:50:17, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0385, loss: 0.0385 +2023-12-28 17:04:41,108 - pyskl - INFO - Epoch [145][900/2353] lr: 8.643e-05, eta: 0:49:54, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391 +2023-12-28 17:05:03,720 - pyskl - INFO - Epoch [145][1000/2353] lr: 8.513e-05, eta: 0:49:32, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0439, loss: 0.0439 +2023-12-28 17:05:26,274 - pyskl - INFO - Epoch [145][1100/2353] lr: 8.383e-05, eta: 0:49:09, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368 +2023-12-28 17:05:48,877 - pyskl - INFO - Epoch [145][1200/2353] lr: 8.255e-05, eta: 0:48:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9975, loss_cls: 0.0590, loss: 0.0590 +2023-12-28 17:06:11,355 - pyskl - INFO - Epoch [145][1300/2353] lr: 8.128e-05, eta: 0:48:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394 +2023-12-28 17:06:33,807 - pyskl - INFO - Epoch [145][1400/2353] lr: 8.002e-05, eta: 0:48:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0468, loss: 0.0468 +2023-12-28 17:06:56,284 - pyskl - INFO - Epoch [145][1500/2353] lr: 7.877e-05, eta: 0:47:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9975, loss_cls: 0.0446, loss: 0.0446 +2023-12-28 17:07:18,709 - pyskl - INFO - Epoch [145][1600/2353] lr: 7.753e-05, eta: 0:47:16, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0440, loss: 0.0440 +2023-12-28 17:07:41,071 - pyskl - INFO - Epoch [145][1700/2353] lr: 7.629e-05, eta: 0:46:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0524, loss: 0.0524 +2023-12-28 17:08:03,481 - pyskl - INFO - Epoch [145][1800/2353] lr: 7.507e-05, eta: 0:46:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9981, loss_cls: 0.0547, loss: 0.0547 +2023-12-28 17:08:25,868 - pyskl - INFO - Epoch [145][1900/2353] lr: 7.386e-05, eta: 0:46:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0422, loss: 0.0422 +2023-12-28 17:08:48,246 - pyskl - INFO - Epoch [145][2000/2353] lr: 7.266e-05, eta: 0:45:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0360, loss: 0.0360 +2023-12-28 17:09:10,785 - pyskl - INFO - Epoch [145][2100/2353] lr: 7.146e-05, eta: 0:45:22, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0509, loss: 0.0509 +2023-12-28 17:09:33,168 - pyskl - INFO - Epoch [145][2200/2353] lr: 7.028e-05, eta: 0:45:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9988, loss_cls: 0.0439, loss: 0.0439 +2023-12-28 17:09:55,523 - pyskl - INFO - Epoch [145][2300/2353] lr: 6.911e-05, eta: 0:44:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0469, loss: 0.0469 +2023-12-28 17:10:07,833 - pyskl - INFO - Saving checkpoint at 145 epochs +2023-12-28 17:11:35,411 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:11:35,490 - pyskl - INFO - +top1_acc 0.9644 +top5_acc 0.9952 +2023-12-28 17:11:35,494 - pyskl - INFO - The previous best checkpoint /home/lhd/b_action/pyskl/work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_144.pth was removed +2023-12-28 17:11:35,618 - pyskl - INFO - Now best checkpoint is saved as best_top1_acc_epoch_145.pth. +2023-12-28 17:11:35,618 - pyskl - INFO - Best top1_acc is 0.9644 at 145 epoch. +2023-12-28 17:11:35,623 - pyskl - INFO - Epoch(val) [145][1184] top1_acc: 0.9644, top5_acc: 0.9952 +2023-12-28 17:12:15,398 - pyskl - INFO - Epoch [146][100/2353] lr: 6.733e-05, eta: 0:44:03, time: 0.398, data_time: 0.172, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0479, loss: 0.0479 +2023-12-28 17:12:37,873 - pyskl - INFO - Epoch [146][200/2353] lr: 6.618e-05, eta: 0:43:40, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9875, top5_acc: 0.9969, loss_cls: 0.0697, loss: 0.0697 +2023-12-28 17:13:00,232 - pyskl - INFO - Epoch [146][300/2353] lr: 6.504e-05, eta: 0:43:17, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0504, loss: 0.0504 +2023-12-28 17:13:22,603 - pyskl - INFO - Epoch [146][400/2353] lr: 6.391e-05, eta: 0:42:55, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0394, loss: 0.0394 +2023-12-28 17:13:44,993 - pyskl - INFO - Epoch [146][500/2353] lr: 6.280e-05, eta: 0:42:32, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9975, loss_cls: 0.0592, loss: 0.0592 +2023-12-28 17:14:07,394 - pyskl - INFO - Epoch [146][600/2353] lr: 6.169e-05, eta: 0:42:09, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0426, loss: 0.0426 +2023-12-28 17:14:29,777 - pyskl - INFO - Epoch [146][700/2353] lr: 6.059e-05, eta: 0:41:47, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0415, loss: 0.0415 +2023-12-28 17:14:52,163 - pyskl - INFO - Epoch [146][800/2353] lr: 5.950e-05, eta: 0:41:24, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0447, loss: 0.0447 +2023-12-28 17:15:14,543 - pyskl - INFO - Epoch [146][900/2353] lr: 5.842e-05, eta: 0:41:01, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9962, loss_cls: 0.0548, loss: 0.0548 +2023-12-28 17:15:36,923 - pyskl - INFO - Epoch [146][1000/2353] lr: 5.735e-05, eta: 0:40:39, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0510, loss: 0.0510 +2023-12-28 17:15:59,392 - pyskl - INFO - Epoch [146][1100/2353] lr: 5.629e-05, eta: 0:40:16, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0442, loss: 0.0442 +2023-12-28 17:16:21,745 - pyskl - INFO - Epoch [146][1200/2353] lr: 5.524e-05, eta: 0:39:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0555, loss: 0.0555 +2023-12-28 17:16:44,102 - pyskl - INFO - Epoch [146][1300/2353] lr: 5.420e-05, eta: 0:39:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0407, loss: 0.0407 +2023-12-28 17:17:06,537 - pyskl - INFO - Epoch [146][1400/2353] lr: 5.317e-05, eta: 0:39:08, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9975, loss_cls: 0.0531, loss: 0.0531 +2023-12-28 17:17:28,925 - pyskl - INFO - Epoch [146][1500/2353] lr: 5.215e-05, eta: 0:38:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0442, loss: 0.0442 +2023-12-28 17:17:51,339 - pyskl - INFO - Epoch [146][1600/2353] lr: 5.114e-05, eta: 0:38:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366 +2023-12-28 17:18:13,752 - pyskl - INFO - Epoch [146][1700/2353] lr: 5.014e-05, eta: 0:38:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 17:18:36,183 - pyskl - INFO - Epoch [146][1800/2353] lr: 4.915e-05, eta: 0:37:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 0.9988, loss_cls: 0.0352, loss: 0.0352 +2023-12-28 17:18:58,649 - pyskl - INFO - Epoch [146][1900/2353] lr: 4.817e-05, eta: 0:37:15, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0540, loss: 0.0540 +2023-12-28 17:19:21,089 - pyskl - INFO - Epoch [146][2000/2353] lr: 4.720e-05, eta: 0:36:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0412, loss: 0.0412 +2023-12-28 17:19:43,540 - pyskl - INFO - Epoch [146][2100/2353] lr: 4.624e-05, eta: 0:36:29, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0450, loss: 0.0450 +2023-12-28 17:20:05,946 - pyskl - INFO - Epoch [146][2200/2353] lr: 4.528e-05, eta: 0:36:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9906, top5_acc: 0.9988, loss_cls: 0.0573, loss: 0.0573 +2023-12-28 17:20:28,340 - pyskl - INFO - Epoch [146][2300/2353] lr: 4.434e-05, eta: 0:35:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443 +2023-12-28 17:20:40,634 - pyskl - INFO - Saving checkpoint at 146 epochs +2023-12-28 17:22:08,715 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:22:08,795 - pyskl - INFO - +top1_acc 0.9639 +top5_acc 0.9954 +2023-12-28 17:22:08,799 - pyskl - INFO - Epoch(val) [146][1184] top1_acc: 0.9639, top5_acc: 0.9954 +2023-12-28 17:22:48,612 - pyskl - INFO - Epoch [147][100/2353] lr: 4.292e-05, eta: 0:35:09, time: 0.398, data_time: 0.174, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0468, loss: 0.0468 +2023-12-28 17:23:10,962 - pyskl - INFO - Epoch [147][200/2353] lr: 4.201e-05, eta: 0:34:47, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0537, loss: 0.0537 +2023-12-28 17:23:33,455 - pyskl - INFO - Epoch [147][300/2353] lr: 4.110e-05, eta: 0:34:24, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431 +2023-12-28 17:23:55,991 - pyskl - INFO - Epoch [147][400/2353] lr: 4.020e-05, eta: 0:34:01, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0467, loss: 0.0467 +2023-12-28 17:24:18,551 - pyskl - INFO - Epoch [147][500/2353] lr: 3.932e-05, eta: 0:33:39, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0421, loss: 0.0421 +2023-12-28 17:24:41,140 - pyskl - INFO - Epoch [147][600/2353] lr: 3.844e-05, eta: 0:33:16, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0388, loss: 0.0388 +2023-12-28 17:25:03,606 - pyskl - INFO - Epoch [147][700/2353] lr: 3.757e-05, eta: 0:32:53, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0443, loss: 0.0443 +2023-12-28 17:25:26,028 - pyskl - INFO - Epoch [147][800/2353] lr: 3.672e-05, eta: 0:32:31, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0409, loss: 0.0409 +2023-12-28 17:25:48,535 - pyskl - INFO - Epoch [147][900/2353] lr: 3.587e-05, eta: 0:32:08, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0388, loss: 0.0388 +2023-12-28 17:26:10,953 - pyskl - INFO - Epoch [147][1000/2353] lr: 3.503e-05, eta: 0:31:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0333, loss: 0.0333 +2023-12-28 17:26:33,399 - pyskl - INFO - Epoch [147][1100/2353] lr: 3.420e-05, eta: 0:31:23, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0368, loss: 0.0368 +2023-12-28 17:26:55,776 - pyskl - INFO - Epoch [147][1200/2353] lr: 3.339e-05, eta: 0:31:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0522, loss: 0.0522 +2023-12-28 17:27:18,175 - pyskl - INFO - Epoch [147][1300/2353] lr: 3.258e-05, eta: 0:30:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357 +2023-12-28 17:27:40,611 - pyskl - INFO - Epoch [147][1400/2353] lr: 3.178e-05, eta: 0:30:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0445, loss: 0.0445 +2023-12-28 17:28:03,039 - pyskl - INFO - Epoch [147][1500/2353] lr: 3.099e-05, eta: 0:29:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2023-12-28 17:28:25,466 - pyskl - INFO - Epoch [147][1600/2353] lr: 3.021e-05, eta: 0:29:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0554, loss: 0.0554 +2023-12-28 17:28:47,906 - pyskl - INFO - Epoch [147][1700/2353] lr: 2.945e-05, eta: 0:29:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0550, loss: 0.0550 +2023-12-28 17:29:10,379 - pyskl - INFO - Epoch [147][1800/2353] lr: 2.869e-05, eta: 0:28:44, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9900, top5_acc: 0.9994, loss_cls: 0.0568, loss: 0.0568 +2023-12-28 17:29:32,805 - pyskl - INFO - Epoch [147][1900/2353] lr: 2.794e-05, eta: 0:28:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0455, loss: 0.0455 +2023-12-28 17:29:55,217 - pyskl - INFO - Epoch [147][2000/2353] lr: 2.720e-05, eta: 0:27:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0455, loss: 0.0455 +2023-12-28 17:30:17,650 - pyskl - INFO - Epoch [147][2100/2353] lr: 2.647e-05, eta: 0:27:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0434, loss: 0.0434 +2023-12-28 17:30:40,112 - pyskl - INFO - Epoch [147][2200/2353] lr: 2.575e-05, eta: 0:27:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305 +2023-12-28 17:31:02,688 - pyskl - INFO - Epoch [147][2300/2353] lr: 2.504e-05, eta: 0:26:51, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0481, loss: 0.0481 +2023-12-28 17:31:15,086 - pyskl - INFO - Saving checkpoint at 147 epochs +2023-12-28 17:32:42,792 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:32:42,877 - pyskl - INFO - +top1_acc 0.9639 +top5_acc 0.9953 +2023-12-28 17:32:42,882 - pyskl - INFO - Epoch(val) [147][1184] top1_acc: 0.9639, top5_acc: 0.9953 +2023-12-28 17:33:22,545 - pyskl - INFO - Epoch [148][100/2353] lr: 2.398e-05, eta: 0:26:16, time: 0.397, data_time: 0.173, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9981, loss_cls: 0.0414, loss: 0.0414 +2023-12-28 17:33:45,011 - pyskl - INFO - Epoch [148][200/2353] lr: 2.330e-05, eta: 0:25:54, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9988, loss_cls: 0.0428, loss: 0.0428 +2023-12-28 17:34:07,652 - pyskl - INFO - Epoch [148][300/2353] lr: 2.262e-05, eta: 0:25:31, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9869, top5_acc: 0.9975, loss_cls: 0.0670, loss: 0.0670 +2023-12-28 17:34:30,297 - pyskl - INFO - Epoch [148][400/2353] lr: 2.196e-05, eta: 0:25:08, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0473, loss: 0.0473 +2023-12-28 17:34:52,942 - pyskl - INFO - Epoch [148][500/2353] lr: 2.130e-05, eta: 0:24:46, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0451, loss: 0.0451 +2023-12-28 17:35:15,557 - pyskl - INFO - Epoch [148][600/2353] lr: 2.066e-05, eta: 0:24:23, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0452, loss: 0.0452 +2023-12-28 17:35:37,910 - pyskl - INFO - Epoch [148][700/2353] lr: 2.002e-05, eta: 0:24:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9894, top5_acc: 0.9988, loss_cls: 0.0586, loss: 0.0586 +2023-12-28 17:36:00,453 - pyskl - INFO - Epoch [148][800/2353] lr: 1.940e-05, eta: 0:23:38, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0384, loss: 0.0384 +2023-12-28 17:36:23,064 - pyskl - INFO - Epoch [148][900/2353] lr: 1.878e-05, eta: 0:23:15, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359 +2023-12-28 17:36:45,506 - pyskl - INFO - Epoch [148][1000/2353] lr: 1.818e-05, eta: 0:22:52, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0470, loss: 0.0470 +2023-12-28 17:37:07,962 - pyskl - INFO - Epoch [148][1100/2353] lr: 1.759e-05, eta: 0:22:30, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9981, loss_cls: 0.0505, loss: 0.0505 +2023-12-28 17:37:30,357 - pyskl - INFO - Epoch [148][1200/2353] lr: 1.700e-05, eta: 0:22:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0416, loss: 0.0416 +2023-12-28 17:37:52,747 - pyskl - INFO - Epoch [148][1300/2353] lr: 1.642e-05, eta: 0:21:44, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0515, loss: 0.0515 +2023-12-28 17:38:15,147 - pyskl - INFO - Epoch [148][1400/2353] lr: 1.586e-05, eta: 0:21:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 17:38:37,523 - pyskl - INFO - Epoch [148][1500/2353] lr: 1.530e-05, eta: 0:20:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9988, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 17:38:59,907 - pyskl - INFO - Epoch [148][1600/2353] lr: 1.476e-05, eta: 0:20:36, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0448, loss: 0.0448 +2023-12-28 17:39:22,394 - pyskl - INFO - Epoch [148][1700/2353] lr: 1.422e-05, eta: 0:20:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0462, loss: 0.0462 +2023-12-28 17:39:44,878 - pyskl - INFO - Epoch [148][1800/2353] lr: 1.370e-05, eta: 0:19:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 17:40:07,279 - pyskl - INFO - Epoch [148][1900/2353] lr: 1.318e-05, eta: 0:19:28, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0460, loss: 0.0460 +2023-12-28 17:40:29,674 - pyskl - INFO - Epoch [148][2000/2353] lr: 1.268e-05, eta: 0:19:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0514, loss: 0.0514 +2023-12-28 17:40:52,077 - pyskl - INFO - Epoch [148][2100/2353] lr: 1.218e-05, eta: 0:18:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352 +2023-12-28 17:41:14,445 - pyskl - INFO - Epoch [148][2200/2353] lr: 1.169e-05, eta: 0:18:20, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0499, loss: 0.0499 +2023-12-28 17:41:36,786 - pyskl - INFO - Epoch [148][2300/2353] lr: 1.122e-05, eta: 0:17:58, time: 0.223, data_time: 0.000, memory: 6499, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0326, loss: 0.0326 +2023-12-28 17:41:49,060 - pyskl - INFO - Saving checkpoint at 148 epochs +2023-12-28 17:43:16,675 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:43:16,755 - pyskl - INFO - +top1_acc 0.9631 +top5_acc 0.9953 +2023-12-28 17:43:16,759 - pyskl - INFO - Epoch(val) [148][1184] top1_acc: 0.9631, top5_acc: 0.9953 +2023-12-28 17:43:56,183 - pyskl - INFO - Epoch [149][100/2353] lr: 1.051e-05, eta: 0:17:23, time: 0.394, data_time: 0.169, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0401, loss: 0.0401 +2023-12-28 17:44:18,611 - pyskl - INFO - Epoch [149][200/2353] lr: 1.006e-05, eta: 0:17:00, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0422, loss: 0.0422 +2023-12-28 17:44:41,023 - pyskl - INFO - Epoch [149][300/2353] lr: 9.616e-06, eta: 0:16:38, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9988, loss_cls: 0.0485, loss: 0.0485 +2023-12-28 17:45:03,441 - pyskl - INFO - Epoch [149][400/2353] lr: 9.184e-06, eta: 0:16:15, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 1.0000, loss_cls: 0.0444, loss: 0.0444 +2023-12-28 17:45:25,853 - pyskl - INFO - Epoch [149][500/2353] lr: 8.763e-06, eta: 0:15:53, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 1.0000, loss_cls: 0.0428, loss: 0.0428 +2023-12-28 17:45:48,302 - pyskl - INFO - Epoch [149][600/2353] lr: 8.351e-06, eta: 0:15:30, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0391, loss: 0.0391 +2023-12-28 17:46:10,815 - pyskl - INFO - Epoch [149][700/2353] lr: 7.950e-06, eta: 0:15:07, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0490, loss: 0.0490 +2023-12-28 17:46:33,239 - pyskl - INFO - Epoch [149][800/2353] lr: 7.558e-06, eta: 0:14:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0478, loss: 0.0478 +2023-12-28 17:46:55,622 - pyskl - INFO - Epoch [149][900/2353] lr: 7.176e-06, eta: 0:14:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9988, loss_cls: 0.0482, loss: 0.0482 +2023-12-28 17:47:18,047 - pyskl - INFO - Epoch [149][1000/2353] lr: 6.804e-06, eta: 0:13:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 1.0000, loss_cls: 0.0463, loss: 0.0463 +2023-12-28 17:47:40,465 - pyskl - INFO - Epoch [149][1100/2353] lr: 6.442e-06, eta: 0:13:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0488, loss: 0.0488 +2023-12-28 17:48:02,872 - pyskl - INFO - Epoch [149][1200/2353] lr: 6.090e-06, eta: 0:13:14, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0466, loss: 0.0466 +2023-12-28 17:48:25,253 - pyskl - INFO - Epoch [149][1300/2353] lr: 5.747e-06, eta: 0:12:51, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0534, loss: 0.0534 +2023-12-28 17:48:47,679 - pyskl - INFO - Epoch [149][1400/2353] lr: 5.415e-06, eta: 0:12:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9988, loss_cls: 0.0526, loss: 0.0526 +2023-12-28 17:49:10,239 - pyskl - INFO - Epoch [149][1500/2353] lr: 5.092e-06, eta: 0:12:06, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0436, loss: 0.0436 +2023-12-28 17:49:32,669 - pyskl - INFO - Epoch [149][1600/2353] lr: 4.780e-06, eta: 0:11:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0362, loss: 0.0362 +2023-12-28 17:49:55,240 - pyskl - INFO - Epoch [149][1700/2353] lr: 4.477e-06, eta: 0:11:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389 +2023-12-28 17:50:17,629 - pyskl - INFO - Epoch [149][1800/2353] lr: 4.184e-06, eta: 0:10:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9944, top5_acc: 0.9994, loss_cls: 0.0443, loss: 0.0443 +2023-12-28 17:50:39,981 - pyskl - INFO - Epoch [149][1900/2353] lr: 3.901e-06, eta: 0:10:35, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9988, loss_cls: 0.0427, loss: 0.0427 +2023-12-28 17:51:02,337 - pyskl - INFO - Epoch [149][2000/2353] lr: 3.628e-06, eta: 0:10:13, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417 +2023-12-28 17:51:24,701 - pyskl - INFO - Epoch [149][2100/2353] lr: 3.365e-06, eta: 0:09:50, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0515, loss: 0.0515 +2023-12-28 17:51:47,141 - pyskl - INFO - Epoch [149][2200/2353] lr: 3.112e-06, eta: 0:09:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 0.9994, loss_cls: 0.0361, loss: 0.0361 +2023-12-28 17:52:09,609 - pyskl - INFO - Epoch [149][2300/2353] lr: 2.869e-06, eta: 0:09:05, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9969, top5_acc: 0.9994, loss_cls: 0.0393, loss: 0.0393 +2023-12-28 17:52:22,088 - pyskl - INFO - Saving checkpoint at 149 epochs +2023-12-28 17:53:49,647 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 17:53:49,725 - pyskl - INFO - +top1_acc 0.9639 +top5_acc 0.9952 +2023-12-28 17:53:49,729 - pyskl - INFO - Epoch(val) [149][1184] top1_acc: 0.9639, top5_acc: 0.9952 +2023-12-28 17:54:29,642 - pyskl - INFO - Epoch [150][100/2353] lr: 2.516e-06, eta: 0:08:30, time: 0.399, data_time: 0.174, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0380, loss: 0.0380 +2023-12-28 17:54:52,055 - pyskl - INFO - Epoch [150][200/2353] lr: 2.297e-06, eta: 0:08:07, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0456, loss: 0.0456 +2023-12-28 17:55:14,419 - pyskl - INFO - Epoch [150][300/2353] lr: 2.089e-06, eta: 0:07:45, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0392, loss: 0.0392 +2023-12-28 17:55:36,800 - pyskl - INFO - Epoch [150][400/2353] lr: 1.891e-06, eta: 0:07:22, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9962, top5_acc: 1.0000, loss_cls: 0.0386, loss: 0.0386 +2023-12-28 17:55:59,214 - pyskl - INFO - Epoch [150][500/2353] lr: 1.702e-06, eta: 0:06:59, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9994, loss_cls: 0.0501, loss: 0.0501 +2023-12-28 17:56:21,626 - pyskl - INFO - Epoch [150][600/2353] lr: 1.523e-06, eta: 0:06:37, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402 +2023-12-28 17:56:44,112 - pyskl - INFO - Epoch [150][700/2353] lr: 1.355e-06, eta: 0:06:14, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9988, loss_cls: 0.0565, loss: 0.0565 +2023-12-28 17:57:06,645 - pyskl - INFO - Epoch [150][800/2353] lr: 1.196e-06, eta: 0:05:51, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9994, loss_cls: 0.0428, loss: 0.0428 +2023-12-28 17:57:29,045 - pyskl - INFO - Epoch [150][900/2353] lr: 1.047e-06, eta: 0:05:29, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 1.0000, loss_cls: 0.0492, loss: 0.0492 +2023-12-28 17:57:51,434 - pyskl - INFO - Epoch [150][1000/2353] lr: 9.078e-07, eta: 0:05:06, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9925, top5_acc: 0.9994, loss_cls: 0.0437, loss: 0.0437 +2023-12-28 17:58:13,815 - pyskl - INFO - Epoch [150][1100/2353] lr: 7.787e-07, eta: 0:04:43, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9931, top5_acc: 0.9994, loss_cls: 0.0488, loss: 0.0488 +2023-12-28 17:58:36,464 - pyskl - INFO - Epoch [150][1200/2353] lr: 6.594e-07, eta: 0:04:21, time: 0.226, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9981, loss_cls: 0.0537, loss: 0.0537 +2023-12-28 17:58:58,876 - pyskl - INFO - Epoch [150][1300/2353] lr: 5.501e-07, eta: 0:03:58, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0432, loss: 0.0432 +2023-12-28 17:59:21,424 - pyskl - INFO - Epoch [150][1400/2353] lr: 4.507e-07, eta: 0:03:35, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495 +2023-12-28 17:59:43,874 - pyskl - INFO - Epoch [150][1500/2353] lr: 3.611e-07, eta: 0:03:13, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0423, loss: 0.0423 +2023-12-28 18:00:06,351 - pyskl - INFO - Epoch [150][1600/2353] lr: 2.815e-07, eta: 0:02:50, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9950, top5_acc: 0.9994, loss_cls: 0.0391, loss: 0.0391 +2023-12-28 18:00:28,759 - pyskl - INFO - Epoch [150][1700/2353] lr: 2.118e-07, eta: 0:02:27, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9938, top5_acc: 0.9981, loss_cls: 0.0434, loss: 0.0434 +2023-12-28 18:00:51,163 - pyskl - INFO - Epoch [150][1800/2353] lr: 1.520e-07, eta: 0:02:05, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 1.0000, loss_cls: 0.0437, loss: 0.0437 +2023-12-28 18:01:13,639 - pyskl - INFO - Epoch [150][1900/2353] lr: 1.021e-07, eta: 0:01:42, time: 0.225, data_time: 0.000, memory: 6499, top1_acc: 0.9919, top5_acc: 0.9988, loss_cls: 0.0528, loss: 0.0528 +2023-12-28 18:01:36,059 - pyskl - INFO - Epoch [150][2000/2353] lr: 6.205e-08, eta: 0:01:19, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0391, loss: 0.0391 +2023-12-28 18:01:58,452 - pyskl - INFO - Epoch [150][2100/2353] lr: 3.195e-08, eta: 0:00:57, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9994, loss_cls: 0.0386, loss: 0.0386 +2023-12-28 18:02:20,843 - pyskl - INFO - Epoch [150][2200/2353] lr: 1.174e-08, eta: 0:00:34, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9912, top5_acc: 0.9994, loss_cls: 0.0487, loss: 0.0487 +2023-12-28 18:02:43,212 - pyskl - INFO - Epoch [150][2300/2353] lr: 1.444e-09, eta: 0:00:12, time: 0.224, data_time: 0.000, memory: 6499, top1_acc: 0.9956, top5_acc: 0.9988, loss_cls: 0.0438, loss: 0.0438 +2023-12-28 18:02:55,510 - pyskl - INFO - Saving checkpoint at 150 epochs +2023-12-28 18:04:23,325 - pyskl - INFO - Evaluating top_k_accuracy ... +2023-12-28 18:04:23,408 - pyskl - INFO - +top1_acc 0.9640 +top5_acc 0.9951 +2023-12-28 18:04:23,412 - pyskl - INFO - Epoch(val) [150][1184] top1_acc: 0.9640, top5_acc: 0.9951 +2023-12-28 18:04:34,080 - pyskl - INFO - 18932 videos remain after valid thresholding +2023-12-28 18:16:18,196 - pyskl - INFO - Testing results of the last checkpoint +2023-12-28 18:16:18,197 - pyskl - INFO - top1_acc: 0.9658 +2023-12-28 18:16:18,197 - pyskl - INFO - top5_acc: 0.9955 +2023-12-28 18:16:18,197 - pyskl - INFO - load checkpoint from local path: ./work_dirs/test_prototype/ntu60_xview/k_1/best_top1_acc_epoch_145.pth +2023-12-28 18:28:01,090 - pyskl - INFO - Testing results of the best checkpoint +2023-12-28 18:28:01,091 - pyskl - INFO - top1_acc: 0.9661 +2023-12-28 18:28:01,091 - pyskl - INFO - top5_acc: 0.9956